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Repository: seg/2016-ml-contest Branch: master Commit: 160430c84659 Files: 582 Total size: 206.9 MB Directory structure: gitextract_q9zx4ufh/ ├── .gitignore ├── ADMC/ │ ├── ADMC_Prediction_XGB │ ├── ADMC_Prediction_XGB_2 │ ├── ADMC_Prediction_XGB_3 │ ├── ADMC_Prediction_XGB_4 │ ├── ADMC_Prediction_XGB_5 │ ├── ADMC_Prediction_XGB_Leave_well_out_6 │ ├── ADMC_Prediction_XGB_Leave_well_out_7 │ ├── ADMC_Prediction_XGB_Submission_11 │ ├── ADMC_Prediction_XGB_Submission_12 │ ├── ADMC_Prediction_XGB_Submission_13 │ ├── ADMC_Prediction_XGB_Submission_14 │ ├── ADMC_Prediction_XGB_Submission_15 │ ├── ADMC_Prediction_XGB_Submission_16 │ ├── ADMC_Prediction_XGB_Submission_17 │ ├── ADMC_Prediction_XGB_Submission_8 │ ├── ADMC_Prediction_XGB_Submission_9 │ ├── McCarthy 2016 ML submission.ipynb │ ├── McCarthy 2016 ML v11.ipynb │ ├── McCarthy 2016 ML v12.ipynb │ ├── McCarthy 2016 ML v13_.ipynb │ ├── McCarthy 2016 ML v14_.ipynb │ ├── McCarthy 2016 ML v15_.ipynb │ ├── McCarthy 2016 ML v16_.ipynb │ ├── McCarthy 2016 ML v17.ipynb │ ├── McCarthy 2016 ML v2.0.ipynb │ ├── McCarthy 2016 ML v3.ipynb │ ├── McCarthy 2016 ML v5.ipynb │ ├── McCarthy 2016 ML v8.ipynb │ ├── McCarthy 2016 ML v9-Submission.ipynb │ └── Read_me ├── ARANZGeo/ │ ├── README.md │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── final_predictions_cross_1.csv │ ├── final_predictions_cross_4.csv │ ├── final_predictions_cross_drop_3.csv │ ├── final_predictions_many.csv │ ├── final_predictions_n_noisedrop_5.csv │ ├── final_predictions_rand_w_no_noise.csv │ ├── final_predictions_w_noise_and_drops.csv │ ├── final_predictions_w_stacking.csv │ ├── final_predictions_w_stacking_w_tes_conf.csv │ ├── hypter.py │ ├── networks_setups.py │ ├── training_data.csv │ └── validation_data_nofacies.csv ├── Anjum48/ │ ├── Anjum48 Facies Classification v2.ipynb │ ├── Anjum48 Facies Classification.ipynb │ ├── Anjum48_Prediction_Submission.csv │ ├── Anjum48_Prediction_Submission_v2.csv │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── nofacies_data.csv │ ├── training_data.csv │ └── validation_data_nofacies.csv ├── BGC_Team/ │ ├── Facies Prediction_submit6.ipynb │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── nofacies_data.csv │ ├── predict_result_dnn.csv │ ├── predict_result_dnn_ModeResult.csv │ ├── predict_result_dnn_full_data_smooth.csv │ ├── predict_result_full.csv │ ├── training_data.csv │ └── validation_data_nofacies.csv ├── Bird_Team/ │ ├── Facies_classification_1.ipynb │ ├── Facies_classification_2.ipynb │ ├── Facies_classification_3.ipynb │ ├── Facies_classification_4.ipynb │ ├── Facies_classification_5.ipynb │ ├── Facies_classification_6.ipynb │ ├── Facies_classification_7.ipynb │ ├── XmasPreds_1.csv │ ├── XmasPreds_2.csv │ ├── XmasPreds_3.csv │ ├── XmasPreds_4.csv │ ├── XmasPreds_5.csv │ ├── XmasPreds_6.csv │ ├── XmasPreds_7.csv │ └── stacking_classifiers.py ├── CC_ml/ │ ├── cc_predicted_facies_noneigh_boosting_refine4_win.csv │ ├── cc_predicted_facies_noneigh_boosting_refine8_win.csv │ ├── cc_submission1_no_neigh_Boosting_refine4.ipynb │ ├── cc_submission1_no_neigh_Boosting_refine8.ipynb │ └── classification_utilities.py ├── CEsprey - RandomForest/ │ ├── Facies_Feature_Engineering_And_ML.ipynb │ ├── Facies_Tree_Ensemble_Classifier.ipynb │ ├── test_data_prediction_CE.csv │ └── test_data_prediction_ver2_CE.csv ├── CannedGeo_/ │ ├── Facies_classification-BPage_CannedGeo_F1_56-VALIDATED.ipynb │ ├── Facies_classification-BPage_CannedGeo_F1_56.ipynb │ ├── classification_utilities.py │ └── well_data_with_facies.csv ├── CarlosFuerte/ │ ├── ML_Submission.ipynb │ ├── ML_Submission.py │ ├── ML_Submission_v7.ipynb │ ├── TangDarnell_sub5.csv │ ├── TangDarnell_sub6.csv │ ├── TangDarnell_sub7.csv │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── grads_and_means_KD.py │ ├── readme.md │ ├── tpot_mnist_pipeline.py │ ├── validation_data_nofacies.csv │ └── y_pred_Matt.npy ├── DiscerningHaggis/ │ ├── DHparams.csv │ ├── DHparams0.csv │ ├── DHparams_2.csv │ ├── DHparams_sub1.csv │ ├── Discerning_Haggis_Facies_Classification.ipynb │ ├── Discerning_Haggis_Facies_Classification.py │ ├── Discerning_Haggis_Facies_Classification_sub1.ipynb │ ├── Discerning_Haggis_Facies_Classification_sub2.ipynb │ ├── Discerning_Haggis_Facies_Classification_sub3-Copy1.ipynb │ ├── Discerning_Haggis_Facies_Classification_sub3.ipynb │ ├── well_data_with_facies_DH.csv │ ├── well_data_with_facies_DH0.csv │ ├── well_data_with_facies_DH_2.csv │ ├── well_data_with_facies_DH_sub1.csv │ ├── well_data_with_facies_DH_sub2.csv │ ├── well_data_with_facies_DH_sub2b.csv │ └── well_data_with_facies_DH_sub3.csv ├── Dockerfile ├── EvgenyS/ │ ├── Facies_classification_ES.ipynb │ └── well_data_with_facies.csv ├── Facies_classification.ipynb ├── GCC_FaciesClassification/ │ ├── 01 - Facies Classification - GCC-VALIDATION.ipynb │ ├── 01 - Facies Classification - GCC.ipynb │ ├── 02 - Facies Classification - GCC.ipynb │ ├── 02 - Well Facies Prediction - Test Data Set.csv │ ├── 03 - Facies Determination - Regression.ipynb │ ├── 05 - Facies Determination.ipynb │ ├── 05 - Well Facies Prediction - Test Data Set.csv │ ├── 06 - Combined Models.csv │ ├── 06 - Facies Determination.ipynb │ ├── Well Facies Prediction - Test Data Set.csv │ ├── contest_export.py │ └── regressor_results.csv ├── HouMath/ │ ├── Face_classification_HouMath_XGB_01.ipynb │ ├── Face_classification_HouMath_XGB_02.ipynb │ ├── Face_classification_HouMath_XGB_03.ipynb │ ├── Face_classification_HouMath_XGB_04.ipynb │ ├── Face_classification_HouMath_XGB_06.ipynb │ ├── HouMath_100_realizations.npy │ ├── Prediction2.csv │ ├── Prediction3.csv │ ├── Prediction4.csv │ ├── Prediction6.csv │ ├── classification_utilities.py │ └── facies_vectors.csv ├── Houston_J/ │ ├── HoustonJ_sub2.csv │ ├── Houston_J-sub1.ipynb │ ├── Houston_J-sub2.ipynb │ └── Houston_J_sub_1.csv ├── JLOWE/ │ ├── JLowe_NN.ipynb │ ├── nofacies_data.csv │ └── training_data.csv ├── JesperDramsch/ │ ├── Facies_classification_NMM_Split-Jesper.ipynb │ ├── Facies_classification_Xmas_Trees-Copy1.ipynb │ ├── Facies_classification_Xmas_Trees.ipynb │ ├── classification_utilities.py │ └── well_data_with_facies.csv ├── Kr1m/ │ ├── Kr1m_SEG_ML_Attempt1.csv │ ├── Kr1m_SEG_ML_Attempt1.ipynb │ ├── Kr1m_SEG_ML_Attempt2.csv │ ├── Kr1m_SEG_ML_Attempt2.ipynb │ ├── Kr1m_SEG_ML_Attempt3.csv │ ├── Kr1m_SEG_ML_Attempt3.ipynb │ ├── Kr1m_SEG_ML_Attempt4.csv │ └── Kr1m_SEG_ML_Attempt4.ipynb ├── LA_TEAM_FRESH/ │ ├── Face_classification_LA_Team_HouMath_Edit.ipynb │ ├── Prediction_houmath_edit.csv │ ├── So Meta.ipynb │ ├── autoencoder_classifier_prediction.csv │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── the_meta_submission.csv │ └── variational_classifier.py ├── LA_Team/ │ ├── Facies_classification-Keras-CNN.ipynb │ ├── Facies_classification_LA_TEAM.ipynb │ ├── Facies_classification_LA_TEAM_02.ipynb │ ├── Facies_classification_LA_TEAM_03.ipynb │ ├── Facies_classification_LA_TEAM_05.ipynb │ ├── Facies_classification_LA_TEAM_05_VALIDATION.ipynb │ ├── Facies_classification_LA_TEAM_06.ipynb │ ├── Facies_classification_LA_TEAM_07.ipynb │ ├── Facies_classification_LA_TEAM_08.ipynb │ ├── FinalPipeline.py │ ├── FinalPipeline_LM_long_2.py │ ├── FinalPipeline_LM_mean_per_facies.py │ ├── LA-Team_100_realizations.npy │ ├── Prediction.csv │ ├── Prediction2.csv │ ├── Prediction_3.csv │ ├── Prediction_7.csv │ ├── Prediction_XXI_LM_Final.csv │ ├── Prediction_XXX_Final.csv │ ├── Prediction_XX_Final.csv │ ├── Prediction_X_Final.csv │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── prediction_gan.csv │ ├── train_test_data.csv │ ├── validation_data_nofacies_online.csv │ └── validation_data_with_facies_new.csv ├── LICENSE ├── LiamLearn/ │ ├── K-fold_CV_F1_score.ipynb │ └── K-fold_CV_F1_score__MATT.ipynb ├── MSS_Xmas_Trees/ │ ├── ml_seg_final_CRAWFORD.ipynb │ ├── ml_seg_final_STUART.ipynb │ ├── ml_seg_sub3.ipynb │ ├── ml_seg_sub4.ipynb │ ├── ml_seg_sub4a.ipynb │ ├── ml_seg_sub5_CRAW.ipynb │ ├── ml_seg_sub5_STU.ipynb │ ├── ml_seg_sub5_STU2.ipynb │ ├── ml_seg_sub5_STU2a.ipynb │ ├── ml_seg_sub_final2_CRAW.ipynb │ ├── ml_seg_sub_final2_STUART.ipynb │ ├── ml_seg_try1.ipynb │ └── ml_seg_wk_submission2_neat.ipynb ├── MandMs/ │ ├── 00_Facies_classification-MandMs_SVM_rbf_kernel.ipynb │ ├── 01_Facies_classification-MandMs_SVM_rbf_kernel_optimal.ipynb │ ├── 02_Facies_classification-MandMs_plurality_voting_classifier.ipynb │ ├── 03_Facies_classification-MandMs_RandomForest_EngineeredFeatures_SFSelection_ValidationCurves.ipynb │ ├── 03_Facies_classification-MandMs_SFS_v2-validation_set.ipynb │ ├── 03_Facies_classification-MandMs_SFS_v2.ipynb │ ├── 03_Facies_classification_MandMs_feature_engineering_derivatives_moments_glcms.ipynb │ ├── 03_Facies_classification_MandMs_feature_engineering_derivatives_moments_glcms_nofacies_data.ipynb │ ├── 03_SFS_top75_selected_engineered_features.csv │ ├── 03_SFS_top75_selected_engineered_features_validation_set.csv │ ├── 03_engineered_features.csv │ ├── 03_engineered_features_validation_set2.csv │ ├── 03_ypred_RF_DERIV_SFS_VC.npy │ ├── 04_faciesClassification_MandMs_SFS_v2.ipynb │ ├── 04_faciesClassification_MandMs_SFStop45_XGB_ypred.ipynb │ ├── 04_faciesClassification_MandMs_featureEngineering_v2.ipynb │ ├── 04_ypred_XGB_SFS_VC_001.csv │ ├── 04_ypred_XGB_SFS_VC_001.npy │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── nofacies_data.csv │ ├── test_SFS_top45_engfeat.csv │ ├── test_engineered_features.csv │ ├── train_SFS_top45_engfeat.csv │ ├── train_engineered_features.csv │ ├── training_data.csv │ └── validation_data_nofacies.csv ├── Mendacium/ │ ├── Ensemble_1.csv │ ├── Ensemble_2.csv │ ├── First file │ ├── GBM_predicted_facies_1.csv │ ├── GBM_predicted_facies_2.csv │ ├── GBM_sub_1.R │ ├── GBM_sub_2.R │ ├── NN_predicted_facies_1.csv │ ├── NN_predicted_facies_2.csv │ ├── NN_predicted_facies_3.csv │ ├── NN_predicted_facies_4.csv │ ├── NN_predicted_facies_5.csv │ ├── NN_sub_1.R │ ├── NN_sub_2.R │ ├── NN_sub_3.R │ ├── NN_sub_4.R │ ├── NN_sub_5.R │ ├── RF_notebook_1.Rmd │ ├── RF_notebook_1.ipynb │ ├── RF_predicted_facies_1.csv │ ├── RF_predicted_facies_10.csv │ ├── RF_predicted_facies_11.csv │ ├── RF_predicted_facies_12.csv │ ├── RF_predicted_facies_13.csv │ ├── RF_predicted_facies_14.csv │ ├── RF_predicted_facies_15.csv │ ├── RF_predicted_facies_16.csv │ ├── RF_predicted_facies_2.csv │ ├── RF_predicted_facies_3.csv │ ├── RF_predicted_facies_4.csv │ ├── RF_predicted_facies_5.csv │ ├── RF_predicted_facies_7.csv │ ├── RF_predicted_facies_8.csv │ ├── RF_predicted_facies_9.csv │ ├── RF_predicted_facies_ensemble1_6.csv │ ├── RF_sub_2.R │ ├── RF_sub_3.R │ ├── RF_sub_4.R │ ├── RF_sub_5.R │ ├── RF_sub_7.R │ ├── RF_sub_8.R │ ├── RF_sub_9.R │ ├── RF_sub_ensemble1_6.R │ ├── SVM_notebook.Rmd │ ├── SVM_notebook.ipynb │ ├── SVM_notebook_1.Rmd │ ├── SVM_predicted_facies_1.csv │ ├── XGB_predicted_facies_1.csv │ ├── XGB_predicted_facies_10.csv │ ├── XGB_predicted_facies_11.csv │ ├── XGB_predicted_facies_12.csv │ ├── XGB_predicted_facies_13.csv │ ├── XGB_predicted_facies_14.csv │ ├── XGB_predicted_facies_2.csv │ ├── XGB_predicted_facies_3.csv │ ├── XGB_predicted_facies_4.csv │ ├── XGB_predicted_facies_5.csv │ ├── XGB_predicted_facies_6.csv │ ├── XGB_predicted_facies_7.csv │ ├── XGB_predicted_facies_8.csv │ ├── XGB_predicted_facies_9.csv │ ├── XGB_sub_1.R │ ├── XGB_sub_10.R │ ├── XGB_sub_11.R │ ├── XGB_sub_12.R │ ├── XGB_sub_13.R │ ├── XGB_sub_14.R │ ├── XGB_sub_2.R │ ├── XGB_sub_3.R │ ├── XGB_sub_4.R │ ├── XGB_sub_5.R │ ├── XGB_sub_6.R │ ├── XGB_sub_7.R │ ├── XGB_sub_8.R │ ├── XGB_sub_9.R │ ├── ensemble_1.R │ ├── ensemble_2.R │ ├── rf_sub_10.R │ ├── rf_sub_11.R │ ├── rf_sub_12.R │ ├── rf_sub_13.R │ ├── rf_sub_14.R │ ├── rf_sub_15.R │ └── rf_sub_16.R ├── PA_Team/ │ ├── PA-Team_100_realizations.npy │ ├── PA_Team_Submission_0 │ ├── PA_Team_Submission_0.ipynb │ ├── PA_Team_Submission_1.csv │ ├── PA_Team_Submission_1.ipynb │ ├── PA_Team_Submission_2.csv │ ├── PA_Team_Submission_2.ipynb │ ├── PA_Team_Submission_3.ipynb │ ├── PA_Team_Submission_3_with_outlier_data.csv │ ├── PA_Team_Submission_3_without_outlier_data.csv │ ├── PA_Team_Submission_4-revised.csv │ ├── PA_Team_Submission_4-revised.ipynb │ ├── PA_Team_Submission_4.csv │ ├── PA_Team_Submission_4.ipynb │ ├── PA_Team_Submission_5.csv │ ├── PA_Team_Submission_5.ipynb │ ├── PA_Team_Submission_6_RF00.csv │ ├── PA_Team_Submission_6_RF00.ipynb │ ├── PA_Team_Submission_7_RF_01.csv │ ├── PA_Team_Submission_7_RF_01.ipynb │ ├── PA_Team_Submission_8_XGB.csv │ ├── PA_Team_Submission_8_XGB.ipynb │ └── PA_Team_Submission_8_XGB_VALIDATION.ipynb ├── PA_Team_Submission_7_RF_01.csv ├── PA_Team_Submission_7_RF_01.ipynb ├── Pet_Stromatolite/ │ ├── Facies_Classification_Draft1.ipynb │ ├── Facies_Classification_Draft2.ipynb │ ├── Facies_Classification_Draft3.ipynb │ ├── Facies_Classification_Draft4.ipynb │ ├── Facies_Classification_Draft5.ipynb │ ├── Facies_Classification_Draft7.ipynb │ ├── Prediction3a.csv │ ├── Prediction5_final.csv │ ├── Prediction5a.csv │ ├── Prediction6a.csv │ ├── Prediction7_final.csv │ ├── Prediction7a.csv │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── readme.md │ ├── training_data.csv │ ├── validation_data_nofacies.csv │ └── well_data_with_facies.csv ├── README.md ├── SHandPR/ │ ├── Face_classification_SHPR_GradientBoost.ipynb │ ├── Face_classification_SHPR_GradientBoost_Updated.ipynb │ ├── Face_classification_SHPR_LogisticRegression.ipynb │ ├── Face_classification_SHPR_NearestNeighbour.ipynb │ ├── Face_classification_SHPR_RandomForest.ipynb │ ├── FaciesTrial.ipynb │ ├── GradientBoosting.ipynb │ ├── MajorityVoting.ipynb │ ├── RandomForest.ipynb │ ├── SH_predicted_facies_submission001.csv │ ├── SHandPR_100_realizations.npy │ ├── classification_utilities.py │ ├── faciestrial.py │ └── notes.txt ├── ShiangYong/ │ ├── facies_classification_cnn.ipynb │ ├── facies_vectors_imputedPE.csv │ ├── predicted_facies_ver02.csv │ ├── predicted_facies_ver03.csv │ └── predicted_facies_ver04.csv ├── StoDIG/ │ ├── Facies_classification_StoDIG.ipynb │ ├── Facies_classification_StoDIG_2.ipynb │ ├── Facies_classification_StoDIG_3.ipynb │ ├── Facies_classification_StoDIG_4.ipynb │ ├── Facies_classification_StoDIG_5_CLDNN.ipynb │ ├── Facies_classification_StoDIG_5_CNN.ipynb │ ├── Prediction_StoDIG.csv │ ├── Prediction_StoDIG_2.csv │ ├── Prediction_StoDIG_3.csv │ ├── Prediction_StoDIG_4.csv │ ├── Prediction_StoDIG_5_CLDNN.csv │ ├── Prediction_StoDIG_5_CNN.csv │ ├── classification_utilities.py │ └── train_test_data.csv ├── Stochastic_validations.ipynb ├── aaML/ │ ├── Data Analysis and edition.ipynb │ ├── Prediction.csv │ ├── Submission.ipynb │ ├── blind.csv │ ├── data-test.csv │ ├── facies_vectors.csv │ ├── libtools.py │ ├── training.csv │ └── validation_data_nofacies.csv ├── adatum/ │ ├── imputed/ │ │ ├── Facies_classification.Rmd │ │ ├── Facies_classification.nb.html │ │ ├── submission_layer.csv │ │ ├── submission_majority_vote.csv │ │ ├── submission_singlemodel.csv │ │ └── submission_stack.csv │ ├── unimputed/ │ │ ├── Facies_classification.Rmd │ │ ├── Facies_classification.nb.html │ │ ├── submission_layer.csv │ │ ├── submission_majority_vote.csv │ │ ├── submission_singlemodel.csv │ │ └── submission_stack.csv │ └── well_partitioned/ │ ├── Facies_classification.Rmd │ ├── Facies_classification.nb.html │ ├── submission_layer.csv │ ├── submission_majority_vote.csv │ ├── submission_singlemodel.csv │ └── submission_stack.csv ├── ar4/ │ ├── ar4_predicted_facies_submission001.csv │ ├── ar4_predicted_facies_submission002.csv │ ├── ar4_submission001.py │ ├── ar4_submission2.ipynb │ ├── ar4_submission2_VALIDATION.ipynb │ ├── ar4_submission3.csv │ ├── ar4_submission3.ipynb │ ├── ar4_submission3.py │ ├── classification_utilities.py │ ├── dtw_dist_fce.npy │ └── dtw_distformation_fce.npy ├── blind_stuart_crawford_core_facies.csv ├── boostedXmas/ │ ├── Facies Classification.ipynb │ └── prediction.csv ├── classification_utilities.py ├── dagrha/ │ ├── KNN_submission_1_dagrha.ipynb │ ├── KNN_submission_2_dagrha.ipynb │ ├── RFC_submission_3_dagrha.ipynb │ ├── RFC_submission_3_predictions.csv │ ├── RFC_submission_4_dagrha.ipynb │ ├── RFC_submission_4_predictions.csv │ ├── RFC_submission_5.ipynb │ ├── RFC_submission_5_predictions.csv │ └── inversion.py ├── environment.yml ├── esaTeam/ │ ├── classification_utilities.py │ ├── esaTeam_100_realizations.npy │ ├── esa_Submission01.ipynb │ ├── esa_Submission01a.ipynb │ ├── esa_Submission01b.ipynb │ ├── esa_Submission01c.ipynb │ ├── esa_Submission01c_VALIDATION.ipynb │ ├── esa_Submission02.ipynb │ ├── esa_predicted_facies_GB_1_sub01b.csv │ ├── esa_predicted_facies_GB_2_sub01c.csv │ ├── esa_predicted_facies_GB_CL_sub02.csv │ ├── esa_predicted_facies_GB_Post_sub01a.csv │ ├── esa_predicted_facies_GB_sub01.csv │ ├── esa_predicted_facies_RF_CL_sub02.csv │ ├── esa_predicted_facies_RF_Post_sub01a.csv │ ├── esa_predicted_facies_RF_sub01.csv │ ├── esa_predicted_facies_XBA_1_sub01b.csv │ ├── esa_predicted_facies_XBA_2_sub01c.csv │ ├── esa_predicted_facies_XBA_CL_sub02.csv │ ├── esa_predicted_facies_XBA_Post_sub01a.csv │ ├── esa_predicted_facies_XBA_sub01.csv │ ├── esa_predicted_facies_XB_CL_sub02.csv │ └── esa_predicted_facies_XB_sub01.csv ├── facies_vectors.csv ├── fvf/ │ ├── Predicted_Facies_3.csv │ ├── facies_classification.ipynb │ ├── predicted_facies.csv │ ├── readme.md │ ├── training_data.csv │ └── validation_data_nofacies.csv ├── geoLEARN/ │ ├── Feature_Engineering.py │ ├── Missing_value_filling.ipynb │ ├── Prediction_blind_wells.pkl │ ├── Prediction_blind_wells_RF_b.pkl │ ├── Prediction_blind_wells_RF_c.pkl │ ├── Prediction_submission4_TwoSteps.pkl │ ├── Prediction_submission4_XGBoost2.pkl │ ├── Prediction_submission4_XtraTrees.pkl │ ├── Prediction_submission_4_OVR_RF.pkl │ ├── Prediction_submission_4_XGBoost1.pkl │ ├── Submission.ipynb │ ├── Submission_3_RF_FE.ipynb │ ├── Submission_4_OVR_RF.ipynb │ ├── Submission_4_TwoFolds_Classification.ipynb │ ├── Submission_4_XGBoost1.ipynb │ ├── Submission_4_XGBoost2.ipynb │ ├── Submission_4_XtraTrees.ipynb │ ├── Submission_increased_variance.ipynb │ └── data/ │ └── training_data_final.pkl ├── gram/ │ ├── README.md │ ├── crossValidation_cpu.lua │ ├── csv2t7.sh │ ├── dat/ │ │ ├── facies_vectors.t7 │ │ ├── nofacies_data.t7 │ │ ├── training_data.t7 │ │ ├── validation_data_nofacies.t7 │ │ └── well_data_with_facies.t7 │ ├── data_loading.ipynb │ ├── faye.ipynb │ └── full_training.ipynb ├── index.ipynb ├── ispl/ │ ├── classification_utilities.py │ ├── facies_classification_try01.ipynb │ ├── facies_classification_try02.ipynb │ ├── facies_classification_try03.ipynb │ ├── facies_classification_try03_v2.ipynb │ ├── facies_classification_try03_v2_VALIDATION.ipynb │ ├── facies_classification_try04.ipynb │ ├── ispl_100_realizations.npy │ ├── well_data_with_facies_try01.csv │ ├── well_data_with_facies_try01_MATT.csv │ ├── well_data_with_facies_try02.csv │ ├── well_data_with_facies_try03.csv │ ├── well_data_with_facies_try03_v2.csv │ └── well_data_with_facies_try04.csv ├── itwm/ │ ├── ConvNet.py │ ├── Facies_classification_ITWM_01.ipynb │ ├── Facies_classification_ITWM_eval.ipynb │ ├── classification_utilities.py │ └── predicted_facies_itwm_01.csv ├── jpoirier/ │ ├── accuracyMetrics.R │ ├── archive/ │ │ ├── Looking into cross-correlation.ipynb │ │ ├── New approach to evaluating models.ipynb │ │ ├── Nonmarine vs Marine Analysis.ipynb │ │ ├── Untitled.ipynb │ │ ├── Untitled1.ipynb │ │ ├── Well log plots.ipynb │ │ ├── evaluationFunctions.R │ │ ├── jpoirier001.ipynb │ │ ├── jpoirier003.ipynb │ │ ├── jpoirier004.ipynb │ │ ├── jpoirier005.ipynb │ │ ├── jpoirier006.ipynb │ │ ├── jpoirier007.ipynb │ │ ├── mirrorData.R │ │ ├── play.R │ │ ├── preProcData.R │ │ └── trainingFunctions.R │ ├── classification_utilities.py │ ├── jpoirier008.ipynb │ ├── jpoirier008_submission001.csv │ ├── jpoirier009_submission001.csv │ ├── jpoirier009_submission001.ipynb │ ├── jpoirier010.ipynb │ ├── jpoirier011.ipynb │ ├── jpoirier011_submission001.csv │ ├── loadData.R │ ├── preProcData.R │ ├── sequencing.R │ └── voting.R ├── nofacies_data.csv ├── prediction_depths.csv ├── rkappius/ │ ├── DataSet.py │ ├── PredictedResults.csv │ └── facies_w_tf_submit.py ├── training_data.csv ├── utils.py └── validation_data_nofacies.csv ================================================ FILE CONTENTS ================================================ ================================================ FILE: .gitignore ================================================ # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] *$py.class # C extensions *.so # Distribution / packaging .Python env/ build/ develop-eggs/ dist/ downloads/ eggs/ .eggs/ lib/ lib64/ parts/ sdist/ var/ *.egg-info/ .installed.cfg *.egg # PyInstaller # Usually these files are written by a python script from a template # before PyInstaller builds the exe, so as to inject date/other infos into it. *.manifest *.spec # Installer logs pip-log.txt pip-delete-this-directory.txt # Unit test / coverage reports htmlcov/ .tox/ .coverage .coverage.* .cache nosetests.xml coverage.xml *,cover .hypothesis/ # Translations *.mo *.pot # Django stuff: *.log local_settings.py # Flask stuff: instance/ .webassets-cache # Scrapy stuff: .scrapy # Sphinx documentation docs/_build/ # PyBuilder target/ # IPython Notebook .ipynb_checkpoints # pyenv .python-version # celery beat schedule file celerybeat-schedule # dotenv .env # virtualenv venv/ ENV/ # Spyder project settings .spyderproject # Rope project settings .ropeproject SHandPR/FaciesTrialKNearestNeighbour.ipynb # saved R objects *.rds # R workspace .RData *.Rproj* .Rhistory ================================================ FILE: ADMC/ADMC_Prediction_XGB ================================================ ,Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Predicted_y 0,A1 SH,STUART,2808.0,66.27600000000001,0.63,3.3,10.65,3.591,1,1.0,3 1,A1 SH,STUART,2808.5,77.252,0.585,6.5,11.95,3.341,1,0.978,3 2,A1 SH,STUART,2809.0,82.899,0.5660000000000001,9.4,13.6,3.0639999999999996,1,0.956,3 3,A1 SH,STUART,2809.5,80.671,0.593,9.5,13.25,2.977,1,0.9329999999999999,3 4,A1 SH,STUART,2810.0,75.971,0.638,8.7,12.35,3.02,1,0.9109999999999999,2 5,A1 SH,STUART,2810.5,73.955,0.667,6.9,12.25,3.0860000000000003,1,0.889,2 6,A1 SH,STUART,2811.0,77.962,0.674,6.5,12.45,3.092,1,0.867,2 7,A1 SH,STUART,2811.5,83.89399999999999,0.667,6.3,12.65,3.123,1,0.8440000000000001,2 8,A1 SH,STUART,2812.0,84.42399999999999,0.653,6.7,13.05,3.1210000000000004,1,0.8220000000000001,2 9,A1 SH,STUART,2812.5,83.16,0.642,7.3,12.95,3.127,1,0.8,2 10,A1 SH,STUART,2813.0,79.063,0.6509999999999999,7.3,12.05,3.147,1,0.778,2 11,A1 SH,STUART,2813.5,69.002,0.677,6.2,10.8,3.096,1,0.7559999999999999,2 12,A1 SH,STUART,2814.0,63.983000000000004,0.69,4.4,9.7,3.103,1,0.733,2 13,A1 SH,STUART,2814.5,61.797,0.675,3.5,9.15,3.1010000000000004,1,0.711,2 14,A1 SH,STUART,2815.0,61.372,0.6459999999999999,2.8,9.3,3.065,1,0.6890000000000001,2 15,A1 SH,STUART,2815.5,63.535,0.621,2.8,9.8,2.9819999999999998,1,0.667,2 16,A1 SH,STUART,2816.0,65.126,0.6,3.3,10.55,2.9139999999999997,1,0.644,2 17,A1 SH,STUART,2816.5,75.93,0.5760000000000001,3.4,11.9,2.845,1,0.6,2 18,A1 SH,STUART,2817.0,85.07700000000001,0.584,4.4,12.9,2.8539999999999996,1,0.578,2 19,A1 SH,STUART,2817.5,89.459,0.598,6.6,13.5,2.986,1,0.556,2 20,A1 SH,STUART,2818.0,88.619,0.61,7.2,14.8,2.988,1,0.5329999999999999,2 21,A1 SH,STUART,2818.5,81.593,0.636,6.4,13.9,2.998,1,0.511,2 22,A1 SH,STUART,2819.0,66.595,0.7020000000000001,2.8,11.4,2.988,1,0.489,2 23,A1 SH,STUART,2819.5,55.081,0.789,2.7,8.15,3.028,1,0.467,2 24,A1 SH,STUART,2820.0,48.111999999999995,0.84,1.0,7.5,3.073,1,0.444,2 25,A1 SH,STUART,2820.5,43.73,0.846,0.4,7.1,3.1460000000000004,1,0.42200000000000004,2 26,A1 SH,STUART,2821.0,44.097,0.84,0.7,6.65,3.205,1,0.4,2 27,A1 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LM,STUART,2860.0,72.543,0.748,4.1,10.35,3.359,2,0.19699999999999998,4 105,A1 LM,STUART,2860.5,65.672,0.8140000000000001,3.5,9.05,3.6180000000000003,2,0.184,4 106,A1 LM,STUART,2861.0,57.153,0.951,1.7,6.75,3.9019999999999997,2,0.171,6 107,A1 LM,STUART,2861.5,46.056000000000004,1.148,0.1,4.55,4.221,2,0.158,6 108,A1 LM,STUART,2862.0,37.961,1.324,0.0,3.3,4.561,2,0.145,6 109,A1 LM,STUART,2862.5,33.579,1.402,-0.2,2.8,4.7989999999999995,2,0.132,6 110,A1 LM,STUART,2863.0,31.212,1.439,-0.4,2.7,4.874,2,0.11800000000000001,6 111,A1 LM,STUART,2863.5,30.176,1.486,-0.5,2.55,4.787,2,0.105,6 112,A1 LM,STUART,2864.0,29.858,1.507,-0.7,2.75,4.622,2,0.092,6 113,A1 LM,STUART,2864.5,29.923000000000002,1.433,-0.6,3.3,4.375,2,0.079,6 114,A1 LM,STUART,2865.0,34.428000000000004,1.2790000000000001,0.0,4.0,4.115,2,0.066,6 115,A1 LM,STUART,2865.5,39.935,1.1340000000000001,0.8,4.6,3.9789999999999996,2,0.053,6 116,A1 LM,STUART,2866.0,39.935,1.1340000000000001,0.8,4.6,3.9789999999999996,2,0.053,6 117,A1 LM,STUART,2866.5,46.823,1.05,1.3,5.15,3.727,2,0.039,6 118,A1 LM,STUART,2867.0,57.968999999999994,1.01,2.0,5.2,3.537,2,0.026000000000000002,6 119,A1 LM,STUART,2867.5,71.24600000000001,0.9540000000000001,2.3,5.65,3.4819999999999998,2,0.013000000000000001,6 120,B1 SH,STUART,2868.0,82.54799999999999,0.843,3.2,7.2,3.532,1,1.0,2 121,B1 SH,STUART,2868.5,92.119,0.718,4.9,8.95,3.484,1,0.968,2 122,B1 SH,STUART,2869.0,93.564,0.635,7.0,11.1,3.4019999999999997,1,0.935,2 123,B1 SH,STUART,2869.5,86.26,0.615,9.0,11.9,3.486,1,0.903,3 124,B1 SH,STUART,2870.0,77.097,0.637,9.5,11.25,3.56,1,0.871,2 125,B1 SH,STUART,2870.5,67.68,0.6509999999999999,9.2,10.7,3.4730000000000003,1,0.8390000000000001,2 126,B1 SH,STUART,2871.0,64.04899999999999,0.639,8.5,10.65,3.4010000000000002,1,0.8059999999999999,2 127,B1 SH,STUART,2871.5,67.566,0.621,7.5,11.45,3.307,1,0.774,2 128,B1 SH,STUART,2872.0,69.72800000000001,0.604,7.1,12.45,3.28,1,0.742,2 129,B1 SH,STUART,2872.5,67.96600000000001,0.5820000000000001,8.3,13.45,3.253,1,0.71,2 130,B1 SH,STUART,2873.0,65.803,0.565,9.6,13.5,3.284,1,0.677,2 131,B1 SH,STUART,2873.5,62.351000000000006,0.575,10.1,11.85,3.405,1,0.645,2 132,B1 SH,STUART,2874.0,59.512,0.621,10.1,9.65,3.5039999999999996,1,0.613,2 133,B1 SH,STUART,2874.5,61.176,0.691,9.9,8.15,3.5869999999999997,1,0.581,2 134,B1 SH,STUART,2875.0,65.75399999999999,0.7509999999999999,9.6,7.7,3.605,1,0.5479999999999999,2 135,B1 SH,STUART,2875.5,66.66,0.768,9.0,8.2,3.505,1,0.516,2 136,B1 SH,STUART,2876.0,64.604,0.742,8.0,8.9,3.411,1,0.484,2 137,B1 SH,STUART,2876.5,61.699,0.696,7.0,9.2,3.319,1,0.452,2 138,B1 SH,STUART,2877.0,58.353,0.657,5.6,9.3,3.265,1,0.419,2 139,B1 SH,STUART,2877.5,55.928999999999995,0.64,4.2,9.2,3.167,1,0.387,2 140,B1 SH,STUART,2878.0,57.413999999999994,0.64,4.0,9.1,3.181,1,0.355,2 141,B1 SH,STUART,2878.5,60.393,0.64,3.8,9.3,3.133,1,0.32299999999999995,2 142,B1 SH,STUART,2879.0,65.90100000000001,0.636,4.2,9.9,3.1630000000000003,1,0.29,2 143,B1 SH,STUART,2879.5,71.385,0.635,5.8,10.8,3.1310000000000002,1,0.258,2 144,B1 SH,STUART,2880.0,75.816,0.625,4.9,13.55,2.997,1,0.226,2 145,B1 SH,STUART,2880.5,75.334,0.5870000000000001,5.6,15.9,2.938,1,0.19399999999999998,2 146,B1 SH,STUART,2881.0,72.69,0.5579999999999999,4.8,18.5,2.969,1,0.129,2 147,B1 SH,STUART,2881.5,68.635,0.5579999999999999,6.9,19.45,3.1039999999999996,1,0.09699999999999999,2 148,B1 SH,STUART,2882.0,60.695,0.52,7.5,21.25,3.147,1,0.065,2 149,B1 SH,STUART,2882.5,51.645,0.501,5.6,18.1,3.3539999999999996,1,0.032,3 150,B1 LM,STUART,2883.0,41.918,0.5479999999999999,7.0,10.9,3.764,2,1.0,5 151,B1 LM,STUART,2883.5,32.991,0.633,7.7,6.35,4.109,2,0.968,5 152,B1 LM,STUART,2884.0,28.258000000000003,0.705,5.0,6.1,4.154,2,0.935,5 153,B1 LM,STUART,2884.5,26.635,0.769,4.1,5.35,4.321000000000001,2,0.903,6 154,B1 LM,STUART,2885.0,25.541,0.847,3.6,4.8,4.476,2,0.871,6 155,B1 LM,STUART,2885.5,23.795,0.948,2.3,4.45,4.565,2,0.8390000000000001,6 156,B1 LM,STUART,2886.0,20.719,1.061,2.2,3.5,4.615,2,0.8059999999999999,6 157,B1 LM,STUART,2886.5,18.499000000000002,1.139,2.4,3.2,4.696000000000001,2,0.774,6 158,B1 LM,STUART,2887.0,19.445999999999998,1.1179999999999999,1.5,4.65,4.668,2,0.742,6 159,B1 LM,STUART,2887.5,21.388,1.0190000000000001,1.0,7.1,4.579,2,0.71,9 160,B1 LM,STUART,2888.0,24.178,0.9079999999999999,1.2,9.2,4.292,2,0.677,9 161,B1 LM,STUART,2888.5,27.638,0.812,0.0,11.1,4.046,2,0.645,9 162,B1 LM,STUART,2889.0,31.669,0.7240000000000001,0.9,11.45,3.822,2,0.613,9 163,B1 LM,STUART,2889.5,39.389,0.627,3.4,11.2,3.6289999999999996,2,0.581,8 164,B1 LM,STUART,2890.0,49.385,0.535,6.4,11.5,3.517,2,0.5479999999999999,6 165,B1 LM,STUART,2890.5,58.516000000000005,0.488,9.0,11.4,3.4739999999999998,2,0.516,9 166,B1 LM,STUART,2891.0,66.619,0.511,9.2,10.8,3.613,2,0.484,6 167,B1 LM,STUART,2891.5,67.296,0.602,6.4,9.5,3.862,2,0.452,6 168,B1 LM,STUART,2892.0,57.798,0.745,3.7,8.25,4.052,2,0.419,6 169,B1 LM,STUART,2892.5,48.169,0.912,1.1,7.45,4.2410000000000005,2,0.387,6 170,B1 LM,STUART,2893.0,41.437,1.045,0.4,6.3,4.476,2,0.355,6 171,B1 LM,STUART,2893.5,39.348,1.117,0.1,5.35,4.712,2,0.32299999999999995,6 172,B1 LM,STUART,2894.0,49.312,1.1440000000000001,1.0,4.5,4.56,2,0.29,6 173,B1 LM,STUART,2894.5,61.983999999999995,1.143,0.7,4.85,4.605,2,0.258,6 174,B1 LM,STUART,2895.0,73.506,1.122,0.9,5.75,4.574,2,0.226,6 175,B1 LM,STUART,2895.5,74.208,1.095,0.3,6.85,4.478,2,0.19399999999999998,6 176,B1 LM,STUART,2896.0,67.819,1.072,-0.7,7.55,4.444,2,0.161,6 177,B1 LM,STUART,2896.5,61.625,1.057,-1.2,7.4,4.439,2,0.129,6 178,B1 LM,STUART,2897.0,61.625,1.057,-1.2,7.4,4.439,2,0.129,6 179,B1 LM,STUART,2897.5,55.481,1.041,-0.9,6.55,4.335,2,0.09699999999999999,6 180,B1 LM,STUART,2898.0,57.251000000000005,0.98,-0.1,5.75,3.907,2,0.065,6 181,B1 LM,STUART,2898.5,67.28,0.84,-0.6,7.1,3.58,2,0.032,8 182,B2 SH,STUART,2899.0,76.02,0.6859999999999999,0.7,9.45,3.23,1,1.0,2 183,B2 SH,STUART,2899.5,84.45700000000001,0.603,2.5,12.45,2.967,1,0.9470000000000001,2 184,B2 SH,STUART,2900.0,89.01899999999999,0.595,4.6,14.9,2.7939999999999996,1,0.895,3 185,B2 SH,STUART,2900.5,89.93299999999999,0.591,3.9,18.55,2.7889999999999997,1,0.8420000000000001,3 186,B2 SH,STUART,2901.0,89.38600000000001,0.539,4.5,22.55,2.861,1,0.789,3 187,B2 SH,STUART,2901.5,89.427,0.479,6.2,25.4,2.935,1,0.737,3 188,B2 SH,STUART,2902.0,87.51700000000001,0.461,7.6,24.4,3.128,1,0.684,3 189,B2 SH,STUART,2902.5,83.74700000000001,0.485,8.7,23.15,3.284,1,0.632,3 190,B2 SH,STUART,2903.0,78.304,0.541,6.1,21.25,3.332,1,0.579,3 191,B2 SH,STUART,2903.5,71.858,0.635,8.5,15.95,3.485,1,0.526,2 192,B2 SH,STUART,2904.0,64.70100000000001,0.737,5.0,15.7,3.471,1,0.474,2 193,B2 SH,STUART,2904.5,64.293,0.752,1.7,17.15,3.45,1,0.42100000000000004,2 194,B2 SH,STUART,2905.0,67.158,0.6859999999999999,-0.3,19.95,3.2760000000000002,1,0.368,2 195,B2 SH,STUART,2905.5,72.47800000000001,0.631,0.2,20.4,3.1710000000000003,1,0.316,2 196,B2 SH,STUART,2906.0,78.068,0.614,5.0,18.1,3.252,1,0.21100000000000002,2 197,B2 SH,STUART,2906.5,73.008,0.5920000000000001,2.4,20.1,3.175,1,0.158,2 198,B2 SH,STUART,2907.0,64.64399999999999,0.5429999999999999,1.7,22.35,3.302,1,0.105,2 199,B2 SH,STUART,2907.5,49.801,0.5379999999999999,0.0,20.8,3.551,1,0.053,3 200,B2 LM,STUART,2908.0,35.937,0.628,-2.8,16.8,3.96,2,1.0,8 201,B2 LM,STUART,2908.5,24.203000000000003,0.743,-0.3,12.35,4.454,2,0.963,9 202,B2 LM,STUART,2909.0,15.985999999999999,0.777,-0.2,11.5,4.657,2,0.9259999999999999,9 203,B2 LM,STUART,2909.5,12.036,0.773,-0.5,10.55,4.593999999999999,2,0.889,9 204,B2 LM,STUART,2910.0,12.745999999999999,0.787,-1.2,9.2,4.437,2,0.852,9 205,B2 LM,STUART,2910.5,14.843,0.809,-1.6,7.7,4.351,2,0.815,9 206,B2 LM,STUART,2911.0,17.087,0.8059999999999999,-1.0,6.8,4.242,2,0.778,9 207,B2 LM,STUART,2911.5,17.977,0.765,0.3,6.45,4.105,2,0.741,9 208,B2 LM,STUART,2912.0,18.834,0.701,-0.1,7.15,4.279,2,0.7040000000000001,9 209,B2 LM,STUART,2912.5,19.258,0.644,0.4,7.4,4.669,2,0.667,9 210,B2 LM,STUART,2913.0,19.062,0.61,0.6,7.8,5.19,2,0.63,9 211,B2 LM,STUART,2913.5,18.637999999999998,0.6,1.8,7.6,5.527,2,0.593,9 212,B2 LM,STUART,2914.0,19.462,0.598,3.4,6.8,6.321000000000001,2,0.556,9 213,B2 LM,STUART,2914.5,19.552,0.581,3.1,6.95,6.16,2,0.519,9 214,B2 LM,STUART,2915.0,20.653000000000002,0.529,0.9,8.65,5.865,2,0.48100000000000004,9 215,B2 LM,STUART,2915.5,23.371,0.45,-1.0,11.3,5.315,2,0.444,9 216,B2 LM,STUART,2916.0,25.468000000000004,0.391,-1.3,13.75,4.918,2,0.40700000000000003,9 217,B2 LM,STUART,2916.5,26.291999999999998,0.377,-2.3,14.85,4.521,2,0.37,9 218,B2 LM,STUART,2917.0,27.736,0.41100000000000003,-3.6,14.1,4.4430000000000005,2,0.33299999999999996,9 219,B2 LM,STUART,2917.5,29.784000000000002,0.48200000000000004,-3.1,11.85,4.3469999999999995,2,0.29600000000000004,9 220,B2 LM,STUART,2918.0,31.041,0.578,-2.2,9.4,4.416,2,0.259,9 221,B2 LM,STUART,2918.5,30.837,0.6829999999999999,-0.4,7.4,4.394,2,0.222,9 222,B2 LM,STUART,2919.0,32.64,0.807,1.0,5.6,4.343,2,0.185,9 223,B2 LM,STUART,2919.5,33.571,0.9420000000000001,1.6,4.5,4.086,2,0.14800000000000002,6 224,B2 LM,STUART,2920.0,39.56,1.003,1.9,4.55,3.8110000000000004,2,0.111,6 225,B2 LM,STUART,2920.5,47.475,0.9309999999999999,1.5,6.15,3.625,2,0.07400000000000001,6 226,B2 LM,STUART,2921.0,56.443000000000005,0.821,2.3,8.05,3.3930000000000002,2,0.037000000000000005,8 227,B3 SH,STUART,2921.5,64.79899999999999,0.7509999999999999,3.4,9.6,3.12,1,1.0,2 228,B3 SH,STUART,2922.0,69.72,0.711,3.0,12.4,3.03,1,0.95,2 229,B3 SH,STUART,2922.5,72.51100000000001,0.637,3.5,16.35,2.984,1,0.9,3 230,B3 SH,STUART,2923.0,74.69800000000001,0.525,5.4,20.8,2.915,1,0.85,3 231,B3 SH,STUART,2923.5,74.69800000000001,0.525,5.4,20.8,2.915,1,0.85,3 232,B3 SH,STUART,2924.0,73.425,0.45799999999999996,5.2,21.6,2.92,1,0.8,3 233,B3 SH,STUART,2924.5,71.328,0.486,3.1,17.35,2.995,1,0.75,3 234,B3 SH,STUART,2925.0,68.937,0.5870000000000001,4.1,13.25,3.122,1,0.7,2 235,B3 SH,STUART,2925.5,66.562,0.6709999999999999,1.3,13.25,3.2430000000000003,1,0.65,2 236,B3 SH,STUART,2926.0,64.63600000000001,0.6629999999999999,3.2,13.3,3.324,1,0.6,2 237,B3 SH,STUART,2926.5,66.619,0.625,4.0,13.6,3.33,1,0.55,2 238,B3 SH,STUART,2927.0,66.619,0.625,4.0,13.6,3.33,1,0.55,2 239,B3 SH,STUART,2927.5,65.624,0.635,3.2,12.4,3.3089999999999997,1,0.5,2 240,B3 SH,STUART,2928.0,65.322,0.68,3.3,9.65,3.315,1,0.45,2 241,B3 SH,STUART,2928.5,67.035,0.7070000000000001,2.4,8.6,3.2319999999999998,1,0.4,2 242,B3 SH,STUART,2929.0,68.194,0.693,3.0,8.8,3.157,1,0.35,2 243,B3 SH,STUART,2929.5,69.149,0.6459999999999999,3.0,10.4,3.034,1,0.3,2 244,B3 SH,STUART,2930.0,72.20100000000001,0.588,3.2,13.2,3.052,1,0.25,2 245,B3 SH,STUART,2930.5,73.77600000000001,0.542,4.4,16.0,3.1319999999999997,1,0.2,2 246,B3 SH,STUART,2931.0,72.609,0.525,5.5,17.55,3.31,1,0.15,2 247,B3 SH,STUART,2931.5,66.86399999999999,0.55,5.3,16.55,3.625,1,0.1,3 248,B3 SH,STUART,2932.0,53.702,0.62,5.7,13.75,4.003,1,0.05,3 249,B3 LM,STUART,2932.5,40.474000000000004,0.713,4.7,11.15,4.2780000000000005,2,1.0,9 250,B3 LM,STUART,2933.0,28.12,0.774,2.2,10.5,4.537,2,0.9,9 251,B3 LM,STUART,2933.5,20.213,0.769,-1.1,10.95,4.6819999999999995,2,0.8,9 252,B3 LM,STUART,2934.0,19.192999999999998,0.732,-1.0,11.1,4.546,2,0.7,9 253,B3 LM,STUART,2934.5,20.449,0.6990000000000001,-0.7,10.65,4.386,2,0.6,9 254,B3 LM,STUART,2935.0,21.355,0.679,-0.1,9.95,4.28,2,0.5,9 255,B3 LM,STUART,2935.5,21.641,0.6679999999999999,1.3,8.95,4.221,2,0.4,9 256,B3 LM,STUART,2936.0,24.203000000000003,0.653,2.6,8.3,4.099,2,0.3,6 257,B3 LM,STUART,2936.5,34.574,0.613,2.4,9.0,3.66,2,0.2,6 258,B3 LM,STUART,2937.0,45.231,0.5479999999999999,2.3,10.45,3.4960000000000004,2,0.1,6 259,B4 SH,STUART,2937.5,56.427,0.498,2.9,11.35,3.338,1,1.0,2 260,B4 SH,STUART,2938.0,67.06,0.504,1.7,11.65,3.135,1,0.9440000000000001,2 261,B4 SH,STUART,2938.5,70.83800000000001,0.5579999999999999,2.0,10.8,3.012,1,0.889,2 262,B4 SH,STUART,2939.0,69.932,0.612,3.3,10.05,3.0660000000000003,1,0.833,2 263,B4 SH,STUART,2939.5,74.52600000000001,0.633,4.1,10.25,3.109,1,0.778,2 264,B4 SH,STUART,2940.0,77.611,0.626,5.0,11.0,3.063,1,0.722,2 265,B4 SH,STUART,2940.5,78.59,0.605,5.9,11.55,3.092,1,0.667,2 266,B4 SH,STUART,2941.0,76.729,0.591,5.7,11.95,3.051,1,0.611,2 267,B4 SH,STUART,2941.5,74.11,0.608,3.7,10.95,3.07,1,0.556,2 268,B4 SH,STUART,2942.0,66.407,0.653,2.2,9.6,2.997,1,0.5,2 269,B4 SH,STUART,2942.5,64.081,0.693,1.4,8.6,3.093,1,0.444,2 270,B4 SH,STUART,2943.0,65.885,0.705,0.9,8.55,3.1060000000000003,1,0.389,2 271,B4 SH,STUART,2943.5,70.29899999999999,0.696,1.4,9.0,3.085,1,0.33299999999999996,2 272,B4 SH,STUART,2944.0,70.29899999999999,0.696,1.4,9.0,3.085,1,0.33299999999999996,2 273,B4 SH,STUART,2944.5,74.551,0.677,3.1,9.65,3.0660000000000003,1,0.278,2 274,B4 SH,STUART,2945.0,79.65899999999999,0.643,3.4,12.5,2.9019999999999997,1,0.222,2 275,B4 SH,STUART,2945.5,80.402,0.573,-2.8,19.3,2.9819999999999998,1,0.16699999999999998,2 276,B4 SH,STUART,2946.0,74.649,0.483,-0.5,23.95,3.14,1,0.111,3 277,B4 SH,STUART,2946.5,63.428999999999995,0.461,0.2,24.2,3.3939999999999997,1,0.055999999999999994,3 278,B4 LM,STUART,2947.0,47.916000000000004,0.598,-7.6,18.9,3.762,2,1.0,5 279,B4 LM,STUART,2947.5,32.469,0.912,-1.4,9.8,4.314,2,0.929,9 280,B4 LM,STUART,2948.0,20.718000000000004,1.222,-2.9,7.85,4.863,2,0.857,9 281,B4 LM,STUART,2948.5,15.015,1.2329999999999999,-1.6,6.4,4.813,2,0.7859999999999999,9 282,B4 LM,STUART,2949.0,14.084000000000001,1.084,-1.1,6.55,4.644,2,0.7140000000000001,9 283,B4 LM,STUART,2949.5,15.937000000000001,0.9620000000000001,-0.4,7.4,4.6339999999999995,2,0.643,9 284,B4 LM,STUART,2950.0,19.348,0.9009999999999999,-1.0,7.9,4.545,2,0.5710000000000001,9 285,B4 LM,STUART,2950.5,21.469,0.9059999999999999,-1.1,6.75,4.5760000000000005,2,0.5,9 286,B4 LM,STUART,2951.0,22.587,0.9690000000000001,-1.4,5.5,4.527,2,0.429,9 287,B4 LM,STUART,2951.5,25.721,1.079,-0.9,4.45,4.512,2,0.35700000000000004,9 288,B4 LM,STUART,2952.0,29.45,1.2,0.0,4.0,4.437,2,0.28600000000000003,6 289,B4 LM,STUART,2952.5,36.313,1.169,-3.3,6.95,3.97,2,0.214,6 290,B4 LM,STUART,2953.0,49.49100000000001,0.909,-8.9,13.85,3.695,2,0.14300000000000002,8 291,B5 SH,STUART,2953.5,69.222,0.469,-6.0,27.9,3.3510000000000004,1,1.0,3 292,B5 SH,STUART,2954.0,70.968,0.444,-2.5,28.85,3.49,1,0.75,3 293,B5 SH,STUART,2954.5,65.37899999999999,0.501,-0.3,22.75,3.9,1,0.5,3 294,B5 SH,STUART,2955.0,54.093,0.56,-0.5,16.75,4.126,1,0.25,3 295,B5 LM,STUART,2955.5,41.633,0.541,3.9,11.55,4.482,2,1.0,9 296,B5 LM,STUART,2956.0,33.644,0.439,3.8,11.7,4.707,2,0.976,9 297,B5 LM,STUART,2956.5,28.976999999999997,0.321,1.3,14.45,4.447,2,0.951,9 298,B5 LM,STUART,2957.0,24.611,0.23199999999999998,-1.1,17.25,4.481,2,0.927,9 299,B5 LM,STUART,2957.5,24.154,0.184,-2.9,19.65,4.327,2,0.902,9 300,B5 LM,STUART,2958.0,25.639,0.17300000000000001,-2.4,20.5,4.302,2,0.878,9 301,B5 LM,STUART,2958.5,25.956999999999997,0.191,-2.4,19.9,4.294,2,0.8540000000000001,9 302,B5 LM,STUART,2959.0,38.965,0.266,-2.1,17.05,4.228,2,0.805,9 303,B5 LM,STUART,2959.5,45.354,0.301,0.2,14.8,4.127,2,0.78,9 304,B5 LM,STUART,2960.0,53.645,0.327,2.6,12.6,3.908,2,0.7559999999999999,9 305,B5 LM,STUART,2960.5,60.163999999999994,0.33799999999999997,3.8,12.2,3.74,2,0.732,7 306,B5 LM,STUART,2961.0,64.032,0.33399999999999996,5.5,13.15,3.5380000000000003,2,0.7070000000000001,7 307,B5 LM,STUART,2961.5,66.774,0.32299999999999995,7.9,14.75,3.5580000000000003,2,0.6829999999999999,7 308,B5 LM,STUART,2962.0,68.423,0.313,8.1,15.75,3.4760000000000004,2,0.659,7 309,B5 LM,STUART,2962.5,63.501999999999995,0.318,6.1,14.75,3.682,2,0.634,7 310,B5 LM,STUART,2963.0,57.903999999999996,0.349,2.8,12.9,3.937,2,0.61,9 311,B5 LM,STUART,2963.5,52.935,0.415,2.3,10.25,4.133,2,0.585,9 312,B5 LM,STUART,2964.0,45.125,0.507,2.3,8.45,4.248,2,0.561,9 313,B5 LM,STUART,2964.5,39.927,0.605,3.5,6.75,4.468,2,0.537,9 314,B5 LM,STUART,2965.0,36.215,0.703,2.4,6.0,4.575,2,0.512,9 315,B5 LM,STUART,2965.5,31.253,0.787,2.3,4.45,4.5569999999999995,2,0.488,9 316,B5 LM,STUART,2966.0,28.445999999999998,0.8320000000000001,2.2,3.4,4.573,2,0.46299999999999997,9 317,B5 LM,STUART,2966.5,27.296,0.821,1.2,4.4,4.79,2,0.439,9 318,B5 LM,STUART,2967.0,28.944000000000003,0.755,-0.4,7.3,4.887,2,0.415,9 319,B5 LM,STUART,2967.5,31.596,0.659,-1.6,11.0,4.824,2,0.39,9 320,B5 LM,STUART,2968.0,33.211999999999996,0.574,-3.1,14.45,4.765,2,0.366,9 321,B5 LM,STUART,2968.5,34.689,0.517,-3.0,16.4,4.766,2,0.341,9 322,B5 LM,STUART,2969.0,39.266,0.493,-1.9,16.15,4.705,2,0.317,9 323,B5 LM,STUART,2969.5,50.103,0.499,-2.0,14.6,4.453,2,0.293,9 324,B5 LM,STUART,2970.0,65.167,0.525,-1.6,13.1,4.3660000000000005,2,0.268,9 325,B5 LM,STUART,2970.5,76.436,0.557,-0.6,11.7,4.289,2,0.244,9 326,B5 LM,STUART,2971.0,92.88600000000001,0.628,-0.2,9.4,4.272,2,0.195,9 327,B5 LM,STUART,2971.5,99.64299999999999,0.6829999999999999,-0.3,7.95,4.395,2,0.171,9 328,B5 LM,STUART,2972.0,101.585,0.757,0.0,6.5,4.51,2,0.146,6 329,B5 LM,STUART,2972.5,95.775,0.85,1.6,4.9,4.53,2,0.122,6 330,B5 LM,STUART,2973.0,87.036,0.951,2.1,3.95,4.456,2,0.098,6 331,B5 LM,STUART,2973.5,72.331,1.0190000000000001,2.6,3.6,4.056,2,0.073,6 332,B5 LM,STUART,2974.0,58.858999999999995,0.991,3.4,3.9,3.7119999999999997,2,0.049,6 333,B5 LM,STUART,2974.5,60.931999999999995,0.857,1.3,7.35,3.3710000000000004,2,0.024,8 334,C SH,STUART,2975.0,67.655,0.675,-0.8,14.4,3.1310000000000002,1,1.0,3 335,C SH,STUART,2975.5,77.219,0.528,6.8,20.9,3.008,1,0.977,3 336,C SH,STUART,2976.0,82.115,0.45899999999999996,10.6,24.2,2.988,1,0.953,3 337,C SH,STUART,2976.5,84.865,0.446,9.4,23.7,3.134,1,0.93,3 338,C SH,STUART,2977.0,84.384,0.449,13.3,21.45,3.409,1,0.907,3 339,C SH,STUART,2977.5,81.77199999999999,0.44299999999999995,14.8,20.9,3.483,1,0.884,3 340,C SH,STUART,2978.0,78.998,0.444,16.5,20.65,3.438,1,0.8370000000000001,3 341,C SH,STUART,2978.5,79.896,0.457,14.9,20.15,3.423,1,0.8140000000000001,3 342,C SH,STUART,2979.0,79.194,0.462,14.8,19.9,3.45,1,0.7909999999999999,3 343,C SH,STUART,2979.5,78.99,0.451,13.5,19.65,3.3930000000000002,1,0.767,3 344,C SH,STUART,2980.0,79.21,0.441,15.1,18.95,3.475,1,0.7440000000000001,3 345,C SH,STUART,2980.5,78.1,0.451,15.6,17.5,3.478,1,0.721,3 346,C SH,STUART,2981.0,78.59,0.489,14.3,16.75,3.505,1,0.698,3 347,C SH,STUART,2981.5,79.439,0.544,12.7,15.25,3.478,1,0.674,3 348,C SH,STUART,2982.0,81.29899999999999,0.5760000000000001,11.5,14.65,3.4530000000000003,1,0.6509999999999999,3 349,C SH,STUART,2982.5,78.933,0.494,11.9,14.85,3.4789999999999996,1,0.605,3 350,C SH,STUART,2983.0,79.471,0.441,13.4,16.3,3.4939999999999998,1,0.581,3 351,C SH,STUART,2983.5,81.895,0.431,14.2,16.8,3.4410000000000003,1,0.5579999999999999,3 352,C SH,STUART,2984.0,82.76799999999999,0.46799999999999997,14.3,16.05,3.4930000000000003,1,0.535,3 353,C SH,STUART,2984.5,79.02199999999999,0.537,12.9,15.05,3.5,1,0.512,3 354,C SH,STUART,2985.0,76.74600000000001,0.601,11.4,13.8,3.4410000000000003,1,0.488,2 355,C SH,STUART,2985.5,73.066,0.638,11.1,13.25,3.426,1,0.465,2 356,C SH,STUART,2986.0,70.35600000000001,0.6509999999999999,11.0,13.1,3.447,1,0.442,2 357,C SH,STUART,2986.5,74.608,0.621,10.5,14.85,3.3989999999999996,1,0.395,2 358,C SH,STUART,2987.0,73.008,0.585,11.1,15.15,3.3930000000000002,1,0.37200000000000005,2 359,C SH,STUART,2987.5,70.438,0.546,12.1,15.15,3.4389999999999996,1,0.349,2 360,C SH,STUART,2988.0,68.08,0.5,13.5,14.65,3.478,1,0.326,2 361,C SH,STUART,2988.5,66.75,0.46,13.6,15.2,3.4610000000000003,1,0.302,2 362,C SH,STUART,2989.0,69.45100000000001,0.455,13.4,14.8,3.4939999999999998,1,0.27899999999999997,3 363,C SH,STUART,2989.5,75.946,0.494,14.2,14.0,3.5410000000000004,1,0.256,2 364,C SH,STUART,2990.0,80.344,0.556,11.8,13.6,3.522,1,0.233,2 365,C SH,STUART,2990.5,83.772,0.616,10.4,12.9,3.4760000000000004,1,0.18600000000000003,2 366,C SH,STUART,2991.0,84.76700000000001,0.618,10.7,12.55,3.39,1,0.163,2 367,C SH,STUART,2991.5,84.09,0.616,9.4,13.4,3.2889999999999997,1,0.14,2 368,C SH,STUART,2992.0,86.62799999999999,0.601,8.8,14.4,3.19,1,0.11599999999999999,2 369,C SH,STUART,2992.5,90.43,0.556,2.0,21.4,3.045,1,0.09300000000000001,2 370,C SH,STUART,2993.0,87.07700000000001,0.498,2.0,26.4,3.088,1,0.07,2 371,C SH,STUART,2993.5,76.623,0.479,5.3,28.45,3.2239999999999998,1,0.047,3 372,C SH,STUART,2994.0,62.768,0.546,3.2,26.3,3.3339999999999996,1,0.023,3 373,C LM,STUART,2994.5,43.738,0.703,1.8,19.3,3.8760000000000003,2,1.0,5 374,C LM,STUART,2995.0,27.859,0.855,6.9,11.75,4.508,2,0.993,9 375,C LM,STUART,2995.5,18.034000000000002,0.879,5.3,9.55,4.815,2,0.985,9 376,C LM,STUART,2996.0,13.203,0.83,3.0,9.1,4.863,2,0.978,9 377,C LM,STUART,2996.5,12.762,0.767,2.0,8.9,5.024,2,0.97,9 378,C LM,STUART,2997.0,14.843,0.7020000000000001,1.8,9.2,4.6160000000000005,2,0.963,9 379,C LM,STUART,2997.5,19.087,0.644,0.4,10.4,4.172,2,0.955,9 380,C LM,STUART,2998.0,19.087,0.644,0.4,10.4,4.172,2,0.955,9 381,C LM,STUART,2998.5,25.206999999999997,0.601,-0.2,10.7,3.97,2,0.948,9 382,C LM,STUART,2999.0,27.997,0.5870000000000001,1.1,10.25,3.9330000000000003,2,0.94,8 383,C LM,STUART,2999.5,28.822,0.602,2.2,10.0,3.875,2,0.9329999999999999,8 384,C LM,STUART,3000.0,28.618000000000002,0.622,1.9,10.35,3.969,2,0.925,8 385,C LM,STUART,3000.5,24.815,0.612,0.7,11.15,4.118,2,0.9179999999999999,9 386,C LM,STUART,3001.0,23.371,0.575,0.2,11.8,4.243,2,0.91,9 387,C LM,STUART,3001.5,23.052,0.542,0.1,12.35,4.196000000000001,2,0.903,9 388,C LM,STUART,3002.0,23.109,0.522,-0.1,12.15,4.192,2,0.8959999999999999,9 389,C LM,STUART,3002.5,24.138,0.511,-0.3,12.05,3.978,2,0.888,9 390,C LM,STUART,3003.0,24.448,0.511,-0.1,11.75,3.975,2,0.8809999999999999,9 391,C LM,STUART,3003.5,25.419,0.523,0.0,11.6,3.9619999999999997,2,0.873,9 392,C LM,STUART,3004.0,26.724,0.56,-0.7,11.35,3.99,2,0.866,9 393,C LM,STUART,3004.5,29.213,0.623,-0.8,10.7,3.885,2,0.858,8 394,C LM,STUART,3005.0,34.036,0.6859999999999999,0.4,9.4,3.8160000000000003,2,0.851,6 395,C LM,STUART,3005.5,38.157,0.716,1.7,7.75,3.66,2,0.843,6 396,C LM,STUART,3006.0,40.45,0.701,1.8,6.8,3.5439999999999996,2,0.836,6 397,C LM,STUART,3006.5,41.576,0.662,3.5,6.45,3.392,2,0.828,6 398,C LM,STUART,3007.0,40.123000000000005,0.633,3.7,7.35,3.24,2,0.821,5 399,C LM,STUART,3007.5,36.663000000000004,0.632,3.4,8.1,3.2119999999999997,2,0.813,6 400,C LM,STUART,3008.0,32.705999999999996,0.65,3.8,8.3,3.253,2,0.8059999999999999,6 401,C LM,STUART,3008.5,30.323,0.672,3.4,8.7,3.2889999999999997,2,0.799,6 402,C LM,STUART,3009.0,28.601,0.6940000000000001,3.0,9.4,3.3139999999999996,2,0.7909999999999999,6 403,C LM,STUART,3009.5,28.169,0.721,2.4,9.7,3.262,2,0.784,6 404,C LM,STUART,3010.0,29.441999999999997,0.7559999999999999,1.4,9.8,3.31,2,0.7759999999999999,6 405,C LM,STUART,3010.5,30.878,0.795,0.7,9.55,3.359,2,0.769,6 406,C LM,STUART,3011.0,32.150999999999996,0.8320000000000001,0.1,9.35,3.409,2,0.7609999999999999,6 407,C LM,STUART,3011.5,33.677,0.856,0.4,9.1,3.417,2,0.754,6 408,C LM,STUART,3012.0,33.701,0.872,1.1,8.95,3.444,2,0.746,6 409,C LM,STUART,3012.5,35.105,0.889,1.5,8.75,3.466,2,0.7390000000000001,6 410,C LM,STUART,3013.0,37.104,0.914,1.6,8.6,3.49,2,0.731,6 411,C LM,STUART,3013.5,37.349000000000004,0.9390000000000001,2.1,7.95,3.418,2,0.7240000000000001,6 412,C LM,STUART,3014.0,37.936,0.9520000000000001,2.4,7.7,3.5039999999999996,2,0.716,6 413,C LM,STUART,3014.5,39.086999999999996,0.953,2.1,7.75,3.511,2,0.7090000000000001,6 414,C LM,STUART,3015.0,38.059,0.951,1.7,7.55,3.55,2,0.701,6 415,C LM,STUART,3015.5,37.202,0.9520000000000001,2.2,7.3,3.603,2,0.6940000000000001,6 416,C LM,STUART,3016.0,37.218,0.951,1.8,7.5,3.675,2,0.687,6 417,C LM,STUART,3016.5,37.781,0.9490000000000001,1.4,7.6,3.741,2,0.679,6 418,C LM,STUART,3017.0,40.164,0.948,1.5,7.35,3.735,2,0.672,6 419,C LM,STUART,3017.5,40.955999999999996,0.95,1.6,7.3,3.747,2,0.664,6 420,C LM,STUART,3018.0,41.013000000000005,0.9520000000000001,1.5,7.25,3.64,2,0.657,6 421,C LM,STUART,3018.5,42.547,0.95,1.9,7.15,3.6830000000000003,2,0.649,6 422,C LM,STUART,3019.0,41.192,0.945,2.0,7.0,3.6439999999999997,2,0.642,6 423,C LM,STUART,3019.5,42.726000000000006,0.941,2.3,7.15,3.7039999999999997,2,0.634,6 424,C LM,STUART,3020.0,44.407,0.9420000000000001,3.4,7.0,3.695,2,0.627,6 425,C LM,STUART,3020.5,45.387,0.946,3.8,6.8,3.7880000000000003,2,0.619,6 426,C LM,STUART,3021.0,45.052,0.945,2.6,7.5,3.917,2,0.612,6 427,C LM,STUART,3021.5,46.129,0.935,2.4,7.4,3.948,2,0.604,6 428,C LM,STUART,3022.0,47.826,0.925,2.5,7.05,4.016,2,0.597,6 429,C LM,STUART,3022.5,50.053999999999995,0.925,2.3,6.75,3.935,2,0.59,6 430,C LM,STUART,3023.0,55.562,0.9329999999999999,1.8,6.9,3.9739999999999998,2,0.5820000000000001,6 431,C LM,STUART,3023.5,63.028999999999996,0.9470000000000001,2.0,6.8,3.859,2,0.575,6 432,C LM,STUART,3024.0,75.399,0.966,1.9,6.45,3.681,2,0.5670000000000001,6 433,C LM,STUART,3024.5,102.116,0.987,0.2,6.9,3.5610000000000004,2,0.56,6 434,C LM,STUART,3025.0,140.778,0.993,-0.4,7.0,3.513,2,0.552,6 435,C LM,STUART,3025.5,183.358,0.981,-0.3,7.35,3.437,2,0.545,6 436,C LM,STUART,3026.0,213.99900000000002,0.977,0.2,7.8,3.412,2,0.537,6 437,C LM,STUART,3026.5,220.41299999999998,1.004,0.0,8.0,3.528,2,0.53,6 438,C LM,STUART,3027.0,200.30599999999998,1.0270000000000001,0.0,8.0,3.6710000000000003,2,0.522,6 439,C LM,STUART,3027.5,162.149,0.9990000000000001,-0.2,8.5,3.7460000000000004,2,0.515,6 440,C LM,STUART,3028.0,121.20200000000001,0.95,0.2,9.2,3.892,2,0.507,6 441,C LM,STUART,3028.5,92.805,0.9159999999999999,1.3,9.95,3.924,2,0.5,6 442,C LM,STUART,3029.0,77.758,0.894,1.9,10.65,3.9530000000000003,2,0.493,4 443,C LM,STUART,3029.5,67.623,0.879,2.9,10.85,3.889,2,0.485,4 444,C LM,STUART,3030.0,62.376000000000005,0.873,2.5,11.45,3.799,2,0.478,4 445,C LM,STUART,3030.5,59.463,0.873,2.1,11.25,3.773,2,0.47,4 446,C LM,STUART,3031.0,55.211000000000006,0.872,2.7,10.45,3.784,2,0.46299999999999997,4 447,C LM,STUART,3031.5,51.727,0.866,2.3,10.35,3.787,2,0.455,4 448,C LM,STUART,3032.0,52.38,0.858,2.1,10.75,3.7760000000000002,2,0.44799999999999995,4 449,C LM,STUART,3032.5,53.122,0.851,2.5,11.05,3.7239999999999998,2,0.44,4 450,C LM,STUART,3033.0,51.245,0.8440000000000001,2.7,11.25,3.697,2,0.433,4 451,C LM,STUART,3033.5,52.208,0.836,1.5,11.75,3.653,2,0.425,4 452,C LM,STUART,3034.0,54.95,0.826,1.3,12.05,3.647,2,0.418,4 453,C LM,STUART,3034.5,54.43600000000001,0.8170000000000001,2.0,12.0,3.65,2,0.41,4 454,C LM,STUART,3035.0,54.81100000000001,0.81,1.8,12.1,3.678,2,0.40299999999999997,4 455,C LM,STUART,3035.5,55.603,0.8009999999999999,1.6,12.2,3.6439999999999997,2,0.396,4 456,C LM,STUART,3036.0,54.288999999999994,0.785,1.3,12.75,3.656,2,0.38799999999999996,4 457,C LM,STUART,3036.5,52.38,0.768,2.0,13.0,3.5980000000000003,2,0.381,4 458,C LM,STUART,3037.0,53.645,0.758,2.0,13.7,3.582,2,0.373,4 459,C LM,STUART,3037.5,53.93,0.757,2.1,13.75,3.5810000000000004,2,0.366,4 460,C LM,STUART,3038.0,56.071999999999996,0.755,2.9,13.75,3.645,2,0.358,4 461,C LM,STUART,3038.5,59.016999999999996,0.75,4.0,13.7,3.694,2,0.35100000000000003,4 462,C LM,STUART,3039.0,62.144,0.742,4.4,14.1,3.65,2,0.34299999999999997,4 463,C LM,STUART,3039.5,64.814,0.73,4.8,14.2,3.66,2,0.336,4 464,C LM,STUART,3040.0,66.705,0.7140000000000001,5.6,14.6,3.6889999999999996,2,0.32799999999999996,4 465,C LM,STUART,3040.5,67.568,0.695,6.5,15.45,3.674,2,0.321,4 466,C LM,STUART,3041.0,67.683,0.6759999999999999,6.7,15.65,3.603,2,0.313,4 467,C LM,STUART,3041.5,67.683,0.662,6.0,15.4,3.562,2,0.306,4 468,C LM,STUART,3042.0,67.683,0.6659999999999999,5.7,15.25,3.57,2,0.299,4 469,C LM,STUART,3042.5,67.683,0.701,6.0,15.2,3.603,2,0.29100000000000004,4 470,C LM,STUART,3043.0,67.683,0.778,5.1,15.65,3.537,2,0.284,4 471,C LM,STUART,3043.5,67.683,0.882,4.9,15.75,3.5469999999999997,2,0.276,4 472,C LM,STUART,3044.0,67.683,0.973,4.4,15.8,3.533,2,0.26899999999999996,4 473,C LM,STUART,3044.5,67.683,1.0170000000000001,3.5,16.25,3.495,2,0.261,4 474,A1 LM,CRAWFORD,2972.5,49.675,0.845,3.905,11.175,3.265,2,1.0,5 475,A1 LM,CRAWFORD,2973.0,34.435,0.879,3.085,8.175,3.8310000000000004,2,0.991,5 476,A1 LM,CRAWFORD,2973.5,26.178,0.92,2.615,4.945,4.306,2,0.981,5 477,A1 LM,CRAWFORD,2974.0,19.463,0.9670000000000001,0.82,3.82,4.578,2,0.972,9 478,A1 LM,CRAWFORD,2974.5,19.26,0.995,0.32,3.63,4.643,2,0.9620000000000001,9 479,A1 LM,CRAWFORD,2975.0,19.985,1.008,0.06,4.32,4.614,2,0.953,9 480,A1 LM,CRAWFORD,2975.5,22.298000000000002,1.002,-0.01,5.5,4.4910000000000005,2,0.943,9 481,A1 LM,CRAWFORD,2976.0,24.611,0.956,0.05,6.87,4.369,2,0.934,9 482,A1 LM,CRAWFORD,2976.5,24.677,0.8240000000000001,0.31,6.94,4.047,2,0.915,9 483,A1 LM,CRAWFORD,2977.0,24.945999999999998,0.667,0.965,5.915,3.8930000000000002,2,0.9059999999999999,6 484,A1 LM,CRAWFORD,2977.5,29.31,0.5589999999999999,2.11,6.15,3.52,2,0.8959999999999999,6 485,A1 LM,CRAWFORD,2978.0,37.321999999999996,0.522,3.375,8.445,3.125,2,0.887,6 486,A1 LM,CRAWFORD,2978.5,42.141999999999996,0.51,3.985,10.785,2.843,2,0.877,6 487,A1 LM,CRAWFORD,2979.0,52.434,0.49200000000000005,4.42,13.15,2.674,2,0.868,5 488,A1 LM,CRAWFORD,2979.5,63.181000000000004,0.473,5.18,14.13,2.6439999999999997,2,0.858,5 489,A1 LM,CRAWFORD,2980.0,69.405,0.465,5.52,14.56,2.6630000000000003,2,0.8490000000000001,6 490,A1 LM,CRAWFORD,2980.5,77.785,0.475,5.82,14.94,2.68,2,0.84,6 491,A1 LM,CRAWFORD,2981.0,83.57700000000001,0.469,5.965,15.395,2.6660000000000004,2,0.83,6 492,A1 LM,CRAWFORD,2981.5,84.05799999999999,0.513,6.025,15.855,2.622,2,0.821,5 493,A1 LM,CRAWFORD,2982.0,81.82,0.544,5.95,16.05,2.609,2,0.8109999999999999,5 494,A1 LM,CRAWFORD,2982.5,80.257,0.563,5.74,16.1,2.6260000000000003,2,0.802,5 495,A1 LM,CRAWFORD,2983.0,79.833,0.579,5.135,15.715,2.662,2,0.792,4 496,A1 LM,CRAWFORD,2983.5,80.32300000000001,0.583,4.565,15.275,2.693,2,0.7829999999999999,6 497,A1 LM,CRAWFORD,2984.0,84.704,0.59,4.365,15.165,2.7110000000000003,2,0.774,6 498,A1 LM,CRAWFORD,2984.5,96.67399999999999,0.596,4.725,15.565,2.7439999999999998,2,0.764,6 499,A1 LM,CRAWFORD,2985.0,112.662,0.609,4.88,15.71,2.824,2,0.755,6 500,A1 LM,CRAWFORD,2985.5,131.484,0.634,5.11,15.6,2.935,2,0.745,4 501,A1 LM,CRAWFORD,2986.0,138.16899999999998,0.659,5.33,15.1,3.0,2,0.736,4 502,A1 LM,CRAWFORD,2986.5,135.045,0.682,5.1,14.46,3.048,2,0.726,4 503,A1 LM,CRAWFORD,2987.0,117.726,0.7070000000000001,4.415,13.315,3.097,2,0.7170000000000001,4 504,A1 LM,CRAWFORD,2987.5,98.382,0.7290000000000001,3.395,11.695,3.193,2,0.708,4 505,A1 LM,CRAWFORD,2988.0,91.348,0.7709999999999999,3.235,10.985,3.3080000000000003,2,0.698,4 506,A1 LM,CRAWFORD,2988.5,87.05,0.831,3.21,10.64,3.4930000000000003,2,0.6890000000000001,4 507,A1 LM,CRAWFORD,2989.0,82.98,0.9279999999999999,2.835,10.115,3.5260000000000002,2,0.679,4 508,A1 LM,CRAWFORD,2989.5,67.264,1.0190000000000001,0.475,8.435,3.217,2,0.67,6 509,A1 LM,CRAWFORD,2990.0,57.068999999999996,1.047,-2.385,7.115,3.157,2,0.66,6 510,A1 LM,CRAWFORD,2990.5,46.873999999999995,1.0659999999999998,-3.97,6.6,3.159,2,0.6509999999999999,6 511,A1 LM,CRAWFORD,2991.0,39.325,1.06,-3.69,7.15,3.2239999999999998,2,0.642,6 512,A1 LM,CRAWFORD,2991.5,43.946000000000005,1.042,-2.73,7.29,3.272,2,0.632,6 513,A1 LM,CRAWFORD,2992.0,51.73,1.005,-0.9,7.98,3.29,2,0.623,6 514,A1 LM,CRAWFORD,2992.5,58.373999999999995,0.956,1.46,9.41,3.2769999999999997,2,0.613,6 515,A1 LM,CRAWFORD,2993.0,67.75399999999999,0.904,3.985,11.545,3.2960000000000003,2,0.604,4 516,A1 LM,CRAWFORD,2993.5,71.206,0.8740000000000001,5.045,12.915,3.3280000000000003,2,0.594,4 517,A1 LM,CRAWFORD,2994.0,69.188,0.852,4.86,12.85,3.33,2,0.585,4 518,A1 LM,CRAWFORD,2994.5,58.452,0.841,3.455,11.265,3.332,2,0.575,4 519,A1 LM,CRAWFORD,2995.0,38.715,0.816,2.185,9.855,3.365,2,0.5660000000000001,6 520,A1 LM,CRAWFORD,2995.5,30.541,0.8009999999999999,0.96,8.76,3.4760000000000004,2,0.557,6 521,A1 LM,CRAWFORD,2996.0,21.684,0.792,-0.04,8.28,3.7739999999999996,2,0.547,6 522,A1 LM,CRAWFORD,2996.5,21.252,0.7929999999999999,-0.505,9.225,4.041,2,0.5379999999999999,9 523,A1 LM,CRAWFORD,2997.0,23.116999999999997,0.7929999999999999,-0.555,9.895,4.292,2,0.528,9 524,A1 LM,CRAWFORD,2997.5,28.85,0.7909999999999999,-0.46,9.89,4.371,2,0.519,9 525,A1 LM,CRAWFORD,2998.0,36.226,0.7879999999999999,-0.085,9.175,4.112,2,0.509,9 526,A1 LM,CRAWFORD,2998.5,42.83,0.8009999999999999,0.41,8.49,3.91,2,0.5,6 527,A1 LM,CRAWFORD,2999.0,46.846000000000004,0.82,1.255,8.275,3.793,2,0.491,6 528,A1 LM,CRAWFORD,2999.5,48.133,0.845,1.77,8.29,3.486,2,0.48100000000000004,6 529,A1 LM,CRAWFORD,3000.0,43.162,0.8740000000000001,1.35,8.64,3.263,2,0.47200000000000003,6 530,A1 LM,CRAWFORD,3000.5,36.586,0.92,1.01,8.74,3.187,2,0.462,6 531,A1 LM,CRAWFORD,3001.0,32.746,0.955,0.625,8.535,3.173,2,0.45299999999999996,6 532,A1 LM,CRAWFORD,3001.5,30.956999999999997,0.9740000000000001,0.565,8.555,3.315,2,0.44299999999999995,6 533,A1 LM,CRAWFORD,3002.0,30.765,0.981,0.545,8.575,3.4410000000000003,2,0.434,6 534,A1 LM,CRAWFORD,3002.5,31.265,0.987,0.625,8.425,3.6180000000000003,2,0.425,6 535,A1 LM,CRAWFORD,3003.0,33.124,0.9940000000000001,0.755,8.045,3.943,2,0.415,6 536,A1 LM,CRAWFORD,3003.5,35.211,0.997,0.635,7.555,4.07,2,0.406,6 537,A1 LM,CRAWFORD,3004.0,36.385999999999996,0.988,0.125,7.135,3.885,2,0.396,6 538,A1 LM,CRAWFORD,3004.5,38.016999999999996,0.951,-0.175,6.875,3.654,2,0.387,6 539,A1 LM,CRAWFORD,3005.0,41.016000000000005,0.903,0.055,6.825,3.438,2,0.377,6 540,A1 LM,CRAWFORD,3005.5,49.653999999999996,0.8540000000000001,1.52,7.51,3.33,2,0.368,6 541,A1 LM,CRAWFORD,3006.0,62.068000000000005,0.799,3.1,9.13,3.2089999999999996,2,0.358,6 542,A1 LM,CRAWFORD,3006.5,71.222,0.74,4.0,10.98,3.0869999999999997,2,0.349,4 543,A1 LM,CRAWFORD,3007.0,73.309,0.691,4.015,12.425,2.98,2,0.34,4 544,A1 LM,CRAWFORD,3007.5,69.469,0.627,3.19,13.37,2.904,2,0.33,6 545,A1 LM,CRAWFORD,3008.0,65.857,0.5589999999999999,2.1,14.08,2.859,2,0.321,6 546,A1 LM,CRAWFORD,3008.5,58.369,0.504,0.715,14.235,2.83,2,0.311,6 547,A1 LM,CRAWFORD,3009.0,56.125,0.435,-0.775,13.415,2.786,2,0.302,6 548,A1 LM,CRAWFORD,3009.5,56.769,0.37799999999999995,-1.155,12.805,2.7260000000000004,2,0.292,6 549,A1 LM,CRAWFORD,3010.0,62.586999999999996,0.298,-0.18,12.87,2.588,2,0.28300000000000003,6 550,A1 LM,CRAWFORD,3010.5,64.67399999999999,0.252,0.24,14.42,2.465,2,0.27399999999999997,7 551,A1 LM,CRAWFORD,3011.0,64.253,0.212,0.24,16.36,2.374,2,0.264,7 552,A1 LM,CRAWFORD,3011.5,61.553000000000004,0.166,-0.295,18.395,2.329,2,0.255,7 553,A1 LM,CRAWFORD,3012.0,60.221000000000004,0.114,-0.59,19.27,2.315,2,0.245,7 554,A1 LM,CRAWFORD,3012.5,59.11600000000001,0.09300000000000001,-0.655,19.655,2.302,2,0.23600000000000002,7 555,A1 LM,CRAWFORD,3013.0,57.997,0.081,-0.8,19.69,2.258,2,0.226,7 556,A1 LM,CRAWFORD,3013.5,57.363,0.091,-1.105,19.095,2.2430000000000003,2,0.217,7 557,A1 LM,CRAWFORD,3014.0,57.863,0.14400000000000002,-1.27,18.12,2.261,2,0.20800000000000002,7 558,A1 LM,CRAWFORD,3014.5,59.038000000000004,0.20600000000000002,-1.26,17.03,2.326,2,0.198,7 559,A1 LM,CRAWFORD,3015.0,60.213,0.29,-1.04,16.68,2.4090000000000003,2,0.18899999999999997,7 560,A1 LM,CRAWFORD,3015.5,61.16,0.368,-0.14,16.68,2.781,2,0.179,6 561,A1 LM,CRAWFORD,3016.0,58.46,0.46799999999999997,-0.25,15.21,3.327,2,0.17,6 562,A1 LM,CRAWFORD,3016.5,53.48,0.564,0.36,11.47,3.7960000000000003,2,0.16,8 563,A1 LM,CRAWFORD,3017.0,51.692,0.657,0.825,8.125,4.062,2,0.151,6 564,A1 LM,CRAWFORD,3017.5,67.238,0.807,1.7,7.13,4.173,2,0.142,6 565,A1 LM,CRAWFORD,3018.0,74.796,0.89,2.905,7.335,4.19,2,0.132,6 566,A1 LM,CRAWFORD,3018.5,75.743,0.925,3.055,7.765,4.302,2,0.12300000000000001,6 567,A1 LM,CRAWFORD,3019.0,70.991,0.9279999999999999,2.325,7.785,4.444,2,0.113,6 568,A1 LM,CRAWFORD,3019.5,57.348,0.929,1.355,7.395,4.492,2,0.10400000000000001,6 569,A1 LM,CRAWFORD,3020.0,46.213,0.929,0.67,7.43,4.385,2,0.094,6 570,A1 LM,CRAWFORD,3020.5,42.11600000000001,0.9259999999999999,0.19,7.17,4.2010000000000005,2,0.085,6 571,A1 LM,CRAWFORD,3021.0,44.925,0.9179999999999999,-0.19,6.69,4.093,2,0.075,6 572,A1 LM,CRAWFORD,3021.5,55.903,0.912,0.07,5.72,4.034,2,0.066,6 573,A1 LM,CRAWFORD,3022.0,66.196,0.9059999999999999,0.495,5.375,3.958,2,0.057,6 574,A1 LM,CRAWFORD,3022.5,73.52600000000001,0.894,1.44,5.26,3.82,2,0.047,6 575,B1 SH,CRAWFORD,3032.0,72.392,0.7090000000000001,-0.74,18.41,2.6289999999999996,1,0.125,2 576,B1 SH,CRAWFORD,3032.5,69.928,0.792,-0.69,19.32,2.616,1,0.063,2 577,B1 LM,CRAWFORD,3033.0,64.72,0.8490000000000001,-0.96,16.33,2.9139999999999997,2,1.0,8 578,B1 LM,CRAWFORD,3033.5,52.445,0.892,0.91,11.35,3.292,2,0.977,8 579,B1 LM,CRAWFORD,3034.0,43.361999999999995,0.93,-0.02,6.92,3.571,2,0.955,6 580,B1 LM,CRAWFORD,3034.5,42.06399999999999,0.9740000000000001,0.015,5.495,3.435,2,0.909,6 581,B1 LM,CRAWFORD,3035.0,45.641999999999996,0.956,0.005,5.475,3.375,2,0.8859999999999999,6 582,B1 LM,CRAWFORD,3035.5,53.266000000000005,0.932,-0.105,5.545,3.299,2,0.8640000000000001,6 583,B1 LM,CRAWFORD,3036.0,59.043,0.894,0.17,6.99,3.114,2,0.841,6 584,B1 LM,CRAWFORD,3036.5,62.331,0.8340000000000001,-0.245,9.835,2.813,2,0.818,6 585,B1 LM,CRAWFORD,3037.0,60.946000000000005,0.884,-1.69,16.08,2.745,2,0.795,6 586,B1 LM,CRAWFORD,3037.5,53.913999999999994,0.9179999999999999,-0.72,19.54,3.1519999999999997,2,0.773,6 587,B1 LM,CRAWFORD,3038.0,45.287,0.922,-0.86,18.44,3.9619999999999997,2,0.75,9 588,B1 LM,CRAWFORD,3038.5,30.049,0.925,0.445,13.565,4.571000000000001,2,0.727,9 589,B1 LM,CRAWFORD,3039.0,23.017,0.9470000000000001,0.54,9.59,4.806,2,0.705,9 590,B1 LM,CRAWFORD,3039.5,21.228,0.973,-0.03,7.57,4.824,2,0.682,9 591,B1 LM,CRAWFORD,3040.0,20.109,0.985,0.225,6.725,4.81,2,0.659,9 592,B1 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707,B4 SH,CRAWFORD,3098.0,66.036,0.593,2.635,9.895,2.6630000000000003,1,0.8,2 708,B4 SH,CRAWFORD,3098.5,64.712,0.597,2.65,9.32,2.616,1,0.75,2 709,B4 SH,CRAWFORD,3099.0,64.039,0.6,2.545,8.775,2.603,1,0.7,2 710,B4 SH,CRAWFORD,3099.5,64.332,0.61,2.57,8.69,2.589,1,0.65,2 711,B4 SH,CRAWFORD,3100.0,68.247,0.601,2.545,9.105,2.531,1,0.6,2 712,B4 SH,CRAWFORD,3100.5,75.809,0.583,2.99,10.63,2.4859999999999998,1,0.55,2 713,B4 SH,CRAWFORD,3101.0,84.73899999999999,0.5589999999999999,3.69,12.42,2.488,1,0.5,2 714,B4 SH,CRAWFORD,3101.5,95.76799999999999,0.541,4.595,14.775,2.52,1,0.45,2 715,B4 SH,CRAWFORD,3102.0,94.175,0.529,4.575,15.465,2.6,1,0.4,2 716,B4 SH,CRAWFORD,3102.5,89.427,0.529,4.575,15.555,2.7880000000000003,1,0.35,2 717,B4 SH,CRAWFORD,3103.0,84.90799999999999,0.527,4.35,14.27,3.148,1,0.3,2 718,B4 SH,CRAWFORD,3103.5,81.3,0.53,3.17,11.82,3.103,1,0.25,2 719,B4 SH,CRAWFORD,3104.0,82.251,0.534,1.84,10.85,2.6910000000000003,1,0.2,2 720,B4 SH,CRAWFORD,3104.5,83.20299999999999,0.568,0.12,16.21,2.235,1,0.15,2 721,B4 SH,CRAWFORD,3105.0,82.88799999999999,0.647,-0.305,24.225,2.113,1,0.1,2 722,B4 LM,CRAWFORD,3105.5,70.52600000000001,0.731,-3.475,31.335,2.301,1,0.05,2 723,B4 LM,CRAWFORD,3106.0,59.858000000000004,0.7929999999999999,-2.585,25.825,3.3289999999999997,2,1.0,8 724,B4 LM,CRAWFORD,3106.5,43.933,0.815,-2.425,18.585,4.2330000000000005,2,0.9440000000000001,9 725,B4 LM,CRAWFORD,3107.0,30.523000000000003,0.828,-0.505,13.435,4.53,2,0.889,9 726,B4 LM,CRAWFORD,3107.5,21.444000000000003,0.867,-0.83,7.75,4.734,2,0.833,9 727,B4 LM,CRAWFORD,3108.0,18.52,0.948,0.5,5.3,4.86,2,0.778,9 728,B4 LM,CRAWFORD,3108.5,20.668000000000003,1.034,0.725,4.655,4.986000000000001,2,0.722,9 729,B4 LM,CRAWFORD,3109.0,23.396,1.077,0.945,4.055,4.9719999999999995,2,0.667,6 730,B4 LM,CRAWFORD,3109.5,25.715999999999998,1.112,1.0,3.38,4.974,2,0.611,6 731,B4 LM,CRAWFORD,3110.0,28.035,1.131,1.335,2.125,4.9910000000000005,2,0.556,6 732,B4 LM,CRAWFORD,3110.5,31.494,1.128,1.565,1.855,5.024,2,0.5,6 733,B4 LM,CRAWFORD,3111.0,42.743,1.145,0.74,2.92,4.996,2,0.389,6 734,B4 LM,CRAWFORD,3111.5,47.021,1.158,0.415,2.815,4.874,2,0.33299999999999996,6 735,B4 LM,CRAWFORD,3112.0,49.443000000000005,1.158,0.265,2.475,4.72,2,0.278,6 736,B4 LM,CRAWFORD,3112.5,48.343,1.072,0.175,2.025,4.435,2,0.222,6 737,B4 LM,CRAWFORD,3113.0,47.243,0.993,0.305,2.325,4.07,2,0.16699999999999998,6 738,B4 LM,CRAWFORD,3113.5,47.738,0.9359999999999999,0.625,3.575,3.745,2,0.111,6 739,B5 SH,CRAWFORD,3114.0,55.757,0.9,2.86,7.09,3.514,2,0.055999999999999994,6 740,B5 SH,CRAWFORD,3114.5,67.815,0.8759999999999999,4.345,9.295,3.406,1,1.0,3 741,B5 SH,CRAWFORD,3115.0,68.904,0.852,4.72,9.57,3.455,1,0.938,3 742,B5 SH,CRAWFORD,3115.5,64.085,0.8340000000000001,3.905,7.665,3.565,1,0.875,2 743,B5 SH,CRAWFORD,3116.0,53.913000000000004,0.828,3.37,5.72,3.645,1,0.813,2 744,B5 SH,CRAWFORD,3116.5,50.715,0.841,2.665,4.465,3.615,1,0.75,2 745,B5 SH,CRAWFORD,3117.0,51.22,0.8540000000000001,2.43,3.86,3.714,1,0.688,2 746,B5 SH,CRAWFORD,3119.0,65.99,0.794,3.075,6.985,3.5,1,0.43799999999999994,2 747,B5 SH,CRAWFORD,3119.5,74.325,0.764,1.485,11.995,3.159,1,0.375,2 748,B5 SH,CRAWFORD,3120.0,77.227,0.718,1.095,15.315,2.865,1,0.313,2 749,B5 SH,CRAWFORD,3120.5,78.863,0.687,1.285,17.905,2.696,1,0.25,2 750,B5 SH,CRAWFORD,3121.0,79.13,0.669,2.755,19.325,2.6510000000000002,1,0.188,2 751,B5 SH,CRAWFORD,3121.5,76.89,0.657,4.55,19.53,2.6710000000000003,1,0.125,2 752,B5 LM,CRAWFORD,3122.0,69.179,0.6920000000000001,6.11,19.22,3.114,1,0.063,2 753,B5 LM,CRAWFORD,3122.5,59.998999999999995,0.732,4.62,16.19,4.1339999999999995,2,1.0,6 754,B5 LM,CRAWFORD,3123.0,41.912,0.7609999999999999,1.64,10.98,4.726,2,0.983,9 755,B5 LM,CRAWFORD,3123.5,26.221999999999998,0.805,0.755,7.955,4.899,2,0.966,9 756,B5 LM,CRAWFORD,3124.0,22.615,0.845,1.58,6.02,4.854,2,0.948,9 757,B5 LM,CRAWFORD,3124.5,20.83,0.8490000000000001,1.97,4.39,4.7780000000000005,2,0.9309999999999999,9 758,B5 LM,CRAWFORD,3125.0,21.326,0.836,2.77,4.39,4.655,2,0.914,9 759,B5 LM,CRAWFORD,3125.5,23.645,0.725,3.665,5.185,4.408,2,0.897,6 760,B5 LM,CRAWFORD,3126.0,29.02,0.5870000000000001,4.805,7.455,3.97,2,0.879,5 761,B5 LM,CRAWFORD,3126.5,35.588,0.461,5.255,11.615,3.6060000000000003,2,0.862,7 762,B5 LM,CRAWFORD,3127.0,39.503,0.325,5.335,18.395,3.3089999999999997,2,0.845,7 763,B5 LM,CRAWFORD,3127.5,41.138999999999996,0.239,4.545,21.765,3.342,2,0.828,7 764,B5 LM,CRAWFORD,3128.0,41.861999999999995,0.184,2.77,21.54,3.4219999999999997,2,0.81,7 765,B5 LM,CRAWFORD,3128.5,42.586000000000006,0.16899999999999998,-0.02,19.0,3.485,2,0.7929999999999999,8 766,B5 LM,CRAWFORD,3129.0,44.221000000000004,0.139,2.425,18.905,3.378,2,0.7759999999999999,7 767,B5 LM,CRAWFORD,3129.5,47.395,0.121,3.7,20.04,3.2089999999999996,2,0.759,7 768,B5 LM,CRAWFORD,3130.0,54.79600000000001,0.10300000000000001,4.59,22.87,3.133,2,0.741,7 769,B5 LM,CRAWFORD,3130.5,58.255,0.091,5.19,25.77,3.1660000000000004,2,0.7240000000000001,7 770,B5 LM,CRAWFORD,3131.0,60.347,0.076,4.065,26.095,3.1180000000000003,2,0.7070000000000001,7 771,B5 LM,CRAWFORD,3131.5,61.754,0.048,3.235,25.165,3.06,2,0.69,7 772,B5 LM,CRAWFORD,3132.0,61.794,0.002,2.74,22.4,3.14,2,0.672,7 773,B5 LM,CRAWFORD,3132.5,61.833,-0.047,3.65,21.13,3.437,2,0.655,7 774,B5 LM,CRAWFORD,3133.0,62.358000000000004,-0.096,4.43,21.27,3.6719999999999997,2,0.638,7 775,B5 LM,CRAWFORD,3133.5,63.062,-0.147,4.895,22.325,3.782,2,0.621,7 776,B5 LM,CRAWFORD,3134.0,63.33,-0.20600000000000002,5.245,22.895,3.737,2,0.603,7 777,B5 LM,CRAWFORD,3134.5,62.685,-0.218,5.035,22.725,3.5839999999999996,2,0.586,7 778,B5 LM,CRAWFORD,3135.0,60.217,-0.23,4.57,21.84,3.444,2,0.569,7 779,B5 LM,CRAWFORD,3135.5,55.926,-0.217,5.185,20.385,3.352,2,0.552,7 780,B5 LM,CRAWFORD,3136.0,52.318000000000005,-0.185,5.795,18.665,3.4960000000000004,2,0.534,7 781,B5 LM,CRAWFORD,3136.5,47.244,-0.16,5.445,15.725,3.855,2,0.517,7 782,B5 LM,CRAWFORD,3137.0,45.786,-0.138,4.165,11.765,3.966,2,0.5,9 783,B5 LM,CRAWFORD,3137.5,46.975,-0.11599999999999999,5.55,10.25,3.765,2,0.483,7 784,B5 LM,CRAWFORD,3138.0,51.907,-0.10300000000000001,7.385,11.675,3.44,2,0.466,7 785,B5 LM,CRAWFORD,3138.5,58.336000000000006,-0.09300000000000001,6.61,13.74,3.162,2,0.44799999999999995,7 786,B5 LM,CRAWFORD,3139.0,64.995,-0.09,5.94,16.68,3.0239999999999996,2,0.431,7 787,B5 LM,CRAWFORD,3139.5,67.543,-0.08900000000000001,5.7,17.72,3.057,2,0.414,7 788,B5 LM,CRAWFORD,3140.0,68.041,-0.10400000000000001,5.755,18.395,3.1710000000000003,2,0.397,7 789,B5 LM,CRAWFORD,3140.5,66.186,-0.14400000000000002,5.995,19.265,3.2310000000000003,2,0.379,7 790,B5 LM,CRAWFORD,3141.0,62.184,-0.187,6.54,20.72,3.264,2,0.36200000000000004,7 791,B5 LM,CRAWFORD,3141.5,57.883,-0.239,6.0,21.62,3.2969999999999997,2,0.345,7 792,B5 LM,CRAWFORD,3142.0,54.038999999999994,-0.297,5.725,22.245,3.282,2,0.32799999999999996,7 793,B5 LM,CRAWFORD,3142.5,53.153999999999996,-0.371,5.745,23.065,3.222,2,0.31,7 794,B5 LM,CRAWFORD,3143.0,60.506,-0.43200000000000005,5.78,23.96,3.115,2,0.293,7 795,B5 LM,CRAWFORD,3143.5,68.99,-0.456,6.14,25.32,2.977,2,0.276,7 796,B5 LM,CRAWFORD,3144.0,88.891,-0.46799999999999997,7.025,27.595,2.9160000000000004,2,0.259,7 797,B5 LM,CRAWFORD,3144.5,114.955,-0.455,6.925,28.395,2.924,2,0.24100000000000002,7 798,B5 LM,CRAWFORD,3145.0,139.876,-0.405,6.245,28.025,3.215,2,0.22399999999999998,7 799,B5 LM,CRAWFORD,3145.5,157.72899999999998,-0.353,4.685,26.015,3.373,2,0.207,7 800,B5 LM,CRAWFORD,3146.0,167.803,-0.21899999999999997,4.27,23.37,3.81,2,0.19,7 801,B5 LM,CRAWFORD,3146.5,151.183,-0.057,0.925,17.125,4.1530000000000005,2,0.172,9 802,B5 LM,CRAWFORD,3147.0,123.264,0.067,0.285,14.215,4.404,2,0.155,9 803,B5 LM,CRAWFORD,3147.5,108.569,0.23399999999999999,0.705,12.225,4.499,2,0.138,9 804,B5 LM,CRAWFORD,3148.0,101.072,0.42700000000000005,1.15,10.76,4.3919999999999995,2,0.121,9 805,B5 LM,CRAWFORD,3148.5,91.74799999999999,0.625,1.135,9.605,4.254,2,0.10300000000000001,9 806,B5 LM,CRAWFORD,3149.0,83.794,0.7490000000000001,2.075,7.845,4.023,2,0.086,6 807,B5 LM,CRAWFORD,3149.5,83.794,0.7490000000000001,2.075,7.845,4.023,2,0.086,6 808,B5 LM,CRAWFORD,3150.0,79.722,0.7709999999999999,2.89,6.64,4.04,2,0.069,6 809,B5 LM,CRAWFORD,3150.5,76.334,0.8,2.96,6.29,3.997,2,0.052000000000000005,6 810,B5 LM,CRAWFORD,3151.0,73.631,0.8,2.68,6.69,3.8280000000000003,2,0.034,6 811,B5 LM,CRAWFORD,3151.5,76.865,0.772,2.42,8.6,3.535,2,0.017,6 812,C SH,CRAWFORD,3152.0,79.92399999999999,0.752,2.62,11.51,3.148,1,1.0,2 813,C SH,CRAWFORD,3152.5,82.199,0.728,3.725,14.555,2.964,1,0.972,3 814,C SH,CRAWFORD,3153.0,79.953,0.7,5.61,16.93,2.793,1,0.9440000000000001,3 815,C SH,CRAWFORD,3153.5,75.881,0.6729999999999999,6.3,17.57,2.969,1,0.917,3 816,C SH,CRAWFORD,3154.0,67.47,0.652,4.775,15.795,3.282,1,0.889,3 817,C SH,CRAWFORD,3154.5,58.832,0.64,4.315,13.575,3.642,1,0.861,3 818,C SH,CRAWFORD,3155.0,57.946000000000005,0.631,3.595,11.305,3.8930000000000002,1,0.833,3 819,C SH,CRAWFORD,3155.5,65.755,0.625,3.465,10.355,3.911,1,0.8059999999999999,3 820,C SH,CRAWFORD,3156.0,69.445,0.617,3.39,11.54,3.82,1,0.778,2 821,C SH,CRAWFORD,3156.5,73.389,0.608,3.625,12.775,3.62,1,0.75,3 822,C SH,CRAWFORD,3157.0,77.115,0.605,4.14,13.42,3.467,1,0.722,3 823,C SH,CRAWFORD,3157.5,79.84,0.596,4.875,13.825,3.36,1,0.6940000000000001,3 824,C SH,CRAWFORD,3158.0,82.616,0.5770000000000001,5.235,14.845,3.207,1,0.667,3 825,C SH,CRAWFORD,3158.5,86.07799999999999,0.5539999999999999,5.04,16.15,3.161,1,0.639,3 826,C SH,CRAWFORD,3159.0,88.855,0.539,5.56,16.75,3.1180000000000003,1,0.611,3 827,C SH,CRAWFORD,3159.5,90.49,0.53,6.36,16.78,3.168,1,0.583,3 828,C SH,CRAWFORD,3160.0,90.975,0.522,7.035,16.995,3.154,1,0.556,3 829,C SH,CRAWFORD,3160.5,90.10799999999999,0.513,7.505,17.595,3.125,1,0.528,2 ================================================ FILE: ADMC/ADMC_Prediction_XGB_2 ================================================ ,Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Predicted_y 0,A1 SH,STUART,2808.0,66.27600000000001,0.63,3.3,10.65,3.591,1,1.0,3 1,A1 SH,STUART,2808.5,77.252,0.585,6.5,11.95,3.341,1,0.978,3 2,A1 SH,STUART,2809.0,82.899,0.5660000000000001,9.4,13.6,3.0639999999999996,1,0.956,3 3,A1 SH,STUART,2809.5,80.671,0.593,9.5,13.25,2.977,1,0.9329999999999999,3 4,A1 SH,STUART,2810.0,75.971,0.638,8.7,12.35,3.02,1,0.9109999999999999,3 5,A1 SH,STUART,2810.5,73.955,0.667,6.9,12.25,3.0860000000000003,1,0.889,2 6,A1 SH,STUART,2811.0,77.962,0.674,6.5,12.45,3.092,1,0.867,2 7,A1 SH,STUART,2811.5,83.89399999999999,0.667,6.3,12.65,3.123,1,0.8440000000000001,2 8,A1 SH,STUART,2812.0,84.42399999999999,0.653,6.7,13.05,3.1210000000000004,1,0.8220000000000001,2 9,A1 SH,STUART,2812.5,83.16,0.642,7.3,12.95,3.127,1,0.8,2 10,A1 SH,STUART,2813.0,79.063,0.6509999999999999,7.3,12.05,3.147,1,0.778,2 11,A1 SH,STUART,2813.5,69.002,0.677,6.2,10.8,3.096,1,0.7559999999999999,2 12,A1 SH,STUART,2814.0,63.983000000000004,0.69,4.4,9.7,3.103,1,0.733,2 13,A1 SH,STUART,2814.5,61.797,0.675,3.5,9.15,3.1010000000000004,1,0.711,2 14,A1 SH,STUART,2815.0,61.372,0.6459999999999999,2.8,9.3,3.065,1,0.6890000000000001,2 15,A1 SH,STUART,2815.5,63.535,0.621,2.8,9.8,2.9819999999999998,1,0.667,2 16,A1 SH,STUART,2816.0,65.126,0.6,3.3,10.55,2.9139999999999997,1,0.644,2 17,A1 SH,STUART,2816.5,75.93,0.5760000000000001,3.4,11.9,2.845,1,0.6,2 18,A1 SH,STUART,2817.0,85.07700000000001,0.584,4.4,12.9,2.8539999999999996,1,0.578,2 19,A1 SH,STUART,2817.5,89.459,0.598,6.6,13.5,2.986,1,0.556,2 20,A1 SH,STUART,2818.0,88.619,0.61,7.2,14.8,2.988,1,0.5329999999999999,2 21,A1 SH,STUART,2818.5,81.593,0.636,6.4,13.9,2.998,1,0.511,2 22,A1 SH,STUART,2819.0,66.595,0.7020000000000001,2.8,11.4,2.988,1,0.489,2 23,A1 SH,STUART,2819.5,55.081,0.789,2.7,8.15,3.028,1,0.467,2 24,A1 SH,STUART,2820.0,48.111999999999995,0.84,1.0,7.5,3.073,1,0.444,2 25,A1 SH,STUART,2820.5,43.73,0.846,0.4,7.1,3.1460000000000004,1,0.42200000000000004,2 26,A1 SH,STUART,2821.0,44.097,0.84,0.7,6.65,3.205,1,0.4,2 27,A1 SH,STUART,2821.5,46.839,0.8420000000000001,0.8,6.6,3.2539999999999996,1,0.37799999999999995,2 28,A1 SH,STUART,2822.0,50.348,0.843,1.1,6.75,3.23,1,0.35600000000000004,2 29,A1 SH,STUART,2822.5,57.129,0.8220000000000001,2.2,7.3,3.237,1,0.33299999999999996,2 30,A1 SH,STUART,2823.0,64.465,0.777,4.4,8.4,3.259,1,0.311,2 31,A1 SH,STUART,2823.5,70.267,0.7290000000000001,7.1,9.85,3.2889999999999997,1,0.289,2 32,A1 SH,STUART,2824.0,76.566,0.664,10.7,11.55,3.3810000000000002,1,0.244,2 33,A1 SH,STUART,2824.5,76.778,0.643,10.7,12.25,3.452,1,0.222,2 34,A1 SH,STUART,2825.0,73.971,0.632,9.7,12.55,3.3960000000000004,1,0.2,2 35,A1 SH,STUART,2825.5,74.314,0.622,8.8,13.1,3.1439999999999997,1,0.17800000000000002,2 36,A1 SH,STUART,2826.0,77.031,0.583,4.8,16.2,3.034,1,0.156,2 37,A1 SH,STUART,2826.5,74.469,0.517,4.8,19.2,2.931,1,0.133,2 38,A1 SH,STUART,2827.0,73.327,0.489,6.3,20.35,2.88,1,0.111,2 39,A1 SH,STUART,2827.5,74.575,0.526,4.9,19.25,2.795,1,0.08900000000000001,2 40,A1 SH,STUART,2828.0,70.536,0.5579999999999999,6.5,17.05,3.009,1,0.067,2 41,A1 SH,STUART,2828.5,62.93899999999999,0.528,7.6,18.8,3.073,1,0.044000000000000004,2 42,A1 SH,STUART,2829.0,57.137,0.511,10.9,19.15,3.313,1,0.022000000000000002,3 43,A1 LM,STUART,2829.5,47.345,0.584,7.0,16.3,3.5269999999999997,2,1.0,5 44,A1 LM,STUART,2830.0,35.733000000000004,0.73,6.4,10.2,3.928,2,0.987,8 45,A1 LM,STUART,2830.5,29.326999999999998,0.873,2.7,7.85,4.33,2,0.9740000000000001,8 46,A1 LM,STUART,2831.0,28.241999999999997,0.963,1.4,6.3,4.413,2,0.961,8 47,A1 LM,STUART,2831.5,34.558,1.018,1.8,5.6,4.511,2,0.9470000000000001,5 48,A1 LM,STUART,2832.0,43.754,1.054,1.8,5.2,4.412,2,0.934,5 49,A1 LM,STUART,2832.5,53.611999999999995,1.067,1.5,5.05,4.226,2,0.9209999999999999,5 50,A1 LM,STUART,2833.0,60.718999999999994,1.0390000000000001,1.9,4.85,3.931,2,0.9079999999999999,5 51,A1 LM,STUART,2833.5,66.538,0.94,2.7,5.45,3.7030000000000003,2,0.895,6 52,A1 LM,STUART,2834.0,75.52199999999999,0.8009999999999999,4.0,7.3,3.5010000000000003,2,0.882,6 53,A1 LM,STUART,2834.5,95.979,0.6920000000000001,6.5,9.55,3.346,2,0.868,5 54,A1 LM,STUART,2835.0,130.26,0.644,8.3,11.15,3.242,2,0.855,5 55,A1 LM,STUART,2835.5,160.167,0.643,9.3,12.15,3.2939999999999996,2,0.8420000000000001,5 56,A1 LM,STUART,2836.0,176.528,0.6729999999999999,9.1,12.05,3.298,2,0.8290000000000001,5 57,A1 LM,STUART,2836.5,175.622,0.72,8.9,12.15,3.3489999999999998,2,0.816,4 58,A1 LM,STUART,2837.0,153.965,0.7559999999999999,7.6,11.9,3.31,2,0.8029999999999999,4 59,A1 LM,STUART,2837.5,120.07600000000001,0.7659999999999999,7.2,12.2,3.365,2,0.789,4 60,A1 LM,STUART,2838.0,91.434,0.787,7.1,12.15,3.392,2,0.7759999999999999,4 61,A1 LM,STUART,2838.5,69.312,0.8740000000000001,4.6,10.4,3.293,2,0.763,4 62,A1 LM,STUART,2839.0,54.828,1.0290000000000001,0.8,8.2,3.395,2,0.75,5 63,A1 LM,STUART,2839.5,50.854,1.149,0.3,6.85,3.5,2,0.737,6 64,A1 LM,STUART,2840.0,54.632,1.09,1.0,7.4,3.576,2,0.7240000000000001,5 65,A1 LM,STUART,2840.5,56.835,0.924,4.1,8.45,3.555,2,0.711,4 66,A1 LM,STUART,2841.0,60.393,0.7879999999999999,7.1,10.05,3.591,2,0.6970000000000001,4 67,A1 LM,STUART,2841.5,58.94,0.733,8.1,11.15,3.576,2,0.684,4 68,A1 LM,STUART,2842.0,49.718999999999994,0.754,6.1,10.75,3.6689999999999996,2,0.6709999999999999,5 69,A1 LM,STUART,2842.5,41.403999999999996,0.8190000000000001,3.5,9.55,3.872,2,0.6579999999999999,5 70,A1 LM,STUART,2843.0,36.084,0.882,1.6,8.2,4.125,2,0.645,5 71,A1 LM,STUART,2843.5,29.344,0.897,0.1,7.25,4.23,2,0.632,8 72,A1 LM,STUART,2844.0,24.072,0.841,-0.6,6.8,4.302,2,0.618,8 73,A1 LM,STUART,2844.5,22.62,0.733,-2.5,7.65,4.348,2,0.605,8 74,A1 LM,STUART,2845.0,22.408,0.597,-3.8,9.5,4.29,2,0.5920000000000001,8 75,A1 LM,STUART,2845.5,21.184,0.469,-2.7,11.05,4.255,2,0.579,8 76,A1 LM,STUART,2846.0,21.796,0.375,-2.3,13.35,4.213,2,0.5660000000000001,8 77,A1 LM,STUART,2846.5,23.925,0.314,-1.8,15.1,4.363,2,0.5529999999999999,8 78,A1 LM,STUART,2847.0,24.464000000000002,0.278,-1.3,16.15,4.495,2,0.539,8 79,A1 LM,STUART,2847.5,26.039,0.257,-1.9,16.55,4.602,2,0.526,8 80,A1 LM,STUART,2848.0,27.491,0.247,-2.5,16.45,4.544,2,0.513,8 81,A1 LM,STUART,2848.5,28.193,0.249,-2.4,16.3,4.587,2,0.5,8 82,A1 LM,STUART,2849.0,28.634,0.265,-1.9,16.15,4.678,2,0.48700000000000004,8 83,A1 LM,STUART,2849.5,29.809,0.299,-1.0,15.2,4.8660000000000005,2,0.474,8 84,A1 LM,STUART,2850.0,31.171999999999997,0.349,-1.5,14.15,4.783,2,0.461,8 85,A1 LM,STUART,2850.5,33.448,0.418,-1.1,12.65,4.688,2,0.447,8 86,A1 LM,STUART,2851.0,33.514,0.503,-1.2,11.3,4.628,2,0.434,8 87,A1 LM,STUART,2851.5,35.146,0.593,-0.5,10.05,4.387,2,0.42100000000000004,8 88,A1 LM,STUART,2852.0,35.953,0.6709999999999999,-0.7,9.45,4.291,2,0.408,8 89,A1 LM,STUART,2852.5,35.178000000000004,0.7290000000000001,-0.6,9.0,4.178,2,0.395,8 90,A1 LM,STUART,2853.0,36.109,0.773,0.1,8.35,4.203,2,0.382,6 91,A1 LM,STUART,2853.5,38.769,0.82,1.3,7.55,4.262,2,0.368,6 92,A1 LM,STUART,2854.0,39.510999999999996,0.873,1.3,7.05,4.387,2,0.355,6 93,A1 LM,STUART,2854.5,40.523,0.927,2.6,6.5,4.006,2,0.342,6 94,A1 LM,STUART,2855.0,42.693999999999996,0.9640000000000001,2.8,6.8,3.718,2,0.32899999999999996,6 95,A1 LM,STUART,2855.5,45.297,0.9590000000000001,3.0,7.3,3.594,2,0.316,6 96,A1 LM,STUART,2856.0,48.145,0.915,3.8,8.2,3.46,2,0.303,4 97,A1 LM,STUART,2856.5,51.041000000000004,0.862,5.9,8.75,3.333,2,0.289,4 98,A1 LM,STUART,2857.0,56.125,0.825,7.4,9.3,3.3360000000000003,2,0.276,4 99,A1 LM,STUART,2857.5,62.205,0.807,6.4,9.9,3.362,2,0.263,4 100,A1 LM,STUART,2858.0,64.865,0.794,4.7,10.25,3.2439999999999998,2,0.25,4 101,A1 LM,STUART,2858.5,68.186,0.7709999999999999,4.1,10.25,3.174,2,0.237,4 102,A1 LM,STUART,2859.0,72.421,0.743,4.1,10.55,3.174,2,0.22399999999999998,4 103,A1 LM,STUART,2859.5,74.322,0.73,4.5,10.65,3.187,2,0.21100000000000002,4 104,A1 LM,STUART,2860.0,72.543,0.748,4.1,10.35,3.359,2,0.19699999999999998,4 105,A1 LM,STUART,2860.5,65.672,0.8140000000000001,3.5,9.05,3.6180000000000003,2,0.184,4 106,A1 LM,STUART,2861.0,57.153,0.951,1.7,6.75,3.9019999999999997,2,0.171,4 107,A1 LM,STUART,2861.5,46.056000000000004,1.148,0.1,4.55,4.221,2,0.158,6 108,A1 LM,STUART,2862.0,37.961,1.324,0.0,3.3,4.561,2,0.145,6 109,A1 LM,STUART,2862.5,33.579,1.402,-0.2,2.8,4.7989999999999995,2,0.132,6 110,A1 LM,STUART,2863.0,31.212,1.439,-0.4,2.7,4.874,2,0.11800000000000001,6 111,A1 LM,STUART,2863.5,30.176,1.486,-0.5,2.55,4.787,2,0.105,6 112,A1 LM,STUART,2864.0,29.858,1.507,-0.7,2.75,4.622,2,0.092,6 113,A1 LM,STUART,2864.5,29.923000000000002,1.433,-0.6,3.3,4.375,2,0.079,6 114,A1 LM,STUART,2865.0,34.428000000000004,1.2790000000000001,0.0,4.0,4.115,2,0.066,6 115,A1 LM,STUART,2865.5,39.935,1.1340000000000001,0.8,4.6,3.9789999999999996,2,0.053,6 116,A1 LM,STUART,2866.0,39.935,1.1340000000000001,0.8,4.6,3.9789999999999996,2,0.053,6 117,A1 LM,STUART,2866.5,46.823,1.05,1.3,5.15,3.727,2,0.039,8 118,A1 LM,STUART,2867.0,57.968999999999994,1.01,2.0,5.2,3.537,2,0.026000000000000002,8 119,A1 LM,STUART,2867.5,71.24600000000001,0.9540000000000001,2.3,5.65,3.4819999999999998,2,0.013000000000000001,8 120,B1 SH,STUART,2868.0,82.54799999999999,0.843,3.2,7.2,3.532,1,1.0,2 121,B1 SH,STUART,2868.5,92.119,0.718,4.9,8.95,3.484,1,0.968,3 122,B1 SH,STUART,2869.0,93.564,0.635,7.0,11.1,3.4019999999999997,1,0.935,2 123,B1 SH,STUART,2869.5,86.26,0.615,9.0,11.9,3.486,1,0.903,2 124,B1 SH,STUART,2870.0,77.097,0.637,9.5,11.25,3.56,1,0.871,3 125,B1 SH,STUART,2870.5,67.68,0.6509999999999999,9.2,10.7,3.4730000000000003,1,0.8390000000000001,2 126,B1 SH,STUART,2871.0,64.04899999999999,0.639,8.5,10.65,3.4010000000000002,1,0.8059999999999999,2 127,B1 SH,STUART,2871.5,67.566,0.621,7.5,11.45,3.307,1,0.774,2 128,B1 SH,STUART,2872.0,69.72800000000001,0.604,7.1,12.45,3.28,1,0.742,2 129,B1 SH,STUART,2872.5,67.96600000000001,0.5820000000000001,8.3,13.45,3.253,1,0.71,2 130,B1 SH,STUART,2873.0,65.803,0.565,9.6,13.5,3.284,1,0.677,2 131,B1 SH,STUART,2873.5,62.351000000000006,0.575,10.1,11.85,3.405,1,0.645,3 132,B1 SH,STUART,2874.0,59.512,0.621,10.1,9.65,3.5039999999999996,1,0.613,2 133,B1 SH,STUART,2874.5,61.176,0.691,9.9,8.15,3.5869999999999997,1,0.581,2 134,B1 SH,STUART,2875.0,65.75399999999999,0.7509999999999999,9.6,7.7,3.605,1,0.5479999999999999,2 135,B1 SH,STUART,2875.5,66.66,0.768,9.0,8.2,3.505,1,0.516,2 136,B1 SH,STUART,2876.0,64.604,0.742,8.0,8.9,3.411,1,0.484,2 137,B1 SH,STUART,2876.5,61.699,0.696,7.0,9.2,3.319,1,0.452,2 138,B1 SH,STUART,2877.0,58.353,0.657,5.6,9.3,3.265,1,0.419,2 139,B1 SH,STUART,2877.5,55.928999999999995,0.64,4.2,9.2,3.167,1,0.387,2 140,B1 SH,STUART,2878.0,57.413999999999994,0.64,4.0,9.1,3.181,1,0.355,2 141,B1 SH,STUART,2878.5,60.393,0.64,3.8,9.3,3.133,1,0.32299999999999995,2 142,B1 SH,STUART,2879.0,65.90100000000001,0.636,4.2,9.9,3.1630000000000003,1,0.29,2 143,B1 SH,STUART,2879.5,71.385,0.635,5.8,10.8,3.1310000000000002,1,0.258,2 144,B1 SH,STUART,2880.0,75.816,0.625,4.9,13.55,2.997,1,0.226,2 145,B1 SH,STUART,2880.5,75.334,0.5870000000000001,5.6,15.9,2.938,1,0.19399999999999998,2 146,B1 SH,STUART,2881.0,72.69,0.5579999999999999,4.8,18.5,2.969,1,0.129,2 147,B1 SH,STUART,2881.5,68.635,0.5579999999999999,6.9,19.45,3.1039999999999996,1,0.09699999999999999,2 148,B1 SH,STUART,2882.0,60.695,0.52,7.5,21.25,3.147,1,0.065,2 149,B1 SH,STUART,2882.5,51.645,0.501,5.6,18.1,3.3539999999999996,1,0.032,3 150,B1 LM,STUART,2883.0,41.918,0.5479999999999999,7.0,10.9,3.764,2,1.0,5 151,B1 LM,STUART,2883.5,32.991,0.633,7.7,6.35,4.109,2,0.968,5 152,B1 LM,STUART,2884.0,28.258000000000003,0.705,5.0,6.1,4.154,2,0.935,8 153,B1 LM,STUART,2884.5,26.635,0.769,4.1,5.35,4.321000000000001,2,0.903,8 154,B1 LM,STUART,2885.0,25.541,0.847,3.6,4.8,4.476,2,0.871,8 155,B1 LM,STUART,2885.5,23.795,0.948,2.3,4.45,4.565,2,0.8390000000000001,6 156,B1 LM,STUART,2886.0,20.719,1.061,2.2,3.5,4.615,2,0.8059999999999999,8 157,B1 LM,STUART,2886.5,18.499000000000002,1.139,2.4,3.2,4.696000000000001,2,0.774,8 158,B1 LM,STUART,2887.0,19.445999999999998,1.1179999999999999,1.5,4.65,4.668,2,0.742,8 159,B1 LM,STUART,2887.5,21.388,1.0190000000000001,1.0,7.1,4.579,2,0.71,8 160,B1 LM,STUART,2888.0,24.178,0.9079999999999999,1.2,9.2,4.292,2,0.677,8 161,B1 LM,STUART,2888.5,27.638,0.812,0.0,11.1,4.046,2,0.645,8 162,B1 LM,STUART,2889.0,31.669,0.7240000000000001,0.9,11.45,3.822,2,0.613,8 163,B1 LM,STUART,2889.5,39.389,0.627,3.4,11.2,3.6289999999999996,2,0.581,7 164,B1 LM,STUART,2890.0,49.385,0.535,6.4,11.5,3.517,2,0.5479999999999999,5 165,B1 LM,STUART,2890.5,58.516000000000005,0.488,9.0,11.4,3.4739999999999998,2,0.516,5 166,B1 LM,STUART,2891.0,66.619,0.511,9.2,10.8,3.613,2,0.484,5 167,B1 LM,STUART,2891.5,67.296,0.602,6.4,9.5,3.862,2,0.452,4 168,B1 LM,STUART,2892.0,57.798,0.745,3.7,8.25,4.052,2,0.419,4 169,B1 LM,STUART,2892.5,48.169,0.912,1.1,7.45,4.2410000000000005,2,0.387,6 170,B1 LM,STUART,2893.0,41.437,1.045,0.4,6.3,4.476,2,0.355,6 171,B1 LM,STUART,2893.5,39.348,1.117,0.1,5.35,4.712,2,0.32299999999999995,6 172,B1 LM,STUART,2894.0,49.312,1.1440000000000001,1.0,4.5,4.56,2,0.29,6 173,B1 LM,STUART,2894.5,61.983999999999995,1.143,0.7,4.85,4.605,2,0.258,6 174,B1 LM,STUART,2895.0,73.506,1.122,0.9,5.75,4.574,2,0.226,6 175,B1 LM,STUART,2895.5,74.208,1.095,0.3,6.85,4.478,2,0.19399999999999998,6 176,B1 LM,STUART,2896.0,67.819,1.072,-0.7,7.55,4.444,2,0.161,8 177,B1 LM,STUART,2896.5,61.625,1.057,-1.2,7.4,4.439,2,0.129,8 178,B1 LM,STUART,2897.0,61.625,1.057,-1.2,7.4,4.439,2,0.129,8 179,B1 LM,STUART,2897.5,55.481,1.041,-0.9,6.55,4.335,2,0.09699999999999999,8 180,B1 LM,STUART,2898.0,57.251000000000005,0.98,-0.1,5.75,3.907,2,0.065,8 181,B1 LM,STUART,2898.5,67.28,0.84,-0.6,7.1,3.58,2,0.032,8 182,B2 SH,STUART,2899.0,76.02,0.6859999999999999,0.7,9.45,3.23,1,1.0,2 183,B2 SH,STUART,2899.5,84.45700000000001,0.603,2.5,12.45,2.967,1,0.9470000000000001,2 184,B2 SH,STUART,2900.0,89.01899999999999,0.595,4.6,14.9,2.7939999999999996,1,0.895,3 185,B2 SH,STUART,2900.5,89.93299999999999,0.591,3.9,18.55,2.7889999999999997,1,0.8420000000000001,3 186,B2 SH,STUART,2901.0,89.38600000000001,0.539,4.5,22.55,2.861,1,0.789,3 187,B2 SH,STUART,2901.5,89.427,0.479,6.2,25.4,2.935,1,0.737,3 188,B2 SH,STUART,2902.0,87.51700000000001,0.461,7.6,24.4,3.128,1,0.684,3 189,B2 SH,STUART,2902.5,83.74700000000001,0.485,8.7,23.15,3.284,1,0.632,3 190,B2 SH,STUART,2903.0,78.304,0.541,6.1,21.25,3.332,1,0.579,3 191,B2 SH,STUART,2903.5,71.858,0.635,8.5,15.95,3.485,1,0.526,2 192,B2 SH,STUART,2904.0,64.70100000000001,0.737,5.0,15.7,3.471,1,0.474,2 193,B2 SH,STUART,2904.5,64.293,0.752,1.7,17.15,3.45,1,0.42100000000000004,2 194,B2 SH,STUART,2905.0,67.158,0.6859999999999999,-0.3,19.95,3.2760000000000002,1,0.368,2 195,B2 SH,STUART,2905.5,72.47800000000001,0.631,0.2,20.4,3.1710000000000003,1,0.316,2 196,B2 SH,STUART,2906.0,78.068,0.614,5.0,18.1,3.252,1,0.21100000000000002,2 197,B2 SH,STUART,2906.5,73.008,0.5920000000000001,2.4,20.1,3.175,1,0.158,2 198,B2 SH,STUART,2907.0,64.64399999999999,0.5429999999999999,1.7,22.35,3.302,1,0.105,2 199,B2 SH,STUART,2907.5,49.801,0.5379999999999999,0.0,20.8,3.551,1,0.053,3 200,B2 LM,STUART,2908.0,35.937,0.628,-2.8,16.8,3.96,2,1.0,8 201,B2 LM,STUART,2908.5,24.203000000000003,0.743,-0.3,12.35,4.454,2,0.963,8 202,B2 LM,STUART,2909.0,15.985999999999999,0.777,-0.2,11.5,4.657,2,0.9259999999999999,8 203,B2 LM,STUART,2909.5,12.036,0.773,-0.5,10.55,4.593999999999999,2,0.889,8 204,B2 LM,STUART,2910.0,12.745999999999999,0.787,-1.2,9.2,4.437,2,0.852,8 205,B2 LM,STUART,2910.5,14.843,0.809,-1.6,7.7,4.351,2,0.815,8 206,B2 LM,STUART,2911.0,17.087,0.8059999999999999,-1.0,6.8,4.242,2,0.778,8 207,B2 LM,STUART,2911.5,17.977,0.765,0.3,6.45,4.105,2,0.741,8 208,B2 LM,STUART,2912.0,18.834,0.701,-0.1,7.15,4.279,2,0.7040000000000001,8 209,B2 LM,STUART,2912.5,19.258,0.644,0.4,7.4,4.669,2,0.667,8 210,B2 LM,STUART,2913.0,19.062,0.61,0.6,7.8,5.19,2,0.63,8 211,B2 LM,STUART,2913.5,18.637999999999998,0.6,1.8,7.6,5.527,2,0.593,8 212,B2 LM,STUART,2914.0,19.462,0.598,3.4,6.8,6.321000000000001,2,0.556,8 213,B2 LM,STUART,2914.5,19.552,0.581,3.1,6.95,6.16,2,0.519,8 214,B2 LM,STUART,2915.0,20.653000000000002,0.529,0.9,8.65,5.865,2,0.48100000000000004,8 215,B2 LM,STUART,2915.5,23.371,0.45,-1.0,11.3,5.315,2,0.444,8 216,B2 LM,STUART,2916.0,25.468000000000004,0.391,-1.3,13.75,4.918,2,0.40700000000000003,8 217,B2 LM,STUART,2916.5,26.291999999999998,0.377,-2.3,14.85,4.521,2,0.37,8 218,B2 LM,STUART,2917.0,27.736,0.41100000000000003,-3.6,14.1,4.4430000000000005,2,0.33299999999999996,8 219,B2 LM,STUART,2917.5,29.784000000000002,0.48200000000000004,-3.1,11.85,4.3469999999999995,2,0.29600000000000004,8 220,B2 LM,STUART,2918.0,31.041,0.578,-2.2,9.4,4.416,2,0.259,8 221,B2 LM,STUART,2918.5,30.837,0.6829999999999999,-0.4,7.4,4.394,2,0.222,8 222,B2 LM,STUART,2919.0,32.64,0.807,1.0,5.6,4.343,2,0.185,6 223,B2 LM,STUART,2919.5,33.571,0.9420000000000001,1.6,4.5,4.086,2,0.14800000000000002,6 224,B2 LM,STUART,2920.0,39.56,1.003,1.9,4.55,3.8110000000000004,2,0.111,6 225,B2 LM,STUART,2920.5,47.475,0.9309999999999999,1.5,6.15,3.625,2,0.07400000000000001,6 226,B2 LM,STUART,2921.0,56.443000000000005,0.821,2.3,8.05,3.3930000000000002,2,0.037000000000000005,4 227,B3 SH,STUART,2921.5,64.79899999999999,0.7509999999999999,3.4,9.6,3.12,1,1.0,2 228,B3 SH,STUART,2922.0,69.72,0.711,3.0,12.4,3.03,1,0.95,2 229,B3 SH,STUART,2922.5,72.51100000000001,0.637,3.5,16.35,2.984,1,0.9,3 230,B3 SH,STUART,2923.0,74.69800000000001,0.525,5.4,20.8,2.915,1,0.85,3 231,B3 SH,STUART,2923.5,74.69800000000001,0.525,5.4,20.8,2.915,1,0.85,3 232,B3 SH,STUART,2924.0,73.425,0.45799999999999996,5.2,21.6,2.92,1,0.8,3 233,B3 SH,STUART,2924.5,71.328,0.486,3.1,17.35,2.995,1,0.75,3 234,B3 SH,STUART,2925.0,68.937,0.5870000000000001,4.1,13.25,3.122,1,0.7,2 235,B3 SH,STUART,2925.5,66.562,0.6709999999999999,1.3,13.25,3.2430000000000003,1,0.65,2 236,B3 SH,STUART,2926.0,64.63600000000001,0.6629999999999999,3.2,13.3,3.324,1,0.6,2 237,B3 SH,STUART,2926.5,66.619,0.625,4.0,13.6,3.33,1,0.55,2 238,B3 SH,STUART,2927.0,66.619,0.625,4.0,13.6,3.33,1,0.55,2 239,B3 SH,STUART,2927.5,65.624,0.635,3.2,12.4,3.3089999999999997,1,0.5,2 240,B3 SH,STUART,2928.0,65.322,0.68,3.3,9.65,3.315,1,0.45,2 241,B3 SH,STUART,2928.5,67.035,0.7070000000000001,2.4,8.6,3.2319999999999998,1,0.4,2 242,B3 SH,STUART,2929.0,68.194,0.693,3.0,8.8,3.157,1,0.35,2 243,B3 SH,STUART,2929.5,69.149,0.6459999999999999,3.0,10.4,3.034,1,0.3,2 244,B3 SH,STUART,2930.0,72.20100000000001,0.588,3.2,13.2,3.052,1,0.25,2 245,B3 SH,STUART,2930.5,73.77600000000001,0.542,4.4,16.0,3.1319999999999997,1,0.2,2 246,B3 SH,STUART,2931.0,72.609,0.525,5.5,17.55,3.31,1,0.15,2 247,B3 SH,STUART,2931.5,66.86399999999999,0.55,5.3,16.55,3.625,1,0.1,3 248,B3 SH,STUART,2932.0,53.702,0.62,5.7,13.75,4.003,1,0.05,3 249,B3 LM,STUART,2932.5,40.474000000000004,0.713,4.7,11.15,4.2780000000000005,2,1.0,8 250,B3 LM,STUART,2933.0,28.12,0.774,2.2,10.5,4.537,2,0.9,8 251,B3 LM,STUART,2933.5,20.213,0.769,-1.1,10.95,4.6819999999999995,2,0.8,8 252,B3 LM,STUART,2934.0,19.192999999999998,0.732,-1.0,11.1,4.546,2,0.7,8 253,B3 LM,STUART,2934.5,20.449,0.6990000000000001,-0.7,10.65,4.386,2,0.6,8 254,B3 LM,STUART,2935.0,21.355,0.679,-0.1,9.95,4.28,2,0.5,8 255,B3 LM,STUART,2935.5,21.641,0.6679999999999999,1.3,8.95,4.221,2,0.4,8 256,B3 LM,STUART,2936.0,24.203000000000003,0.653,2.6,8.3,4.099,2,0.3,6 257,B3 LM,STUART,2936.5,34.574,0.613,2.4,9.0,3.66,2,0.2,6 258,B3 LM,STUART,2937.0,45.231,0.5479999999999999,2.3,10.45,3.4960000000000004,2,0.1,8 259,B4 SH,STUART,2937.5,56.427,0.498,2.9,11.35,3.338,1,1.0,3 260,B4 SH,STUART,2938.0,67.06,0.504,1.7,11.65,3.135,1,0.9440000000000001,2 261,B4 SH,STUART,2938.5,70.83800000000001,0.5579999999999999,2.0,10.8,3.012,1,0.889,2 262,B4 SH,STUART,2939.0,69.932,0.612,3.3,10.05,3.0660000000000003,1,0.833,2 263,B4 SH,STUART,2939.5,74.52600000000001,0.633,4.1,10.25,3.109,1,0.778,2 264,B4 SH,STUART,2940.0,77.611,0.626,5.0,11.0,3.063,1,0.722,2 265,B4 SH,STUART,2940.5,78.59,0.605,5.9,11.55,3.092,1,0.667,2 266,B4 SH,STUART,2941.0,76.729,0.591,5.7,11.95,3.051,1,0.611,2 267,B4 SH,STUART,2941.5,74.11,0.608,3.7,10.95,3.07,1,0.556,2 268,B4 SH,STUART,2942.0,66.407,0.653,2.2,9.6,2.997,1,0.5,2 269,B4 SH,STUART,2942.5,64.081,0.693,1.4,8.6,3.093,1,0.444,2 270,B4 SH,STUART,2943.0,65.885,0.705,0.9,8.55,3.1060000000000003,1,0.389,2 271,B4 SH,STUART,2943.5,70.29899999999999,0.696,1.4,9.0,3.085,1,0.33299999999999996,2 272,B4 SH,STUART,2944.0,70.29899999999999,0.696,1.4,9.0,3.085,1,0.33299999999999996,2 273,B4 SH,STUART,2944.5,74.551,0.677,3.1,9.65,3.0660000000000003,1,0.278,2 274,B4 SH,STUART,2945.0,79.65899999999999,0.643,3.4,12.5,2.9019999999999997,1,0.222,2 275,B4 SH,STUART,2945.5,80.402,0.573,-2.8,19.3,2.9819999999999998,1,0.16699999999999998,2 276,B4 SH,STUART,2946.0,74.649,0.483,-0.5,23.95,3.14,1,0.111,2 277,B4 SH,STUART,2946.5,63.428999999999995,0.461,0.2,24.2,3.3939999999999997,1,0.055999999999999994,3 278,B4 LM,STUART,2947.0,47.916000000000004,0.598,-7.6,18.9,3.762,2,1.0,8 279,B4 LM,STUART,2947.5,32.469,0.912,-1.4,9.8,4.314,2,0.929,8 280,B4 LM,STUART,2948.0,20.718000000000004,1.222,-2.9,7.85,4.863,2,0.857,8 281,B4 LM,STUART,2948.5,15.015,1.2329999999999999,-1.6,6.4,4.813,2,0.7859999999999999,8 282,B4 LM,STUART,2949.0,14.084000000000001,1.084,-1.1,6.55,4.644,2,0.7140000000000001,8 283,B4 LM,STUART,2949.5,15.937000000000001,0.9620000000000001,-0.4,7.4,4.6339999999999995,2,0.643,8 284,B4 LM,STUART,2950.0,19.348,0.9009999999999999,-1.0,7.9,4.545,2,0.5710000000000001,8 285,B4 LM,STUART,2950.5,21.469,0.9059999999999999,-1.1,6.75,4.5760000000000005,2,0.5,8 286,B4 LM,STUART,2951.0,22.587,0.9690000000000001,-1.4,5.5,4.527,2,0.429,8 287,B4 LM,STUART,2951.5,25.721,1.079,-0.9,4.45,4.512,2,0.35700000000000004,6 288,B4 LM,STUART,2952.0,29.45,1.2,0.0,4.0,4.437,2,0.28600000000000003,6 289,B4 LM,STUART,2952.5,36.313,1.169,-3.3,6.95,3.97,2,0.214,6 290,B4 LM,STUART,2953.0,49.49100000000001,0.909,-8.9,13.85,3.695,2,0.14300000000000002,8 291,B5 SH,STUART,2953.5,69.222,0.469,-6.0,27.9,3.3510000000000004,1,1.0,3 292,B5 SH,STUART,2954.0,70.968,0.444,-2.5,28.85,3.49,1,0.75,3 293,B5 SH,STUART,2954.5,65.37899999999999,0.501,-0.3,22.75,3.9,1,0.5,3 294,B5 SH,STUART,2955.0,54.093,0.56,-0.5,16.75,4.126,1,0.25,3 295,B5 LM,STUART,2955.5,41.633,0.541,3.9,11.55,4.482,2,1.0,8 296,B5 LM,STUART,2956.0,33.644,0.439,3.8,11.7,4.707,2,0.976,8 297,B5 LM,STUART,2956.5,28.976999999999997,0.321,1.3,14.45,4.447,2,0.951,8 298,B5 LM,STUART,2957.0,24.611,0.23199999999999998,-1.1,17.25,4.481,2,0.927,8 299,B5 LM,STUART,2957.5,24.154,0.184,-2.9,19.65,4.327,2,0.902,8 300,B5 LM,STUART,2958.0,25.639,0.17300000000000001,-2.4,20.5,4.302,2,0.878,8 301,B5 LM,STUART,2958.5,25.956999999999997,0.191,-2.4,19.9,4.294,2,0.8540000000000001,8 302,B5 LM,STUART,2959.0,38.965,0.266,-2.1,17.05,4.228,2,0.805,8 303,B5 LM,STUART,2959.5,45.354,0.301,0.2,14.8,4.127,2,0.78,8 304,B5 LM,STUART,2960.0,53.645,0.327,2.6,12.6,3.908,2,0.7559999999999999,8 305,B5 LM,STUART,2960.5,60.163999999999994,0.33799999999999997,3.8,12.2,3.74,2,0.732,7 306,B5 LM,STUART,2961.0,64.032,0.33399999999999996,5.5,13.15,3.5380000000000003,2,0.7070000000000001,7 307,B5 LM,STUART,2961.5,66.774,0.32299999999999995,7.9,14.75,3.5580000000000003,2,0.6829999999999999,7 308,B5 LM,STUART,2962.0,68.423,0.313,8.1,15.75,3.4760000000000004,2,0.659,7 309,B5 LM,STUART,2962.5,63.501999999999995,0.318,6.1,14.75,3.682,2,0.634,7 310,B5 LM,STUART,2963.0,57.903999999999996,0.349,2.8,12.9,3.937,2,0.61,8 311,B5 LM,STUART,2963.5,52.935,0.415,2.3,10.25,4.133,2,0.585,8 312,B5 LM,STUART,2964.0,45.125,0.507,2.3,8.45,4.248,2,0.561,6 313,B5 LM,STUART,2964.5,39.927,0.605,3.5,6.75,4.468,2,0.537,6 314,B5 LM,STUART,2965.0,36.215,0.703,2.4,6.0,4.575,2,0.512,6 315,B5 LM,STUART,2965.5,31.253,0.787,2.3,4.45,4.5569999999999995,2,0.488,6 316,B5 LM,STUART,2966.0,28.445999999999998,0.8320000000000001,2.2,3.4,4.573,2,0.46299999999999997,6 317,B5 LM,STUART,2966.5,27.296,0.821,1.2,4.4,4.79,2,0.439,6 318,B5 LM,STUART,2967.0,28.944000000000003,0.755,-0.4,7.3,4.887,2,0.415,8 319,B5 LM,STUART,2967.5,31.596,0.659,-1.6,11.0,4.824,2,0.39,8 320,B5 LM,STUART,2968.0,33.211999999999996,0.574,-3.1,14.45,4.765,2,0.366,8 321,B5 LM,STUART,2968.5,34.689,0.517,-3.0,16.4,4.766,2,0.341,8 322,B5 LM,STUART,2969.0,39.266,0.493,-1.9,16.15,4.705,2,0.317,8 323,B5 LM,STUART,2969.5,50.103,0.499,-2.0,14.6,4.453,2,0.293,8 324,B5 LM,STUART,2970.0,65.167,0.525,-1.6,13.1,4.3660000000000005,2,0.268,8 325,B5 LM,STUART,2970.5,76.436,0.557,-0.6,11.7,4.289,2,0.244,8 326,B5 LM,STUART,2971.0,92.88600000000001,0.628,-0.2,9.4,4.272,2,0.195,8 327,B5 LM,STUART,2971.5,99.64299999999999,0.6829999999999999,-0.3,7.95,4.395,2,0.171,8 328,B5 LM,STUART,2972.0,101.585,0.757,0.0,6.5,4.51,2,0.146,8 329,B5 LM,STUART,2972.5,95.775,0.85,1.6,4.9,4.53,2,0.122,6 330,B5 LM,STUART,2973.0,87.036,0.951,2.1,3.95,4.456,2,0.098,6 331,B5 LM,STUART,2973.5,72.331,1.0190000000000001,2.6,3.6,4.056,2,0.073,6 332,B5 LM,STUART,2974.0,58.858999999999995,0.991,3.4,3.9,3.7119999999999997,2,0.049,6 333,B5 LM,STUART,2974.5,60.931999999999995,0.857,1.3,7.35,3.3710000000000004,2,0.024,8 334,C SH,STUART,2975.0,67.655,0.675,-0.8,14.4,3.1310000000000002,1,1.0,3 335,C SH,STUART,2975.5,77.219,0.528,6.8,20.9,3.008,1,0.977,3 336,C SH,STUART,2976.0,82.115,0.45899999999999996,10.6,24.2,2.988,1,0.953,3 337,C SH,STUART,2976.5,84.865,0.446,9.4,23.7,3.134,1,0.93,3 338,C SH,STUART,2977.0,84.384,0.449,13.3,21.45,3.409,1,0.907,3 339,C SH,STUART,2977.5,81.77199999999999,0.44299999999999995,14.8,20.9,3.483,1,0.884,3 340,C SH,STUART,2978.0,78.998,0.444,16.5,20.65,3.438,1,0.8370000000000001,3 341,C SH,STUART,2978.5,79.896,0.457,14.9,20.15,3.423,1,0.8140000000000001,3 342,C SH,STUART,2979.0,79.194,0.462,14.8,19.9,3.45,1,0.7909999999999999,3 343,C SH,STUART,2979.5,78.99,0.451,13.5,19.65,3.3930000000000002,1,0.767,3 344,C SH,STUART,2980.0,79.21,0.441,15.1,18.95,3.475,1,0.7440000000000001,3 345,C SH,STUART,2980.5,78.1,0.451,15.6,17.5,3.478,1,0.721,3 346,C SH,STUART,2981.0,78.59,0.489,14.3,16.75,3.505,1,0.698,3 347,C SH,STUART,2981.5,79.439,0.544,12.7,15.25,3.478,1,0.674,3 348,C SH,STUART,2982.0,81.29899999999999,0.5760000000000001,11.5,14.65,3.4530000000000003,1,0.6509999999999999,3 349,C SH,STUART,2982.5,78.933,0.494,11.9,14.85,3.4789999999999996,1,0.605,3 350,C SH,STUART,2983.0,79.471,0.441,13.4,16.3,3.4939999999999998,1,0.581,3 351,C SH,STUART,2983.5,81.895,0.431,14.2,16.8,3.4410000000000003,1,0.5579999999999999,3 352,C SH,STUART,2984.0,82.76799999999999,0.46799999999999997,14.3,16.05,3.4930000000000003,1,0.535,3 353,C SH,STUART,2984.5,79.02199999999999,0.537,12.9,15.05,3.5,1,0.512,3 354,C SH,STUART,2985.0,76.74600000000001,0.601,11.4,13.8,3.4410000000000003,1,0.488,2 355,C SH,STUART,2985.5,73.066,0.638,11.1,13.25,3.426,1,0.465,2 356,C SH,STUART,2986.0,70.35600000000001,0.6509999999999999,11.0,13.1,3.447,1,0.442,2 357,C SH,STUART,2986.5,74.608,0.621,10.5,14.85,3.3989999999999996,1,0.395,2 358,C SH,STUART,2987.0,73.008,0.585,11.1,15.15,3.3930000000000002,1,0.37200000000000005,2 359,C SH,STUART,2987.5,70.438,0.546,12.1,15.15,3.4389999999999996,1,0.349,2 360,C SH,STUART,2988.0,68.08,0.5,13.5,14.65,3.478,1,0.326,2 361,C SH,STUART,2988.5,66.75,0.46,13.6,15.2,3.4610000000000003,1,0.302,2 362,C SH,STUART,2989.0,69.45100000000001,0.455,13.4,14.8,3.4939999999999998,1,0.27899999999999997,2 363,C SH,STUART,2989.5,75.946,0.494,14.2,14.0,3.5410000000000004,1,0.256,2 364,C SH,STUART,2990.0,80.344,0.556,11.8,13.6,3.522,1,0.233,2 365,C SH,STUART,2990.5,83.772,0.616,10.4,12.9,3.4760000000000004,1,0.18600000000000003,2 366,C SH,STUART,2991.0,84.76700000000001,0.618,10.7,12.55,3.39,1,0.163,2 367,C SH,STUART,2991.5,84.09,0.616,9.4,13.4,3.2889999999999997,1,0.14,2 368,C SH,STUART,2992.0,86.62799999999999,0.601,8.8,14.4,3.19,1,0.11599999999999999,2 369,C SH,STUART,2992.5,90.43,0.556,2.0,21.4,3.045,1,0.09300000000000001,2 370,C SH,STUART,2993.0,87.07700000000001,0.498,2.0,26.4,3.088,1,0.07,3 371,C SH,STUART,2993.5,76.623,0.479,5.3,28.45,3.2239999999999998,1,0.047,3 372,C SH,STUART,2994.0,62.768,0.546,3.2,26.3,3.3339999999999996,1,0.023,3 373,C LM,STUART,2994.5,43.738,0.703,1.8,19.3,3.8760000000000003,2,1.0,8 374,C LM,STUART,2995.0,27.859,0.855,6.9,11.75,4.508,2,0.993,8 375,C LM,STUART,2995.5,18.034000000000002,0.879,5.3,9.55,4.815,2,0.985,8 376,C LM,STUART,2996.0,13.203,0.83,3.0,9.1,4.863,2,0.978,8 377,C LM,STUART,2996.5,12.762,0.767,2.0,8.9,5.024,2,0.97,8 378,C LM,STUART,2997.0,14.843,0.7020000000000001,1.8,9.2,4.6160000000000005,2,0.963,8 379,C LM,STUART,2997.5,19.087,0.644,0.4,10.4,4.172,2,0.955,8 380,C LM,STUART,2998.0,19.087,0.644,0.4,10.4,4.172,2,0.955,8 381,C LM,STUART,2998.5,25.206999999999997,0.601,-0.2,10.7,3.97,2,0.948,8 382,C LM,STUART,2999.0,27.997,0.5870000000000001,1.1,10.25,3.9330000000000003,2,0.94,8 383,C LM,STUART,2999.5,28.822,0.602,2.2,10.0,3.875,2,0.9329999999999999,8 384,C LM,STUART,3000.0,28.618000000000002,0.622,1.9,10.35,3.969,2,0.925,8 385,C LM,STUART,3000.5,24.815,0.612,0.7,11.15,4.118,2,0.9179999999999999,8 386,C LM,STUART,3001.0,23.371,0.575,0.2,11.8,4.243,2,0.91,8 387,C LM,STUART,3001.5,23.052,0.542,0.1,12.35,4.196000000000001,2,0.903,8 388,C LM,STUART,3002.0,23.109,0.522,-0.1,12.15,4.192,2,0.8959999999999999,8 389,C LM,STUART,3002.5,24.138,0.511,-0.3,12.05,3.978,2,0.888,8 390,C LM,STUART,3003.0,24.448,0.511,-0.1,11.75,3.975,2,0.8809999999999999,8 391,C LM,STUART,3003.5,25.419,0.523,0.0,11.6,3.9619999999999997,2,0.873,8 392,C LM,STUART,3004.0,26.724,0.56,-0.7,11.35,3.99,2,0.866,8 393,C LM,STUART,3004.5,29.213,0.623,-0.8,10.7,3.885,2,0.858,8 394,C LM,STUART,3005.0,34.036,0.6859999999999999,0.4,9.4,3.8160000000000003,2,0.851,8 395,C LM,STUART,3005.5,38.157,0.716,1.7,7.75,3.66,2,0.843,6 396,C LM,STUART,3006.0,40.45,0.701,1.8,6.8,3.5439999999999996,2,0.836,5 397,C LM,STUART,3006.5,41.576,0.662,3.5,6.45,3.392,2,0.828,5 398,C LM,STUART,3007.0,40.123000000000005,0.633,3.7,7.35,3.24,2,0.821,5 399,C LM,STUART,3007.5,36.663000000000004,0.632,3.4,8.1,3.2119999999999997,2,0.813,6 400,C LM,STUART,3008.0,32.705999999999996,0.65,3.8,8.3,3.253,2,0.8059999999999999,6 401,C LM,STUART,3008.5,30.323,0.672,3.4,8.7,3.2889999999999997,2,0.799,6 402,C LM,STUART,3009.0,28.601,0.6940000000000001,3.0,9.4,3.3139999999999996,2,0.7909999999999999,6 403,C LM,STUART,3009.5,28.169,0.721,2.4,9.7,3.262,2,0.784,8 404,C LM,STUART,3010.0,29.441999999999997,0.7559999999999999,1.4,9.8,3.31,2,0.7759999999999999,8 405,C LM,STUART,3010.5,30.878,0.795,0.7,9.55,3.359,2,0.769,8 406,C LM,STUART,3011.0,32.150999999999996,0.8320000000000001,0.1,9.35,3.409,2,0.7609999999999999,8 407,C LM,STUART,3011.5,33.677,0.856,0.4,9.1,3.417,2,0.754,8 408,C LM,STUART,3012.0,33.701,0.872,1.1,8.95,3.444,2,0.746,8 409,C LM,STUART,3012.5,35.105,0.889,1.5,8.75,3.466,2,0.7390000000000001,5 410,C LM,STUART,3013.0,37.104,0.914,1.6,8.6,3.49,2,0.731,5 411,C LM,STUART,3013.5,37.349000000000004,0.9390000000000001,2.1,7.95,3.418,2,0.7240000000000001,6 412,C LM,STUART,3014.0,37.936,0.9520000000000001,2.4,7.7,3.5039999999999996,2,0.716,6 413,C LM,STUART,3014.5,39.086999999999996,0.953,2.1,7.75,3.511,2,0.7090000000000001,6 414,C LM,STUART,3015.0,38.059,0.951,1.7,7.55,3.55,2,0.701,6 415,C LM,STUART,3015.5,37.202,0.9520000000000001,2.2,7.3,3.603,2,0.6940000000000001,5 416,C LM,STUART,3016.0,37.218,0.951,1.8,7.5,3.675,2,0.687,5 417,C LM,STUART,3016.5,37.781,0.9490000000000001,1.4,7.6,3.741,2,0.679,5 418,C LM,STUART,3017.0,40.164,0.948,1.5,7.35,3.735,2,0.672,5 419,C LM,STUART,3017.5,40.955999999999996,0.95,1.6,7.3,3.747,2,0.664,5 420,C LM,STUART,3018.0,41.013000000000005,0.9520000000000001,1.5,7.25,3.64,2,0.657,5 421,C LM,STUART,3018.5,42.547,0.95,1.9,7.15,3.6830000000000003,2,0.649,6 422,C LM,STUART,3019.0,41.192,0.945,2.0,7.0,3.6439999999999997,2,0.642,6 423,C LM,STUART,3019.5,42.726000000000006,0.941,2.3,7.15,3.7039999999999997,2,0.634,6 424,C LM,STUART,3020.0,44.407,0.9420000000000001,3.4,7.0,3.695,2,0.627,6 425,C LM,STUART,3020.5,45.387,0.946,3.8,6.8,3.7880000000000003,2,0.619,6 426,C LM,STUART,3021.0,45.052,0.945,2.6,7.5,3.917,2,0.612,6 427,C LM,STUART,3021.5,46.129,0.935,2.4,7.4,3.948,2,0.604,6 428,C LM,STUART,3022.0,47.826,0.925,2.5,7.05,4.016,2,0.597,6 429,C LM,STUART,3022.5,50.053999999999995,0.925,2.3,6.75,3.935,2,0.59,6 430,C LM,STUART,3023.0,55.562,0.9329999999999999,1.8,6.9,3.9739999999999998,2,0.5820000000000001,4 431,C LM,STUART,3023.5,63.028999999999996,0.9470000000000001,2.0,6.8,3.859,2,0.575,4 432,C LM,STUART,3024.0,75.399,0.966,1.9,6.45,3.681,2,0.5670000000000001,4 433,C LM,STUART,3024.5,102.116,0.987,0.2,6.9,3.5610000000000004,2,0.56,6 434,C LM,STUART,3025.0,140.778,0.993,-0.4,7.0,3.513,2,0.552,6 435,C LM,STUART,3025.5,183.358,0.981,-0.3,7.35,3.437,2,0.545,4 436,C LM,STUART,3026.0,213.99900000000002,0.977,0.2,7.8,3.412,2,0.537,4 437,C LM,STUART,3026.5,220.41299999999998,1.004,0.0,8.0,3.528,2,0.53,4 438,C LM,STUART,3027.0,200.30599999999998,1.0270000000000001,0.0,8.0,3.6710000000000003,2,0.522,4 439,C LM,STUART,3027.5,162.149,0.9990000000000001,-0.2,8.5,3.7460000000000004,2,0.515,4 440,C LM,STUART,3028.0,121.20200000000001,0.95,0.2,9.2,3.892,2,0.507,4 441,C LM,STUART,3028.5,92.805,0.9159999999999999,1.3,9.95,3.924,2,0.5,4 442,C LM,STUART,3029.0,77.758,0.894,1.9,10.65,3.9530000000000003,2,0.493,4 443,C LM,STUART,3029.5,67.623,0.879,2.9,10.85,3.889,2,0.485,4 444,C LM,STUART,3030.0,62.376000000000005,0.873,2.5,11.45,3.799,2,0.478,4 445,C LM,STUART,3030.5,59.463,0.873,2.1,11.25,3.773,2,0.47,4 446,C LM,STUART,3031.0,55.211000000000006,0.872,2.7,10.45,3.784,2,0.46299999999999997,4 447,C LM,STUART,3031.5,51.727,0.866,2.3,10.35,3.787,2,0.455,4 448,C LM,STUART,3032.0,52.38,0.858,2.1,10.75,3.7760000000000002,2,0.44799999999999995,4 449,C LM,STUART,3032.5,53.122,0.851,2.5,11.05,3.7239999999999998,2,0.44,4 450,C LM,STUART,3033.0,51.245,0.8440000000000001,2.7,11.25,3.697,2,0.433,4 451,C LM,STUART,3033.5,52.208,0.836,1.5,11.75,3.653,2,0.425,4 452,C LM,STUART,3034.0,54.95,0.826,1.3,12.05,3.647,2,0.418,4 453,C LM,STUART,3034.5,54.43600000000001,0.8170000000000001,2.0,12.0,3.65,2,0.41,4 454,C LM,STUART,3035.0,54.81100000000001,0.81,1.8,12.1,3.678,2,0.40299999999999997,4 455,C LM,STUART,3035.5,55.603,0.8009999999999999,1.6,12.2,3.6439999999999997,2,0.396,4 456,C LM,STUART,3036.0,54.288999999999994,0.785,1.3,12.75,3.656,2,0.38799999999999996,4 457,C LM,STUART,3036.5,52.38,0.768,2.0,13.0,3.5980000000000003,2,0.381,4 458,C LM,STUART,3037.0,53.645,0.758,2.0,13.7,3.582,2,0.373,4 459,C LM,STUART,3037.5,53.93,0.757,2.1,13.75,3.5810000000000004,2,0.366,4 460,C LM,STUART,3038.0,56.071999999999996,0.755,2.9,13.75,3.645,2,0.358,4 461,C LM,STUART,3038.5,59.016999999999996,0.75,4.0,13.7,3.694,2,0.35100000000000003,4 462,C LM,STUART,3039.0,62.144,0.742,4.4,14.1,3.65,2,0.34299999999999997,4 463,C LM,STUART,3039.5,64.814,0.73,4.8,14.2,3.66,2,0.336,4 464,C LM,STUART,3040.0,66.705,0.7140000000000001,5.6,14.6,3.6889999999999996,2,0.32799999999999996,4 465,C LM,STUART,3040.5,67.568,0.695,6.5,15.45,3.674,2,0.321,4 466,C LM,STUART,3041.0,67.683,0.6759999999999999,6.7,15.65,3.603,2,0.313,4 467,C LM,STUART,3041.5,67.683,0.662,6.0,15.4,3.562,2,0.306,4 468,C LM,STUART,3042.0,67.683,0.6659999999999999,5.7,15.25,3.57,2,0.299,4 469,C LM,STUART,3042.5,67.683,0.701,6.0,15.2,3.603,2,0.29100000000000004,4 470,C LM,STUART,3043.0,67.683,0.778,5.1,15.65,3.537,2,0.284,4 471,C LM,STUART,3043.5,67.683,0.882,4.9,15.75,3.5469999999999997,2,0.276,4 472,C LM,STUART,3044.0,67.683,0.973,4.4,15.8,3.533,2,0.26899999999999996,4 473,C LM,STUART,3044.5,67.683,1.0170000000000001,3.5,16.25,3.495,2,0.261,4 474,A1 LM,CRAWFORD,2972.5,49.675,0.845,3.905,11.175,3.265,2,1.0,8 475,A1 LM,CRAWFORD,2973.0,34.435,0.879,3.085,8.175,3.8310000000000004,2,0.991,8 476,A1 LM,CRAWFORD,2973.5,26.178,0.92,2.615,4.945,4.306,2,0.981,8 477,A1 LM,CRAWFORD,2974.0,19.463,0.9670000000000001,0.82,3.82,4.578,2,0.972,8 478,A1 LM,CRAWFORD,2974.5,19.26,0.995,0.32,3.63,4.643,2,0.9620000000000001,8 479,A1 LM,CRAWFORD,2975.0,19.985,1.008,0.06,4.32,4.614,2,0.953,8 480,A1 LM,CRAWFORD,2975.5,22.298000000000002,1.002,-0.01,5.5,4.4910000000000005,2,0.943,8 481,A1 LM,CRAWFORD,2976.0,24.611,0.956,0.05,6.87,4.369,2,0.934,8 482,A1 LM,CRAWFORD,2976.5,24.677,0.8240000000000001,0.31,6.94,4.047,2,0.915,8 483,A1 LM,CRAWFORD,2977.0,24.945999999999998,0.667,0.965,5.915,3.8930000000000002,2,0.9059999999999999,8 484,A1 LM,CRAWFORD,2977.5,29.31,0.5589999999999999,2.11,6.15,3.52,2,0.8959999999999999,6 485,A1 LM,CRAWFORD,2978.0,37.321999999999996,0.522,3.375,8.445,3.125,2,0.887,6 486,A1 LM,CRAWFORD,2978.5,42.141999999999996,0.51,3.985,10.785,2.843,2,0.877,6 487,A1 LM,CRAWFORD,2979.0,52.434,0.49200000000000005,4.42,13.15,2.674,2,0.868,5 488,A1 LM,CRAWFORD,2979.5,63.181000000000004,0.473,5.18,14.13,2.6439999999999997,2,0.858,7 489,A1 LM,CRAWFORD,2980.0,69.405,0.465,5.52,14.56,2.6630000000000003,2,0.8490000000000001,7 490,A1 LM,CRAWFORD,2980.5,77.785,0.475,5.82,14.94,2.68,2,0.84,4 491,A1 LM,CRAWFORD,2981.0,83.57700000000001,0.469,5.965,15.395,2.6660000000000004,2,0.83,4 492,A1 LM,CRAWFORD,2981.5,84.05799999999999,0.513,6.025,15.855,2.622,2,0.821,4 493,A1 LM,CRAWFORD,2982.0,81.82,0.544,5.95,16.05,2.609,2,0.8109999999999999,4 494,A1 LM,CRAWFORD,2982.5,80.257,0.563,5.74,16.1,2.6260000000000003,2,0.802,4 495,A1 LM,CRAWFORD,2983.0,79.833,0.579,5.135,15.715,2.662,2,0.792,4 496,A1 LM,CRAWFORD,2983.5,80.32300000000001,0.583,4.565,15.275,2.693,2,0.7829999999999999,4 497,A1 LM,CRAWFORD,2984.0,84.704,0.59,4.365,15.165,2.7110000000000003,2,0.774,4 498,A1 LM,CRAWFORD,2984.5,96.67399999999999,0.596,4.725,15.565,2.7439999999999998,2,0.764,4 499,A1 LM,CRAWFORD,2985.0,112.662,0.609,4.88,15.71,2.824,2,0.755,4 500,A1 LM,CRAWFORD,2985.5,131.484,0.634,5.11,15.6,2.935,2,0.745,4 501,A1 LM,CRAWFORD,2986.0,138.16899999999998,0.659,5.33,15.1,3.0,2,0.736,4 502,A1 LM,CRAWFORD,2986.5,135.045,0.682,5.1,14.46,3.048,2,0.726,4 503,A1 LM,CRAWFORD,2987.0,117.726,0.7070000000000001,4.415,13.315,3.097,2,0.7170000000000001,4 504,A1 LM,CRAWFORD,2987.5,98.382,0.7290000000000001,3.395,11.695,3.193,2,0.708,4 505,A1 LM,CRAWFORD,2988.0,91.348,0.7709999999999999,3.235,10.985,3.3080000000000003,2,0.698,4 506,A1 LM,CRAWFORD,2988.5,87.05,0.831,3.21,10.64,3.4930000000000003,2,0.6890000000000001,4 507,A1 LM,CRAWFORD,2989.0,82.98,0.9279999999999999,2.835,10.115,3.5260000000000002,2,0.679,4 508,A1 LM,CRAWFORD,2989.5,67.264,1.0190000000000001,0.475,8.435,3.217,2,0.67,6 509,A1 LM,CRAWFORD,2990.0,57.068999999999996,1.047,-2.385,7.115,3.157,2,0.66,6 510,A1 LM,CRAWFORD,2990.5,46.873999999999995,1.0659999999999998,-3.97,6.6,3.159,2,0.6509999999999999,6 511,A1 LM,CRAWFORD,2991.0,39.325,1.06,-3.69,7.15,3.2239999999999998,2,0.642,6 512,A1 LM,CRAWFORD,2991.5,43.946000000000005,1.042,-2.73,7.29,3.272,2,0.632,6 513,A1 LM,CRAWFORD,2992.0,51.73,1.005,-0.9,7.98,3.29,2,0.623,6 514,A1 LM,CRAWFORD,2992.5,58.373999999999995,0.956,1.46,9.41,3.2769999999999997,2,0.613,4 515,A1 LM,CRAWFORD,2993.0,67.75399999999999,0.904,3.985,11.545,3.2960000000000003,2,0.604,4 516,A1 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LM,CRAWFORD,3108.5,20.668000000000003,1.034,0.725,4.655,4.986000000000001,2,0.722,8 729,B4 LM,CRAWFORD,3109.0,23.396,1.077,0.945,4.055,4.9719999999999995,2,0.667,8 730,B4 LM,CRAWFORD,3109.5,25.715999999999998,1.112,1.0,3.38,4.974,2,0.611,8 731,B4 LM,CRAWFORD,3110.0,28.035,1.131,1.335,2.125,4.9910000000000005,2,0.556,6 732,B4 LM,CRAWFORD,3110.5,31.494,1.128,1.565,1.855,5.024,2,0.5,6 733,B4 LM,CRAWFORD,3111.0,42.743,1.145,0.74,2.92,4.996,2,0.389,6 734,B4 LM,CRAWFORD,3111.5,47.021,1.158,0.415,2.815,4.874,2,0.33299999999999996,6 735,B4 LM,CRAWFORD,3112.0,49.443000000000005,1.158,0.265,2.475,4.72,2,0.278,6 736,B4 LM,CRAWFORD,3112.5,48.343,1.072,0.175,2.025,4.435,2,0.222,6 737,B4 LM,CRAWFORD,3113.0,47.243,0.993,0.305,2.325,4.07,2,0.16699999999999998,6 738,B4 LM,CRAWFORD,3113.5,47.738,0.9359999999999999,0.625,3.575,3.745,2,0.111,6 739,B5 SH,CRAWFORD,3114.0,55.757,0.9,2.86,7.09,3.514,2,0.055999999999999994,6 740,B5 SH,CRAWFORD,3114.5,67.815,0.8759999999999999,4.345,9.295,3.406,1,1.0,3 741,B5 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LM,CRAWFORD,3141.0,62.184,-0.187,6.54,20.72,3.264,2,0.36200000000000004,7 791,B5 LM,CRAWFORD,3141.5,57.883,-0.239,6.0,21.62,3.2969999999999997,2,0.345,7 792,B5 LM,CRAWFORD,3142.0,54.038999999999994,-0.297,5.725,22.245,3.282,2,0.32799999999999996,7 793,B5 LM,CRAWFORD,3142.5,53.153999999999996,-0.371,5.745,23.065,3.222,2,0.31,7 794,B5 LM,CRAWFORD,3143.0,60.506,-0.43200000000000005,5.78,23.96,3.115,2,0.293,7 795,B5 LM,CRAWFORD,3143.5,68.99,-0.456,6.14,25.32,2.977,2,0.276,7 796,B5 LM,CRAWFORD,3144.0,88.891,-0.46799999999999997,7.025,27.595,2.9160000000000004,2,0.259,7 797,B5 LM,CRAWFORD,3144.5,114.955,-0.455,6.925,28.395,2.924,2,0.24100000000000002,7 798,B5 LM,CRAWFORD,3145.0,139.876,-0.405,6.245,28.025,3.215,2,0.22399999999999998,7 799,B5 LM,CRAWFORD,3145.5,157.72899999999998,-0.353,4.685,26.015,3.373,2,0.207,7 800,B5 LM,CRAWFORD,3146.0,167.803,-0.21899999999999997,4.27,23.37,3.81,2,0.19,7 801,B5 LM,CRAWFORD,3146.5,151.183,-0.057,0.925,17.125,4.1530000000000005,2,0.172,8 802,B5 LM,CRAWFORD,3147.0,123.264,0.067,0.285,14.215,4.404,2,0.155,8 803,B5 LM,CRAWFORD,3147.5,108.569,0.23399999999999999,0.705,12.225,4.499,2,0.138,8 804,B5 LM,CRAWFORD,3148.0,101.072,0.42700000000000005,1.15,10.76,4.3919999999999995,2,0.121,8 805,B5 LM,CRAWFORD,3148.5,91.74799999999999,0.625,1.135,9.605,4.254,2,0.10300000000000001,8 806,B5 LM,CRAWFORD,3149.0,83.794,0.7490000000000001,2.075,7.845,4.023,2,0.086,4 807,B5 LM,CRAWFORD,3149.5,83.794,0.7490000000000001,2.075,7.845,4.023,2,0.086,4 808,B5 LM,CRAWFORD,3150.0,79.722,0.7709999999999999,2.89,6.64,4.04,2,0.069,4 809,B5 LM,CRAWFORD,3150.5,76.334,0.8,2.96,6.29,3.997,2,0.052000000000000005,6 810,B5 LM,CRAWFORD,3151.0,73.631,0.8,2.68,6.69,3.8280000000000003,2,0.034,6 811,B5 LM,CRAWFORD,3151.5,76.865,0.772,2.42,8.6,3.535,2,0.017,4 812,C SH,CRAWFORD,3152.0,79.92399999999999,0.752,2.62,11.51,3.148,1,1.0,2 813,C SH,CRAWFORD,3152.5,82.199,0.728,3.725,14.555,2.964,1,0.972,3 814,C SH,CRAWFORD,3153.0,79.953,0.7,5.61,16.93,2.793,1,0.9440000000000001,3 815,C SH,CRAWFORD,3153.5,75.881,0.6729999999999999,6.3,17.57,2.969,1,0.917,3 816,C SH,CRAWFORD,3154.0,67.47,0.652,4.775,15.795,3.282,1,0.889,3 817,C SH,CRAWFORD,3154.5,58.832,0.64,4.315,13.575,3.642,1,0.861,3 818,C SH,CRAWFORD,3155.0,57.946000000000005,0.631,3.595,11.305,3.8930000000000002,1,0.833,2 819,C SH,CRAWFORD,3155.5,65.755,0.625,3.465,10.355,3.911,1,0.8059999999999999,2 820,C SH,CRAWFORD,3156.0,69.445,0.617,3.39,11.54,3.82,1,0.778,2 821,C SH,CRAWFORD,3156.5,73.389,0.608,3.625,12.775,3.62,1,0.75,3 822,C SH,CRAWFORD,3157.0,77.115,0.605,4.14,13.42,3.467,1,0.722,3 823,C SH,CRAWFORD,3157.5,79.84,0.596,4.875,13.825,3.36,1,0.6940000000000001,3 824,C SH,CRAWFORD,3158.0,82.616,0.5770000000000001,5.235,14.845,3.207,1,0.667,3 825,C SH,CRAWFORD,3158.5,86.07799999999999,0.5539999999999999,5.04,16.15,3.161,1,0.639,3 826,C SH,CRAWFORD,3159.0,88.855,0.539,5.56,16.75,3.1180000000000003,1,0.611,3 827,C SH,CRAWFORD,3159.5,90.49,0.53,6.36,16.78,3.168,1,0.583,3 828,C SH,CRAWFORD,3160.0,90.975,0.522,7.035,16.995,3.154,1,0.556,3 829,C SH,CRAWFORD,3160.5,90.10799999999999,0.513,7.505,17.595,3.125,1,0.528,3 ================================================ FILE: ADMC/ADMC_Prediction_XGB_3 ================================================ ,Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Predicted_y 0,A1 SH,STUART,2808.0,66.27600000000001,0.63,3.3,10.65,3.591,1,1.0,5 1,A1 SH,STUART,2808.5,77.252,0.585,6.5,11.95,3.341,1,0.978,5 2,A1 SH,STUART,2809.0,82.899,0.5660000000000001,9.4,13.6,3.0639999999999996,1,0.956,5 3,A1 SH,STUART,2809.5,80.671,0.593,9.5,13.25,2.977,1,0.9329999999999999,5 4,A1 SH,STUART,2810.0,75.971,0.638,8.7,12.35,3.02,1,0.9109999999999999,5 5,A1 SH,STUART,2810.5,73.955,0.667,6.9,12.25,3.0860000000000003,1,0.889,5 6,A1 SH,STUART,2811.0,77.962,0.674,6.5,12.45,3.092,1,0.867,7 7,A1 SH,STUART,2811.5,83.89399999999999,0.667,6.3,12.65,3.123,1,0.8440000000000001,7 8,A1 SH,STUART,2812.0,84.42399999999999,0.653,6.7,13.05,3.1210000000000004,1,0.8220000000000001,7 9,A1 SH,STUART,2812.5,83.16,0.642,7.3,12.95,3.127,1,0.8,7 10,A1 SH,STUART,2813.0,79.063,0.6509999999999999,7.3,12.05,3.147,1,0.778,7 11,A1 SH,STUART,2813.5,69.002,0.677,6.2,10.8,3.096,1,0.7559999999999999,7 12,A1 SH,STUART,2814.0,63.983000000000004,0.69,4.4,9.7,3.103,1,0.733,5 13,A1 SH,STUART,2814.5,61.797,0.675,3.5,9.15,3.1010000000000004,1,0.711,5 14,A1 SH,STUART,2815.0,61.372,0.6459999999999999,2.8,9.3,3.065,1,0.6890000000000001,5 15,A1 SH,STUART,2815.5,63.535,0.621,2.8,9.8,2.9819999999999998,1,0.667,5 16,A1 SH,STUART,2816.0,65.126,0.6,3.3,10.55,2.9139999999999997,1,0.644,7 17,A1 SH,STUART,2816.5,75.93,0.5760000000000001,3.4,11.9,2.845,1,0.6,7 18,A1 SH,STUART,2817.0,85.07700000000001,0.584,4.4,12.9,2.8539999999999996,1,0.578,7 19,A1 SH,STUART,2817.5,89.459,0.598,6.6,13.5,2.986,1,0.556,7 20,A1 SH,STUART,2818.0,88.619,0.61,7.2,14.8,2.988,1,0.5329999999999999,7 21,A1 SH,STUART,2818.5,81.593,0.636,6.4,13.9,2.998,1,0.511,7 22,A1 SH,STUART,2819.0,66.595,0.7020000000000001,2.8,11.4,2.988,1,0.489,4 23,A1 SH,STUART,2819.5,55.081,0.789,2.7,8.15,3.028,1,0.467,5 24,A1 SH,STUART,2820.0,48.111999999999995,0.84,1.0,7.5,3.073,1,0.444,6 25,A1 SH,STUART,2820.5,43.73,0.846,0.4,7.1,3.1460000000000004,1,0.42200000000000004,6 26,A1 SH,STUART,2821.0,44.097,0.84,0.7,6.65,3.205,1,0.4,6 27,A1 SH,STUART,2821.5,46.839,0.8420000000000001,0.8,6.6,3.2539999999999996,1,0.37799999999999995,6 28,A1 SH,STUART,2822.0,50.348,0.843,1.1,6.75,3.23,1,0.35600000000000004,6 29,A1 SH,STUART,2822.5,57.129,0.8220000000000001,2.2,7.3,3.237,1,0.33299999999999996,6 30,A1 SH,STUART,2823.0,64.465,0.777,4.4,8.4,3.259,1,0.311,5 31,A1 SH,STUART,2823.5,70.267,0.7290000000000001,7.1,9.85,3.2889999999999997,1,0.289,5 32,A1 SH,STUART,2824.0,76.566,0.664,10.7,11.55,3.3810000000000002,1,0.244,5 33,A1 SH,STUART,2824.5,76.778,0.643,10.7,12.25,3.452,1,0.222,7 34,A1 SH,STUART,2825.0,73.971,0.632,9.7,12.55,3.3960000000000004,1,0.2,7 35,A1 SH,STUART,2825.5,74.314,0.622,8.8,13.1,3.1439999999999997,1,0.17800000000000002,7 36,A1 SH,STUART,2826.0,77.031,0.583,4.8,16.2,3.034,1,0.156,5 37,A1 SH,STUART,2826.5,74.469,0.517,4.8,19.2,2.931,1,0.133,5 38,A1 SH,STUART,2827.0,73.327,0.489,6.3,20.35,2.88,1,0.111,5 39,A1 SH,STUART,2827.5,74.575,0.526,4.9,19.25,2.795,1,0.08900000000000001,5 40,A1 SH,STUART,2828.0,70.536,0.5579999999999999,6.5,17.05,3.009,1,0.067,5 41,A1 SH,STUART,2828.5,62.93899999999999,0.528,7.6,18.8,3.073,1,0.044000000000000004,8 42,A1 SH,STUART,2829.0,57.137,0.511,10.9,19.15,3.313,1,0.022000000000000002,8 43,A1 LM,STUART,2829.5,47.345,0.584,7.0,16.3,3.5269999999999997,2,1.0,7 44,A1 LM,STUART,2830.0,35.733000000000004,0.73,6.4,10.2,3.928,2,0.987,5 45,A1 LM,STUART,2830.5,29.326999999999998,0.873,2.7,7.85,4.33,2,0.9740000000000001,5 46,A1 LM,STUART,2831.0,28.241999999999997,0.963,1.4,6.3,4.413,2,0.961,5 47,A1 LM,STUART,2831.5,34.558,1.018,1.8,5.6,4.511,2,0.9470000000000001,5 48,A1 LM,STUART,2832.0,43.754,1.054,1.8,5.2,4.412,2,0.934,5 49,A1 LM,STUART,2832.5,53.611999999999995,1.067,1.5,5.05,4.226,2,0.9209999999999999,5 50,A1 LM,STUART,2833.0,60.718999999999994,1.0390000000000001,1.9,4.85,3.931,2,0.9079999999999999,5 51,A1 LM,STUART,2833.5,66.538,0.94,2.7,5.45,3.7030000000000003,2,0.895,5 52,A1 LM,STUART,2834.0,75.52199999999999,0.8009999999999999,4.0,7.3,3.5010000000000003,2,0.882,5 53,A1 LM,STUART,2834.5,95.979,0.6920000000000001,6.5,9.55,3.346,2,0.868,5 54,A1 LM,STUART,2835.0,130.26,0.644,8.3,11.15,3.242,2,0.855,5 55,A1 LM,STUART,2835.5,160.167,0.643,9.3,12.15,3.2939999999999996,2,0.8420000000000001,5 56,A1 LM,STUART,2836.0,176.528,0.6729999999999999,9.1,12.05,3.298,2,0.8290000000000001,7 57,A1 LM,STUART,2836.5,175.622,0.72,8.9,12.15,3.3489999999999998,2,0.816,7 58,A1 LM,STUART,2837.0,153.965,0.7559999999999999,7.6,11.9,3.31,2,0.8029999999999999,4 59,A1 LM,STUART,2837.5,120.07600000000001,0.7659999999999999,7.2,12.2,3.365,2,0.789,4 60,A1 LM,STUART,2838.0,91.434,0.787,7.1,12.15,3.392,2,0.7759999999999999,4 61,A1 LM,STUART,2838.5,69.312,0.8740000000000001,4.6,10.4,3.293,2,0.763,4 62,A1 LM,STUART,2839.0,54.828,1.0290000000000001,0.8,8.2,3.395,2,0.75,5 63,A1 LM,STUART,2839.5,50.854,1.149,0.3,6.85,3.5,2,0.737,5 64,A1 LM,STUART,2840.0,54.632,1.09,1.0,7.4,3.576,2,0.7240000000000001,5 65,A1 LM,STUART,2840.5,56.835,0.924,4.1,8.45,3.555,2,0.711,6 66,A1 LM,STUART,2841.0,60.393,0.7879999999999999,7.1,10.05,3.591,2,0.6970000000000001,4 67,A1 LM,STUART,2841.5,58.94,0.733,8.1,11.15,3.576,2,0.684,6 68,A1 LM,STUART,2842.0,49.718999999999994,0.754,6.1,10.75,3.6689999999999996,2,0.6709999999999999,6 69,A1 LM,STUART,2842.5,41.403999999999996,0.8190000000000001,3.5,9.55,3.872,2,0.6579999999999999,5 70,A1 LM,STUART,2843.0,36.084,0.882,1.6,8.2,4.125,2,0.645,6 71,A1 LM,STUART,2843.5,29.344,0.897,0.1,7.25,4.23,2,0.632,6 72,A1 LM,STUART,2844.0,24.072,0.841,-0.6,6.8,4.302,2,0.618,6 73,A1 LM,STUART,2844.5,22.62,0.733,-2.5,7.65,4.348,2,0.605,8 74,A1 LM,STUART,2845.0,22.408,0.597,-3.8,9.5,4.29,2,0.5920000000000001,8 75,A1 LM,STUART,2845.5,21.184,0.469,-2.7,11.05,4.255,2,0.579,6 76,A1 LM,STUART,2846.0,21.796,0.375,-2.3,13.35,4.213,2,0.5660000000000001,8 77,A1 LM,STUART,2846.5,23.925,0.314,-1.8,15.1,4.363,2,0.5529999999999999,8 78,A1 LM,STUART,2847.0,24.464000000000002,0.278,-1.3,16.15,4.495,2,0.539,8 79,A1 LM,STUART,2847.5,26.039,0.257,-1.9,16.55,4.602,2,0.526,8 80,A1 LM,STUART,2848.0,27.491,0.247,-2.5,16.45,4.544,2,0.513,8 81,A1 LM,STUART,2848.5,28.193,0.249,-2.4,16.3,4.587,2,0.5,8 82,A1 LM,STUART,2849.0,28.634,0.265,-1.9,16.15,4.678,2,0.48700000000000004,8 83,A1 LM,STUART,2849.5,29.809,0.299,-1.0,15.2,4.8660000000000005,2,0.474,8 84,A1 LM,STUART,2850.0,31.171999999999997,0.349,-1.5,14.15,4.783,2,0.461,8 85,A1 LM,STUART,2850.5,33.448,0.418,-1.1,12.65,4.688,2,0.447,8 86,A1 LM,STUART,2851.0,33.514,0.503,-1.2,11.3,4.628,2,0.434,8 87,A1 LM,STUART,2851.5,35.146,0.593,-0.5,10.05,4.387,2,0.42100000000000004,6 88,A1 LM,STUART,2852.0,35.953,0.6709999999999999,-0.7,9.45,4.291,2,0.408,6 89,A1 LM,STUART,2852.5,35.178000000000004,0.7290000000000001,-0.6,9.0,4.178,2,0.395,6 90,A1 LM,STUART,2853.0,36.109,0.773,0.1,8.35,4.203,2,0.382,6 91,A1 LM,STUART,2853.5,38.769,0.82,1.3,7.55,4.262,2,0.368,6 92,A1 LM,STUART,2854.0,39.510999999999996,0.873,1.3,7.05,4.387,2,0.355,6 93,A1 LM,STUART,2854.5,40.523,0.927,2.6,6.5,4.006,2,0.342,5 94,A1 LM,STUART,2855.0,42.693999999999996,0.9640000000000001,2.8,6.8,3.718,2,0.32899999999999996,5 95,A1 LM,STUART,2855.5,45.297,0.9590000000000001,3.0,7.3,3.594,2,0.316,5 96,A1 LM,STUART,2856.0,48.145,0.915,3.8,8.2,3.46,2,0.303,6 97,A1 LM,STUART,2856.5,51.041000000000004,0.862,5.9,8.75,3.333,2,0.289,6 98,A1 LM,STUART,2857.0,56.125,0.825,7.4,9.3,3.3360000000000003,2,0.276,6 99,A1 LM,STUART,2857.5,62.205,0.807,6.4,9.9,3.362,2,0.263,4 100,A1 LM,STUART,2858.0,64.865,0.794,4.7,10.25,3.2439999999999998,2,0.25,4 101,A1 LM,STUART,2858.5,68.186,0.7709999999999999,4.1,10.25,3.174,2,0.237,4 102,A1 LM,STUART,2859.0,72.421,0.743,4.1,10.55,3.174,2,0.22399999999999998,4 103,A1 LM,STUART,2859.5,74.322,0.73,4.5,10.65,3.187,2,0.21100000000000002,7 104,A1 LM,STUART,2860.0,72.543,0.748,4.1,10.35,3.359,2,0.19699999999999998,4 105,A1 LM,STUART,2860.5,65.672,0.8140000000000001,3.5,9.05,3.6180000000000003,2,0.184,6 106,A1 LM,STUART,2861.0,57.153,0.951,1.7,6.75,3.9019999999999997,2,0.171,6 107,A1 LM,STUART,2861.5,46.056000000000004,1.148,0.1,4.55,4.221,2,0.158,6 108,A1 LM,STUART,2862.0,37.961,1.324,0.0,3.3,4.561,2,0.145,6 109,A1 LM,STUART,2862.5,33.579,1.402,-0.2,2.8,4.7989999999999995,2,0.132,6 110,A1 LM,STUART,2863.0,31.212,1.439,-0.4,2.7,4.874,2,0.11800000000000001,6 111,A1 LM,STUART,2863.5,30.176,1.486,-0.5,2.55,4.787,2,0.105,6 112,A1 LM,STUART,2864.0,29.858,1.507,-0.7,2.75,4.622,2,0.092,6 113,A1 LM,STUART,2864.5,29.923000000000002,1.433,-0.6,3.3,4.375,2,0.079,6 114,A1 LM,STUART,2865.0,34.428000000000004,1.2790000000000001,0.0,4.0,4.115,2,0.066,8 115,A1 LM,STUART,2865.5,39.935,1.1340000000000001,0.8,4.6,3.9789999999999996,2,0.053,6 116,A1 LM,STUART,2866.0,39.935,1.1340000000000001,0.8,4.6,3.9789999999999996,2,0.053,6 117,A1 LM,STUART,2866.5,46.823,1.05,1.3,5.15,3.727,2,0.039,6 118,A1 LM,STUART,2867.0,57.968999999999994,1.01,2.0,5.2,3.537,2,0.026000000000000002,8 119,A1 LM,STUART,2867.5,71.24600000000001,0.9540000000000001,2.3,5.65,3.4819999999999998,2,0.013000000000000001,8 120,B1 SH,STUART,2868.0,82.54799999999999,0.843,3.2,7.2,3.532,1,1.0,5 121,B1 SH,STUART,2868.5,92.119,0.718,4.9,8.95,3.484,1,0.968,5 122,B1 SH,STUART,2869.0,93.564,0.635,7.0,11.1,3.4019999999999997,1,0.935,5 123,B1 SH,STUART,2869.5,86.26,0.615,9.0,11.9,3.486,1,0.903,5 124,B1 SH,STUART,2870.0,77.097,0.637,9.5,11.25,3.56,1,0.871,5 125,B1 SH,STUART,2870.5,67.68,0.6509999999999999,9.2,10.7,3.4730000000000003,1,0.8390000000000001,5 126,B1 SH,STUART,2871.0,64.04899999999999,0.639,8.5,10.65,3.4010000000000002,1,0.8059999999999999,7 127,B1 SH,STUART,2871.5,67.566,0.621,7.5,11.45,3.307,1,0.774,7 128,B1 SH,STUART,2872.0,69.72800000000001,0.604,7.1,12.45,3.28,1,0.742,7 129,B1 SH,STUART,2872.5,67.96600000000001,0.5820000000000001,8.3,13.45,3.253,1,0.71,7 130,B1 SH,STUART,2873.0,65.803,0.565,9.6,13.5,3.284,1,0.677,7 131,B1 SH,STUART,2873.5,62.351000000000006,0.575,10.1,11.85,3.405,1,0.645,7 132,B1 SH,STUART,2874.0,59.512,0.621,10.1,9.65,3.5039999999999996,1,0.613,6 133,B1 SH,STUART,2874.5,61.176,0.691,9.9,8.15,3.5869999999999997,1,0.581,6 134,B1 SH,STUART,2875.0,65.75399999999999,0.7509999999999999,9.6,7.7,3.605,1,0.5479999999999999,6 135,B1 SH,STUART,2875.5,66.66,0.768,9.0,8.2,3.505,1,0.516,4 136,B1 SH,STUART,2876.0,64.604,0.742,8.0,8.9,3.411,1,0.484,6 137,B1 SH,STUART,2876.5,61.699,0.696,7.0,9.2,3.319,1,0.452,7 138,B1 SH,STUART,2877.0,58.353,0.657,5.6,9.3,3.265,1,0.419,7 139,B1 SH,STUART,2877.5,55.928999999999995,0.64,4.2,9.2,3.167,1,0.387,6 140,B1 SH,STUART,2878.0,57.413999999999994,0.64,4.0,9.1,3.181,1,0.355,6 141,B1 SH,STUART,2878.5,60.393,0.64,3.8,9.3,3.133,1,0.32299999999999995,6 142,B1 SH,STUART,2879.0,65.90100000000001,0.636,4.2,9.9,3.1630000000000003,1,0.29,7 143,B1 SH,STUART,2879.5,71.385,0.635,5.8,10.8,3.1310000000000002,1,0.258,7 144,B1 SH,STUART,2880.0,75.816,0.625,4.9,13.55,2.997,1,0.226,7 145,B1 SH,STUART,2880.5,75.334,0.5870000000000001,5.6,15.9,2.938,1,0.19399999999999998,7 146,B1 SH,STUART,2881.0,72.69,0.5579999999999999,4.8,18.5,2.969,1,0.129,5 147,B1 SH,STUART,2881.5,68.635,0.5579999999999999,6.9,19.45,3.1039999999999996,1,0.09699999999999999,5 148,B1 SH,STUART,2882.0,60.695,0.52,7.5,21.25,3.147,1,0.065,8 149,B1 SH,STUART,2882.5,51.645,0.501,5.6,18.1,3.3539999999999996,1,0.032,8 150,B1 LM,STUART,2883.0,41.918,0.5479999999999999,7.0,10.9,3.764,2,1.0,5 151,B1 LM,STUART,2883.5,32.991,0.633,7.7,6.35,4.109,2,0.968,5 152,B1 LM,STUART,2884.0,28.258000000000003,0.705,5.0,6.1,4.154,2,0.935,5 153,B1 LM,STUART,2884.5,26.635,0.769,4.1,5.35,4.321000000000001,2,0.903,5 154,B1 LM,STUART,2885.0,25.541,0.847,3.6,4.8,4.476,2,0.871,5 155,B1 LM,STUART,2885.5,23.795,0.948,2.3,4.45,4.565,2,0.8390000000000001,5 156,B1 LM,STUART,2886.0,20.719,1.061,2.2,3.5,4.615,2,0.8059999999999999,5 157,B1 LM,STUART,2886.5,18.499000000000002,1.139,2.4,3.2,4.696000000000001,2,0.774,6 158,B1 LM,STUART,2887.0,19.445999999999998,1.1179999999999999,1.5,4.65,4.668,2,0.742,6 159,B1 LM,STUART,2887.5,21.388,1.0190000000000001,1.0,7.1,4.579,2,0.71,8 160,B1 LM,STUART,2888.0,24.178,0.9079999999999999,1.2,9.2,4.292,2,0.677,5 161,B1 LM,STUART,2888.5,27.638,0.812,0.0,11.1,4.046,2,0.645,8 162,B1 LM,STUART,2889.0,31.669,0.7240000000000001,0.9,11.45,3.822,2,0.613,7 163,B1 LM,STUART,2889.5,39.389,0.627,3.4,11.2,3.6289999999999996,2,0.581,7 164,B1 LM,STUART,2890.0,49.385,0.535,6.4,11.5,3.517,2,0.5479999999999999,7 165,B1 LM,STUART,2890.5,58.516000000000005,0.488,9.0,11.4,3.4739999999999998,2,0.516,7 166,B1 LM,STUART,2891.0,66.619,0.511,9.2,10.8,3.613,2,0.484,7 167,B1 LM,STUART,2891.5,67.296,0.602,6.4,9.5,3.862,2,0.452,7 168,B1 LM,STUART,2892.0,57.798,0.745,3.7,8.25,4.052,2,0.419,6 169,B1 LM,STUART,2892.5,48.169,0.912,1.1,7.45,4.2410000000000005,2,0.387,6 170,B1 LM,STUART,2893.0,41.437,1.045,0.4,6.3,4.476,2,0.355,6 171,B1 LM,STUART,2893.5,39.348,1.117,0.1,5.35,4.712,2,0.32299999999999995,6 172,B1 LM,STUART,2894.0,49.312,1.1440000000000001,1.0,4.5,4.56,2,0.29,6 173,B1 LM,STUART,2894.5,61.983999999999995,1.143,0.7,4.85,4.605,2,0.258,6 174,B1 LM,STUART,2895.0,73.506,1.122,0.9,5.75,4.574,2,0.226,6 175,B1 LM,STUART,2895.5,74.208,1.095,0.3,6.85,4.478,2,0.19399999999999998,6 176,B1 LM,STUART,2896.0,67.819,1.072,-0.7,7.55,4.444,2,0.161,8 177,B1 LM,STUART,2896.5,61.625,1.057,-1.2,7.4,4.439,2,0.129,8 178,B1 LM,STUART,2897.0,61.625,1.057,-1.2,7.4,4.439,2,0.129,8 179,B1 LM,STUART,2897.5,55.481,1.041,-0.9,6.55,4.335,2,0.09699999999999999,6 180,B1 LM,STUART,2898.0,57.251000000000005,0.98,-0.1,5.75,3.907,2,0.065,8 181,B1 LM,STUART,2898.5,67.28,0.84,-0.6,7.1,3.58,2,0.032,8 182,B2 SH,STUART,2899.0,76.02,0.6859999999999999,0.7,9.45,3.23,1,1.0,5 183,B2 SH,STUART,2899.5,84.45700000000001,0.603,2.5,12.45,2.967,1,0.9470000000000001,5 184,B2 SH,STUART,2900.0,89.01899999999999,0.595,4.6,14.9,2.7939999999999996,1,0.895,7 185,B2 SH,STUART,2900.5,89.93299999999999,0.591,3.9,18.55,2.7889999999999997,1,0.8420000000000001,7 186,B2 SH,STUART,2901.0,89.38600000000001,0.539,4.5,22.55,2.861,1,0.789,7 187,B2 SH,STUART,2901.5,89.427,0.479,6.2,25.4,2.935,1,0.737,7 188,B2 SH,STUART,2902.0,87.51700000000001,0.461,7.6,24.4,3.128,1,0.684,7 189,B2 SH,STUART,2902.5,83.74700000000001,0.485,8.7,23.15,3.284,1,0.632,7 190,B2 SH,STUART,2903.0,78.304,0.541,6.1,21.25,3.332,1,0.579,7 191,B2 SH,STUART,2903.5,71.858,0.635,8.5,15.95,3.485,1,0.526,4 192,B2 SH,STUART,2904.0,64.70100000000001,0.737,5.0,15.7,3.471,1,0.474,4 193,B2 SH,STUART,2904.5,64.293,0.752,1.7,17.15,3.45,1,0.42100000000000004,4 194,B2 SH,STUART,2905.0,67.158,0.6859999999999999,-0.3,19.95,3.2760000000000002,1,0.368,7 195,B2 SH,STUART,2905.5,72.47800000000001,0.631,0.2,20.4,3.1710000000000003,1,0.316,7 196,B2 SH,STUART,2906.0,78.068,0.614,5.0,18.1,3.252,1,0.21100000000000002,7 197,B2 SH,STUART,2906.5,73.008,0.5920000000000001,2.4,20.1,3.175,1,0.158,4 198,B2 SH,STUART,2907.0,64.64399999999999,0.5429999999999999,1.7,22.35,3.302,1,0.105,5 199,B2 SH,STUART,2907.5,49.801,0.5379999999999999,0.0,20.8,3.551,1,0.053,8 200,B2 LM,STUART,2908.0,35.937,0.628,-2.8,16.8,3.96,2,1.0,8 201,B2 LM,STUART,2908.5,24.203000000000003,0.743,-0.3,12.35,4.454,2,0.963,8 202,B2 LM,STUART,2909.0,15.985999999999999,0.777,-0.2,11.5,4.657,2,0.9259999999999999,8 203,B2 LM,STUART,2909.5,12.036,0.773,-0.5,10.55,4.593999999999999,2,0.889,8 204,B2 LM,STUART,2910.0,12.745999999999999,0.787,-1.2,9.2,4.437,2,0.852,8 205,B2 LM,STUART,2910.5,14.843,0.809,-1.6,7.7,4.351,2,0.815,8 206,B2 LM,STUART,2911.0,17.087,0.8059999999999999,-1.0,6.8,4.242,2,0.778,6 207,B2 LM,STUART,2911.5,17.977,0.765,0.3,6.45,4.105,2,0.741,6 208,B2 LM,STUART,2912.0,18.834,0.701,-0.1,7.15,4.279,2,0.7040000000000001,6 209,B2 LM,STUART,2912.5,19.258,0.644,0.4,7.4,4.669,2,0.667,8 210,B2 LM,STUART,2913.0,19.062,0.61,0.6,7.8,5.19,2,0.63,8 211,B2 LM,STUART,2913.5,18.637999999999998,0.6,1.8,7.6,5.527,2,0.593,8 212,B2 LM,STUART,2914.0,19.462,0.598,3.4,6.8,6.321000000000001,2,0.556,8 213,B2 LM,STUART,2914.5,19.552,0.581,3.1,6.95,6.16,2,0.519,8 214,B2 LM,STUART,2915.0,20.653000000000002,0.529,0.9,8.65,5.865,2,0.48100000000000004,8 215,B2 LM,STUART,2915.5,23.371,0.45,-1.0,11.3,5.315,2,0.444,8 216,B2 LM,STUART,2916.0,25.468000000000004,0.391,-1.3,13.75,4.918,2,0.40700000000000003,8 217,B2 LM,STUART,2916.5,26.291999999999998,0.377,-2.3,14.85,4.521,2,0.37,8 218,B2 LM,STUART,2917.0,27.736,0.41100000000000003,-3.6,14.1,4.4430000000000005,2,0.33299999999999996,8 219,B2 LM,STUART,2917.5,29.784000000000002,0.48200000000000004,-3.1,11.85,4.3469999999999995,2,0.29600000000000004,8 220,B2 LM,STUART,2918.0,31.041,0.578,-2.2,9.4,4.416,2,0.259,6 221,B2 LM,STUART,2918.5,30.837,0.6829999999999999,-0.4,7.4,4.394,2,0.222,6 222,B2 LM,STUART,2919.0,32.64,0.807,1.0,5.6,4.343,2,0.185,6 223,B2 LM,STUART,2919.5,33.571,0.9420000000000001,1.6,4.5,4.086,2,0.14800000000000002,6 224,B2 LM,STUART,2920.0,39.56,1.003,1.9,4.55,3.8110000000000004,2,0.111,6 225,B2 LM,STUART,2920.5,47.475,0.9309999999999999,1.5,6.15,3.625,2,0.07400000000000001,6 226,B2 LM,STUART,2921.0,56.443000000000005,0.821,2.3,8.05,3.3930000000000002,2,0.037000000000000005,8 227,B3 SH,STUART,2921.5,64.79899999999999,0.7509999999999999,3.4,9.6,3.12,1,1.0,5 228,B3 SH,STUART,2922.0,69.72,0.711,3.0,12.4,3.03,1,0.95,5 229,B3 SH,STUART,2922.5,72.51100000000001,0.637,3.5,16.35,2.984,1,0.9,7 230,B3 SH,STUART,2923.0,74.69800000000001,0.525,5.4,20.8,2.915,1,0.85,7 231,B3 SH,STUART,2923.5,74.69800000000001,0.525,5.4,20.8,2.915,1,0.85,7 232,B3 SH,STUART,2924.0,73.425,0.45799999999999996,5.2,21.6,2.92,1,0.8,7 233,B3 SH,STUART,2924.5,71.328,0.486,3.1,17.35,2.995,1,0.75,7 234,B3 SH,STUART,2925.0,68.937,0.5870000000000001,4.1,13.25,3.122,1,0.7,7 235,B3 SH,STUART,2925.5,66.562,0.6709999999999999,1.3,13.25,3.2430000000000003,1,0.65,7 236,B3 SH,STUART,2926.0,64.63600000000001,0.6629999999999999,3.2,13.3,3.324,1,0.6,7 237,B3 SH,STUART,2926.5,66.619,0.625,4.0,13.6,3.33,1,0.55,7 238,B3 SH,STUART,2927.0,66.619,0.625,4.0,13.6,3.33,1,0.55,7 239,B3 SH,STUART,2927.5,65.624,0.635,3.2,12.4,3.3089999999999997,1,0.5,7 240,B3 SH,STUART,2928.0,65.322,0.68,3.3,9.65,3.315,1,0.45,6 241,B3 SH,STUART,2928.5,67.035,0.7070000000000001,2.4,8.6,3.2319999999999998,1,0.4,5 242,B3 SH,STUART,2929.0,68.194,0.693,3.0,8.8,3.157,1,0.35,5 243,B3 SH,STUART,2929.5,69.149,0.6459999999999999,3.0,10.4,3.034,1,0.3,7 244,B3 SH,STUART,2930.0,72.20100000000001,0.588,3.2,13.2,3.052,1,0.25,6 245,B3 SH,STUART,2930.5,73.77600000000001,0.542,4.4,16.0,3.1319999999999997,1,0.2,7 246,B3 SH,STUART,2931.0,72.609,0.525,5.5,17.55,3.31,1,0.15,5 247,B3 SH,STUART,2931.5,66.86399999999999,0.55,5.3,16.55,3.625,1,0.1,5 248,B3 SH,STUART,2932.0,53.702,0.62,5.7,13.75,4.003,1,0.05,8 249,B3 LM,STUART,2932.5,40.474000000000004,0.713,4.7,11.15,4.2780000000000005,2,1.0,8 250,B3 LM,STUART,2933.0,28.12,0.774,2.2,10.5,4.537,2,0.9,5 251,B3 LM,STUART,2933.5,20.213,0.769,-1.1,10.95,4.6819999999999995,2,0.8,8 252,B3 LM,STUART,2934.0,19.192999999999998,0.732,-1.0,11.1,4.546,2,0.7,8 253,B3 LM,STUART,2934.5,20.449,0.6990000000000001,-0.7,10.65,4.386,2,0.6,8 254,B3 LM,STUART,2935.0,21.355,0.679,-0.1,9.95,4.28,2,0.5,8 255,B3 LM,STUART,2935.5,21.641,0.6679999999999999,1.3,8.95,4.221,2,0.4,6 256,B3 LM,STUART,2936.0,24.203000000000003,0.653,2.6,8.3,4.099,2,0.3,7 257,B3 LM,STUART,2936.5,34.574,0.613,2.4,9.0,3.66,2,0.2,6 258,B3 LM,STUART,2937.0,45.231,0.5479999999999999,2.3,10.45,3.4960000000000004,2,0.1,6 259,B4 SH,STUART,2937.5,56.427,0.498,2.9,11.35,3.338,1,1.0,5 260,B4 SH,STUART,2938.0,67.06,0.504,1.7,11.65,3.135,1,0.9440000000000001,5 261,B4 SH,STUART,2938.5,70.83800000000001,0.5579999999999999,2.0,10.8,3.012,1,0.889,5 262,B4 SH,STUART,2939.0,69.932,0.612,3.3,10.05,3.0660000000000003,1,0.833,5 263,B4 SH,STUART,2939.5,74.52600000000001,0.633,4.1,10.25,3.109,1,0.778,7 264,B4 SH,STUART,2940.0,77.611,0.626,5.0,11.0,3.063,1,0.722,7 265,B4 SH,STUART,2940.5,78.59,0.605,5.9,11.55,3.092,1,0.667,7 266,B4 SH,STUART,2941.0,76.729,0.591,5.7,11.95,3.051,1,0.611,7 267,B4 SH,STUART,2941.5,74.11,0.608,3.7,10.95,3.07,1,0.556,7 268,B4 SH,STUART,2942.0,66.407,0.653,2.2,9.6,2.997,1,0.5,6 269,B4 SH,STUART,2942.5,64.081,0.693,1.4,8.6,3.093,1,0.444,6 270,B4 SH,STUART,2943.0,65.885,0.705,0.9,8.55,3.1060000000000003,1,0.389,6 271,B4 SH,STUART,2943.5,70.29899999999999,0.696,1.4,9.0,3.085,1,0.33299999999999996,6 272,B4 SH,STUART,2944.0,70.29899999999999,0.696,1.4,9.0,3.085,1,0.33299999999999996,6 273,B4 SH,STUART,2944.5,74.551,0.677,3.1,9.65,3.0660000000000003,1,0.278,6 274,B4 SH,STUART,2945.0,79.65899999999999,0.643,3.4,12.5,2.9019999999999997,1,0.222,6 275,B4 SH,STUART,2945.5,80.402,0.573,-2.8,19.3,2.9819999999999998,1,0.16699999999999998,8 276,B4 SH,STUART,2946.0,74.649,0.483,-0.5,23.95,3.14,1,0.111,5 277,B4 SH,STUART,2946.5,63.428999999999995,0.461,0.2,24.2,3.3939999999999997,1,0.055999999999999994,8 278,B4 LM,STUART,2947.0,47.916000000000004,0.598,-7.6,18.9,3.762,2,1.0,8 279,B4 LM,STUART,2947.5,32.469,0.912,-1.4,9.8,4.314,2,0.929,8 280,B4 LM,STUART,2948.0,20.718000000000004,1.222,-2.9,7.85,4.863,2,0.857,8 281,B4 LM,STUART,2948.5,15.015,1.2329999999999999,-1.6,6.4,4.813,2,0.7859999999999999,8 282,B4 LM,STUART,2949.0,14.084000000000001,1.084,-1.1,6.55,4.644,2,0.7140000000000001,8 283,B4 LM,STUART,2949.5,15.937000000000001,0.9620000000000001,-0.4,7.4,4.6339999999999995,2,0.643,8 284,B4 LM,STUART,2950.0,19.348,0.9009999999999999,-1.0,7.9,4.545,2,0.5710000000000001,8 285,B4 LM,STUART,2950.5,21.469,0.9059999999999999,-1.1,6.75,4.5760000000000005,2,0.5,6 286,B4 LM,STUART,2951.0,22.587,0.9690000000000001,-1.4,5.5,4.527,2,0.429,6 287,B4 LM,STUART,2951.5,25.721,1.079,-0.9,4.45,4.512,2,0.35700000000000004,6 288,B4 LM,STUART,2952.0,29.45,1.2,0.0,4.0,4.437,2,0.28600000000000003,6 289,B4 LM,STUART,2952.5,36.313,1.169,-3.3,6.95,3.97,2,0.214,6 290,B4 LM,STUART,2953.0,49.49100000000001,0.909,-8.9,13.85,3.695,2,0.14300000000000002,8 291,B5 SH,STUART,2953.5,69.222,0.469,-6.0,27.9,3.3510000000000004,1,1.0,5 292,B5 SH,STUART,2954.0,70.968,0.444,-2.5,28.85,3.49,1,0.75,5 293,B5 SH,STUART,2954.5,65.37899999999999,0.501,-0.3,22.75,3.9,1,0.5,7 294,B5 SH,STUART,2955.0,54.093,0.56,-0.5,16.75,4.126,1,0.25,7 295,B5 LM,STUART,2955.5,41.633,0.541,3.9,11.55,4.482,2,1.0,5 296,B5 LM,STUART,2956.0,33.644,0.439,3.8,11.7,4.707,2,0.976,8 297,B5 LM,STUART,2956.5,28.976999999999997,0.321,1.3,14.45,4.447,2,0.951,8 298,B5 LM,STUART,2957.0,24.611,0.23199999999999998,-1.1,17.25,4.481,2,0.927,8 299,B5 LM,STUART,2957.5,24.154,0.184,-2.9,19.65,4.327,2,0.902,8 300,B5 LM,STUART,2958.0,25.639,0.17300000000000001,-2.4,20.5,4.302,2,0.878,8 301,B5 LM,STUART,2958.5,25.956999999999997,0.191,-2.4,19.9,4.294,2,0.8540000000000001,8 302,B5 LM,STUART,2959.0,38.965,0.266,-2.1,17.05,4.228,2,0.805,8 303,B5 LM,STUART,2959.5,45.354,0.301,0.2,14.8,4.127,2,0.78,8 304,B5 LM,STUART,2960.0,53.645,0.327,2.6,12.6,3.908,2,0.7559999999999999,7 305,B5 LM,STUART,2960.5,60.163999999999994,0.33799999999999997,3.8,12.2,3.74,2,0.732,7 306,B5 LM,STUART,2961.0,64.032,0.33399999999999996,5.5,13.15,3.5380000000000003,2,0.7070000000000001,7 307,B5 LM,STUART,2961.5,66.774,0.32299999999999995,7.9,14.75,3.5580000000000003,2,0.6829999999999999,7 308,B5 LM,STUART,2962.0,68.423,0.313,8.1,15.75,3.4760000000000004,2,0.659,7 309,B5 LM,STUART,2962.5,63.501999999999995,0.318,6.1,14.75,3.682,2,0.634,7 310,B5 LM,STUART,2963.0,57.903999999999996,0.349,2.8,12.9,3.937,2,0.61,7 311,B5 LM,STUART,2963.5,52.935,0.415,2.3,10.25,4.133,2,0.585,7 312,B5 LM,STUART,2964.0,45.125,0.507,2.3,8.45,4.248,2,0.561,6 313,B5 LM,STUART,2964.5,39.927,0.605,3.5,6.75,4.468,2,0.537,6 314,B5 LM,STUART,2965.0,36.215,0.703,2.4,6.0,4.575,2,0.512,6 315,B5 LM,STUART,2965.5,31.253,0.787,2.3,4.45,4.5569999999999995,2,0.488,6 316,B5 LM,STUART,2966.0,28.445999999999998,0.8320000000000001,2.2,3.4,4.573,2,0.46299999999999997,6 317,B5 LM,STUART,2966.5,27.296,0.821,1.2,4.4,4.79,2,0.439,6 318,B5 LM,STUART,2967.0,28.944000000000003,0.755,-0.4,7.3,4.887,2,0.415,6 319,B5 LM,STUART,2967.5,31.596,0.659,-1.6,11.0,4.824,2,0.39,8 320,B5 LM,STUART,2968.0,33.211999999999996,0.574,-3.1,14.45,4.765,2,0.366,8 321,B5 LM,STUART,2968.5,34.689,0.517,-3.0,16.4,4.766,2,0.341,8 322,B5 LM,STUART,2969.0,39.266,0.493,-1.9,16.15,4.705,2,0.317,8 323,B5 LM,STUART,2969.5,50.103,0.499,-2.0,14.6,4.453,2,0.293,8 324,B5 LM,STUART,2970.0,65.167,0.525,-1.6,13.1,4.3660000000000005,2,0.268,8 325,B5 LM,STUART,2970.5,76.436,0.557,-0.6,11.7,4.289,2,0.244,8 326,B5 LM,STUART,2971.0,92.88600000000001,0.628,-0.2,9.4,4.272,2,0.195,6 327,B5 LM,STUART,2971.5,99.64299999999999,0.6829999999999999,-0.3,7.95,4.395,2,0.171,8 328,B5 LM,STUART,2972.0,101.585,0.757,0.0,6.5,4.51,2,0.146,6 329,B5 LM,STUART,2972.5,95.775,0.85,1.6,4.9,4.53,2,0.122,6 330,B5 LM,STUART,2973.0,87.036,0.951,2.1,3.95,4.456,2,0.098,6 331,B5 LM,STUART,2973.5,72.331,1.0190000000000001,2.6,3.6,4.056,2,0.073,6 332,B5 LM,STUART,2974.0,58.858999999999995,0.991,3.4,3.9,3.7119999999999997,2,0.049,8 333,B5 LM,STUART,2974.5,60.931999999999995,0.857,1.3,7.35,3.3710000000000004,2,0.024,8 334,C SH,STUART,2975.0,67.655,0.675,-0.8,14.4,3.1310000000000002,1,1.0,8 335,C SH,STUART,2975.5,77.219,0.528,6.8,20.9,3.008,1,0.977,7 336,C SH,STUART,2976.0,82.115,0.45899999999999996,10.6,24.2,2.988,1,0.953,7 337,C SH,STUART,2976.5,84.865,0.446,9.4,23.7,3.134,1,0.93,7 338,C SH,STUART,2977.0,84.384,0.449,13.3,21.45,3.409,1,0.907,7 339,C SH,STUART,2977.5,81.77199999999999,0.44299999999999995,14.8,20.9,3.483,1,0.884,7 340,C SH,STUART,2978.0,78.998,0.444,16.5,20.65,3.438,1,0.8370000000000001,7 341,C SH,STUART,2978.5,79.896,0.457,14.9,20.15,3.423,1,0.8140000000000001,7 342,C SH,STUART,2979.0,79.194,0.462,14.8,19.9,3.45,1,0.7909999999999999,7 343,C SH,STUART,2979.5,78.99,0.451,13.5,19.65,3.3930000000000002,1,0.767,7 344,C SH,STUART,2980.0,79.21,0.441,15.1,18.95,3.475,1,0.7440000000000001,7 345,C SH,STUART,2980.5,78.1,0.451,15.6,17.5,3.478,1,0.721,7 346,C SH,STUART,2981.0,78.59,0.489,14.3,16.75,3.505,1,0.698,7 347,C SH,STUART,2981.5,79.439,0.544,12.7,15.25,3.478,1,0.674,7 348,C SH,STUART,2982.0,81.29899999999999,0.5760000000000001,11.5,14.65,3.4530000000000003,1,0.6509999999999999,7 349,C SH,STUART,2982.5,78.933,0.494,11.9,14.85,3.4789999999999996,1,0.605,7 350,C SH,STUART,2983.0,79.471,0.441,13.4,16.3,3.4939999999999998,1,0.581,7 351,C SH,STUART,2983.5,81.895,0.431,14.2,16.8,3.4410000000000003,1,0.5579999999999999,7 352,C SH,STUART,2984.0,82.76799999999999,0.46799999999999997,14.3,16.05,3.4930000000000003,1,0.535,7 353,C SH,STUART,2984.5,79.02199999999999,0.537,12.9,15.05,3.5,1,0.512,7 354,C SH,STUART,2985.0,76.74600000000001,0.601,11.4,13.8,3.4410000000000003,1,0.488,7 355,C SH,STUART,2985.5,73.066,0.638,11.1,13.25,3.426,1,0.465,7 356,C SH,STUART,2986.0,70.35600000000001,0.6509999999999999,11.0,13.1,3.447,1,0.442,4 357,C SH,STUART,2986.5,74.608,0.621,10.5,14.85,3.3989999999999996,1,0.395,4 358,C SH,STUART,2987.0,73.008,0.585,11.1,15.15,3.3930000000000002,1,0.37200000000000005,7 359,C SH,STUART,2987.5,70.438,0.546,12.1,15.15,3.4389999999999996,1,0.349,7 360,C SH,STUART,2988.0,68.08,0.5,13.5,14.65,3.478,1,0.326,7 361,C SH,STUART,2988.5,66.75,0.46,13.6,15.2,3.4610000000000003,1,0.302,7 362,C SH,STUART,2989.0,69.45100000000001,0.455,13.4,14.8,3.4939999999999998,1,0.27899999999999997,7 363,C SH,STUART,2989.5,75.946,0.494,14.2,14.0,3.5410000000000004,1,0.256,7 364,C SH,STUART,2990.0,80.344,0.556,11.8,13.6,3.522,1,0.233,7 365,C SH,STUART,2990.5,83.772,0.616,10.4,12.9,3.4760000000000004,1,0.18600000000000003,5 366,C SH,STUART,2991.0,84.76700000000001,0.618,10.7,12.55,3.39,1,0.163,5 367,C SH,STUART,2991.5,84.09,0.616,9.4,13.4,3.2889999999999997,1,0.14,5 368,C SH,STUART,2992.0,86.62799999999999,0.601,8.8,14.4,3.19,1,0.11599999999999999,5 369,C SH,STUART,2992.5,90.43,0.556,2.0,21.4,3.045,1,0.09300000000000001,5 370,C SH,STUART,2993.0,87.07700000000001,0.498,2.0,26.4,3.088,1,0.07,5 371,C SH,STUART,2993.5,76.623,0.479,5.3,28.45,3.2239999999999998,1,0.047,8 372,C SH,STUART,2994.0,62.768,0.546,3.2,26.3,3.3339999999999996,1,0.023,8 373,C LM,STUART,2994.5,43.738,0.703,1.8,19.3,3.8760000000000003,2,1.0,8 374,C LM,STUART,2995.0,27.859,0.855,6.9,11.75,4.508,2,0.993,5 375,C LM,STUART,2995.5,18.034000000000002,0.879,5.3,9.55,4.815,2,0.985,8 376,C LM,STUART,2996.0,13.203,0.83,3.0,9.1,4.863,2,0.978,8 377,C LM,STUART,2996.5,12.762,0.767,2.0,8.9,5.024,2,0.97,8 378,C LM,STUART,2997.0,14.843,0.7020000000000001,1.8,9.2,4.6160000000000005,2,0.963,8 379,C LM,STUART,2997.5,19.087,0.644,0.4,10.4,4.172,2,0.955,8 380,C LM,STUART,2998.0,19.087,0.644,0.4,10.4,4.172,2,0.955,8 381,C LM,STUART,2998.5,25.206999999999997,0.601,-0.2,10.7,3.97,2,0.948,8 382,C LM,STUART,2999.0,27.997,0.5870000000000001,1.1,10.25,3.9330000000000003,2,0.94,7 383,C LM,STUART,2999.5,28.822,0.602,2.2,10.0,3.875,2,0.9329999999999999,5 384,C LM,STUART,3000.0,28.618000000000002,0.622,1.9,10.35,3.969,2,0.925,7 385,C LM,STUART,3000.5,24.815,0.612,0.7,11.15,4.118,2,0.9179999999999999,8 386,C LM,STUART,3001.0,23.371,0.575,0.2,11.8,4.243,2,0.91,8 387,C LM,STUART,3001.5,23.052,0.542,0.1,12.35,4.196000000000001,2,0.903,8 388,C LM,STUART,3002.0,23.109,0.522,-0.1,12.15,4.192,2,0.8959999999999999,8 389,C LM,STUART,3002.5,24.138,0.511,-0.3,12.05,3.978,2,0.888,6 390,C LM,STUART,3003.0,24.448,0.511,-0.1,11.75,3.975,2,0.8809999999999999,8 391,C LM,STUART,3003.5,25.419,0.523,0.0,11.6,3.9619999999999997,2,0.873,8 392,C LM,STUART,3004.0,26.724,0.56,-0.7,11.35,3.99,2,0.866,8 393,C LM,STUART,3004.5,29.213,0.623,-0.8,10.7,3.885,2,0.858,7 394,C LM,STUART,3005.0,34.036,0.6859999999999999,0.4,9.4,3.8160000000000003,2,0.851,5 395,C LM,STUART,3005.5,38.157,0.716,1.7,7.75,3.66,2,0.843,5 396,C LM,STUART,3006.0,40.45,0.701,1.8,6.8,3.5439999999999996,2,0.836,5 397,C LM,STUART,3006.5,41.576,0.662,3.5,6.45,3.392,2,0.828,5 398,C LM,STUART,3007.0,40.123000000000005,0.633,3.7,7.35,3.24,2,0.821,5 399,C LM,STUART,3007.5,36.663000000000004,0.632,3.4,8.1,3.2119999999999997,2,0.813,5 400,C LM,STUART,3008.0,32.705999999999996,0.65,3.8,8.3,3.253,2,0.8059999999999999,5 401,C LM,STUART,3008.5,30.323,0.672,3.4,8.7,3.2889999999999997,2,0.799,7 402,C LM,STUART,3009.0,28.601,0.6940000000000001,3.0,9.4,3.3139999999999996,2,0.7909999999999999,7 403,C LM,STUART,3009.5,28.169,0.721,2.4,9.7,3.262,2,0.784,5 404,C LM,STUART,3010.0,29.441999999999997,0.7559999999999999,1.4,9.8,3.31,2,0.7759999999999999,5 405,C LM,STUART,3010.5,30.878,0.795,0.7,9.55,3.359,2,0.769,6 406,C LM,STUART,3011.0,32.150999999999996,0.8320000000000001,0.1,9.35,3.409,2,0.7609999999999999,6 407,C LM,STUART,3011.5,33.677,0.856,0.4,9.1,3.417,2,0.754,6 408,C LM,STUART,3012.0,33.701,0.872,1.1,8.95,3.444,2,0.746,6 409,C LM,STUART,3012.5,35.105,0.889,1.5,8.75,3.466,2,0.7390000000000001,6 410,C LM,STUART,3013.0,37.104,0.914,1.6,8.6,3.49,2,0.731,6 411,C LM,STUART,3013.5,37.349000000000004,0.9390000000000001,2.1,7.95,3.418,2,0.7240000000000001,5 412,C LM,STUART,3014.0,37.936,0.9520000000000001,2.4,7.7,3.5039999999999996,2,0.716,5 413,C LM,STUART,3014.5,39.086999999999996,0.953,2.1,7.75,3.511,2,0.7090000000000001,5 414,C LM,STUART,3015.0,38.059,0.951,1.7,7.55,3.55,2,0.701,5 415,C LM,STUART,3015.5,37.202,0.9520000000000001,2.2,7.3,3.603,2,0.6940000000000001,5 416,C LM,STUART,3016.0,37.218,0.951,1.8,7.5,3.675,2,0.687,5 417,C LM,STUART,3016.5,37.781,0.9490000000000001,1.4,7.6,3.741,2,0.679,5 418,C LM,STUART,3017.0,40.164,0.948,1.5,7.35,3.735,2,0.672,5 419,C LM,STUART,3017.5,40.955999999999996,0.95,1.6,7.3,3.747,2,0.664,5 420,C LM,STUART,3018.0,41.013000000000005,0.9520000000000001,1.5,7.25,3.64,2,0.657,5 421,C LM,STUART,3018.5,42.547,0.95,1.9,7.15,3.6830000000000003,2,0.649,5 422,C LM,STUART,3019.0,41.192,0.945,2.0,7.0,3.6439999999999997,2,0.642,5 423,C LM,STUART,3019.5,42.726000000000006,0.941,2.3,7.15,3.7039999999999997,2,0.634,5 424,C LM,STUART,3020.0,44.407,0.9420000000000001,3.4,7.0,3.695,2,0.627,5 425,C LM,STUART,3020.5,45.387,0.946,3.8,6.8,3.7880000000000003,2,0.619,5 426,C LM,STUART,3021.0,45.052,0.945,2.6,7.5,3.917,2,0.612,5 427,C LM,STUART,3021.5,46.129,0.935,2.4,7.4,3.948,2,0.604,5 428,C LM,STUART,3022.0,47.826,0.925,2.5,7.05,4.016,2,0.597,6 429,C LM,STUART,3022.5,50.053999999999995,0.925,2.3,6.75,3.935,2,0.59,6 430,C LM,STUART,3023.0,55.562,0.9329999999999999,1.8,6.9,3.9739999999999998,2,0.5820000000000001,4 431,C LM,STUART,3023.5,63.028999999999996,0.9470000000000001,2.0,6.8,3.859,2,0.575,4 432,C LM,STUART,3024.0,75.399,0.966,1.9,6.45,3.681,2,0.5670000000000001,4 433,C LM,STUART,3024.5,102.116,0.987,0.2,6.9,3.5610000000000004,2,0.56,4 434,C LM,STUART,3025.0,140.778,0.993,-0.4,7.0,3.513,2,0.552,4 435,C LM,STUART,3025.5,183.358,0.981,-0.3,7.35,3.437,2,0.545,4 436,C LM,STUART,3026.0,213.99900000000002,0.977,0.2,7.8,3.412,2,0.537,4 437,C LM,STUART,3026.5,220.41299999999998,1.004,0.0,8.0,3.528,2,0.53,4 438,C LM,STUART,3027.0,200.30599999999998,1.0270000000000001,0.0,8.0,3.6710000000000003,2,0.522,4 439,C LM,STUART,3027.5,162.149,0.9990000000000001,-0.2,8.5,3.7460000000000004,2,0.515,4 440,C LM,STUART,3028.0,121.20200000000001,0.95,0.2,9.2,3.892,2,0.507,4 441,C LM,STUART,3028.5,92.805,0.9159999999999999,1.3,9.95,3.924,2,0.5,4 442,C LM,STUART,3029.0,77.758,0.894,1.9,10.65,3.9530000000000003,2,0.493,4 443,C LM,STUART,3029.5,67.623,0.879,2.9,10.85,3.889,2,0.485,4 444,C LM,STUART,3030.0,62.376000000000005,0.873,2.5,11.45,3.799,2,0.478,4 445,C LM,STUART,3030.5,59.463,0.873,2.1,11.25,3.773,2,0.47,4 446,C LM,STUART,3031.0,55.211000000000006,0.872,2.7,10.45,3.784,2,0.46299999999999997,4 447,C LM,STUART,3031.5,51.727,0.866,2.3,10.35,3.787,2,0.455,4 448,C LM,STUART,3032.0,52.38,0.858,2.1,10.75,3.7760000000000002,2,0.44799999999999995,4 449,C LM,STUART,3032.5,53.122,0.851,2.5,11.05,3.7239999999999998,2,0.44,4 450,C LM,STUART,3033.0,51.245,0.8440000000000001,2.7,11.25,3.697,2,0.433,4 451,C LM,STUART,3033.5,52.208,0.836,1.5,11.75,3.653,2,0.425,4 452,C LM,STUART,3034.0,54.95,0.826,1.3,12.05,3.647,2,0.418,4 453,C LM,STUART,3034.5,54.43600000000001,0.8170000000000001,2.0,12.0,3.65,2,0.41,4 454,C LM,STUART,3035.0,54.81100000000001,0.81,1.8,12.1,3.678,2,0.40299999999999997,4 455,C LM,STUART,3035.5,55.603,0.8009999999999999,1.6,12.2,3.6439999999999997,2,0.396,4 456,C LM,STUART,3036.0,54.288999999999994,0.785,1.3,12.75,3.656,2,0.38799999999999996,4 457,C LM,STUART,3036.5,52.38,0.768,2.0,13.0,3.5980000000000003,2,0.381,4 458,C LM,STUART,3037.0,53.645,0.758,2.0,13.7,3.582,2,0.373,4 459,C LM,STUART,3037.5,53.93,0.757,2.1,13.75,3.5810000000000004,2,0.366,4 460,C LM,STUART,3038.0,56.071999999999996,0.755,2.9,13.75,3.645,2,0.358,4 461,C LM,STUART,3038.5,59.016999999999996,0.75,4.0,13.7,3.694,2,0.35100000000000003,4 462,C LM,STUART,3039.0,62.144,0.742,4.4,14.1,3.65,2,0.34299999999999997,4 463,C LM,STUART,3039.5,64.814,0.73,4.8,14.2,3.66,2,0.336,4 464,C LM,STUART,3040.0,66.705,0.7140000000000001,5.6,14.6,3.6889999999999996,2,0.32799999999999996,4 465,C LM,STUART,3040.5,67.568,0.695,6.5,15.45,3.674,2,0.321,4 466,C LM,STUART,3041.0,67.683,0.6759999999999999,6.7,15.65,3.603,2,0.313,4 467,C LM,STUART,3041.5,67.683,0.662,6.0,15.4,3.562,2,0.306,4 468,C LM,STUART,3042.0,67.683,0.6659999999999999,5.7,15.25,3.57,2,0.299,4 469,C LM,STUART,3042.5,67.683,0.701,6.0,15.2,3.603,2,0.29100000000000004,4 470,C LM,STUART,3043.0,67.683,0.778,5.1,15.65,3.537,2,0.284,4 471,C LM,STUART,3043.5,67.683,0.882,4.9,15.75,3.5469999999999997,2,0.276,4 472,C LM,STUART,3044.0,67.683,0.973,4.4,15.8,3.533,2,0.26899999999999996,4 473,C LM,STUART,3044.5,67.683,1.0170000000000001,3.5,16.25,3.495,2,0.261,4 474,A1 LM,CRAWFORD,2972.5,49.675,0.845,3.905,11.175,3.265,2,1.0,5 475,A1 LM,CRAWFORD,2973.0,34.435,0.879,3.085,8.175,3.8310000000000004,2,0.991,5 476,A1 LM,CRAWFORD,2973.5,26.178,0.92,2.615,4.945,4.306,2,0.981,5 477,A1 LM,CRAWFORD,2974.0,19.463,0.9670000000000001,0.82,3.82,4.578,2,0.972,5 478,A1 LM,CRAWFORD,2974.5,19.26,0.995,0.32,3.63,4.643,2,0.9620000000000001,8 479,A1 LM,CRAWFORD,2975.0,19.985,1.008,0.06,4.32,4.614,2,0.953,8 480,A1 LM,CRAWFORD,2975.5,22.298000000000002,1.002,-0.01,5.5,4.4910000000000005,2,0.943,8 481,A1 LM,CRAWFORD,2976.0,24.611,0.956,0.05,6.87,4.369,2,0.934,8 482,A1 LM,CRAWFORD,2976.5,24.677,0.8240000000000001,0.31,6.94,4.047,2,0.915,6 483,A1 LM,CRAWFORD,2977.0,24.945999999999998,0.667,0.965,5.915,3.8930000000000002,2,0.9059999999999999,6 484,A1 LM,CRAWFORD,2977.5,29.31,0.5589999999999999,2.11,6.15,3.52,2,0.8959999999999999,5 485,A1 LM,CRAWFORD,2978.0,37.321999999999996,0.522,3.375,8.445,3.125,2,0.887,5 486,A1 LM,CRAWFORD,2978.5,42.141999999999996,0.51,3.985,10.785,2.843,2,0.877,5 487,A1 LM,CRAWFORD,2979.0,52.434,0.49200000000000005,4.42,13.15,2.674,2,0.868,5 488,A1 LM,CRAWFORD,2979.5,63.181000000000004,0.473,5.18,14.13,2.6439999999999997,2,0.858,7 489,A1 LM,CRAWFORD,2980.0,69.405,0.465,5.52,14.56,2.6630000000000003,2,0.8490000000000001,7 490,A1 LM,CRAWFORD,2980.5,77.785,0.475,5.82,14.94,2.68,2,0.84,7 491,A1 LM,CRAWFORD,2981.0,83.57700000000001,0.469,5.965,15.395,2.6660000000000004,2,0.83,7 492,A1 LM,CRAWFORD,2981.5,84.05799999999999,0.513,6.025,15.855,2.622,2,0.821,7 493,A1 LM,CRAWFORD,2982.0,81.82,0.544,5.95,16.05,2.609,2,0.8109999999999999,7 494,A1 LM,CRAWFORD,2982.5,80.257,0.563,5.74,16.1,2.6260000000000003,2,0.802,7 495,A1 LM,CRAWFORD,2983.0,79.833,0.579,5.135,15.715,2.662,2,0.792,7 496,A1 LM,CRAWFORD,2983.5,80.32300000000001,0.583,4.565,15.275,2.693,2,0.7829999999999999,7 497,A1 LM,CRAWFORD,2984.0,84.704,0.59,4.365,15.165,2.7110000000000003,2,0.774,7 498,A1 LM,CRAWFORD,2984.5,96.67399999999999,0.596,4.725,15.565,2.7439999999999998,2,0.764,7 499,A1 LM,CRAWFORD,2985.0,112.662,0.609,4.88,15.71,2.824,2,0.755,7 500,A1 LM,CRAWFORD,2985.5,131.484,0.634,5.11,15.6,2.935,2,0.745,7 501,A1 LM,CRAWFORD,2986.0,138.16899999999998,0.659,5.33,15.1,3.0,2,0.736,7 502,A1 LM,CRAWFORD,2986.5,135.045,0.682,5.1,14.46,3.048,2,0.726,7 503,A1 LM,CRAWFORD,2987.0,117.726,0.7070000000000001,4.415,13.315,3.097,2,0.7170000000000001,4 504,A1 LM,CRAWFORD,2987.5,98.382,0.7290000000000001,3.395,11.695,3.193,2,0.708,4 505,A1 LM,CRAWFORD,2988.0,91.348,0.7709999999999999,3.235,10.985,3.3080000000000003,2,0.698,4 506,A1 LM,CRAWFORD,2988.5,87.05,0.831,3.21,10.64,3.4930000000000003,2,0.6890000000000001,5 507,A1 LM,CRAWFORD,2989.0,82.98,0.9279999999999999,2.835,10.115,3.5260000000000002,2,0.679,5 508,A1 LM,CRAWFORD,2989.5,67.264,1.0190000000000001,0.475,8.435,3.217,2,0.67,5 509,A1 LM,CRAWFORD,2990.0,57.068999999999996,1.047,-2.385,7.115,3.157,2,0.66,6 510,A1 LM,CRAWFORD,2990.5,46.873999999999995,1.0659999999999998,-3.97,6.6,3.159,2,0.6509999999999999,5 511,A1 LM,CRAWFORD,2991.0,39.325,1.06,-3.69,7.15,3.2239999999999998,2,0.642,5 512,A1 LM,CRAWFORD,2991.5,43.946000000000005,1.042,-2.73,7.29,3.272,2,0.632,6 513,A1 LM,CRAWFORD,2992.0,51.73,1.005,-0.9,7.98,3.29,2,0.623,6 514,A1 LM,CRAWFORD,2992.5,58.373999999999995,0.956,1.46,9.41,3.2769999999999997,2,0.613,4 515,A1 LM,CRAWFORD,2993.0,67.75399999999999,0.904,3.985,11.545,3.2960000000000003,2,0.604,4 516,A1 LM,CRAWFORD,2993.5,71.206,0.8740000000000001,5.045,12.915,3.3280000000000003,2,0.594,4 517,A1 LM,CRAWFORD,2994.0,69.188,0.852,4.86,12.85,3.33,2,0.585,4 518,A1 LM,CRAWFORD,2994.5,58.452,0.841,3.455,11.265,3.332,2,0.575,4 519,A1 LM,CRAWFORD,2995.0,38.715,0.816,2.185,9.855,3.365,2,0.5660000000000001,6 520,A1 LM,CRAWFORD,2995.5,30.541,0.8009999999999999,0.96,8.76,3.4760000000000004,2,0.557,6 521,A1 LM,CRAWFORD,2996.0,21.684,0.792,-0.04,8.28,3.7739999999999996,2,0.547,6 522,A1 LM,CRAWFORD,2996.5,21.252,0.7929999999999999,-0.505,9.225,4.041,2,0.5379999999999999,8 523,A1 LM,CRAWFORD,2997.0,23.116999999999997,0.7929999999999999,-0.555,9.895,4.292,2,0.528,8 524,A1 LM,CRAWFORD,2997.5,28.85,0.7909999999999999,-0.46,9.89,4.371,2,0.519,6 525,A1 LM,CRAWFORD,2998.0,36.226,0.7879999999999999,-0.085,9.175,4.112,2,0.509,6 526,A1 LM,CRAWFORD,2998.5,42.83,0.8009999999999999,0.41,8.49,3.91,2,0.5,6 527,A1 LM,CRAWFORD,2999.0,46.846000000000004,0.82,1.255,8.275,3.793,2,0.491,6 528,A1 LM,CRAWFORD,2999.5,48.133,0.845,1.77,8.29,3.486,2,0.48100000000000004,6 529,A1 LM,CRAWFORD,3000.0,43.162,0.8740000000000001,1.35,8.64,3.263,2,0.47200000000000003,6 530,A1 LM,CRAWFORD,3000.5,36.586,0.92,1.01,8.74,3.187,2,0.462,6 531,A1 LM,CRAWFORD,3001.0,32.746,0.955,0.625,8.535,3.173,2,0.45299999999999996,6 532,A1 LM,CRAWFORD,3001.5,30.956999999999997,0.9740000000000001,0.565,8.555,3.315,2,0.44299999999999995,6 533,A1 LM,CRAWFORD,3002.0,30.765,0.981,0.545,8.575,3.4410000000000003,2,0.434,6 534,A1 LM,CRAWFORD,3002.5,31.265,0.987,0.625,8.425,3.6180000000000003,2,0.425,6 535,A1 LM,CRAWFORD,3003.0,33.124,0.9940000000000001,0.755,8.045,3.943,2,0.415,6 536,A1 LM,CRAWFORD,3003.5,35.211,0.997,0.635,7.555,4.07,2,0.406,6 537,A1 LM,CRAWFORD,3004.0,36.385999999999996,0.988,0.125,7.135,3.885,2,0.396,6 538,A1 LM,CRAWFORD,3004.5,38.016999999999996,0.951,-0.175,6.875,3.654,2,0.387,6 539,A1 LM,CRAWFORD,3005.0,41.016000000000005,0.903,0.055,6.825,3.438,2,0.377,6 540,A1 LM,CRAWFORD,3005.5,49.653999999999996,0.8540000000000001,1.52,7.51,3.33,2,0.368,6 541,A1 LM,CRAWFORD,3006.0,62.068000000000005,0.799,3.1,9.13,3.2089999999999996,2,0.358,6 542,A1 LM,CRAWFORD,3006.5,71.222,0.74,4.0,10.98,3.0869999999999997,2,0.349,4 543,A1 LM,CRAWFORD,3007.0,73.309,0.691,4.015,12.425,2.98,2,0.34,7 544,A1 LM,CRAWFORD,3007.5,69.469,0.627,3.19,13.37,2.904,2,0.33,7 545,A1 LM,CRAWFORD,3008.0,65.857,0.5589999999999999,2.1,14.08,2.859,2,0.321,7 546,A1 LM,CRAWFORD,3008.5,58.369,0.504,0.715,14.235,2.83,2,0.311,7 547,A1 LM,CRAWFORD,3009.0,56.125,0.435,-0.775,13.415,2.786,2,0.302,7 548,A1 LM,CRAWFORD,3009.5,56.769,0.37799999999999995,-1.155,12.805,2.7260000000000004,2,0.292,6 549,A1 LM,CRAWFORD,3010.0,62.586999999999996,0.298,-0.18,12.87,2.588,2,0.28300000000000003,7 550,A1 LM,CRAWFORD,3010.5,64.67399999999999,0.252,0.24,14.42,2.465,2,0.27399999999999997,7 551,A1 LM,CRAWFORD,3011.0,64.253,0.212,0.24,16.36,2.374,2,0.264,7 552,A1 LM,CRAWFORD,3011.5,61.553000000000004,0.166,-0.295,18.395,2.329,2,0.255,7 553,A1 LM,CRAWFORD,3012.0,60.221000000000004,0.114,-0.59,19.27,2.315,2,0.245,7 554,A1 LM,CRAWFORD,3012.5,59.11600000000001,0.09300000000000001,-0.655,19.655,2.302,2,0.23600000000000002,7 555,A1 LM,CRAWFORD,3013.0,57.997,0.081,-0.8,19.69,2.258,2,0.226,7 556,A1 LM,CRAWFORD,3013.5,57.363,0.091,-1.105,19.095,2.2430000000000003,2,0.217,7 557,A1 LM,CRAWFORD,3014.0,57.863,0.14400000000000002,-1.27,18.12,2.261,2,0.20800000000000002,7 558,A1 LM,CRAWFORD,3014.5,59.038000000000004,0.20600000000000002,-1.26,17.03,2.326,2,0.198,7 559,A1 LM,CRAWFORD,3015.0,60.213,0.29,-1.04,16.68,2.4090000000000003,2,0.18899999999999997,7 560,A1 LM,CRAWFORD,3015.5,61.16,0.368,-0.14,16.68,2.781,2,0.179,7 561,A1 LM,CRAWFORD,3016.0,58.46,0.46799999999999997,-0.25,15.21,3.327,2,0.17,7 562,A1 LM,CRAWFORD,3016.5,53.48,0.564,0.36,11.47,3.7960000000000003,2,0.16,6 563,A1 LM,CRAWFORD,3017.0,51.692,0.657,0.825,8.125,4.062,2,0.151,6 564,A1 LM,CRAWFORD,3017.5,67.238,0.807,1.7,7.13,4.173,2,0.142,6 565,A1 LM,CRAWFORD,3018.0,74.796,0.89,2.905,7.335,4.19,2,0.132,5 566,A1 LM,CRAWFORD,3018.5,75.743,0.925,3.055,7.765,4.302,2,0.12300000000000001,5 567,A1 LM,CRAWFORD,3019.0,70.991,0.9279999999999999,2.325,7.785,4.444,2,0.113,5 568,A1 LM,CRAWFORD,3019.5,57.348,0.929,1.355,7.395,4.492,2,0.10400000000000001,6 569,A1 LM,CRAWFORD,3020.0,46.213,0.929,0.67,7.43,4.385,2,0.094,6 570,A1 LM,CRAWFORD,3020.5,42.11600000000001,0.9259999999999999,0.19,7.17,4.2010000000000005,2,0.085,6 571,A1 LM,CRAWFORD,3021.0,44.925,0.9179999999999999,-0.19,6.69,4.093,2,0.075,6 572,A1 LM,CRAWFORD,3021.5,55.903,0.912,0.07,5.72,4.034,2,0.066,6 573,A1 LM,CRAWFORD,3022.0,66.196,0.9059999999999999,0.495,5.375,3.958,2,0.057,8 574,A1 LM,CRAWFORD,3022.5,73.52600000000001,0.894,1.44,5.26,3.82,2,0.047,8 575,B1 SH,CRAWFORD,3032.0,72.392,0.7090000000000001,-0.74,18.41,2.6289999999999996,1,0.125,8 576,B1 SH,CRAWFORD,3032.5,69.928,0.792,-0.69,19.32,2.616,1,0.063,8 577,B1 LM,CRAWFORD,3033.0,64.72,0.8490000000000001,-0.96,16.33,2.9139999999999997,2,1.0,8 578,B1 LM,CRAWFORD,3033.5,52.445,0.892,0.91,11.35,3.292,2,0.977,5 579,B1 LM,CRAWFORD,3034.0,43.361999999999995,0.93,-0.02,6.92,3.571,2,0.955,5 580,B1 LM,CRAWFORD,3034.5,42.06399999999999,0.9740000000000001,0.015,5.495,3.435,2,0.909,5 581,B1 LM,CRAWFORD,3035.0,45.641999999999996,0.956,0.005,5.475,3.375,2,0.8859999999999999,5 582,B1 LM,CRAWFORD,3035.5,53.266000000000005,0.932,-0.105,5.545,3.299,2,0.8640000000000001,6 583,B1 LM,CRAWFORD,3036.0,59.043,0.894,0.17,6.99,3.114,2,0.841,5 584,B1 LM,CRAWFORD,3036.5,62.331,0.8340000000000001,-0.245,9.835,2.813,2,0.818,5 585,B1 LM,CRAWFORD,3037.0,60.946000000000005,0.884,-1.69,16.08,2.745,2,0.795,4 586,B1 LM,CRAWFORD,3037.5,53.913999999999994,0.9179999999999999,-0.72,19.54,3.1519999999999997,2,0.773,4 587,B1 LM,CRAWFORD,3038.0,45.287,0.922,-0.86,18.44,3.9619999999999997,2,0.75,8 588,B1 LM,CRAWFORD,3038.5,30.049,0.925,0.445,13.565,4.571000000000001,2,0.727,8 589,B1 LM,CRAWFORD,3039.0,23.017,0.9470000000000001,0.54,9.59,4.806,2,0.705,8 590,B1 LM,CRAWFORD,3039.5,21.228,0.973,-0.03,7.57,4.824,2,0.682,8 591,B1 LM,CRAWFORD,3040.0,20.109,0.985,0.225,6.725,4.81,2,0.659,8 592,B1 LM,CRAWFORD,3040.5,19.256,0.995,0.415,6.505,4.859,2,0.636,8 593,B1 LM,CRAWFORD,3041.0,18.38,0.9990000000000001,0.44,6.29,4.8919999999999995,2,0.614,8 594,B1 LM,CRAWFORD,3041.5,17.275,0.987,0.185,6.075,4.91,2,0.591,8 595,B1 LM,CRAWFORD,3042.0,16.39,0.975,0.015,5.815,4.88,2,0.568,8 596,B1 LM,CRAWFORD,3042.5,16.197,0.963,-0.205,5.445,4.834,2,0.545,8 597,B1 LM,CRAWFORD,3043.0,16.469,0.9570000000000001,-0.225,5.335,4.76,2,0.523,8 598,B1 LM,CRAWFORD,3043.5,20.38,0.973,-0.295,5.255,4.669,2,0.5,6 599,B1 LM,CRAWFORD,3044.0,31.86,1.005,-0.185,5.045,4.547,2,0.47700000000000004,6 600,B1 LM,CRAWFORD,3044.5,39.608000000000004,1.0390000000000001,0.44,5.16,4.5169999999999995,2,0.455,6 601,B1 LM,CRAWFORD,3045.0,43.291000000000004,1.064,0.96,5.09,4.488,2,0.43200000000000005,6 602,B1 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SH,CRAWFORD,3102.5,89.427,0.529,4.575,15.555,2.7880000000000003,1,0.35,7 717,B4 SH,CRAWFORD,3103.0,84.90799999999999,0.527,4.35,14.27,3.148,1,0.3,5 718,B4 SH,CRAWFORD,3103.5,81.3,0.53,3.17,11.82,3.103,1,0.25,5 719,B4 SH,CRAWFORD,3104.0,82.251,0.534,1.84,10.85,2.6910000000000003,1,0.2,7 720,B4 SH,CRAWFORD,3104.5,83.20299999999999,0.568,0.12,16.21,2.235,1,0.15,6 721,B4 SH,CRAWFORD,3105.0,82.88799999999999,0.647,-0.305,24.225,2.113,1,0.1,8 722,B4 LM,CRAWFORD,3105.5,70.52600000000001,0.731,-3.475,31.335,2.301,1,0.05,8 723,B4 LM,CRAWFORD,3106.0,59.858000000000004,0.7929999999999999,-2.585,25.825,3.3289999999999997,2,1.0,8 724,B4 LM,CRAWFORD,3106.5,43.933,0.815,-2.425,18.585,4.2330000000000005,2,0.9440000000000001,8 725,B4 LM,CRAWFORD,3107.0,30.523000000000003,0.828,-0.505,13.435,4.53,2,0.889,8 726,B4 LM,CRAWFORD,3107.5,21.444000000000003,0.867,-0.83,7.75,4.734,2,0.833,8 727,B4 LM,CRAWFORD,3108.0,18.52,0.948,0.5,5.3,4.86,2,0.778,8 728,B4 LM,CRAWFORD,3108.5,20.668000000000003,1.034,0.725,4.655,4.986000000000001,2,0.722,6 729,B4 LM,CRAWFORD,3109.0,23.396,1.077,0.945,4.055,4.9719999999999995,2,0.667,6 730,B4 LM,CRAWFORD,3109.5,25.715999999999998,1.112,1.0,3.38,4.974,2,0.611,6 731,B4 LM,CRAWFORD,3110.0,28.035,1.131,1.335,2.125,4.9910000000000005,2,0.556,6 732,B4 LM,CRAWFORD,3110.5,31.494,1.128,1.565,1.855,5.024,2,0.5,6 733,B4 LM,CRAWFORD,3111.0,42.743,1.145,0.74,2.92,4.996,2,0.389,6 734,B4 LM,CRAWFORD,3111.5,47.021,1.158,0.415,2.815,4.874,2,0.33299999999999996,6 735,B4 LM,CRAWFORD,3112.0,49.443000000000005,1.158,0.265,2.475,4.72,2,0.278,6 736,B4 LM,CRAWFORD,3112.5,48.343,1.072,0.175,2.025,4.435,2,0.222,6 737,B4 LM,CRAWFORD,3113.0,47.243,0.993,0.305,2.325,4.07,2,0.16699999999999998,6 738,B4 LM,CRAWFORD,3113.5,47.738,0.9359999999999999,0.625,3.575,3.745,2,0.111,6 739,B5 SH,CRAWFORD,3114.0,55.757,0.9,2.86,7.09,3.514,2,0.055999999999999994,6 740,B5 SH,CRAWFORD,3114.5,67.815,0.8759999999999999,4.345,9.295,3.406,1,1.0,5 741,B5 SH,CRAWFORD,3115.0,68.904,0.852,4.72,9.57,3.455,1,0.938,5 742,B5 SH,CRAWFORD,3115.5,64.085,0.8340000000000001,3.905,7.665,3.565,1,0.875,5 743,B5 SH,CRAWFORD,3116.0,53.913000000000004,0.828,3.37,5.72,3.645,1,0.813,5 744,B5 SH,CRAWFORD,3116.5,50.715,0.841,2.665,4.465,3.615,1,0.75,6 745,B5 SH,CRAWFORD,3117.0,51.22,0.8540000000000001,2.43,3.86,3.714,1,0.688,6 746,B5 SH,CRAWFORD,3119.0,65.99,0.794,3.075,6.985,3.5,1,0.43799999999999994,5 747,B5 SH,CRAWFORD,3119.5,74.325,0.764,1.485,11.995,3.159,1,0.375,4 748,B5 SH,CRAWFORD,3120.0,77.227,0.718,1.095,15.315,2.865,1,0.313,7 749,B5 SH,CRAWFORD,3120.5,78.863,0.687,1.285,17.905,2.696,1,0.25,7 750,B5 SH,CRAWFORD,3121.0,79.13,0.669,2.755,19.325,2.6510000000000002,1,0.188,4 751,B5 SH,CRAWFORD,3121.5,76.89,0.657,4.55,19.53,2.6710000000000003,1,0.125,4 752,B5 LM,CRAWFORD,3122.0,69.179,0.6920000000000001,6.11,19.22,3.114,1,0.063,8 753,B5 LM,CRAWFORD,3122.5,59.998999999999995,0.732,4.62,16.19,4.1339999999999995,2,1.0,8 754,B5 LM,CRAWFORD,3123.0,41.912,0.7609999999999999,1.64,10.98,4.726,2,0.983,8 755,B5 LM,CRAWFORD,3123.5,26.221999999999998,0.805,0.755,7.955,4.899,2,0.966,8 756,B5 LM,CRAWFORD,3124.0,22.615,0.845,1.58,6.02,4.854,2,0.948,5 757,B5 LM,CRAWFORD,3124.5,20.83,0.8490000000000001,1.97,4.39,4.7780000000000005,2,0.9309999999999999,5 758,B5 LM,CRAWFORD,3125.0,21.326,0.836,2.77,4.39,4.655,2,0.914,5 759,B5 LM,CRAWFORD,3125.5,23.645,0.725,3.665,5.185,4.408,2,0.897,5 760,B5 LM,CRAWFORD,3126.0,29.02,0.5870000000000001,4.805,7.455,3.97,2,0.879,6 761,B5 LM,CRAWFORD,3126.5,35.588,0.461,5.255,11.615,3.6060000000000003,2,0.862,7 762,B5 LM,CRAWFORD,3127.0,39.503,0.325,5.335,18.395,3.3089999999999997,2,0.845,7 763,B5 LM,CRAWFORD,3127.5,41.138999999999996,0.239,4.545,21.765,3.342,2,0.828,7 764,B5 LM,CRAWFORD,3128.0,41.861999999999995,0.184,2.77,21.54,3.4219999999999997,2,0.81,7 765,B5 LM,CRAWFORD,3128.5,42.586000000000006,0.16899999999999998,-0.02,19.0,3.485,2,0.7929999999999999,7 766,B5 LM,CRAWFORD,3129.0,44.221000000000004,0.139,2.425,18.905,3.378,2,0.7759999999999999,7 767,B5 LM,CRAWFORD,3129.5,47.395,0.121,3.7,20.04,3.2089999999999996,2,0.759,7 768,B5 LM,CRAWFORD,3130.0,54.79600000000001,0.10300000000000001,4.59,22.87,3.133,2,0.741,7 769,B5 LM,CRAWFORD,3130.5,58.255,0.091,5.19,25.77,3.1660000000000004,2,0.7240000000000001,7 770,B5 LM,CRAWFORD,3131.0,60.347,0.076,4.065,26.095,3.1180000000000003,2,0.7070000000000001,7 771,B5 LM,CRAWFORD,3131.5,61.754,0.048,3.235,25.165,3.06,2,0.69,7 772,B5 LM,CRAWFORD,3132.0,61.794,0.002,2.74,22.4,3.14,2,0.672,7 773,B5 LM,CRAWFORD,3132.5,61.833,-0.047,3.65,21.13,3.437,2,0.655,7 774,B5 LM,CRAWFORD,3133.0,62.358000000000004,-0.096,4.43,21.27,3.6719999999999997,2,0.638,7 775,B5 LM,CRAWFORD,3133.5,63.062,-0.147,4.895,22.325,3.782,2,0.621,7 776,B5 LM,CRAWFORD,3134.0,63.33,-0.20600000000000002,5.245,22.895,3.737,2,0.603,7 777,B5 LM,CRAWFORD,3134.5,62.685,-0.218,5.035,22.725,3.5839999999999996,2,0.586,7 778,B5 LM,CRAWFORD,3135.0,60.217,-0.23,4.57,21.84,3.444,2,0.569,7 779,B5 LM,CRAWFORD,3135.5,55.926,-0.217,5.185,20.385,3.352,2,0.552,7 780,B5 LM,CRAWFORD,3136.0,52.318000000000005,-0.185,5.795,18.665,3.4960000000000004,2,0.534,7 781,B5 LM,CRAWFORD,3136.5,47.244,-0.16,5.445,15.725,3.855,2,0.517,7 782,B5 LM,CRAWFORD,3137.0,45.786,-0.138,4.165,11.765,3.966,2,0.5,7 783,B5 LM,CRAWFORD,3137.5,46.975,-0.11599999999999999,5.55,10.25,3.765,2,0.483,7 784,B5 LM,CRAWFORD,3138.0,51.907,-0.10300000000000001,7.385,11.675,3.44,2,0.466,7 785,B5 LM,CRAWFORD,3138.5,58.336000000000006,-0.09300000000000001,6.61,13.74,3.162,2,0.44799999999999995,7 786,B5 LM,CRAWFORD,3139.0,64.995,-0.09,5.94,16.68,3.0239999999999996,2,0.431,7 787,B5 LM,CRAWFORD,3139.5,67.543,-0.08900000000000001,5.7,17.72,3.057,2,0.414,7 788,B5 LM,CRAWFORD,3140.0,68.041,-0.10400000000000001,5.755,18.395,3.1710000000000003,2,0.397,7 789,B5 LM,CRAWFORD,3140.5,66.186,-0.14400000000000002,5.995,19.265,3.2310000000000003,2,0.379,7 790,B5 LM,CRAWFORD,3141.0,62.184,-0.187,6.54,20.72,3.264,2,0.36200000000000004,7 791,B5 LM,CRAWFORD,3141.5,57.883,-0.239,6.0,21.62,3.2969999999999997,2,0.345,7 792,B5 LM,CRAWFORD,3142.0,54.038999999999994,-0.297,5.725,22.245,3.282,2,0.32799999999999996,7 793,B5 LM,CRAWFORD,3142.5,53.153999999999996,-0.371,5.745,23.065,3.222,2,0.31,7 794,B5 LM,CRAWFORD,3143.0,60.506,-0.43200000000000005,5.78,23.96,3.115,2,0.293,7 795,B5 LM,CRAWFORD,3143.5,68.99,-0.456,6.14,25.32,2.977,2,0.276,7 796,B5 LM,CRAWFORD,3144.0,88.891,-0.46799999999999997,7.025,27.595,2.9160000000000004,2,0.259,7 797,B5 LM,CRAWFORD,3144.5,114.955,-0.455,6.925,28.395,2.924,2,0.24100000000000002,7 798,B5 LM,CRAWFORD,3145.0,139.876,-0.405,6.245,28.025,3.215,2,0.22399999999999998,7 799,B5 LM,CRAWFORD,3145.5,157.72899999999998,-0.353,4.685,26.015,3.373,2,0.207,7 800,B5 LM,CRAWFORD,3146.0,167.803,-0.21899999999999997,4.27,23.37,3.81,2,0.19,7 801,B5 LM,CRAWFORD,3146.5,151.183,-0.057,0.925,17.125,4.1530000000000005,2,0.172,8 802,B5 LM,CRAWFORD,3147.0,123.264,0.067,0.285,14.215,4.404,2,0.155,8 803,B5 LM,CRAWFORD,3147.5,108.569,0.23399999999999999,0.705,12.225,4.499,2,0.138,8 804,B5 LM,CRAWFORD,3148.0,101.072,0.42700000000000005,1.15,10.76,4.3919999999999995,2,0.121,5 805,B5 LM,CRAWFORD,3148.5,91.74799999999999,0.625,1.135,9.605,4.254,2,0.10300000000000001,6 806,B5 LM,CRAWFORD,3149.0,83.794,0.7490000000000001,2.075,7.845,4.023,2,0.086,6 807,B5 LM,CRAWFORD,3149.5,83.794,0.7490000000000001,2.075,7.845,4.023,2,0.086,6 808,B5 LM,CRAWFORD,3150.0,79.722,0.7709999999999999,2.89,6.64,4.04,2,0.069,6 809,B5 LM,CRAWFORD,3150.5,76.334,0.8,2.96,6.29,3.997,2,0.052000000000000005,8 810,B5 LM,CRAWFORD,3151.0,73.631,0.8,2.68,6.69,3.8280000000000003,2,0.034,8 811,B5 LM,CRAWFORD,3151.5,76.865,0.772,2.42,8.6,3.535,2,0.017,8 812,C SH,CRAWFORD,3152.0,79.92399999999999,0.752,2.62,11.51,3.148,1,1.0,5 813,C SH,CRAWFORD,3152.5,82.199,0.728,3.725,14.555,2.964,1,0.972,4 814,C SH,CRAWFORD,3153.0,79.953,0.7,5.61,16.93,2.793,1,0.9440000000000001,8 815,C SH,CRAWFORD,3153.5,75.881,0.6729999999999999,6.3,17.57,2.969,1,0.917,7 816,C SH,CRAWFORD,3154.0,67.47,0.652,4.775,15.795,3.282,1,0.889,7 817,C SH,CRAWFORD,3154.5,58.832,0.64,4.315,13.575,3.642,1,0.861,7 818,C SH,CRAWFORD,3155.0,57.946000000000005,0.631,3.595,11.305,3.8930000000000002,1,0.833,5 819,C SH,CRAWFORD,3155.5,65.755,0.625,3.465,10.355,3.911,1,0.8059999999999999,7 820,C SH,CRAWFORD,3156.0,69.445,0.617,3.39,11.54,3.82,1,0.778,5 821,C SH,CRAWFORD,3156.5,73.389,0.608,3.625,12.775,3.62,1,0.75,7 822,C SH,CRAWFORD,3157.0,77.115,0.605,4.14,13.42,3.467,1,0.722,7 823,C SH,CRAWFORD,3157.5,79.84,0.596,4.875,13.825,3.36,1,0.6940000000000001,7 824,C SH,CRAWFORD,3158.0,82.616,0.5770000000000001,5.235,14.845,3.207,1,0.667,7 825,C SH,CRAWFORD,3158.5,86.07799999999999,0.5539999999999999,5.04,16.15,3.161,1,0.639,7 826,C SH,CRAWFORD,3159.0,88.855,0.539,5.56,16.75,3.1180000000000003,1,0.611,7 827,C SH,CRAWFORD,3159.5,90.49,0.53,6.36,16.78,3.168,1,0.583,7 828,C SH,CRAWFORD,3160.0,90.975,0.522,7.035,16.995,3.154,1,0.556,7 829,C SH,CRAWFORD,3160.5,90.10799999999999,0.513,7.505,17.595,3.125,1,0.528,7 ================================================ FILE: ADMC/ADMC_Prediction_XGB_4 ================================================ ,Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Predicted_y 0,A1 SH,STUART,2808.0,66.27600000000001,0.63,3.3,10.65,3.591,1,1.0,2 1,A1 SH,STUART,2808.5,77.252,0.585,6.5,11.95,3.341,1,0.978,3 2,A1 SH,STUART,2809.0,82.899,0.5660000000000001,9.4,13.6,3.0639999999999996,1,0.956,3 3,A1 SH,STUART,2809.5,80.671,0.593,9.5,13.25,2.977,1,0.9329999999999999,3 4,A1 SH,STUART,2810.0,75.971,0.638,8.7,12.35,3.02,1,0.9109999999999999,3 5,A1 SH,STUART,2810.5,73.955,0.667,6.9,12.25,3.0860000000000003,1,0.889,2 6,A1 SH,STUART,2811.0,77.962,0.674,6.5,12.45,3.092,1,0.867,2 7,A1 SH,STUART,2811.5,83.89399999999999,0.667,6.3,12.65,3.123,1,0.8440000000000001,2 8,A1 SH,STUART,2812.0,84.42399999999999,0.653,6.7,13.05,3.1210000000000004,1,0.8220000000000001,2 9,A1 SH,STUART,2812.5,83.16,0.642,7.3,12.95,3.127,1,0.8,2 10,A1 SH,STUART,2813.0,79.063,0.6509999999999999,7.3,12.05,3.147,1,0.778,2 11,A1 SH,STUART,2813.5,69.002,0.677,6.2,10.8,3.096,1,0.7559999999999999,2 12,A1 SH,STUART,2814.0,63.983000000000004,0.69,4.4,9.7,3.103,1,0.733,2 13,A1 SH,STUART,2814.5,61.797,0.675,3.5,9.15,3.1010000000000004,1,0.711,2 14,A1 SH,STUART,2815.0,61.372,0.6459999999999999,2.8,9.3,3.065,1,0.6890000000000001,2 15,A1 SH,STUART,2815.5,63.535,0.621,2.8,9.8,2.9819999999999998,1,0.667,2 16,A1 SH,STUART,2816.0,65.126,0.6,3.3,10.55,2.9139999999999997,1,0.644,2 17,A1 SH,STUART,2816.5,75.93,0.5760000000000001,3.4,11.9,2.845,1,0.6,2 18,A1 SH,STUART,2817.0,85.07700000000001,0.584,4.4,12.9,2.8539999999999996,1,0.578,2 19,A1 SH,STUART,2817.5,89.459,0.598,6.6,13.5,2.986,1,0.556,2 20,A1 SH,STUART,2818.0,88.619,0.61,7.2,14.8,2.988,1,0.5329999999999999,2 21,A1 SH,STUART,2818.5,81.593,0.636,6.4,13.9,2.998,1,0.511,2 22,A1 SH,STUART,2819.0,66.595,0.7020000000000001,2.8,11.4,2.988,1,0.489,2 23,A1 SH,STUART,2819.5,55.081,0.789,2.7,8.15,3.028,1,0.467,2 24,A1 SH,STUART,2820.0,48.111999999999995,0.84,1.0,7.5,3.073,1,0.444,2 25,A1 SH,STUART,2820.5,43.73,0.846,0.4,7.1,3.1460000000000004,1,0.42200000000000004,2 26,A1 SH,STUART,2821.0,44.097,0.84,0.7,6.65,3.205,1,0.4,2 27,A1 SH,STUART,2821.5,46.839,0.8420000000000001,0.8,6.6,3.2539999999999996,1,0.37799999999999995,2 28,A1 SH,STUART,2822.0,50.348,0.843,1.1,6.75,3.23,1,0.35600000000000004,2 29,A1 SH,STUART,2822.5,57.129,0.8220000000000001,2.2,7.3,3.237,1,0.33299999999999996,2 30,A1 SH,STUART,2823.0,64.465,0.777,4.4,8.4,3.259,1,0.311,2 31,A1 SH,STUART,2823.5,70.267,0.7290000000000001,7.1,9.85,3.2889999999999997,1,0.289,2 32,A1 SH,STUART,2824.0,76.566,0.664,10.7,11.55,3.3810000000000002,1,0.244,2 33,A1 SH,STUART,2824.5,76.778,0.643,10.7,12.25,3.452,1,0.222,2 34,A1 SH,STUART,2825.0,73.971,0.632,9.7,12.55,3.3960000000000004,1,0.2,2 35,A1 SH,STUART,2825.5,74.314,0.622,8.8,13.1,3.1439999999999997,1,0.17800000000000002,2 36,A1 SH,STUART,2826.0,77.031,0.583,4.8,16.2,3.034,1,0.156,2 37,A1 SH,STUART,2826.5,74.469,0.517,4.8,19.2,2.931,1,0.133,2 38,A1 SH,STUART,2827.0,73.327,0.489,6.3,20.35,2.88,1,0.111,2 39,A1 SH,STUART,2827.5,74.575,0.526,4.9,19.25,2.795,1,0.08900000000000001,2 40,A1 SH,STUART,2828.0,70.536,0.5579999999999999,6.5,17.05,3.009,1,0.067,2 41,A1 SH,STUART,2828.5,62.93899999999999,0.528,7.6,18.8,3.073,1,0.044000000000000004,2 42,A1 SH,STUART,2829.0,57.137,0.511,10.9,19.15,3.313,1,0.022000000000000002,3 43,A1 LM,STUART,2829.5,47.345,0.584,7.0,16.3,3.5269999999999997,2,1.0,5 44,A1 LM,STUART,2830.0,35.733000000000004,0.73,6.4,10.2,3.928,2,0.987,5 45,A1 LM,STUART,2830.5,29.326999999999998,0.873,2.7,7.85,4.33,2,0.9740000000000001,6 46,A1 LM,STUART,2831.0,28.241999999999997,0.963,1.4,6.3,4.413,2,0.961,6 47,A1 LM,STUART,2831.5,34.558,1.018,1.8,5.6,4.511,2,0.9470000000000001,6 48,A1 LM,STUART,2832.0,43.754,1.054,1.8,5.2,4.412,2,0.934,5 49,A1 LM,STUART,2832.5,53.611999999999995,1.067,1.5,5.05,4.226,2,0.9209999999999999,5 50,A1 LM,STUART,2833.0,60.718999999999994,1.0390000000000001,1.9,4.85,3.931,2,0.9079999999999999,6 51,A1 LM,STUART,2833.5,66.538,0.94,2.7,5.45,3.7030000000000003,2,0.895,6 52,A1 LM,STUART,2834.0,75.52199999999999,0.8009999999999999,4.0,7.3,3.5010000000000003,2,0.882,6 53,A1 LM,STUART,2834.5,95.979,0.6920000000000001,6.5,9.55,3.346,2,0.868,5 54,A1 LM,STUART,2835.0,130.26,0.644,8.3,11.15,3.242,2,0.855,5 55,A1 LM,STUART,2835.5,160.167,0.643,9.3,12.15,3.2939999999999996,2,0.8420000000000001,5 56,A1 LM,STUART,2836.0,176.528,0.6729999999999999,9.1,12.05,3.298,2,0.8290000000000001,5 57,A1 LM,STUART,2836.5,175.622,0.72,8.9,12.15,3.3489999999999998,2,0.816,5 58,A1 LM,STUART,2837.0,153.965,0.7559999999999999,7.6,11.9,3.31,2,0.8029999999999999,5 59,A1 LM,STUART,2837.5,120.07600000000001,0.7659999999999999,7.2,12.2,3.365,2,0.789,4 60,A1 LM,STUART,2838.0,91.434,0.787,7.1,12.15,3.392,2,0.7759999999999999,4 61,A1 LM,STUART,2838.5,69.312,0.8740000000000001,4.6,10.4,3.293,2,0.763,4 62,A1 LM,STUART,2839.0,54.828,1.0290000000000001,0.8,8.2,3.395,2,0.75,5 63,A1 LM,STUART,2839.5,50.854,1.149,0.3,6.85,3.5,2,0.737,6 64,A1 LM,STUART,2840.0,54.632,1.09,1.0,7.4,3.576,2,0.7240000000000001,6 65,A1 LM,STUART,2840.5,56.835,0.924,4.1,8.45,3.555,2,0.711,6 66,A1 LM,STUART,2841.0,60.393,0.7879999999999999,7.1,10.05,3.591,2,0.6970000000000001,5 67,A1 LM,STUART,2841.5,58.94,0.733,8.1,11.15,3.576,2,0.684,4 68,A1 LM,STUART,2842.0,49.718999999999994,0.754,6.1,10.75,3.6689999999999996,2,0.6709999999999999,5 69,A1 LM,STUART,2842.5,41.403999999999996,0.8190000000000001,3.5,9.55,3.872,2,0.6579999999999999,6 70,A1 LM,STUART,2843.0,36.084,0.882,1.6,8.2,4.125,2,0.645,6 71,A1 LM,STUART,2843.5,29.344,0.897,0.1,7.25,4.23,2,0.632,6 72,A1 LM,STUART,2844.0,24.072,0.841,-0.6,6.8,4.302,2,0.618,6 73,A1 LM,STUART,2844.5,22.62,0.733,-2.5,7.65,4.348,2,0.605,6 74,A1 LM,STUART,2845.0,22.408,0.597,-3.8,9.5,4.29,2,0.5920000000000001,6 75,A1 LM,STUART,2845.5,21.184,0.469,-2.7,11.05,4.255,2,0.579,8 76,A1 LM,STUART,2846.0,21.796,0.375,-2.3,13.35,4.213,2,0.5660000000000001,8 77,A1 LM,STUART,2846.5,23.925,0.314,-1.8,15.1,4.363,2,0.5529999999999999,8 78,A1 LM,STUART,2847.0,24.464000000000002,0.278,-1.3,16.15,4.495,2,0.539,8 79,A1 LM,STUART,2847.5,26.039,0.257,-1.9,16.55,4.602,2,0.526,8 80,A1 LM,STUART,2848.0,27.491,0.247,-2.5,16.45,4.544,2,0.513,8 81,A1 LM,STUART,2848.5,28.193,0.249,-2.4,16.3,4.587,2,0.5,8 82,A1 LM,STUART,2849.0,28.634,0.265,-1.9,16.15,4.678,2,0.48700000000000004,8 83,A1 LM,STUART,2849.5,29.809,0.299,-1.0,15.2,4.8660000000000005,2,0.474,8 84,A1 LM,STUART,2850.0,31.171999999999997,0.349,-1.5,14.15,4.783,2,0.461,8 85,A1 LM,STUART,2850.5,33.448,0.418,-1.1,12.65,4.688,2,0.447,8 86,A1 LM,STUART,2851.0,33.514,0.503,-1.2,11.3,4.628,2,0.434,8 87,A1 LM,STUART,2851.5,35.146,0.593,-0.5,10.05,4.387,2,0.42100000000000004,6 88,A1 LM,STUART,2852.0,35.953,0.6709999999999999,-0.7,9.45,4.291,2,0.408,6 89,A1 LM,STUART,2852.5,35.178000000000004,0.7290000000000001,-0.6,9.0,4.178,2,0.395,6 90,A1 LM,STUART,2853.0,36.109,0.773,0.1,8.35,4.203,2,0.382,6 91,A1 LM,STUART,2853.5,38.769,0.82,1.3,7.55,4.262,2,0.368,6 92,A1 LM,STUART,2854.0,39.510999999999996,0.873,1.3,7.05,4.387,2,0.355,6 93,A1 LM,STUART,2854.5,40.523,0.927,2.6,6.5,4.006,2,0.342,6 94,A1 LM,STUART,2855.0,42.693999999999996,0.9640000000000001,2.8,6.8,3.718,2,0.32899999999999996,6 95,A1 LM,STUART,2855.5,45.297,0.9590000000000001,3.0,7.3,3.594,2,0.316,6 96,A1 LM,STUART,2856.0,48.145,0.915,3.8,8.2,3.46,2,0.303,6 97,A1 LM,STUART,2856.5,51.041000000000004,0.862,5.9,8.75,3.333,2,0.289,6 98,A1 LM,STUART,2857.0,56.125,0.825,7.4,9.3,3.3360000000000003,2,0.276,4 99,A1 LM,STUART,2857.5,62.205,0.807,6.4,9.9,3.362,2,0.263,4 100,A1 LM,STUART,2858.0,64.865,0.794,4.7,10.25,3.2439999999999998,2,0.25,6 101,A1 LM,STUART,2858.5,68.186,0.7709999999999999,4.1,10.25,3.174,2,0.237,6 102,A1 LM,STUART,2859.0,72.421,0.743,4.1,10.55,3.174,2,0.22399999999999998,4 103,A1 LM,STUART,2859.5,74.322,0.73,4.5,10.65,3.187,2,0.21100000000000002,4 104,A1 LM,STUART,2860.0,72.543,0.748,4.1,10.35,3.359,2,0.19699999999999998,4 105,A1 LM,STUART,2860.5,65.672,0.8140000000000001,3.5,9.05,3.6180000000000003,2,0.184,6 106,A1 LM,STUART,2861.0,57.153,0.951,1.7,6.75,3.9019999999999997,2,0.171,6 107,A1 LM,STUART,2861.5,46.056000000000004,1.148,0.1,4.55,4.221,2,0.158,6 108,A1 LM,STUART,2862.0,37.961,1.324,0.0,3.3,4.561,2,0.145,6 109,A1 LM,STUART,2862.5,33.579,1.402,-0.2,2.8,4.7989999999999995,2,0.132,6 110,A1 LM,STUART,2863.0,31.212,1.439,-0.4,2.7,4.874,2,0.11800000000000001,6 111,A1 LM,STUART,2863.5,30.176,1.486,-0.5,2.55,4.787,2,0.105,6 112,A1 LM,STUART,2864.0,29.858,1.507,-0.7,2.75,4.622,2,0.092,6 113,A1 LM,STUART,2864.5,29.923000000000002,1.433,-0.6,3.3,4.375,2,0.079,6 114,A1 LM,STUART,2865.0,34.428000000000004,1.2790000000000001,0.0,4.0,4.115,2,0.066,6 115,A1 LM,STUART,2865.5,39.935,1.1340000000000001,0.8,4.6,3.9789999999999996,2,0.053,6 116,A1 LM,STUART,2866.0,39.935,1.1340000000000001,0.8,4.6,3.9789999999999996,2,0.053,6 117,A1 LM,STUART,2866.5,46.823,1.05,1.3,5.15,3.727,2,0.039,6 118,A1 LM,STUART,2867.0,57.968999999999994,1.01,2.0,5.2,3.537,2,0.026000000000000002,6 119,A1 LM,STUART,2867.5,71.24600000000001,0.9540000000000001,2.3,5.65,3.4819999999999998,2,0.013000000000000001,6 120,B1 SH,STUART,2868.0,82.54799999999999,0.843,3.2,7.2,3.532,1,1.0,2 121,B1 SH,STUART,2868.5,92.119,0.718,4.9,8.95,3.484,1,0.968,2 122,B1 SH,STUART,2869.0,93.564,0.635,7.0,11.1,3.4019999999999997,1,0.935,2 123,B1 SH,STUART,2869.5,86.26,0.615,9.0,11.9,3.486,1,0.903,3 124,B1 SH,STUAR
gitextract_q9zx4ufh/ ├── .gitignore ├── ADMC/ │ ├── ADMC_Prediction_XGB │ ├── ADMC_Prediction_XGB_2 │ ├── ADMC_Prediction_XGB_3 │ ├── ADMC_Prediction_XGB_4 │ ├── ADMC_Prediction_XGB_5 │ ├── ADMC_Prediction_XGB_Leave_well_out_6 │ ├── ADMC_Prediction_XGB_Leave_well_out_7 │ ├── ADMC_Prediction_XGB_Submission_11 │ ├── ADMC_Prediction_XGB_Submission_12 │ ├── ADMC_Prediction_XGB_Submission_13 │ ├── ADMC_Prediction_XGB_Submission_14 │ ├── ADMC_Prediction_XGB_Submission_15 │ ├── ADMC_Prediction_XGB_Submission_16 │ ├── ADMC_Prediction_XGB_Submission_17 │ ├── ADMC_Prediction_XGB_Submission_8 │ ├── ADMC_Prediction_XGB_Submission_9 │ ├── McCarthy 2016 ML submission.ipynb │ ├── McCarthy 2016 ML v11.ipynb │ ├── McCarthy 2016 ML v12.ipynb │ ├── McCarthy 2016 ML v13_.ipynb │ ├── McCarthy 2016 ML v14_.ipynb │ ├── McCarthy 2016 ML v15_.ipynb │ ├── McCarthy 2016 ML v16_.ipynb │ ├── McCarthy 2016 ML v17.ipynb │ ├── McCarthy 2016 ML v2.0.ipynb │ ├── McCarthy 2016 ML v3.ipynb │ ├── McCarthy 2016 ML v5.ipynb │ ├── McCarthy 2016 ML v8.ipynb │ ├── McCarthy 2016 ML v9-Submission.ipynb │ └── Read_me ├── ARANZGeo/ │ ├── README.md │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── final_predictions_cross_1.csv │ ├── final_predictions_cross_4.csv │ ├── final_predictions_cross_drop_3.csv │ ├── final_predictions_many.csv │ ├── final_predictions_n_noisedrop_5.csv │ ├── final_predictions_rand_w_no_noise.csv │ ├── final_predictions_w_noise_and_drops.csv │ ├── final_predictions_w_stacking.csv │ ├── final_predictions_w_stacking_w_tes_conf.csv │ ├── hypter.py │ ├── networks_setups.py │ ├── training_data.csv │ └── validation_data_nofacies.csv ├── Anjum48/ │ ├── Anjum48 Facies Classification v2.ipynb │ ├── Anjum48 Facies Classification.ipynb │ ├── Anjum48_Prediction_Submission.csv │ ├── Anjum48_Prediction_Submission_v2.csv │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── nofacies_data.csv │ ├── training_data.csv │ └── validation_data_nofacies.csv ├── BGC_Team/ │ ├── Facies Prediction_submit6.ipynb │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── nofacies_data.csv │ ├── predict_result_dnn.csv │ ├── predict_result_dnn_ModeResult.csv │ ├── predict_result_dnn_full_data_smooth.csv │ ├── predict_result_full.csv │ ├── training_data.csv │ └── validation_data_nofacies.csv ├── Bird_Team/ │ ├── Facies_classification_1.ipynb │ ├── Facies_classification_2.ipynb │ ├── Facies_classification_3.ipynb │ ├── Facies_classification_4.ipynb │ ├── Facies_classification_5.ipynb │ ├── Facies_classification_6.ipynb │ ├── Facies_classification_7.ipynb │ ├── XmasPreds_1.csv │ ├── XmasPreds_2.csv │ ├── XmasPreds_3.csv │ ├── XmasPreds_4.csv │ ├── XmasPreds_5.csv │ ├── XmasPreds_6.csv │ ├── XmasPreds_7.csv │ └── stacking_classifiers.py ├── CC_ml/ │ ├── cc_predicted_facies_noneigh_boosting_refine4_win.csv │ ├── cc_predicted_facies_noneigh_boosting_refine8_win.csv │ ├── cc_submission1_no_neigh_Boosting_refine4.ipynb │ ├── cc_submission1_no_neigh_Boosting_refine8.ipynb │ └── classification_utilities.py ├── CEsprey - RandomForest/ │ ├── Facies_Feature_Engineering_And_ML.ipynb │ ├── Facies_Tree_Ensemble_Classifier.ipynb │ ├── test_data_prediction_CE.csv │ └── test_data_prediction_ver2_CE.csv ├── CannedGeo_/ │ ├── Facies_classification-BPage_CannedGeo_F1_56-VALIDATED.ipynb │ ├── Facies_classification-BPage_CannedGeo_F1_56.ipynb │ ├── classification_utilities.py │ └── well_data_with_facies.csv ├── CarlosFuerte/ │ ├── ML_Submission.ipynb │ ├── ML_Submission.py │ ├── ML_Submission_v7.ipynb │ ├── TangDarnell_sub5.csv │ ├── TangDarnell_sub6.csv │ ├── TangDarnell_sub7.csv │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── grads_and_means_KD.py │ ├── readme.md │ ├── tpot_mnist_pipeline.py │ ├── validation_data_nofacies.csv │ └── y_pred_Matt.npy ├── DiscerningHaggis/ │ ├── DHparams.csv │ ├── DHparams0.csv │ ├── DHparams_2.csv │ ├── DHparams_sub1.csv │ ├── Discerning_Haggis_Facies_Classification.ipynb │ ├── Discerning_Haggis_Facies_Classification.py │ ├── Discerning_Haggis_Facies_Classification_sub1.ipynb │ ├── Discerning_Haggis_Facies_Classification_sub2.ipynb │ ├── Discerning_Haggis_Facies_Classification_sub3-Copy1.ipynb │ ├── Discerning_Haggis_Facies_Classification_sub3.ipynb │ ├── well_data_with_facies_DH.csv │ ├── well_data_with_facies_DH0.csv │ ├── well_data_with_facies_DH_2.csv │ ├── well_data_with_facies_DH_sub1.csv │ ├── well_data_with_facies_DH_sub2.csv │ ├── well_data_with_facies_DH_sub2b.csv │ └── well_data_with_facies_DH_sub3.csv ├── Dockerfile ├── EvgenyS/ │ ├── Facies_classification_ES.ipynb │ └── well_data_with_facies.csv ├── Facies_classification.ipynb ├── GCC_FaciesClassification/ │ ├── 01 - Facies Classification - GCC-VALIDATION.ipynb │ ├── 01 - Facies Classification - GCC.ipynb │ ├── 02 - Facies Classification - GCC.ipynb │ ├── 02 - Well Facies Prediction - Test Data Set.csv │ ├── 03 - Facies Determination - Regression.ipynb │ ├── 05 - Facies Determination.ipynb │ ├── 05 - Well Facies Prediction - Test Data Set.csv │ ├── 06 - Combined Models.csv │ ├── 06 - Facies Determination.ipynb │ ├── Well Facies Prediction - Test Data Set.csv │ ├── contest_export.py │ └── regressor_results.csv ├── HouMath/ │ ├── Face_classification_HouMath_XGB_01.ipynb │ ├── Face_classification_HouMath_XGB_02.ipynb │ ├── Face_classification_HouMath_XGB_03.ipynb │ ├── Face_classification_HouMath_XGB_04.ipynb │ ├── Face_classification_HouMath_XGB_06.ipynb │ ├── HouMath_100_realizations.npy │ ├── Prediction2.csv │ ├── Prediction3.csv │ ├── Prediction4.csv │ ├── Prediction6.csv │ ├── classification_utilities.py │ └── facies_vectors.csv ├── Houston_J/ │ ├── HoustonJ_sub2.csv │ ├── Houston_J-sub1.ipynb │ ├── Houston_J-sub2.ipynb │ └── Houston_J_sub_1.csv ├── JLOWE/ │ ├── JLowe_NN.ipynb │ ├── nofacies_data.csv │ └── training_data.csv ├── JesperDramsch/ │ ├── Facies_classification_NMM_Split-Jesper.ipynb │ ├── Facies_classification_Xmas_Trees-Copy1.ipynb │ ├── Facies_classification_Xmas_Trees.ipynb │ ├── classification_utilities.py │ └── well_data_with_facies.csv ├── Kr1m/ │ ├── Kr1m_SEG_ML_Attempt1.csv │ ├── Kr1m_SEG_ML_Attempt1.ipynb │ ├── Kr1m_SEG_ML_Attempt2.csv │ ├── Kr1m_SEG_ML_Attempt2.ipynb │ ├── Kr1m_SEG_ML_Attempt3.csv │ ├── Kr1m_SEG_ML_Attempt3.ipynb │ ├── Kr1m_SEG_ML_Attempt4.csv │ └── Kr1m_SEG_ML_Attempt4.ipynb ├── LA_TEAM_FRESH/ │ ├── Face_classification_LA_Team_HouMath_Edit.ipynb │ ├── Prediction_houmath_edit.csv │ ├── So Meta.ipynb │ ├── autoencoder_classifier_prediction.csv │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── the_meta_submission.csv │ └── variational_classifier.py ├── LA_Team/ │ ├── Facies_classification-Keras-CNN.ipynb │ ├── Facies_classification_LA_TEAM.ipynb │ ├── Facies_classification_LA_TEAM_02.ipynb │ ├── Facies_classification_LA_TEAM_03.ipynb │ ├── Facies_classification_LA_TEAM_05.ipynb │ ├── Facies_classification_LA_TEAM_05_VALIDATION.ipynb │ ├── Facies_classification_LA_TEAM_06.ipynb │ ├── Facies_classification_LA_TEAM_07.ipynb │ ├── Facies_classification_LA_TEAM_08.ipynb │ ├── FinalPipeline.py │ ├── FinalPipeline_LM_long_2.py │ ├── FinalPipeline_LM_mean_per_facies.py │ ├── LA-Team_100_realizations.npy │ ├── Prediction.csv │ ├── Prediction2.csv │ ├── Prediction_3.csv │ ├── Prediction_7.csv │ ├── Prediction_XXI_LM_Final.csv │ ├── Prediction_XXX_Final.csv │ ├── Prediction_XX_Final.csv │ ├── Prediction_X_Final.csv │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── prediction_gan.csv │ ├── train_test_data.csv │ ├── validation_data_nofacies_online.csv │ └── validation_data_with_facies_new.csv ├── LICENSE ├── LiamLearn/ │ ├── K-fold_CV_F1_score.ipynb │ └── K-fold_CV_F1_score__MATT.ipynb ├── MSS_Xmas_Trees/ │ ├── ml_seg_final_CRAWFORD.ipynb │ ├── ml_seg_final_STUART.ipynb │ ├── ml_seg_sub3.ipynb │ ├── ml_seg_sub4.ipynb │ ├── ml_seg_sub4a.ipynb │ ├── ml_seg_sub5_CRAW.ipynb │ ├── ml_seg_sub5_STU.ipynb │ ├── ml_seg_sub5_STU2.ipynb │ ├── ml_seg_sub5_STU2a.ipynb │ ├── ml_seg_sub_final2_CRAW.ipynb │ ├── ml_seg_sub_final2_STUART.ipynb │ ├── ml_seg_try1.ipynb │ └── ml_seg_wk_submission2_neat.ipynb ├── MandMs/ │ ├── 00_Facies_classification-MandMs_SVM_rbf_kernel.ipynb │ ├── 01_Facies_classification-MandMs_SVM_rbf_kernel_optimal.ipynb │ ├── 02_Facies_classification-MandMs_plurality_voting_classifier.ipynb │ ├── 03_Facies_classification-MandMs_RandomForest_EngineeredFeatures_SFSelection_ValidationCurves.ipynb │ ├── 03_Facies_classification-MandMs_SFS_v2-validation_set.ipynb │ ├── 03_Facies_classification-MandMs_SFS_v2.ipynb │ ├── 03_Facies_classification_MandMs_feature_engineering_derivatives_moments_glcms.ipynb │ ├── 03_Facies_classification_MandMs_feature_engineering_derivatives_moments_glcms_nofacies_data.ipynb │ ├── 03_SFS_top75_selected_engineered_features.csv │ ├── 03_SFS_top75_selected_engineered_features_validation_set.csv │ ├── 03_engineered_features.csv │ ├── 03_engineered_features_validation_set2.csv │ ├── 03_ypred_RF_DERIV_SFS_VC.npy │ ├── 04_faciesClassification_MandMs_SFS_v2.ipynb │ ├── 04_faciesClassification_MandMs_SFStop45_XGB_ypred.ipynb │ ├── 04_faciesClassification_MandMs_featureEngineering_v2.ipynb │ ├── 04_ypred_XGB_SFS_VC_001.csv │ ├── 04_ypred_XGB_SFS_VC_001.npy │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── nofacies_data.csv │ ├── test_SFS_top45_engfeat.csv │ ├── test_engineered_features.csv │ ├── train_SFS_top45_engfeat.csv │ ├── train_engineered_features.csv │ ├── training_data.csv │ └── validation_data_nofacies.csv ├── Mendacium/ │ ├── Ensemble_1.csv │ ├── Ensemble_2.csv │ ├── First file │ ├── GBM_predicted_facies_1.csv │ ├── GBM_predicted_facies_2.csv │ ├── GBM_sub_1.R │ ├── GBM_sub_2.R │ ├── NN_predicted_facies_1.csv │ ├── NN_predicted_facies_2.csv │ ├── NN_predicted_facies_3.csv │ ├── NN_predicted_facies_4.csv │ ├── NN_predicted_facies_5.csv │ ├── NN_sub_1.R │ ├── NN_sub_2.R │ ├── NN_sub_3.R │ ├── NN_sub_4.R │ ├── NN_sub_5.R │ ├── RF_notebook_1.Rmd │ ├── RF_notebook_1.ipynb │ ├── RF_predicted_facies_1.csv │ ├── RF_predicted_facies_10.csv │ ├── RF_predicted_facies_11.csv │ ├── RF_predicted_facies_12.csv │ ├── RF_predicted_facies_13.csv │ ├── RF_predicted_facies_14.csv │ ├── RF_predicted_facies_15.csv │ ├── RF_predicted_facies_16.csv │ ├── RF_predicted_facies_2.csv │ ├── RF_predicted_facies_3.csv │ ├── RF_predicted_facies_4.csv │ ├── RF_predicted_facies_5.csv │ ├── RF_predicted_facies_7.csv │ ├── RF_predicted_facies_8.csv │ ├── RF_predicted_facies_9.csv │ ├── RF_predicted_facies_ensemble1_6.csv │ ├── RF_sub_2.R │ ├── RF_sub_3.R │ ├── RF_sub_4.R │ ├── RF_sub_5.R │ ├── RF_sub_7.R │ ├── RF_sub_8.R │ ├── RF_sub_9.R │ ├── RF_sub_ensemble1_6.R │ ├── SVM_notebook.Rmd │ ├── SVM_notebook.ipynb │ ├── SVM_notebook_1.Rmd │ ├── SVM_predicted_facies_1.csv │ ├── XGB_predicted_facies_1.csv │ ├── XGB_predicted_facies_10.csv │ ├── XGB_predicted_facies_11.csv │ ├── XGB_predicted_facies_12.csv │ ├── XGB_predicted_facies_13.csv │ ├── XGB_predicted_facies_14.csv │ ├── XGB_predicted_facies_2.csv │ ├── XGB_predicted_facies_3.csv │ ├── XGB_predicted_facies_4.csv │ ├── XGB_predicted_facies_5.csv │ ├── XGB_predicted_facies_6.csv │ ├── XGB_predicted_facies_7.csv │ ├── XGB_predicted_facies_8.csv │ ├── XGB_predicted_facies_9.csv │ ├── XGB_sub_1.R │ ├── XGB_sub_10.R │ ├── XGB_sub_11.R │ ├── XGB_sub_12.R │ ├── XGB_sub_13.R │ ├── XGB_sub_14.R │ ├── XGB_sub_2.R │ ├── XGB_sub_3.R │ ├── XGB_sub_4.R │ ├── XGB_sub_5.R │ ├── XGB_sub_6.R │ ├── XGB_sub_7.R │ ├── XGB_sub_8.R │ ├── XGB_sub_9.R │ ├── ensemble_1.R │ ├── ensemble_2.R │ ├── rf_sub_10.R │ ├── rf_sub_11.R │ ├── rf_sub_12.R │ ├── rf_sub_13.R │ ├── rf_sub_14.R │ ├── rf_sub_15.R │ └── rf_sub_16.R ├── PA_Team/ │ ├── PA-Team_100_realizations.npy │ ├── PA_Team_Submission_0 │ ├── PA_Team_Submission_0.ipynb │ ├── PA_Team_Submission_1.csv │ ├── PA_Team_Submission_1.ipynb │ ├── PA_Team_Submission_2.csv │ ├── PA_Team_Submission_2.ipynb │ ├── PA_Team_Submission_3.ipynb │ ├── PA_Team_Submission_3_with_outlier_data.csv │ ├── PA_Team_Submission_3_without_outlier_data.csv │ ├── PA_Team_Submission_4-revised.csv │ ├── PA_Team_Submission_4-revised.ipynb │ ├── PA_Team_Submission_4.csv │ ├── PA_Team_Submission_4.ipynb │ ├── PA_Team_Submission_5.csv │ ├── PA_Team_Submission_5.ipynb │ ├── PA_Team_Submission_6_RF00.csv │ ├── PA_Team_Submission_6_RF00.ipynb │ ├── PA_Team_Submission_7_RF_01.csv │ ├── PA_Team_Submission_7_RF_01.ipynb │ ├── PA_Team_Submission_8_XGB.csv │ ├── PA_Team_Submission_8_XGB.ipynb │ └── PA_Team_Submission_8_XGB_VALIDATION.ipynb ├── PA_Team_Submission_7_RF_01.csv ├── PA_Team_Submission_7_RF_01.ipynb ├── Pet_Stromatolite/ │ ├── Facies_Classification_Draft1.ipynb │ ├── Facies_Classification_Draft2.ipynb │ ├── Facies_Classification_Draft3.ipynb │ ├── Facies_Classification_Draft4.ipynb │ ├── Facies_Classification_Draft5.ipynb │ ├── Facies_Classification_Draft7.ipynb │ ├── Prediction3a.csv │ ├── Prediction5_final.csv │ ├── Prediction5a.csv │ ├── Prediction6a.csv │ ├── Prediction7_final.csv │ ├── Prediction7a.csv │ ├── classification_utilities.py │ ├── facies_vectors.csv │ ├── readme.md │ ├── training_data.csv │ ├── validation_data_nofacies.csv │ └── well_data_with_facies.csv ├── README.md ├── SHandPR/ │ ├── Face_classification_SHPR_GradientBoost.ipynb │ ├── Face_classification_SHPR_GradientBoost_Updated.ipynb │ ├── Face_classification_SHPR_LogisticRegression.ipynb │ ├── Face_classification_SHPR_NearestNeighbour.ipynb │ ├── Face_classification_SHPR_RandomForest.ipynb │ ├── FaciesTrial.ipynb │ ├── GradientBoosting.ipynb │ ├── MajorityVoting.ipynb │ ├── RandomForest.ipynb │ ├── SH_predicted_facies_submission001.csv │ ├── SHandPR_100_realizations.npy │ ├── classification_utilities.py │ ├── faciestrial.py │ └── notes.txt ├── ShiangYong/ │ ├── facies_classification_cnn.ipynb │ ├── facies_vectors_imputedPE.csv │ ├── predicted_facies_ver02.csv │ ├── predicted_facies_ver03.csv │ └── predicted_facies_ver04.csv ├── StoDIG/ │ ├── Facies_classification_StoDIG.ipynb │ ├── Facies_classification_StoDIG_2.ipynb │ ├── Facies_classification_StoDIG_3.ipynb │ ├── Facies_classification_StoDIG_4.ipynb │ ├── Facies_classification_StoDIG_5_CLDNN.ipynb │ ├── Facies_classification_StoDIG_5_CNN.ipynb │ ├── Prediction_StoDIG.csv │ ├── Prediction_StoDIG_2.csv │ ├── Prediction_StoDIG_3.csv │ ├── Prediction_StoDIG_4.csv │ ├── Prediction_StoDIG_5_CLDNN.csv │ ├── Prediction_StoDIG_5_CNN.csv │ ├── classification_utilities.py │ └── train_test_data.csv ├── Stochastic_validations.ipynb ├── aaML/ │ ├── Data Analysis and edition.ipynb │ ├── Prediction.csv │ ├── Submission.ipynb │ ├── blind.csv │ ├── data-test.csv │ ├── facies_vectors.csv │ ├── libtools.py │ ├── training.csv │ └── validation_data_nofacies.csv ├── adatum/ │ ├── imputed/ │ │ ├── Facies_classification.Rmd │ │ ├── Facies_classification.nb.html │ │ ├── submission_layer.csv │ │ ├── submission_majority_vote.csv │ │ ├── submission_singlemodel.csv │ │ └── submission_stack.csv │ ├── unimputed/ │ │ ├── Facies_classification.Rmd │ │ ├── Facies_classification.nb.html │ │ ├── submission_layer.csv │ │ ├── submission_majority_vote.csv │ │ ├── submission_singlemodel.csv │ │ └── submission_stack.csv │ └── well_partitioned/ │ ├── Facies_classification.Rmd │ ├── Facies_classification.nb.html │ ├── submission_layer.csv │ ├── submission_majority_vote.csv │ ├── submission_singlemodel.csv │ └── submission_stack.csv ├── ar4/ │ ├── ar4_predicted_facies_submission001.csv │ ├── ar4_predicted_facies_submission002.csv │ ├── ar4_submission001.py │ ├── ar4_submission2.ipynb │ ├── ar4_submission2_VALIDATION.ipynb │ ├── ar4_submission3.csv │ ├── ar4_submission3.ipynb │ ├── ar4_submission3.py │ ├── classification_utilities.py │ ├── dtw_dist_fce.npy │ └── dtw_distformation_fce.npy ├── blind_stuart_crawford_core_facies.csv ├── boostedXmas/ │ ├── Facies Classification.ipynb │ └── prediction.csv ├── classification_utilities.py ├── dagrha/ │ ├── KNN_submission_1_dagrha.ipynb │ ├── KNN_submission_2_dagrha.ipynb │ ├── RFC_submission_3_dagrha.ipynb │ ├── RFC_submission_3_predictions.csv │ ├── RFC_submission_4_dagrha.ipynb │ ├── RFC_submission_4_predictions.csv │ ├── RFC_submission_5.ipynb │ ├── RFC_submission_5_predictions.csv │ └── inversion.py ├── environment.yml ├── esaTeam/ │ ├── classification_utilities.py │ ├── esaTeam_100_realizations.npy │ ├── esa_Submission01.ipynb │ ├── esa_Submission01a.ipynb │ ├── esa_Submission01b.ipynb │ ├── esa_Submission01c.ipynb │ ├── esa_Submission01c_VALIDATION.ipynb │ ├── esa_Submission02.ipynb │ ├── esa_predicted_facies_GB_1_sub01b.csv │ ├── esa_predicted_facies_GB_2_sub01c.csv │ ├── esa_predicted_facies_GB_CL_sub02.csv │ ├── esa_predicted_facies_GB_Post_sub01a.csv │ ├── esa_predicted_facies_GB_sub01.csv │ ├── esa_predicted_facies_RF_CL_sub02.csv │ ├── esa_predicted_facies_RF_Post_sub01a.csv │ ├── esa_predicted_facies_RF_sub01.csv │ ├── esa_predicted_facies_XBA_1_sub01b.csv │ ├── esa_predicted_facies_XBA_2_sub01c.csv │ ├── esa_predicted_facies_XBA_CL_sub02.csv │ ├── esa_predicted_facies_XBA_Post_sub01a.csv │ ├── esa_predicted_facies_XBA_sub01.csv │ ├── esa_predicted_facies_XB_CL_sub02.csv │ └── esa_predicted_facies_XB_sub01.csv ├── facies_vectors.csv ├── fvf/ │ ├── Predicted_Facies_3.csv │ ├── facies_classification.ipynb │ ├── predicted_facies.csv │ ├── readme.md │ ├── training_data.csv │ └── validation_data_nofacies.csv ├── geoLEARN/ │ ├── Feature_Engineering.py │ ├── Missing_value_filling.ipynb │ ├── Prediction_blind_wells.pkl │ ├── Prediction_blind_wells_RF_b.pkl │ ├── Prediction_blind_wells_RF_c.pkl │ ├── Prediction_submission4_TwoSteps.pkl │ ├── Prediction_submission4_XGBoost2.pkl │ ├── Prediction_submission4_XtraTrees.pkl │ ├── Prediction_submission_4_OVR_RF.pkl │ ├── Prediction_submission_4_XGBoost1.pkl │ ├── Submission.ipynb │ ├── Submission_3_RF_FE.ipynb │ ├── Submission_4_OVR_RF.ipynb │ ├── Submission_4_TwoFolds_Classification.ipynb │ ├── Submission_4_XGBoost1.ipynb │ ├── Submission_4_XGBoost2.ipynb │ ├── Submission_4_XtraTrees.ipynb │ ├── Submission_increased_variance.ipynb │ └── data/ │ └── training_data_final.pkl ├── gram/ │ ├── README.md │ ├── crossValidation_cpu.lua │ ├── csv2t7.sh │ ├── dat/ │ │ ├── facies_vectors.t7 │ │ ├── nofacies_data.t7 │ │ ├── training_data.t7 │ │ ├── validation_data_nofacies.t7 │ │ └── well_data_with_facies.t7 │ ├── data_loading.ipynb │ ├── faye.ipynb │ └── full_training.ipynb ├── index.ipynb ├── ispl/ │ ├── classification_utilities.py │ ├── facies_classification_try01.ipynb │ ├── facies_classification_try02.ipynb │ ├── facies_classification_try03.ipynb │ ├── facies_classification_try03_v2.ipynb │ ├── facies_classification_try03_v2_VALIDATION.ipynb │ ├── facies_classification_try04.ipynb │ ├── ispl_100_realizations.npy │ ├── well_data_with_facies_try01.csv │ ├── well_data_with_facies_try01_MATT.csv │ ├── well_data_with_facies_try02.csv │ ├── well_data_with_facies_try03.csv │ ├── well_data_with_facies_try03_v2.csv │ └── well_data_with_facies_try04.csv ├── itwm/ │ ├── ConvNet.py │ ├── Facies_classification_ITWM_01.ipynb │ ├── Facies_classification_ITWM_eval.ipynb │ ├── classification_utilities.py │ └── predicted_facies_itwm_01.csv ├── jpoirier/ │ ├── accuracyMetrics.R │ ├── archive/ │ │ ├── Looking into cross-correlation.ipynb │ │ ├── New approach to evaluating models.ipynb │ │ ├── Nonmarine vs Marine Analysis.ipynb │ │ ├── Untitled.ipynb │ │ ├── Untitled1.ipynb │ │ ├── Well log plots.ipynb │ │ ├── evaluationFunctions.R │ │ ├── jpoirier001.ipynb │ │ ├── jpoirier003.ipynb │ │ ├── jpoirier004.ipynb │ │ ├── jpoirier005.ipynb │ │ ├── jpoirier006.ipynb │ │ ├── jpoirier007.ipynb │ │ ├── mirrorData.R │ │ ├── play.R │ │ ├── preProcData.R │ │ └── trainingFunctions.R │ ├── classification_utilities.py │ ├── jpoirier008.ipynb │ ├── jpoirier008_submission001.csv │ ├── jpoirier009_submission001.csv │ ├── jpoirier009_submission001.ipynb │ ├── jpoirier010.ipynb │ ├── jpoirier011.ipynb │ ├── jpoirier011_submission001.csv │ ├── loadData.R │ ├── preProcData.R │ ├── sequencing.R │ └── voting.R ├── nofacies_data.csv ├── prediction_depths.csv ├── rkappius/ │ ├── DataSet.py │ ├── PredictedResults.csv │ └── facies_w_tf_submit.py ├── training_data.csv ├── utils.py └── validation_data_nofacies.csv
SYMBOL INDEX (56 symbols across 17 files)
FILE: ARANZGeo/classification_utilities.py
function accuracy_adjacent (line 5) | def accuracy_adjacent(conf, adjacent_facies):
function display_cm (line 15) | def display_cm(cm, labels, hide_zeros=False, display_metrics=False):
function display_adj_cm (line 71) | def display_adj_cm(
FILE: ARANZGeo/hypter.py
function train_iteration (line 16) | def train_iteration(base_data, rand_index, sess, seed=1, print_epoch=Fal...
FILE: ARANZGeo/networks_setups.py
function add_input_noise_from_facies (line 23) | def add_input_noise_from_facies(data, adjacent_facies, train_indices, no...
function cleanup_csv (line 41) | def cleanup_csv(data, standardize=True):
function two_layer_network (line 59) | def two_layer_network(train_data, test_data, seed=None, dropout=False):
function three_layer_network (line 92) | def three_layer_network(train_data, test_data, seed=None, dropout=False):
function convolutional_network (line 131) | def convolutional_network(all_data, sample_index):
FILE: Anjum48/classification_utilities.py
function display_cm (line 5) | def display_cm(cm, labels, hide_zeros=False,
function display_adj_cm (line 63) | def display_adj_cm(
FILE: BGC_Team/classification_utilities.py
function display_cm (line 5) | def display_cm(cm, labels, hide_zeros=False,
function display_adj_cm (line 63) | def display_adj_cm(
FILE: Bird_Team/stacking_classifiers.py
function save (line 23) | def save(model, name, base_path):
function load (line 28) | def load(name, base_path):
class StackedClassifier (line 35) | class StackedClassifier(BaseEstimator,ClassifierMixin):
method __init__ (line 36) | def __init__(self, clfs, skf = "KFold", oob_metrics = metrics.accuracy...
method fit_base_learners (line 43) | def fit_base_learners(self, X_dev, Y_dev):
method predict_base_learners (line 92) | def predict_base_learners(self,X_test):
method fit_level2 (line 117) | def fit_level2(self,Y_dev):
method predict_level2 (line 127) | def predict_level2(self, X_test):
method fit (line 136) | def fit(self, X_dev,Y_dev):
method predict_proba (line 141) | def predict_proba(self, X_test):
FILE: CC_ml/classification_utilities.py
function display_cm (line 8) | def display_cm(cm, labels, hide_zeros=False,
function display_adj_cm (line 66) | def display_adj_cm(
function make_facies_log_plot (line 83) | def make_facies_log_plot(logs, facies_colors):
function compare_facies_plot (line 134) | def compare_facies_plot(logs, compadre, facies_colors):
FILE: CannedGeo_/classification_utilities.py
function display_cm (line 5) | def display_cm(cm, labels, hide_zeros=False,
function display_adj_cm (line 63) | def display_adj_cm(
FILE: CarlosFuerte/ML_Submission.py
function label_facies (line 48) | def label_facies(row, labels):
function accuracy (line 123) | def accuracy(conf):
function accuracy_adjacent (line 134) | def accuracy_adjacent(conf, adjacent_facies):
function make_facies_log_plot (line 171) | def make_facies_log_plot(logs, facies_colors):
FILE: CarlosFuerte/classification_utilities.py
function display_cm (line 5) | def display_cm(cm, labels, hide_zeros=False,
function display_adj_cm (line 63) | def display_adj_cm(
FILE: CarlosFuerte/grads_and_means_KD.py
function label_facies (line 63) | def label_facies(row, labels):
function train_and_test (line 165) | def train_and_test(X_tr, y_tr, X_v, well_v, param):
function make_facies_log_plot (line 286) | def make_facies_log_plot(logs, facies_colors):
FILE: DiscerningHaggis/Discerning_Haggis_Facies_Classification.py
function make_facies_log_plot (line 17) | def make_facies_log_plot(logs, facies_colors):
function accuracy (line 67) | def accuracy(conf):
function accuracy_adjacent (line 78) | def accuracy_adjacent(conf, adjacent_facies):
function label_facies (line 114) | def label_facies(row, labels):
FILE: HouMath/classification_utilities.py
function display_cm (line 3) | def display_cm(cm, labels, hide_zeros=False,
function display_adj_cm (line 61) | def display_adj_cm(
FILE: JesperDramsch/classification_utilities.py
function display_cm (line 5) | def display_cm(cm, labels, hide_zeros=False,
function display_adj_cm (line 63) | def display_adj_cm(
FILE: LA_TEAM_FRESH/classification_utilities.py
function display_cm (line 3) | def display_cm(cm, labels, hide_zeros=False,
function display_adj_cm (line 61) | def display_adj_cm(
FILE: LA_TEAM_FRESH/variational_classifier.py
function make_facies_log_plot (line 25) | def make_facies_log_plot(logs, facies_colors):
function occurrence (line 76) | def occurrence(seq):
function get_prediction_from_latent_space (line 82) | def get_prediction_from_latent_space(x_train_encoded, x_test_encoded, y_...
function sampling (line 104) | def sampling(args):
function vae_loss (line 110) | def vae_loss(x, x_decoded_mean):
function label_facies (line 209) | def label_facies(row, labels):
FILE: LA_Team/classification_utilities.py
function display_cm (line 5) | def display_cm(cm, labels, hide_zeros=False,
function display_adj_cm (line 63) | def display_adj_cm(
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Download .json
Condensed preview — 582 files, each showing path, character count, and a content snippet. Download the .json file for the full structured content (107,147K chars).
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"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# Facies classification using Machi"
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"path": "CannedGeo_/classification_utilities.py",
"chars": 2882,
"preview": "from __future__ import print_function\nimport numpy as np\n\n\ndef display_cm(cm, labels, hide_zeros=False,\n "
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{
"path": "CannedGeo_/well_data_with_facies.csv",
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"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Facies\n0,A1 SH,STUART,2808.0,66.27600000000001,0.6"
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{
"path": "CarlosFuerte/ML_Submission.ipynb",
"chars": 431579,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# Machine Learning Contest\\n\",\n "
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{
"path": "CarlosFuerte/ML_Submission.py",
"chars": 7840,
"preview": "# coding: utf-8\n\n# # Machine Learning Contest\n# By: Kris Darnell & David Tang\n# \n# Test run with a larger sized neural n"
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{
"path": "CarlosFuerte/ML_Submission_v7.ipynb",
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"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# Machine Learning Contest\\n\",\n "
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"path": "CarlosFuerte/TangDarnell_sub5.csv",
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"path": "CarlosFuerte/TangDarnell_sub6.csv",
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"path": "CarlosFuerte/TangDarnell_sub7.csv",
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{
"path": "CarlosFuerte/classification_utilities.py",
"chars": 2882,
"preview": "from __future__ import print_function\nimport numpy as np\n\n\ndef display_cm(cm, labels, hide_zeros=False,\n "
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"path": "CarlosFuerte/facies_vectors.csv",
"chars": 245903,
"preview": "Facies,Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS\n3,A1 SH,SHRIMPLIN,2793,77.45,0.664,9.9,11.91"
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{
"path": "CarlosFuerte/grads_and_means_KD.py",
"chars": 11072,
"preview": "#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\"\"\"\nCreated on Tue Jan 31 11:49:29 2017\n\n@author: kdarnell\n\"\"\"\n\n\n# coding"
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{
"path": "CarlosFuerte/readme.md",
"chars": 12,
"preview": "First try.\r\n"
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{
"path": "CarlosFuerte/tpot_mnist_pipeline.py",
"chars": 928,
"preview": "import numpy as np\n\nfrom sklearn.ensemble import ExtraTreesClassifier, VotingClassifier\nfrom sklearn.model_selection imp"
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{
"path": "CarlosFuerte/validation_data_nofacies.csv",
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"path": "DiscerningHaggis/DHparams.csv",
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"path": "DiscerningHaggis/DHparams0.csv",
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"path": "DiscerningHaggis/DHparams_2.csv",
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"path": "DiscerningHaggis/DHparams_sub1.csv",
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"path": "DiscerningHaggis/Discerning_Haggis_Facies_Classification.ipynb",
"chars": 286722,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# *Discerning Haggis* 2016-ml-conte"
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"path": "DiscerningHaggis/Discerning_Haggis_Facies_Classification.py",
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"preview": "#!/usr/bin/env python3\n\nimport pandas as pd\nimport numpy as np\nimport matplotlib as mpl\nimport matplotlib.pyplot as plt\n"
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{
"path": "DiscerningHaggis/Discerning_Haggis_Facies_Classification_sub1.ipynb",
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"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# *Discerning Haggis* 2016-ml-conte"
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"path": "DiscerningHaggis/Discerning_Haggis_Facies_Classification_sub2.ipynb",
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{
"path": "DiscerningHaggis/Discerning_Haggis_Facies_Classification_sub3-Copy1.ipynb",
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"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# *Discerning Haggis* 2016-ml-conte"
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{
"path": "DiscerningHaggis/Discerning_Haggis_Facies_Classification_sub3.ipynb",
"chars": 9594,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# *Discerning Haggis* 2016-ml-conte"
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"path": "DiscerningHaggis/well_data_with_facies_DH.csv",
"chars": 62971,
"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Facies\n0,A1 SH,STUART,2808.0,66.27600000000001,0.6"
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{
"path": "DiscerningHaggis/well_data_with_facies_DH0.csv",
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{
"path": "DiscerningHaggis/well_data_with_facies_DH_2.csv",
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{
"path": "DiscerningHaggis/well_data_with_facies_DH_sub1.csv",
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"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Facies\n0,A1 SH,STUART,2808.0,66.27600000000001,0.6"
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{
"path": "DiscerningHaggis/well_data_with_facies_DH_sub2.csv",
"chars": 62971,
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{
"path": "DiscerningHaggis/well_data_with_facies_DH_sub2b.csv",
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{
"path": "DiscerningHaggis/well_data_with_facies_DH_sub3.csv",
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"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Facies\n0,A1 SH,STUART,2808.0,66.27600000000001,0.6"
},
{
"path": "Dockerfile",
"chars": 873,
"preview": "# For use in mybinder.org\nFROM andrewosh/binder-base\n\nMAINTAINER Agile Scientific <hello@agilescientific.com>\n\nUSER root"
},
{
"path": "EvgenyS/Facies_classification_ES.ipynb",
"chars": 430668,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"## Facies classification using ense"
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{
"path": "EvgenyS/well_data_with_facies.csv",
"chars": 241785,
"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,del_GR,del_ILD_log10,del_DeltaPHI,del_PHIND,del_PE"
},
{
"path": "Facies_classification.ipynb",
"chars": 986627,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# Facies classification using Machi"
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{
"path": "GCC_FaciesClassification/01 - Facies Classification - GCC-VALIDATION.ipynb",
"chars": 23967,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# Facies Classification using TPOT\\"
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{
"path": "GCC_FaciesClassification/01 - Facies Classification - GCC.ipynb",
"chars": 1169379,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# Facies Classification using TPOT\\"
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{
"path": "GCC_FaciesClassification/02 - Facies Classification - GCC.ipynb",
"chars": 80621,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# 02 - Facies Classification using "
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{
"path": "GCC_FaciesClassification/02 - Well Facies Prediction - Test Data Set.csv",
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"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,A1,SH,LM,B1,B2,B3,B4,B5,C,above_delta_Formation,ab"
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{
"path": "GCC_FaciesClassification/03 - Facies Determination - Regression.ipynb",
"chars": 27806,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# 03 - Facies Determination with Re"
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{
"path": "GCC_FaciesClassification/05 - Facies Determination.ipynb",
"chars": 257737,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# 05 - Facies Classifier\\n\",\n \"\\"
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"path": "GCC_FaciesClassification/05 - Well Facies Prediction - Test Data Set.csv",
"chars": 5868842,
"preview": "orig_index,Formation,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Mean_2_Depth,Mean_2_GR,Mean_2_ILD_log10,Mean_2_Del"
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{
"path": "GCC_FaciesClassification/06 - Combined Models.csv",
"chars": 5868842,
"preview": "orig_index,Facies,RELPOS_NM_M,RELPOS_PE,RELPOS_PHIND,RELPOS_DeltaPHI,RELPOS_ILD_log10,RELPOS_GR,RELPOS_Depth,NM_M_RELPOS"
},
{
"path": "GCC_FaciesClassification/06 - Facies Determination.ipynb",
"chars": 43306,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# 06 - Facies Classifier\\n\",\n \"\\"
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{
"path": "GCC_FaciesClassification/Well Facies Prediction - Test Data Set.csv",
"chars": 63802,
"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Facies\r\n0,A1 SH,STUART,2808.0,66.27600000000001,0."
},
{
"path": "GCC_FaciesClassification/contest_export.py",
"chars": 1032,
"preview": "import numpy as np\r\n\r\nfrom sklearn.ensemble import ExtraTreesClassifier, VotingClassifier\r\nfrom sklearn.feature_selectio"
},
{
"path": "GCC_FaciesClassification/regressor_results.csv",
"chars": 4111111,
"preview": ",Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Mean_2_Depth,Mean_2_GR,Mean_2_ILD_log10,Mean_2_DeltaPHI,Mean_2_PHIND,M"
},
{
"path": "HouMath/Face_classification_HouMath_XGB_01.ipynb",
"chars": 299024,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"In this notebook, we mainly utilize"
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{
"path": "HouMath/Face_classification_HouMath_XGB_02.ipynb",
"chars": 304371,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"In this notebook, we mainly utilize"
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{
"path": "HouMath/Face_classification_HouMath_XGB_03.ipynb",
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"path": "HouMath/Face_classification_HouMath_XGB_04.ipynb",
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"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"In this notebook, we mainly utilize"
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{
"path": "HouMath/Face_classification_HouMath_XGB_06.ipynb",
"chars": 1709599,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"code\",\n \"execution_count\": 1,\n \"metadata\": {\n \"collapsed\": true\n },\n \"outp"
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"path": "HouMath/Prediction2.csv",
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{
"path": "HouMath/Prediction3.csv",
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},
{
"path": "HouMath/Prediction4.csv",
"chars": 62971,
"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Facies\n0,A1 SH,STUART,2808.0,66.27600000000001,0.6"
},
{
"path": "HouMath/Prediction6.csv",
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"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Facies\n0,A1 SH,STUART,2808.0,66.27600000000001,0.6"
},
{
"path": "HouMath/classification_utilities.py",
"chars": 2843,
"preview": "import numpy as np\n\ndef display_cm(cm, labels, hide_zeros=False,\n display_metrics=False):\n "
},
{
"path": "HouMath/facies_vectors.csv",
"chars": 245903,
"preview": "Facies,Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS\n3,A1 SH,SHRIMPLIN,2793,77.45,0.664,9.9,11.91"
},
{
"path": "Houston_J/HoustonJ_sub2.csv",
"chars": 109673,
"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Formation_A1 LM,Formation_A1 SH,Formation_B1 LM,Fo"
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{
"path": "Houston_J/Houston_J-sub1.ipynb",
"chars": 222586,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"code\",\n \"execution_count\": 20,\n \"metadata\": {\n \"collapsed\": true\n },\n \"out"
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{
"path": "Houston_J/Houston_J-sub2.ipynb",
"chars": 471120,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"The Facies classification project f"
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{
"path": "Houston_J/Houston_J_sub_1.csv",
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{
"path": "JLOWE/JLowe_NN.ipynb",
"chars": 12612,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# Facies classification using Machi"
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{
"path": "JLOWE/nofacies_data.csv",
"chars": 47563,
"preview": "Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS\r\nA1 SH,STUART,2808,66.276,0.63,3.3,10.65,3.591,1,1\r"
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{
"path": "JLOWE/training_data.csv",
"chars": 200648,
"preview": "Facies,Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS\r\n3,A1 SH,SHRIMPLIN,2793.0,77.45,0.664,9.9,11"
},
{
"path": "JesperDramsch/Facies_classification_NMM_Split-Jesper.ipynb",
"chars": 449005,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# Facies classification using Machi"
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{
"path": "JesperDramsch/Facies_classification_Xmas_Trees-Copy1.ipynb",
"chars": 1327310,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# Facies classification using Machi"
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"path": "JesperDramsch/Facies_classification_Xmas_Trees.ipynb",
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"path": "JesperDramsch/classification_utilities.py",
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"preview": "from __future__ import print_function\nimport numpy as np\n\n\ndef display_cm(cm, labels, hide_zeros=False,\n "
},
{
"path": "JesperDramsch/well_data_with_facies.csv",
"chars": 64631,
"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Facies\n0,A1 SH,STUART,2808.0,66.27600000000001,0.6"
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{
"path": "Kr1m/Kr1m_SEG_ML_Attempt1.csv",
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},
{
"path": "Kr1m/Kr1m_SEG_ML_Attempt1.ipynb",
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"chars": 193013,
"preview": "DeltaPHI,Depth,Facies,Formation,GR,ILD_log10,NM_M,PE,PHIND,RELPOS,Well Name,train,PE2,smooth_PE,smooth_GR,enc_formation,"
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{
"path": "Kr1m/Kr1m_SEG_ML_Attempt2.ipynb",
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"chars": 109810,
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{
"path": "Kr1m/Kr1m_SEG_ML_Attempt3.ipynb",
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"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# Facies classification utilizing a"
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{
"path": "Kr1m/Kr1m_SEG_ML_Attempt4.csv",
"chars": 194767,
"preview": "DeltaPHI,GR,ILD_log10,NM_M,PE,PHIND,RELPOS,smooth_PE,train,Facies,Well Name,Depth,f0,f1,f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,"
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{
"path": "Kr1m/Kr1m_SEG_ML_Attempt4.ipynb",
"chars": 203882,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# Facies classification utilizing a"
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"path": "LA_TEAM_FRESH/Face_classification_LA_Team_HouMath_Edit.ipynb",
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"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"## Houmath's excellent notebook + m"
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"path": "LA_TEAM_FRESH/Prediction_houmath_edit.csv",
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"preview": ",Formation,Well Name,Depth,GR,ILD_log10,DeltaPHI,PHIND,PE,NM_M,RELPOS,Facies\n0,A1 SH,STUART,2808.0,66.27600000000001,0.6"
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{
"path": "LA_TEAM_FRESH/So Meta.ipynb",
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{
"path": "LA_TEAM_FRESH/classification_utilities.py",
"chars": 2843,
"preview": "import numpy as np\n\ndef display_cm(cm, labels, hide_zeros=False,\n display_metrics=False):\n "
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{
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{
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{
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]
// ... and 382 more files (download for full content)
About this extraction
This page contains the full source code of the seg/2016-ml-contest GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 582 files (206.9 MB), approximately 26.4M tokens, and a symbol index with 56 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.