Repository: amygdala/code-snippets
Branch: master
Commit: 9fa00e5a4ec4
Files: 232
Total size: 5.6 MB
Directory structure:
gitextract_gz1rnp0c/
├── LICENSE
├── README.md
├── cloud_run/
│ └── twilio_vision/
│ ├── Dockerfile
│ ├── README.md
│ └── src/
│ ├── requirements.txt
│ └── whats_that.py
├── datalab/
│ └── facets/
│ ├── README.md
│ └── facets_snippets.ipynb
└── ml/
├── README.md
├── automl/
│ └── tables/
│ ├── kfp_e2e/
│ │ ├── README.md
│ │ ├── create_dataset_for_tables/
│ │ │ ├── tables_component.py
│ │ │ └── tables_component.yaml
│ │ ├── create_model_for_tables/
│ │ │ ├── tables_component.py
│ │ │ ├── tables_component.yaml
│ │ │ ├── tables_eval_component.py
│ │ │ ├── tables_eval_component.yaml
│ │ │ ├── tables_eval_metrics_component.py
│ │ │ └── tables_eval_metrics_component.yaml
│ │ ├── deploy_model_for_tables/
│ │ │ ├── convert_oss.py
│ │ │ ├── exported_model_deploy.py
│ │ │ ├── instances.json
│ │ │ ├── model_serve_template.yaml
│ │ │ ├── tables_deploy_component.py
│ │ │ └── tables_deploy_component.yaml
│ │ ├── import_data_from_bigquery/
│ │ │ ├── tables_component.py
│ │ │ ├── tables_component.yaml
│ │ │ ├── tables_schema_component.py
│ │ │ └── tables_schema_component.yaml
│ │ ├── tables_containers/
│ │ │ └── model-service-launcher/
│ │ │ ├── Dockerfile
│ │ │ └── build.sh
│ │ ├── tables_pipeline_caip.py
│ │ └── tables_pipeline_kf.py
│ ├── model_export/
│ │ ├── Dockerfile.template
│ │ ├── automl_tables_model_export_cloud_run.md
│ │ ├── convert_oss.py
│ │ └── instances.json
│ └── xai/
│ ├── README.md
│ ├── automl_tables_xai.ipynb
│ └── bigquery_examples.md
├── census_train_and_eval/
│ ├── README.md
│ ├── config_custom_gpus.yaml
│ ├── hptuning_config.yaml
│ ├── test.json
│ ├── trainer/
│ │ ├── __init__.py
│ │ ├── model.py
│ │ └── task.py
│ └── using_tf.estimator.train_and_evaluate.ipynb
├── kubeflow-pipelines/
│ ├── README.md
│ ├── README_github_summ.md
│ ├── README_taxidata_examples.md
│ ├── components/
│ │ ├── README.md
│ │ ├── automl/
│ │ │ ├── container/
│ │ │ │ ├── Dockerfile
│ │ │ │ └── build.sh
│ │ │ └── dataset_train/
│ │ │ └── dataset_model.py
│ │ ├── cmle/
│ │ │ ├── containers/
│ │ │ │ ├── base/
│ │ │ │ │ ├── Dockerfile
│ │ │ │ │ └── build.sh
│ │ │ │ └── cmle_deploy/
│ │ │ │ ├── Dockerfile
│ │ │ │ └── build.sh
│ │ │ └── deploy/
│ │ │ └── deploy_model.py
│ │ └── older/
│ │ ├── dataflow/
│ │ │ ├── containers/
│ │ │ │ ├── base/
│ │ │ │ │ ├── Dockerfile
│ │ │ │ │ └── build.sh
│ │ │ │ ├── tfma/
│ │ │ │ │ ├── Dockerfile
│ │ │ │ │ └── build.sh
│ │ │ │ └── tft/
│ │ │ │ ├── Dockerfile
│ │ │ │ └── build.sh
│ │ │ ├── taxi_schema/
│ │ │ │ └── taxi_schema/
│ │ │ │ ├── __init__.py
│ │ │ │ └── taxi_schema.py
│ │ │ ├── tfma/
│ │ │ │ ├── analysis/
│ │ │ │ │ └── setup.py
│ │ │ │ ├── model_analysis-taxi.py
│ │ │ │ └── tfma_expers.ipynb
│ │ │ └── tft/
│ │ │ ├── mcsv_coder.py
│ │ │ ├── preprocessing.py
│ │ │ ├── preprocessing2.py
│ │ │ ├── schema.pbtxt
│ │ │ ├── taxi_preprocess_bq.py
│ │ │ └── transform/
│ │ │ └── setup.py
│ │ ├── kubeflow/
│ │ │ ├── containers/
│ │ │ │ ├── launcher/
│ │ │ │ │ ├── Dockerfile
│ │ │ │ │ └── build.sh
│ │ │ │ ├── tf-serving/
│ │ │ │ │ ├── Dockerfile
│ │ │ │ │ └── build.sh
│ │ │ │ ├── tf-serving-gh/
│ │ │ │ │ ├── Dockerfile
│ │ │ │ │ └── build.sh
│ │ │ │ └── trainer/
│ │ │ │ ├── Dockerfile
│ │ │ │ └── build.sh
│ │ │ ├── launcher/
│ │ │ │ ├── train.py
│ │ │ │ └── train.template.yaml
│ │ │ ├── taxi_model/
│ │ │ │ ├── __init__.py
│ │ │ │ ├── data/
│ │ │ │ │ ├── eval/
│ │ │ │ │ │ └── data.csv
│ │ │ │ │ └── train/
│ │ │ │ │ └── data.csv
│ │ │ │ ├── schema.pbtxt
│ │ │ │ ├── setup.py
│ │ │ │ └── trainer/
│ │ │ │ ├── __init__.py
│ │ │ │ ├── model.py
│ │ │ │ ├── task.py
│ │ │ │ └── taxi.py
│ │ │ ├── tf-serving/
│ │ │ │ ├── chicago_taxi_client.py
│ │ │ │ ├── deploy-tf-serve.py
│ │ │ │ ├── schema.pbtxt
│ │ │ │ └── tf-serve-template.yaml
│ │ │ └── tf-serving-gh/
│ │ │ ├── deploy-tf-serve.py
│ │ │ └── tf-serve-template.yaml
│ │ └── t2t/
│ │ ├── containers/
│ │ │ ├── base/
│ │ │ │ ├── Dockerfile
│ │ │ │ └── build.sh
│ │ │ ├── t2t_app/
│ │ │ │ ├── Dockerfile
│ │ │ │ └── build.sh
│ │ │ ├── t2t_proc/
│ │ │ │ ├── Dockerfile
│ │ │ │ └── build.sh
│ │ │ ├── t2t_train/
│ │ │ │ ├── Dockerfile
│ │ │ │ └── build.sh
│ │ │ └── webapp-launcher/
│ │ │ ├── Dockerfile
│ │ │ └── build.sh
│ │ ├── t2t-app/
│ │ │ └── app/
│ │ │ ├── ghsumm/
│ │ │ │ ├── __init__.py
│ │ │ │ ├── setup.py
│ │ │ │ └── trainer/
│ │ │ │ ├── __init__.py
│ │ │ │ └── problem.py
│ │ │ ├── github_issues_sample.csv
│ │ │ ├── main.py
│ │ │ └── templates/
│ │ │ └── index.html
│ │ ├── t2t-proc/
│ │ │ └── ghsumm/
│ │ │ ├── __init__.py
│ │ │ ├── setup.py
│ │ │ └── trainer/
│ │ │ ├── __init__.py
│ │ │ └── problem.py
│ │ ├── t2t-train/
│ │ │ ├── ghsumm/
│ │ │ │ ├── __init__.py
│ │ │ │ ├── setup.py
│ │ │ │ └── trainer/
│ │ │ │ ├── __init__.py
│ │ │ │ └── problem.py
│ │ │ └── train_model.py
│ │ └── webapp-launcher/
│ │ ├── deploy-webapp.py
│ │ └── t2tapp-template.yaml
│ ├── keras_tuner/
│ │ ├── README.md
│ │ ├── components/
│ │ │ ├── eval_metrics_component.yaml
│ │ │ ├── kubeflow-resources/
│ │ │ │ ├── bikesw_training/
│ │ │ │ │ ├── bikes_weather_limited.py
│ │ │ │ │ ├── bw_hptune_standalone.py
│ │ │ │ │ ├── bwmodel/
│ │ │ │ │ │ ├── __init__.py
│ │ │ │ │ │ └── model.py
│ │ │ │ │ ├── deploy_tuner.py
│ │ │ │ │ ├── eval_metrics.py
│ │ │ │ │ ├── kchief_deployment_templ.yaml
│ │ │ │ │ └── ktuners_deployment_templ.yaml
│ │ │ │ ├── cloudbuild.yaml
│ │ │ │ ├── containers/
│ │ │ │ │ ├── bikesw_training/
│ │ │ │ │ │ ├── Dockerfile
│ │ │ │ │ │ ├── build.sh
│ │ │ │ │ │ ├── cloudbuild.yaml
│ │ │ │ │ │ └── copydir.sh
│ │ │ │ │ ├── bikesw_training_hptune/
│ │ │ │ │ │ ├── Dockerfile
│ │ │ │ │ │ ├── build.sh
│ │ │ │ │ │ ├── cloudbuild.yaml
│ │ │ │ │ │ └── copydir.sh
│ │ │ │ │ ├── deploy_jobs/
│ │ │ │ │ │ ├── Dockerfile
│ │ │ │ │ │ ├── build.sh
│ │ │ │ │ │ ├── cloudbuild.yaml
│ │ │ │ │ │ └── copydir.sh
│ │ │ │ │ └── tf-serving/
│ │ │ │ │ ├── Dockerfile
│ │ │ │ │ ├── build.sh
│ │ │ │ │ ├── cloudbuild.yaml
│ │ │ │ │ └── copydir.sh
│ │ │ │ └── tf-serving/
│ │ │ │ ├── deploy-tfserve.py
│ │ │ │ └── tf-serve-template.yaml
│ │ │ ├── serve_component.yaml
│ │ │ ├── tfdv/
│ │ │ │ ├── Dockerfile
│ │ │ │ ├── requirements.txt
│ │ │ │ ├── tfdv.py
│ │ │ │ └── tfdv_compare.py
│ │ │ ├── tfdv_component.yaml
│ │ │ ├── tfdv_drift_component.yaml
│ │ │ └── train_component.yaml
│ │ ├── example_pipelines/
│ │ │ ├── bw_ktune.py
│ │ │ ├── bw_ktune_metrics.py
│ │ │ ├── bw_tfdv.py
│ │ │ ├── bw_train.py
│ │ │ └── bw_train_metrics.py
│ │ └── notebooks/
│ │ └── metrics_eval_component.ipynb
│ ├── samples/
│ │ ├── automl/
│ │ │ ├── README.md
│ │ │ └── dataset_and_train.py
│ │ └── kubeflow-tf/
│ │ ├── README.md
│ │ └── older/
│ │ ├── README.md
│ │ ├── gh_summ.py
│ │ ├── gh_summ_serve.py
│ │ ├── pipelines-kubecon.ipynb
│ │ ├── workflow1.py
│ │ └── workflow2.py
│ └── sbtb/
│ ├── README.md
│ ├── components/
│ │ ├── kubeflow-resources/
│ │ │ ├── bikesw_training/
│ │ │ │ └── bikes_weather.py
│ │ │ ├── containers/
│ │ │ │ ├── bikesw_training/
│ │ │ │ │ ├── Dockerfile
│ │ │ │ │ └── build.sh
│ │ │ │ └── tf-serving/
│ │ │ │ ├── Dockerfile
│ │ │ │ └── build.sh
│ │ │ └── tf-serving/
│ │ │ ├── deploy-tfserve.py
│ │ │ └── tf-serve-template.yaml
│ │ ├── serve_component.yaml
│ │ └── train_component.yaml
│ └── example_pipelines/
│ └── bw.py
├── notebook_examples/
│ ├── TF_linear_regressor.ipynb
│ ├── caipp/
│ │ ├── caipp_connect.ipynb
│ │ └── kfp_in_a_notebook.ipynb
│ ├── functions/
│ │ ├── hosted_kfp_gcf.ipynb
│ │ ├── main.py
│ │ └── requirements.txt
│ ├── hosted_kfp/
│ │ └── event_triggered_kfp_pipeline_bw.ipynb
│ ├── keras_linear_regressor.ipynb
│ └── mnist_estimator.ipynb
└── vertex_pipelines/
└── pytorch/
└── cifar/
├── Dockerfile
├── Dockerfile-gpu
├── Dockerfile-gpu-ct
├── LICENSE
├── README.md
├── input.json
├── pytorch-pipeline/
│ ├── .gitignore
│ ├── README.md
│ ├── cifar10_datamodule.py
│ ├── cifar10_pytorch.py
│ ├── cifar10_train.py
│ ├── process_test.py
│ ├── pytorch_pipeline/
│ │ ├── Dockerfile
│ │ ├── __init__.py
│ │ ├── components/
│ │ │ ├── base/
│ │ │ │ ├── __init__.py
│ │ │ │ ├── base_component.py
│ │ │ │ └── base_executor.py
│ │ │ └── trainer/
│ │ │ ├── __init__.py
│ │ │ ├── component.py
│ │ │ ├── executor.py
│ │ │ └── generic_executor.py
│ │ └── examples/
│ │ ├── __init__.py
│ │ └── cifar10/
│ │ ├── cifar10_datamodule.py
│ │ ├── cifar10_pre_process.py
│ │ ├── cifar10_pytorch.py
│ │ ├── cifar10_train.py
│ │ ├── input.json
│ │ └── utils.py
│ └── training_task.py
├── pytorch_cifar10_vertex_pipelines.ipynb
└── requirements.txt
================================================
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================================================
FILE: README.md
================================================
This is a repo for small Google Cloud Platform (GCP) snippets and examples used in blog posts etc.
Contributions are not currently accepted. This is not an official Google product.
================================================
FILE: cloud_run/twilio_vision/Dockerfile
================================================
# Copyright 2019 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# For more information about this base image and dockerfile, see
# https://github.com/GoogleCloudPlatform/python-docker
FROM python:3.7
ENV APP_HOME /app
WORKDIR $APP_HOME
# COPY .
ADD src /app
RUN pip install -r /app/requirements.txt
CMD gunicorn -w 4 -b :$PORT whats_that:app
================================================
FILE: cloud_run/twilio_vision/README.md
================================================
# Cloud Run example: 'Twilio-vision'
This directory contains a simple [Cloud Run](https://cloud.google.com/run/docs/) example that lets you text images to a [Twilio](https://www.twilio.com) phone number (once set up), and get back information about how the
[Cloud Vision API](https://cloud.google.com/vision/docs/) labeled the image.
## Prerequisites
1. Create a project in the [Google Cloud Platform Console](https://console.cloud.google.com).
2. Enable the Cloud Vision API. See the
["Getting Started"](https://cloud.google.com/vision/docs/quickstart) page
for more information.
3. Install the [Google Cloud SDK](https://cloud.google.com/sdk):
$ curl https://sdk.cloud.google.com | bash
$ gcloud init
Alternately, you can use the [Cloud Shell](https://cloud.google.com/shell/docs/), where `gcloud` is already installed.
4. Optional: Install and start up [Docker](https://www.docker.com/).
This is only necessary if you want to build your container image locally.
You can run the example without doing this.
## Build and push the Docker image for your Cloud Run app
You can do this via either a local Docker installation, or via [Cloud Build](https://cloud.google.com/cloud-build/).
### Using a local Docker install
(If you're using the Cloud Shell, no installation or config should be necessary).
Install docker, then run the following `gcloud` commands to add the gcloud Docker credential helper:
```sh
gcloud auth configure-docker
```
Then, run the following from this directory (the one that contains the `Dockerfile`) to build and push your container. Replace the following with your GCP project ID.
```sh
docker build -t gcr.io//twilio-vision:v1 .
docker push gcr.io//twilio-vision:v1
```
### Using Cloud Build
Alternately, build your container image using Cloud Build. Run the following from this directory, again editing to use your project ID:
```sh
gcloud builds submit --tag gcr.io//twilio-vision:v1
```
## Deploy the Cloud Run app
Once you've built the container image, deploy the app as follows (edit to use your project id). Replace the
`MESSAGE_BLURB` string with whatever you prefer — this string will be returned as part of the app response, along with information from the Cloud Vision API.
```sh
gcloud beta run deploy \
--image gcr.io//twilio-vision:v1 \
--region us-central1 \
--allow-unauthenticated \
--set-env-vars MESSAGE_BLURB="Courtesy of the Google Cloud Vision API..."
```
Make note of the endpoint the app is running on. You'll need it for the next step.
## Set up a Twilio number
Create and set up a [Twilio account](https://www.twilio.com/try-twilio) and number capable of sending and receiving MMS.
### Create a Twilio "TwilML app" using the your new Cloud Run service's URL
Visit [this page](https://www.twilio.com/console/sms/runtime/twiml-apps) on the Twilio
site, and create a "TwilML" app that points to the Cloud Run endpoint from the previous step.
Then, configure your Twilio phone number to use that TwiML app for Messaging.
## Test your app!
Text an image to the Twilio number. You should receive a response with some information about the image from the Cloud Vision API.
================================================
FILE: cloud_run/twilio_vision/src/requirements.txt
================================================
google-api-python-client
oauth2client
gunicorn
flask
twilio
requests
================================================
FILE: cloud_run/twilio_vision/src/whats_that.py
================================================
#!/usr/bin/env python
# Copyright 2019 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import base64
import os
import logging
from flask import Flask, request
from googleapiclient import discovery
from googleapiclient import errors
from oauth2client.client import GoogleCredentials
import requests
import twilio.twiml
from twilio.twiml.messaging_response import MessagingResponse
logging.getLogger().setLevel(logging.INFO)
DISCOVERY_URL = 'https://{api}.googleapis.com/$discovery/rest?version={apiVersion}' # noqa
ACCEPTABLE_FILE_TYPES = ["image/jpeg", "image/png", "image/jpg"]
DEFAULT_PRETEXT = ("Your message has been passed to the Google Cloud "
"Vision API for processing.\n Images are not stored in "
"Google Cloud Platform, and will periodically need to be "
"deleted from Twilio.")
PRETEXT = os.environ.get('MESSAGE_BLURB', DEFAULT_PRETEXT)
app = Flask(__name__)
app.debug = True
@app.route("/", methods=['GET', 'POST'])
def receive_message():
"""Run a label request on an image received from Twilio"""
resp = MessagingResponse()
attachments = int(request.values.get('NumMedia', 0))
if not attachments:
response_text = "No media attachments found."
resp.message(response_text)
return str(resp)
# Process media attachments
for i in range(attachments):
media_content_type = request.values.get('MediaContentType%i' % i, None)
# First, check to see if we can use the attachment
if media_content_type in ACCEPTABLE_FILE_TYPES:
# get the image
media_url = request.values.get('MediaUrl%i' % i, None)
image = requests.get(media_url).content
# Query the API
labels, face_annotations, logos = get_labels(image)
logging.info("got labels %s", str(labels))
# We're only looking at the first image
break
else:
response_text = "We are not able to process this type of attachment."
resp.message(response_text)
return str(resp)
# Construct the response
resp = construct_message(labels, face_annotations, logos)
return str(resp)
def construct_message(labels, face_annotations, logos):
"""Build up the response from the labels found"""
# We'll use this to construct our response
response_text = PRETEXT
label_desc = ""
pos_labels = ['very likely', 'likely', 'possibly']
# Go through labels and turn them into text of the response
for i in range(len(labels)):
# We've got an answer! Let's tell them about it
label_desc += '\nScore is %s for %s' % (labels[i]['score'],
labels[i]['description'])
for i in range(len(logos)):
label_desc += '\nLogo score is %s for %s' % (logos[i]['score'],
logos[i]['description'])
joy, anger, sorrow, surprise = extract_sentiment(face_annotations)
for i in range(len(pos_labels)):
if joy[i] > 0:
label_desc += '\nWe found %s people who are ' \
'%s experiencing joy' % (joy[i], pos_labels[i])
if anger[i] > 0:
label_desc += '\nWe found %s people who are ' \
'%s experiencing anger' % (anger[i], pos_labels[i])
if sorrow[i] > 0:
label_desc += '\nWe found %s people who are ' \
'%s experiencing sorrow' \
% (sorrow[i], pos_labels[i])
if surprise[i] > 0:
label_desc += '\nWe found %s people who are ' \
'%s experiencing surprise' \
% (surprise[i], pos_labels[i])
# Add the prefix
if not label_desc:
label_desc = " No labels found."
response_text += label_desc
resp = MessagingResponse()
resp.message(response_text)
return resp
def extract_sentiment(emotions):
"""Extract the sentiment from the facial annotations"""
joy = [0, 0, 0]
sorrow = [0, 0, 0]
anger = [0, 0, 0]
surprise = [0, 0, 0]
odds = ['VERY_LIKELY', 'LIKELY', 'POSSIBLE']
# Loop through the emotions we're pulling and get the count
for i in range(len(odds)):
joy[i] = sum(f['joyLikelihood'] == odds[i] for f in emotions)
anger[i] = sum(f['angerLikelihood'] == odds[i] for f in emotions)
sorrow[i] = sum(f['sorrowLikelihood'] == odds[i] for f in emotions)
surprise[i] = sum(f['surpriseLikelihood'] == odds[i] for f in emotions)
return joy, anger, sorrow, surprise
def get_labels(image, num_retries=3, max_labels=3, max_faces=10, max_logos=1):
"""Given an image, execute the label request"""
labels = ""
face_annotations = ""
logos = ""
# Set up the service that can access the API
credentials = GoogleCredentials.get_application_default()
service = discovery.build('vision', 'v1', credentials=credentials,
discoveryServiceUrl=DISCOVERY_URL)
# Prepare the image for the API
image_content = base64.b64encode(image).decode('UTF-8')
# Construct the request
service_request = service.images().annotate(
body={
'requests': [{
'image': {
'content': image_content
},
'features': [{
'type': 'LABEL_DETECTION',
'maxResults': max_labels,
},
{
'type': 'FACE_DETECTION',
'maxResults': max_faces,
},
{
'type': 'LOGO_DETECTION',
'maxResults': max_logos,
}]
}]
})
# Send it off to the API
try:
response = service_request.execute(num_retries=num_retries)
logging.info("got response: %s", str(response))
if('responses' in response):
if('labelAnnotations' in response['responses'][0]):
labels = response['responses'][0]['labelAnnotations']
if('logoAnnotations' in response['responses'][0]):
logos = response['responses'][0]['logoAnnotations']
if('faceAnnotations' in response['responses'][0]):
face_annotations = response['responses'][0]['faceAnnotations']
except KeyError as e2:
logging.warn("Key error: %s", e2)
except Exception as e:
logging.warn(e)
return labels, face_annotations, logos
if __name__ == "__main__":
app.run(debug=True,host='0.0.0.0',port=int(os.environ.get('PORT', 8080)))
================================================
FILE: datalab/facets/README.md
================================================
[To be added.]
================================================
FILE: datalab/facets/facets_snippets.ipynb
================================================
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```\n",
"Copyright 2017 Google Inc. All rights reserved.\n",
"Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"you may not use this file except in compliance with the License.\n",
"You may obtain a copy of the License at\n",
" http://www.apache.org/licenses/LICENSE-2.0\n",
"Unless required by applicable law or agreed to in writing, software\n",
"distributed under the License is distributed on an \"AS IS\" BASIS,\n",
"WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
"See the License for the specific language governing permissions and\n",
"limitations under the License.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import google.datalab.bigquery as bq\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%%bq query -n requests\n",
"SELECT *\n",
"FROM `bigquery-public-data.nhtsa_traffic_fatalities.accident_2015` \n",
"LIMIT 10000"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = requests.execute(output_options=bq.QueryOutput.dataframe()).result()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from google.datalab.ml import FacetsOverview\n",
"\n",
"FacetsOverview().plot({'data': df})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"...."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from google.datalab.ml import FacetsDiveview\n",
"\n",
"FacetsDiveview().plot(df)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
================================================
FILE: ml/README.md
================================================
This directory contains various ML-related examples.
(The Cloud Shell tutorials have moved [here](https://github.com/GoogleCloudPlatform/cloud-shell-tutorials/tree/master/ml)).
================================================
FILE: ml/automl/tables/kfp_e2e/README.md
================================================
# AutoML Tables: end-to-end workflow on Cloud AI Platform Pipelines
- [Introduction](#introduction)
- [About the example dataset and scenario](#about-the-example-dataset-and-scenario)
- [Using Cloud AI Platform Pipelines or Kubeflow Pipelines to orchestrate a Tables workflow](#using-cloud-ai-platform-pipelines-or-kubeflow-pipelines-to-orchestrate-a-tables-workflow)
- [Install a Cloud AI Platform Pipelines cluster](#install-a-cloud-ai-platform-pipelines-cluster)
- [Or, install Kubeflow to use Kubeflow Pipelines](#or-install-kubeflow-to-use-kubeflow-pipelines)
- [Upload and run the Tables end-to-end Pipeline](#upload-and-run-the-tables-end-to-end-pipeline)
- [The steps executed by the pipeline](#the-steps-executed-by-the-pipeline)
- [Create a Tables dataset and adjust its schema](#create-a-tables-dataset-and-adjust-its-schema)
- [Train a custom model on the dataset](#train-a-custom-model-on-the-dataset)
- [View model search information via Cloud Logging](#view-model-search-information-via-cloud-logging)
- [Custom model evaluation](#custom-model-evaluation)
- [(Conditional) model deployment](#conditional-model-deployment)
- [Putting it together: The full pipeline execution](#putting-it-together-the-full-pipeline-execution)
- [Getting explanations about your model’s predictions](#getting-explanations-about-your-models-predictions)
- [The AutoML Tables UI in the Cloud Console](#the-automl-tables-ui-in-the-cloud-console)
- [Export the trained model and serve it on a GKE cluster](#export-the-trained-model-and-serve-it-on-a-gke-cluster)
- [Send prediction requests to your deployed model service](#send-prediction-requests-to-your-deployed-model-service)
- [A deeper dive into the pipeline code](#a-deeper-dive-into-the-pipeline-code)
- [Using the ‘lightweight python components’ functionality to build pipeline steps](#using-the-lightweight-python-components--functionality-to-build-pipeline-steps)
- [Specifying the Tables pipeline](#specifying-the-tables-pipeline)
## Introduction
[AutoML Tables][1] lets you automatically build, analyze, and deploy state-of-the-art machine learning models using your own structured data.
A number of new AutoML Tables features have been released recently. These include:
- An improved [Python client library][2]
- The ability to obtain [explanations][3] for your online predictions
- The ability to [export your model and serve it in a container][4] anywhere
- The ability to view model search progress and final model hyperparameters [in Cloud Logging][5]
This tutorial gives a tour of some of these new features via a [Cloud AI Platform Pipelines][6] example, that shows end-to-end management of an AutoML Tables workflow.
The example pipeline [creates a _dataset_][7], [imports][8] data into the dataset from a [BigQuery][9] _view_, and [trains][10] a custom model on that data. Then, it fetches [evaluation and metrics][11] information about the trained model, and based on specified criteria about model quality, uses that information to automatically determine whether to [deploy][12] the model for online prediction. Once the model is deployed, you can make prediction requests, and optionally obtain prediction [explanations][13] as well as the prediction result.
In addition, the example shows how to scalably **_serve_** your exported trained model from your Cloud AI Platform Pipelines installation for prediction requests.
You can manage all the parts of this workflow from the [Tables UI][14] as well, or programmatically via a [notebook][15] or script. But specifying this process as a workflow has some advantages: the workflow becomes reliable and repeatable, and Pipelines makes it easy to monitor the results and schedule recurring runs.
For example, if your dataset is updated regularly—say once a day— you could schedule a workflow to run daily, each day building a model that trains on an updated dataset.
(With a bit more work, you could also set up event-based triggering pipeline runs, for example [when new data is added][16] to a [Google Cloud Storage][17] bucket.)
### About the example dataset and scenario
The [Cloud Public Datasets Program][18] makes available public datasets that are useful for experimenting with machine learning. For our examples, we’ll use data that is essentially a join of two public datasets stored in [BigQuery][19]: [London Bike rentals][20] and [NOAA weather data][21], with some additional processing to clean up outliers and derive additional GIS and day-of-week fields. Using this dataset, we’ll build a regression model to predict the _duration_ of a bike rental based on information about the start and end rental stations, the day of the week, the weather on that day, and other data. If we were running a bike rental company, we could use these predictions—and their [explanations][22]—to help us anticipate demand and even plan how to stock each location.
While we’re using bike and weather data here, you can use AutoML Tables for tasks as varied as asset valuations, fraud detection, credit risk analysis, customer retention prediction, analyzing item layouts in stores, and many more.
## Using Cloud AI Platform Pipelines or Kubeflow Pipelines to orchestrate a Tables workflow
You can run this example via a [Cloud AI Platform Pipelines][23] installation, or via [Kubeflow Pipelines][24] on a [Kubeflow on GKE][25] installation. [Cloud AI Platform Pipelines][26] was recently launched in Beta. Slightly different variants of the pipeline specification are required depending upon which you’re using. (It would be possible to run the example on other Kubeflow installations too, but that would require additional credentials setup not covered in this tutorial).
### Install a Cloud AI Platform Pipelines cluster
You can create an AI Platform Pipelines installation with a few clicks. Access AI Platform Pipelines by visiting the [AI Platform Panel][27] in the [Cloud Console][28].
Create a new Pipelines instance.
See the [documentation][29] for more detail.
(You can also do this installation [from the command line][30] onto an existing GKE cluster if you prefer. If you do, for consistency with the UI installation, create the GKE cluster with `--scopes cloud-platform`).
### Or, install Kubeflow to use Kubeflow Pipelines
You can also run this example from a [Kubeflow][31] installation. For the example to work out of the box, you’ll need a Kubeflow on [GKE][32] installation, set up to use [IAP][33]. An easy way to do this is via the Kubeflow [‘click to deploy’ web app][34], or you can follow the command-line instructions [here][35].
### Upload and run the Tables end-to-end Pipeline
Once a Pipelines installation is running, we can upload the example AutoML Tables pipeline.
Click on **Pipelines** in the left nav bar of the Pipelines Dashboard. Click on **Upload Pipeline**.
- For Cloud AI Platform Pipelines, upload [`tables_pipeline_caip.py.tar.gz`][36], from this directory. This archive points to the compiled version of [this pipeline][37], specified and compiled using the [Kubeflow Pipelines SDK][38].
- For Kubeflow Pipelines on a Kubeflow installation, upload [`tables_pipeline_kf.py.tar.gz`][39]. This archive points to the compiled version of [this pipeline][40]. **To run this example on a KF installation, you will need to give the `-user@.iam.gserviceaccount.com` service account `AutoML Admin` privileges**.
> Note: The difference between the two pipelines relates to how GCP authentication is handled. For the Kubeflow pipeline, we’ve added `.apply(gcp.use_gcp_secret('user-gcp-sa'))` annotations to the pipeline steps. This tells the pipeline to use the mounted _secret_—set up during the installation process— that provides GCP account credentials. With the Cloud AI Platform Pipelines installation, the GKE cluster nodes have been set up to use the `cloud-platform` scope. With recent Kubeflow releases, specification of the mounted secret is no longer necessary, but we include both versions for compatibility.
The uploaded pipeline graph will look similar to this:
The uploaded Tables 'end-to-end' pipeline.
Click the **+Create Run** button to run the pipeline. You will need to fill in some pipeline parameters.
Specifically, replace `YOUR_PROJECT_HERE` with the name of your project; replace `YOUR_DATASET_NAME` with the name you want to give your new dataset (make it unique, and use letters, numbers and underscores up to 32 characters); and replace `YOUR_BUCKET_NAME` with the name of a [GCS bucket][41]. Do not include the `gs://` prefix— just enter the name. This bucket should be in the [same _region_][42] as that specified by the `gcp_region` parameter. E.g., if you keep the default `us-central1` region, your bucket should also be a _regional_ (not multi-regional) bucket in the `us-central1` region.
If you want to schedule a recurrent set of runs, you can do that instead. If your data is in [BigQuery][43]— as is the case for this example pipeline— and has a temporal aspect, you could define a _view_ to reflect that, e.g. to return data from a window over the last `N` days or hours. Then, the AutoML pipeline could specify ingestion of data from that view, grabbing an updated data window each time the pipeline is run, and building a new model based on that updated window.
## The steps executed by the pipeline
The example pipeline [creates a _dataset_][44], [imports][45] data into the dataset from a [BigQuery][46] _view_, and [trains][47] a custom model on that data. Then, it fetches [evaluation and metrics][48] information about the trained model, and based on specified criteria about model quality, uses that information to automatically determine whether to [deploy][49] the model for online prediction. We’ll take a closer look at each of the pipeline steps, and how they’re implemented.
### Create a Tables dataset and adjust its schema
This pipeline creates a new Tables _dataset_, and ingests data from a [BigQuery][50] table for the “bikes and weather” dataset described above. These actions are implemented by the first two steps in the pipeline (the `automl-create-dataset-for-tables` and `automl-import-data-for-tables` steps).
While we’re not showing it in this example, AutoML Tables supports ingestion from BigQuery _views_ as well as tables. This can be an easy way to do **_feature engineering_**: leverage BigQuery’s rich set of functions and operators to clean and transform your data before you ingest it.
When the data is ingested, AutoML Tables infers the _data type_ for each field (column). In some cases, those inferred types may not be what you want. For example, for our “bikes and weather” dataset, several ID fields (like the rental station IDs) are set by default to be numeric, but we want them treated as categorical when we train our model. In addition, we want to treat the `loc_cross` strings as categorical rather than text.
We make these adjustments programmatically, by defining a pipeline parameter that specifies the schema changes we want to make. Then, in the `automl-set-dataset-schema` pipeline step, for each indicated schema adjustment, we call `update_column_spec`:
```python
client.update_column_spec(
dataset_display_name=dataset_display_name,
column_spec_display_name=column_spec_display_name,
type_code=type_code,
nullable=nullable
)
```
Before we can train the model, we also need to specify the _target_ column— what we want our model to predict. In this case, we’ll train the model to predict rental _duration_. This is a numeric value, so we’ll be training a [regression][51] model.
```python
client.set_target_column(
dataset_display_name=dataset_display_name,
column_spec_display_name=target_column_spec_name
)
```
### Train a custom model on the dataset
Once the dataset is defined and its schema set properly, the pipeline will train the model. This happens in the `automl-create-model-for-tables` pipeline step. Via pipeline parameters, we can specify the training budget, the _optimization objective_ (if not using the default), and can additionally specify which columns to include or exclude from the model inputs.
You may want to specify a non-default optimization objective depending upon the characteristics of your dataset. [This table][52] describes the available optimization objectives and when you might want to use them. For example, if you were training a classification model using an imbalanced dataset, you might want to specify use of AUC PR (`MAXIMIZE_AU_PRC`), which optimizes results for predictions for the less common class.
```python
client.create_model(
model_display_name,
train_budget_milli_node_hours=train_budget_milli_node_hours,
dataset_display_name=dataset_display_name,
optimization_objective=optimization_objective,
include_column_spec_names=include_column_spec_names,
exclude_column_spec_names=exclude_column_spec_names,
)
```
### View model search information via Cloud Logging
You can view details about an AutoML Tables model [via Cloud Logging][53]. Using Logging, you can see the final model hyperparameters as well as the hyperparameters and object values used during model training and tuning.
An easy way to access these logs is to go to the [AutoML Tables page][54] in the Cloud Console. Select the Models tab in the left navigation pane and click on the model you’re interested in. Click the “Model” link to see the final hyperparameter logs. To see the tuning trial hyperparameters, click the “Trials” link.
View a model's search logs from its evaluation information.
For example, here is a look at the Trials logs a custom model trained on the “bikes and weather” dataset, with one of the entries expanded in the logs:
The 'Trials' logs for a "bikes and weather" model
### Custom model evaluation
Once your custom model has finished training, the pipeline moves on to its next step: model evaluation. We can access evaluation metrics via the API. We’ll use this information to decide whether or not to deploy the model.
These actions are factored into two steps. The process of fetching the evaluation information can be a general-purpose component (pipeline step) used in many situations; and then we’ll follow that with a more special-purpose step, that analyzes that information and uses it to decide whether or not to deploy the trained model.
In the first of these pipeline steps— the `automl-eval-tables-model` step— we’ll retrieve the evaluation and _global feature importance_ information.
```python
model = client.get_model(model_display_name=model_display_name)
feat_list = [(column.feature_importance, column.column_display_name)
for column in model.tables_model_metadata.tables_model_column_info]
evals = list(client.list_model_evaluations(model_display_name=model_display_name))
```
AutoML Tables automatically computes global feature importance for a trained model. This shows, across the evaluation set, the average absolute attribution each feature receives. Higher values mean the feature generally has greater influence on the model’s predictions.
This information is useful for debugging and improving your model. If a feature’s contribution is negligible—if it has a low value—you can simplify the model by excluding it from future training.
The pipeline step renders the global feature importance data as part of the pipeline run’s output:
Global feature importance for the model inputs, rendered by a Kubeflow Pipeline step.
For our example, based on the graphic above, we might try training a model without including `bike_id`.
In the following pipeline step— the `automl-eval-metrics` step— the evaluation output from the previous step is grabbed as input, and parsed to extract metrics that we’ll use in conjunction with pipeline parameters to decide whether or not to deploy the model. Note that this component is more special-purpose: unlike the other components in this pipeline, which support generalizable operations, this component— while it is parameterized— is specific in how it analyzes the evaluation info and decides whether or not to do the deployment.
One of the pipeline input parameters allows specification of metric thresholds. In this example, we’re training a regression model, and we’re specifying a `mean_absolute_error` (MAE) value as a threshold in the pipeline input parameters:
```python
{"mean_absolute_error": 450}
```
The `automl-eval-metrics` pipeline step compares the model evaluation information to the given threshold constraints. In this case, if the MAE is \< `450`, the model will not be deployed. The pipeline step outputs that decision, and displays the evaluation information it’s using as part of the pipeline run’s output:
Information about a model's evaluation, rendered by a Kubeflow Pipeline step.
### (Conditional) model deployment
You can _deploy_ any of your custom Tables models to make them accessible for online prediction requests.
The pipeline code uses a _conditional test_ to determine whether or not to run the step that deploys the model, based on the output of the evaluation step described above:
```python
with dsl.Condition(eval_metrics.outputs['deploy'] == True):
deploy_model = deploy_model_op( ... )
```
Only if the model meets the given criteria, will the deployment step (called `automl-deploy-tables-model`) be run, and the model be deployed automatically as part of the pipeline run:
```python
response = client.deploy_model(model_display_name=model_display_name)
```
You can always deploy a model later if you like.
### Putting it together: The full pipeline execution
The figure below shows the result of a pipeline run. In this case, the conditional step was executed— based on the model evaluation metrics— and the trained model was deployed.
Via the UI, you can view outputs, logs for each step, run artifacts and lineage information, and more. See [this post][55] for more detail.
++TODO: replace the following figure with something better++
Execution of a pipeline run. You can view outputs, logs for each step, run artifacts and lineage information, and more.
## Getting explanations about your model’s predictions
Once a model is deployed, you can request predictions from that model. You can additionally request _explanations for local feature importance_: a score showing how much (and in which direction) each feature influenced the prediction for a single example. See [this blog post][56] for more information on how those values are calculated.
Here is a [notebook example][57] of how to request a prediction and its explanation using the Python client libraries.
```python
from google.cloud import automl_v1beta1 as automl
client = automl.TablesClient(project=PROJECT_ID, region=REGION)
response = client.predict(
model_display_name=model_display_name,
inputs=inputs,
feature_importance=True,
)
```
The prediction response will have a structure like [this][58]. (The notebook above shows how to visualize the local feature importance results using `matplotlib`.)
It’s easy to explore local feature importance through the Cloud Console’s [AutoML Tables UI ][59]as well. After you deploy a model, go to the **TEST & USE** tab of the Tables panel, select **ONLINE PREDICTION**, enter the field values for the prediction, and then check the **Generate feature importance** box at the bottom of the page. The result will show the feature importance values as well as the prediction. This [blog post][60] gives some examples of how these explanations can be used to find potential issues with your data or help you better understand your problem domain.
## The AutoML Tables UI in the Cloud Console
With this example we’ve focused on how you can automate a Tables workflow using Kubeflow pipelines and the Python client libraries.
All of the pipeline steps can also be accomplished via the [AutoML Tables UI][61] in the Cloud Console, including many useful visualizations, and other functionality not implemented by this example pipeline— such as the ability to export the model’s test set and prediction results to BigQuery for further analysis.
## Export the trained model and serve it on a GKE cluster
Recently, Tables launched a feature to let you export your full custom model, packaged so that you can serve it via a Docker container. (Under the hood, it is using TensorFlow Serving). This lets you serve your models anywhere that you can run a container, including a GKE cluster.
This means that you can run a model serving service on your AI Platform Pipelines or Kubeflow installation, both of which run on GKE.
[This blog post][62] walks through the steps to serve the exported model (in this case, using [Cloud Run][63]). Follow the instructions in the post through the “View information about your exported model in TensorBoard” [section][64].
Here, we’ll diverge from the rest of the post and create a GKE service instead.
Make a copy of [`deploy_model_for_tables/model_serve_template.yaml`][65] file and name it `model_serve.yaml`. Edit this new file, **replacing** `MODEL_NAME` with some meaningful name for your model, `IMAGE_NAME` with the name of the container image you built (as described in the [blog post][66], and `NAMESPACE` with the namespace in which you want to run your service (e.g. `default`).
Then, from the command line, run:
```bash
kubectl apply -f model_serve.yaml
```
to set up your model serving _service_ and its underlying _deployment_. (Before you do that, make sure that kubectl is set to use your GKE cluster’s credentials. One way to do that is to visit the [GKE panel in the Cloud Console][67], and click **Connect** for that cluster.)
You can later take down the service and its deployment by running:
```bash
kubectl delete -f model_serve.yaml
```
### Send prediction requests to your deployed model service
Once your model serving service is deployed, you can send prediction requests to it. Because we didn’t set up an external endpoint for our service in this simple example, we’ll connect to the service via port forwarding.
From the command line, run the following, **replacing** `` with the value you replaced `MODEL_NAME` by, when creating your `yaml` file, and `` with the namespace in which your service is running— the same namespace value you used in the yaml file.
```bash
kubectl -n port-forward svc/ 8080:80
```
Then, from the `deploy_model_for_tables` directory, send a prediction request to your service like this:
```bash
curl -X POST --data @./instances.json http://localhost:8080/predict
```
You should see a result like this, with a prediction for each instance in the `instances.json` file:
```bash
{"predictions": [860.79833984375, 460.5323486328125, 1211.7664794921875]}
```
(If you get an error, make sure you’re in the correct directory and see the `instances.json` file listed).
> **Note**: it would be possible to add this deployment step to the pipeline too. (See [`deploy_model_for_tables/exported_model_deploy.py`][68]). However, the [Python client library][69] does not yet support the ‘export’ operation. Once deployment is supported by the client library, this would be a natural addition to the workflow. While not tested, it should also be possible to do the export programmatically via the [REST API][70].
## A deeper dive into the pipeline code
The updated [Tables Python client library][71] makes it very straightforward to build the Pipelines components that support each stage of the workflow.
Kubeflow Pipeline steps are container-based, so that any action you can support via a Docker container image can become a pipeline step.
That doesn’t mean that an end-user necessarily needs to have Docker installed. For many straightforward cases, building your pipeline steps
### Using the ‘lightweight python components’ functionality to build pipeline steps
For most of the components in this example, we’re building them using the [“lightweight python components”][72] functionality as shown in [this example notebook][73], including compilation of the code into a component package. This feature allows you to create components based on Python functions, building on an appropriate base image, so that you do not need to have docker installed or rebuild a container image each time your code changes.
Each component’s python file includes a function definition, and then a `func_to_container_op` call, passing the function definition, to generate the component’s `yaml` package file. As we’ll see below, these component package files make it very straightforward to put these steps together to form a pipeline.
The [`deploy_model_for_tables/tables_deploy_component.py`][74] file is representative. It contains an `automl_deploy_tables_model` function definition.
```
def automl_deploy_tables_model(
gcp_project_id: str,
gcp_region: str,
model_display_name: str,
api_endpoint: str = None,
) -> NamedTuple('Outputs', [('model_display_name', str), ('status', str)]):
...
return (model_display_name, status)
```
The function defines the component’s inputs and outputs, and this information will be used to support static checking when we compose these components to build the pipeline.
To build the component `yaml` file corresponding to this function, we add the following to the components’ Python script, then can run `python .py` from the command line to generate it (you must have the Kubeflow Pipelines (KFP) sdk [installed][75]).
```python
if __name__ == '__main__':
import kfp
kfp.components.func_to_container_op(
automl_deploy_tables_model, output_component_file='tables_deploy_component.yaml',
base_image='python:3.7')
```
Whenever you change the python function definition, just recompile to regenerate the corresponding component file.
### Specifying the Tables pipeline
With the components packaged into `yaml` files, it becomes very straightforward to specify a pipeline, such as [`tables_pipeline_caip.py`][76], that uses them. Here, we’re just using the `load_component_from_file()` method, since the `yaml` files are all local (in the same repo). However, there is also a `load_component_from_url()` method, which makes it easy to share components. (If your URL points to a file in GitHub, be sure to use raw mode).
```python
create_dataset_op = comp.load_component_from_file(
'./create_dataset_for_tables/tables_component.yaml')
import_data_op = comp.load_component_from_file(
'./import_data_from_bigquery/tables_component.yaml')
set_schema_op = comp.load_component_from_file(
'./import_data_from_bigquery/tables_schema_component.yaml')
train_model_op = comp.load_component_from_file(
'./create_model_for_tables/tables_component.yaml')
eval_model_op = comp.load_component_from_file(
'./create_model_for_tables/tables_eval_component.yaml')
eval_metrics_op = comp.load_component_from_file(
'./create_model_for_tables/tables_eval_metrics_component.yaml')
deploy_model_op = comp.load_component_from_file(
'./deploy_model_for_tables/tables_deploy_component.yaml')
```
Once all our pipeline ops (steps) are defined using the component definitions, then we can specify the pipeline by calling the constructors, e.g.:
```python
create_dataset = create_dataset_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
dataset_display_name=dataset_display_name,
api_endpoint=api_endpoint,
)
```
If a pipeline component has been defined to have outputs, other components can access those outputs. E.g., here, the ‘eval’ step is grabbing an output from the ‘train’ step, specifically information about the model display name:
```python
eval_model = eval_model_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
bucket_name=bucket_name,
gcs_path='automl_evals/{}'.format(dsl.RUN_ID_PLACEHOLDER),
api_endpoint=api_endpoint,
model_display_name=train_model.outputs['model_display_name']
)
```
In this manner it is straightforward to put together a pipeline from your component definitions. Just don’t forget to recompile the pipeline script (to generate its corresponding `.tar.gz` archive) if any of its component definitions changed, e.g. `python tables_pipeline_caip.py`.
[1]: https://cloud.google.com/automl-tables/docs/
[2]: https://googleapis.dev/python/automl/latest/gapic/v1beta1/tables.html
[3]: https://cloud.google.com/blog/products/ai-machine-learning/explaining-model-predictions-structured-data
[4]: http://amygdala.github.io/automl/ml/2019/12/05/automl_tables_export.html
[5]: https://cloud.google.com/automl-tables/docs/logging
[6]: %20https://cloud.google.com/blog/products/ai-machine-learning/introducing-cloud-ai-platform-pipelines
[7]: https://cloud.google.com/automl-tables/docs/import#create
[8]: https://cloud.google.com/automl-tables/docs/import#import-data
[9]: https://cloud.google.com/bigquery
[10]: https://cloud.google.com/automl-tables/docs/train
[11]: https://cloud.google.com/automl-tables/docs/evaluate
[12]: https://cloud.google.com/automl-tables/docs/predict
[13]: https://cloud.google.com/blog/products/ai-machine-learning/explaining-model-predictions-structured-data
[14]: https://console.cloud.google.com/automl-tables
[15]: https://github.com/amygdala/code-snippets/blob/master/ml/automl/tables/xai/automl_tables_xai.ipynb
[16]: http://amygdala.github.io/kubeflow/ml/2019/08/22/remote-deploy.html#using-cloud-function-triggers
[17]: https://cloud.google.com/storage
[18]: https://cloud.google.com/bigquery/public-data/
[19]: https://cloud.google.com/bigquery/
[20]: https://console.cloud.google.com/bigquery?p=bigquery-public-data&d=london_bicycles&page=dataset
[21]: https://console.cloud.google.com/bigquery?p=bigquery-public-data&d=noaa_gsod&page=dataset
[22]: https://cloud.google.com/blog/products/ai-machine-learning/explaining-model-predictions-structured-data
[23]: https://cloud.google.com/ai-platform/pipelines/docs
[24]: https://kubeflow.org/
[25]: https://www.kubeflow.org/docs/gke/deploy/
[26]: https://cloud.google.com/blog/products/ai-machine-learning/introducing-cloud-ai-platform-pipelines
[27]: https://console.cloud.google.com/ai-platform/pipelines/clusters
[28]: https://console.cloud.google.com
[29]: https://cloud.google.com/ai-platform/pipelines/docs
[30]: https://github.com/kubeflow/pipelines/tree/master/manifests/gcp_marketplace
[31]: https://www.kubeflow.org/
[32]: https://cloud.google.com/kubernetes-engine
[33]: https://cloud.google.com/iap
[34]: https://deploy.kubeflow.cloud/#/deploy
[35]: https://www.kubeflow.org/docs/gke/deploy/deploy-cli/
[36]: ./tables_pipeline_caip.py.tar.gz
[37]: ./tables_pipeline_caip.py
[38]: https://www.kubeflow.org/docs/pipelines/sdk/install-sdk/
[39]: ./tables_pipeline_kf.py.tar.gz
[40]: ./tables_pipeline_kf.py
[41]: https://cloud.google.com/storage
[42]: https://cloud.google.com/automl-tables/docs/locations#buckets
[43]: https://cloud.google.com/bigquery
[44]: https://cloud.google.com/automl-tables/docs/import#create
[45]: https://cloud.google.com/automl-tables/docs/import#import-data
[46]: https://cloud.google.com/bigquery
[47]: https://cloud.google.com/automl-tables/docs/train
[48]: https://cloud.google.com/automl-tables/docs/evaluate
[49]: https://cloud.google.com/automl-tables/docs/predict
[50]: https://cloud.google.com/bigquery
[51]: https://cloud.google.com/automl-tables/docs/problem-types#regression_problems
[52]: https://cloud.google.com/automl-tables/docs/train#opt-obj
[53]: https://cloud.google.com/automl-tables/docs/logging
[54]: https://console.cloud.google.com/automl-tables
[55]: https://cloud.google.com/blog/products/ai-machine-learning/introducing-cloud-ai-platform-pipelines
[56]: https://cloud.google.com/blog/products/ai-machine-learning/explaining-model-predictions-structured-data
[57]: https://github.com/amygdala/code-snippets/blob/master/ml/automl/tables/xai/automl_tables_xai.ipynb
[58]: https://gist.github.com/amygdala/c96d45bdf694737d77d91597ca3ef1f0
[59]: https://console.cloud.google.com/automl-tables
[60]: https://cloud.google.com/blog/products/ai-machine-learning/explaining-model-predictions-structured-data
[61]: https://console.cloud.google.com/automl-tables
[62]: http://amygdala.github.io/automl/ml/2019/12/05/automl_tables_export.html
[63]: https://cloud.google.com/run
[64]: http://amygdala.github.io/automl/ml/2019/12/05/automl_tables_export.html#view-information-about-your-exported-model-in-tensorboard
[65]: ./deploy_model_for_tables/model_serve_template.yaml
[66]: http://amygdala.github.io/automl/ml/2019/12/05/automl_tables_export.html
[67]: https://console.cloud.google.com/kubernetes/list
[68]: ./deploy_model_for_tables/exported_model_deploy.py
[69]: https://googleapis.dev/python/automl/latest/gapic/v1beta1/tables.html
[70]: https://cloud.google.com/automl/docs/reference/rest/v1/projects.locations.models/export
[71]: https://googleapis.dev/python/automl/latest/gapic/v1beta1/tables.html
[72]: https://www.kubeflow.org/docs/pipelines/sdk/lightweight-python-components/
[73]: https://github.com/kubeflow/pipelines/blob/master/samples/tutorials/mnist/01_Lightweight_Python_Components.ipynb
[74]: ./deploy_model_for_tables/tables_deploy_component.py
[75]: https://www.kubeflow.org/docs/pipelines/sdk/install-sdk/
[76]: ./tables_pipeline_caip.py
================================================
FILE: ml/automl/tables/kfp_e2e/create_dataset_for_tables/tables_component.py
================================================
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import NamedTuple
def automl_create_dataset_for_tables(
gcp_project_id: str,
gcp_region: str,
dataset_display_name: str,
api_endpoint: str = None,
tables_dataset_metadata: dict = {},
) -> NamedTuple('Outputs', [('dataset_path', str), ('create_time', str), ('dataset_id', str)]):
import sys
import subprocess
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0',
'--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0',
'--quiet', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import logging
from google.api_core.client_options import ClientOptions
from google.cloud import automl_v1beta1 as automl
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
try:
# Create a dataset with the given display name
dataset = client.create_dataset(dataset_display_name, metadata=tables_dataset_metadata)
# Log info about the created dataset
logging.info("Dataset name: {}".format(dataset.name))
logging.info("Dataset id: {}".format(dataset.name.split("/")[-1]))
logging.info("Dataset display name: {}".format(dataset.display_name))
logging.info("Dataset metadata:")
logging.info("\t{}".format(dataset.tables_dataset_metadata))
logging.info("Dataset example count: {}".format(dataset.example_count))
logging.info("Dataset create time:")
logging.info("\tseconds: {}".format(dataset.create_time.seconds))
logging.info("\tnanos: {}".format(dataset.create_time.nanos))
print(str(dataset))
dataset_id = dataset.name.rsplit('/', 1)[-1]
return (dataset.name, str(dataset.create_time), dataset_id)
except google.api_core.exceptions.GoogleAPICallError as e:
logging.warning(e)
raise e
if __name__ == '__main__':
import kfp
kfp.components.func_to_container_op(automl_create_dataset_for_tables,
output_component_file='tables_component.yaml', base_image='python:3.7')
================================================
FILE: ml/automl/tables/kfp_e2e/create_dataset_for_tables/tables_component.yaml
================================================
name: Automl create dataset for tables
inputs:
- name: gcp_project_id
type: String
- name: gcp_region
type: String
- name: dataset_display_name
type: String
- name: api_endpoint
type: String
optional: true
- name: tables_dataset_metadata
type: JsonObject
default: '{}'
optional: true
outputs:
- name: dataset_path
type: String
- name: create_time
type: String
- name: dataset_id
type: String
implementation:
container:
image: python:3.7
command:
- python3
- -u
- -c
- |
from typing import NamedTuple
def automl_create_dataset_for_tables(
gcp_project_id: str,
gcp_region: str,
dataset_display_name: str,
api_endpoint: str = None,
tables_dataset_metadata: dict = {},
) -> NamedTuple('Outputs', [('dataset_path', str), ('create_time', str), ('dataset_id', str)]):
import sys
import subprocess
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0',
'--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0',
'--quiet', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import logging
from google.api_core.client_options import ClientOptions
from google.cloud import automl_v1beta1 as automl
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
try:
# Create a dataset with the given display name
dataset = client.create_dataset(dataset_display_name, metadata=tables_dataset_metadata)
# Log info about the created dataset
logging.info("Dataset name: {}".format(dataset.name))
logging.info("Dataset id: {}".format(dataset.name.split("/")[-1]))
logging.info("Dataset display name: {}".format(dataset.display_name))
logging.info("Dataset metadata:")
logging.info("\t{}".format(dataset.tables_dataset_metadata))
logging.info("Dataset example count: {}".format(dataset.example_count))
logging.info("Dataset create time:")
logging.info("\tseconds: {}".format(dataset.create_time.seconds))
logging.info("\tnanos: {}".format(dataset.create_time.nanos))
print(str(dataset))
dataset_id = dataset.name.rsplit('/', 1)[-1]
return (dataset.name, str(dataset.create_time), dataset_id)
except google.api_core.exceptions.GoogleAPICallError as e:
logging.warning(e)
raise e
import json
def _serialize_str(str_value: str) -> str:
if not isinstance(str_value, str):
raise TypeError('Value "{}" has type "{}" instead of str.'.format(str(str_value), str(type(str_value))))
return str_value
import argparse
_parser = argparse.ArgumentParser(prog='Automl create dataset for tables', description='')
_parser.add_argument("--gcp-project-id", dest="gcp_project_id", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--gcp-region", dest="gcp_region", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--dataset-display-name", dest="dataset_display_name", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--api-endpoint", dest="api_endpoint", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--tables-dataset-metadata", dest="tables_dataset_metadata", type=json.loads, required=False, default=argparse.SUPPRESS)
_parser.add_argument("----output-paths", dest="_output_paths", type=str, nargs=3)
_parsed_args = vars(_parser.parse_args())
_output_files = _parsed_args.pop("_output_paths", [])
_outputs = automl_create_dataset_for_tables(**_parsed_args)
if not hasattr(_outputs, '__getitem__') or isinstance(_outputs, str):
_outputs = [_outputs]
_output_serializers = [
_serialize_str,
_serialize_str,
_serialize_str,
]
import os
for idx, output_file in enumerate(_output_files):
try:
os.makedirs(os.path.dirname(output_file))
except OSError:
pass
with open(output_file, 'w') as f:
f.write(_output_serializers[idx](_outputs[idx]))
args:
- --gcp-project-id
- inputValue: gcp_project_id
- --gcp-region
- inputValue: gcp_region
- --dataset-display-name
- inputValue: dataset_display_name
- if:
cond:
isPresent: api_endpoint
then:
- --api-endpoint
- inputValue: api_endpoint
- if:
cond:
isPresent: tables_dataset_metadata
then:
- --tables-dataset-metadata
- inputValue: tables_dataset_metadata
- '----output-paths'
- outputPath: dataset_path
- outputPath: create_time
- outputPath: dataset_id
================================================
FILE: ml/automl/tables/kfp_e2e/create_model_for_tables/tables_component.py
================================================
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import NamedTuple
def automl_create_model_for_tables(
gcp_project_id: str,
gcp_region: str,
dataset_display_name: str,
api_endpoint: str = None,
model_display_name: str = None,
model_prefix: str = 'bwmodel',
optimization_objective: str = None,
include_column_spec_names: list = None,
exclude_column_spec_names: list = None,
train_budget_milli_node_hours: int = 1000,
) -> NamedTuple('Outputs', [('model_display_name', str), ('model_name', str), ('model_id', str)]):
import subprocess
import sys
# we could build a base image that includes these libraries if we don't want to do
# the dynamic installation when the step runs.
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0', '--quiet', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import logging
from google.api_core.client_options import ClientOptions
from google.cloud import automl_v1beta1 as automl
import time
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
if not model_display_name:
model_display_name = '{}_{}'.format(model_prefix, str(int(time.time())))
logging.info('Training model {}...'.format(model_display_name))
response = client.create_model(
model_display_name,
train_budget_milli_node_hours=train_budget_milli_node_hours,
dataset_display_name=dataset_display_name,
optimization_objective=optimization_objective,
include_column_spec_names=include_column_spec_names,
exclude_column_spec_names=exclude_column_spec_names,
)
logging.info("Training operation: {}".format(response.operation))
logging.info("Training operation name: {}".format(response.operation.name))
logging.info("Training in progress. This operation may take multiple hours to complete.")
# block termination of the op until training is finished.
result = response.result()
logging.info("Training completed: {}".format(result))
model_name = result.name
model_id = model_name.rsplit('/', 1)[-1]
print('model name: {}, model id: {}'.format(model_name, model_id))
return (model_display_name, model_name, model_id)
if __name__ == '__main__':
import kfp
kfp.components.func_to_container_op(automl_create_model_for_tables,
output_component_file='tables_component.yaml',
base_image='python:3.7')
================================================
FILE: ml/automl/tables/kfp_e2e/create_model_for_tables/tables_component.yaml
================================================
name: Automl create model for tables
inputs:
- name: gcp_project_id
type: String
- name: gcp_region
type: String
- name: dataset_display_name
type: String
- name: api_endpoint
type: String
optional: true
- name: model_display_name
type: String
optional: true
- name: model_prefix
type: String
default: bwmodel
optional: true
- name: optimization_objective
type: String
optional: true
- name: include_column_spec_names
type: JsonArray
optional: true
- name: exclude_column_spec_names
type: JsonArray
optional: true
- name: train_budget_milli_node_hours
type: Integer
default: '1000'
optional: true
outputs:
- name: model_display_name
type: String
- name: model_name
type: String
- name: model_id
type: String
implementation:
container:
image: python:3.7
command:
- python3
- -u
- -c
- |
from typing import NamedTuple
def automl_create_model_for_tables(
gcp_project_id: str,
gcp_region: str,
dataset_display_name: str,
api_endpoint: str = None,
model_display_name: str = None,
model_prefix: str = 'bwmodel',
optimization_objective: str = None,
include_column_spec_names: list = None,
exclude_column_spec_names: list = None,
train_budget_milli_node_hours: int = 1000,
) -> NamedTuple('Outputs', [('model_display_name', str), ('model_name', str), ('model_id', str)]):
import subprocess
import sys
# we could build a base image that includes these libraries if we don't want to do
# the dynamic installation when the step runs.
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0', '--quiet', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import logging
from google.api_core.client_options import ClientOptions
from google.cloud import automl_v1beta1 as automl
import time
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
if not model_display_name:
model_display_name = '{}_{}'.format(model_prefix, str(int(time.time())))
logging.info('Training model {}...'.format(model_display_name))
response = client.create_model(
model_display_name,
train_budget_milli_node_hours=train_budget_milli_node_hours,
dataset_display_name=dataset_display_name,
optimization_objective=optimization_objective,
include_column_spec_names=include_column_spec_names,
exclude_column_spec_names=exclude_column_spec_names,
)
logging.info("Training operation: {}".format(response.operation))
logging.info("Training operation name: {}".format(response.operation.name))
logging.info("Training in progress. This operation may take multiple hours to complete.")
# block termination of the op until training is finished.
result = response.result()
logging.info("Training completed: {}".format(result))
model_name = result.name
model_id = model_name.rsplit('/', 1)[-1]
print('model name: {}, model id: {}'.format(model_name, model_id))
return (model_display_name, model_name, model_id)
import json
def _serialize_str(str_value: str) -> str:
if not isinstance(str_value, str):
raise TypeError('Value "{}" has type "{}" instead of str.'.format(str(str_value), str(type(str_value))))
return str_value
import argparse
_parser = argparse.ArgumentParser(prog='Automl create model for tables', description='')
_parser.add_argument("--gcp-project-id", dest="gcp_project_id", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--gcp-region", dest="gcp_region", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--dataset-display-name", dest="dataset_display_name", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--api-endpoint", dest="api_endpoint", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--model-display-name", dest="model_display_name", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--model-prefix", dest="model_prefix", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--optimization-objective", dest="optimization_objective", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--include-column-spec-names", dest="include_column_spec_names", type=json.loads, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--exclude-column-spec-names", dest="exclude_column_spec_names", type=json.loads, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--train-budget-milli-node-hours", dest="train_budget_milli_node_hours", type=int, required=False, default=argparse.SUPPRESS)
_parser.add_argument("----output-paths", dest="_output_paths", type=str, nargs=3)
_parsed_args = vars(_parser.parse_args())
_output_files = _parsed_args.pop("_output_paths", [])
_outputs = automl_create_model_for_tables(**_parsed_args)
if not hasattr(_outputs, '__getitem__') or isinstance(_outputs, str):
_outputs = [_outputs]
_output_serializers = [
_serialize_str,
_serialize_str,
_serialize_str,
]
import os
for idx, output_file in enumerate(_output_files):
try:
os.makedirs(os.path.dirname(output_file))
except OSError:
pass
with open(output_file, 'w') as f:
f.write(_output_serializers[idx](_outputs[idx]))
args:
- --gcp-project-id
- inputValue: gcp_project_id
- --gcp-region
- inputValue: gcp_region
- --dataset-display-name
- inputValue: dataset_display_name
- if:
cond:
isPresent: api_endpoint
then:
- --api-endpoint
- inputValue: api_endpoint
- if:
cond:
isPresent: model_display_name
then:
- --model-display-name
- inputValue: model_display_name
- if:
cond:
isPresent: model_prefix
then:
- --model-prefix
- inputValue: model_prefix
- if:
cond:
isPresent: optimization_objective
then:
- --optimization-objective
- inputValue: optimization_objective
- if:
cond:
isPresent: include_column_spec_names
then:
- --include-column-spec-names
- inputValue: include_column_spec_names
- if:
cond:
isPresent: exclude_column_spec_names
then:
- --exclude-column-spec-names
- inputValue: exclude_column_spec_names
- if:
cond:
isPresent: train_budget_milli_node_hours
then:
- --train-budget-milli-node-hours
- inputValue: train_budget_milli_node_hours
- '----output-paths'
- outputPath: model_display_name
- outputPath: model_name
- outputPath: model_id
================================================
FILE: ml/automl/tables/kfp_e2e/create_model_for_tables/tables_eval_component.py
================================================
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import NamedTuple
from kfp.components import InputPath, OutputPath
def automl_eval_tables_model(
gcp_project_id: str,
gcp_region: str,
model_display_name: str,
bucket_name: str,
gcs_path: str,
eval_data_path: OutputPath('evals'),
mlpipeline_ui_metadata_path: OutputPath('UI_metadata'),
api_endpoint: str = None,
) -> NamedTuple('Outputs', [
('feat_list', str)]):
import subprocess
import sys
# we could build a base image that includes these libraries if we don't want to do
# the dynamic installation when the step runs.
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install',
'matplotlib', 'pathlib2', 'google-cloud-storage',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import json
import logging
import pickle
import pathlib2
from google.api_core.client_options import ClientOptions
from google.api_core import exceptions
from google.cloud import automl_v1beta1 as automl
from google.cloud.automl_v1beta1 import enums
from google.cloud import storage
def upload_blob(bucket_name, source_file_name, destination_blob_name,
public_url=False):
"""Uploads a file to the bucket."""
storage_client = storage.Client()
bucket = storage_client.bucket(bucket_name)
blob = bucket.blob(destination_blob_name)
blob.upload_from_filename(source_file_name)
logging.info("File {} uploaded to {}.".format(
source_file_name, destination_blob_name))
if public_url:
blob.make_public()
logging.info("Blob {} is publicly accessible at {}".format(
blob.name, blob.public_url))
return blob.public_url
def get_model_details(client, model_display_name):
try:
model = client.get_model(model_display_name=model_display_name)
except exceptions.NotFound:
logging.info("Model %s not found." % model_display_name)
return (None, None)
model = client.get_model(model_display_name=model_display_name)
# Retrieve deployment state.
if model.deployment_state == enums.Model.DeploymentState.DEPLOYED:
deployment_state = "deployed"
else:
deployment_state = "undeployed"
# get features of top global importance
feat_list = [
(column.feature_importance, column.column_display_name)
for column in model.tables_model_metadata.tables_model_column_info
]
feat_list.sort(reverse=True)
if len(feat_list) < 10:
feat_to_show = len(feat_list)
else:
feat_to_show = 10
# Log some information about the model
logging.info("Model name: {}".format(model.name))
logging.info("Model id: {}".format(model.name.split("/")[-1]))
logging.info("Model display name: {}".format(model.display_name))
logging.info("Features of top importance:")
for feat in feat_list[:feat_to_show]:
logging.info(feat)
logging.info("Model create time:")
logging.info("\tseconds: {}".format(model.create_time.seconds))
logging.info("\tnanos: {}".format(model.create_time.nanos))
logging.info("Model deployment state: {}".format(deployment_state))
generate_fi_ui(feat_list)
return (model, feat_list)
def generate_fi_ui(feat_list):
import matplotlib.pyplot as plt
image_suffix = '{}/gfi.png'.format(gcs_path)
res = list(zip(*feat_list))
x = list(res[0])
y = list(res[1])
y_pos = list(range(len(y)))
plt.figure(figsize=(10, 6))
plt.barh(y_pos, x, alpha=0.5)
plt.yticks(y_pos, y)
plt.savefig('/gfi.png')
public_url = upload_blob(bucket_name, '/gfi.png', image_suffix, public_url=True)
logging.info('using image url {}'.format(public_url))
html_suffix = '{}/gfi.html'.format(gcs_path)
with open('/gfi.html', 'w') as f:
f.write('
Global Feature Importance
\n'.format(public_url))
upload_blob(bucket_name, '/gfi.html', html_suffix)
html_source = 'gs://{}/{}'.format(bucket_name, html_suffix)
logging.info('metadata html source: {}'.format(html_source))
metadata = {
'outputs' : [
{
'type': 'web-app',
'storage': 'gcs',
'source': html_source
}]}
logging.info('using metadata dict {}'.format(json.dumps(metadata)))
logging.info('using metadata ui path: {}'.format(mlpipeline_ui_metadata_path))
with open(mlpipeline_ui_metadata_path, 'w') as mlpipeline_ui_metadata_file:
mlpipeline_ui_metadata_file.write(json.dumps(metadata))
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
(model, feat_list) = get_model_details(client, model_display_name)
evals = list(client.list_model_evaluations(model_display_name=model_display_name))
with open('temp_oput_regression', "w") as f:
f.write('Model evals:\n{}'.format(evals))
pstring = pickle.dumps(evals)
# write to eval_data_path
if eval_data_path:
logging.info("eval_data_path: %s", eval_data_path)
try:
pathlib2.Path(eval_data_path).parent.mkdir(parents=True)
except FileExistsError:
pass
pathlib2.Path(eval_data_path).write_bytes(pstring)
feat_list_string = json.dumps(feat_list)
return feat_list_string
if __name__ == '__main__':
import kfp
kfp.components.func_to_container_op(automl_eval_tables_model,
output_component_file='tables_eval_component.yaml', base_image='python:3.7')
================================================
FILE: ml/automl/tables/kfp_e2e/create_model_for_tables/tables_eval_component.yaml
================================================
name: Automl eval tables model
inputs:
- name: gcp_project_id
type: String
- name: gcp_region
type: String
- name: model_display_name
type: String
- name: bucket_name
type: String
- name: gcs_path
type: String
- name: api_endpoint
type: String
optional: true
outputs:
- name: eval_data
type: evals
- name: mlpipeline_ui_metadata
type: UI_metadata
- name: feat_list
type: String
implementation:
container:
image: python:3.7
command:
- python3
- -u
- -c
- |
def _make_parent_dirs_and_return_path(file_path: str):
import os
os.makedirs(os.path.dirname(file_path), exist_ok=True)
return file_path
class OutputPath:
'''When creating component from function, OutputPath should be used as function parameter annotation to tell the system that the function wants to output data by writing it into a file with the given path instead of returning the data from the function.'''
def __init__(self, type=None):
self.type = type
from typing import NamedTuple
def automl_eval_tables_model(
gcp_project_id: str,
gcp_region: str,
model_display_name: str,
bucket_name: str,
gcs_path: str,
eval_data_path: OutputPath('evals'),
mlpipeline_ui_metadata_path: OutputPath('UI_metadata'),
api_endpoint: str = None,
) -> NamedTuple('Outputs', [
('feat_list', str)]):
import subprocess
import sys
# we could build a base image that includes these libraries if we don't want to do
# the dynamic installation when the step runs.
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install',
'matplotlib', 'pathlib2', 'google-cloud-storage',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import json
import logging
import pickle
import pathlib2
from google.api_core.client_options import ClientOptions
from google.api_core import exceptions
from google.cloud import automl_v1beta1 as automl
from google.cloud.automl_v1beta1 import enums
from google.cloud import storage
def upload_blob(bucket_name, source_file_name, destination_blob_name,
public_url=False):
"""Uploads a file to the bucket."""
storage_client = storage.Client()
bucket = storage_client.bucket(bucket_name)
blob = bucket.blob(destination_blob_name)
blob.upload_from_filename(source_file_name)
logging.info("File {} uploaded to {}.".format(
source_file_name, destination_blob_name))
if public_url:
blob.make_public()
logging.info("Blob {} is publicly accessible at {}".format(
blob.name, blob.public_url))
return blob.public_url
def get_model_details(client, model_display_name):
try:
model = client.get_model(model_display_name=model_display_name)
except exceptions.NotFound:
logging.info("Model %s not found." % model_display_name)
return (None, None)
model = client.get_model(model_display_name=model_display_name)
# Retrieve deployment state.
if model.deployment_state == enums.Model.DeploymentState.DEPLOYED:
deployment_state = "deployed"
else:
deployment_state = "undeployed"
# get features of top global importance
feat_list = [
(column.feature_importance, column.column_display_name)
for column in model.tables_model_metadata.tables_model_column_info
]
feat_list.sort(reverse=True)
if len(feat_list) < 10:
feat_to_show = len(feat_list)
else:
feat_to_show = 10
# Log some information about the model
logging.info("Model name: {}".format(model.name))
logging.info("Model id: {}".format(model.name.split("/")[-1]))
logging.info("Model display name: {}".format(model.display_name))
logging.info("Features of top importance:")
for feat in feat_list[:feat_to_show]:
logging.info(feat)
logging.info("Model create time:")
logging.info("\tseconds: {}".format(model.create_time.seconds))
logging.info("\tnanos: {}".format(model.create_time.nanos))
logging.info("Model deployment state: {}".format(deployment_state))
generate_fi_ui(feat_list)
return (model, feat_list)
def generate_fi_ui(feat_list):
import matplotlib.pyplot as plt
image_suffix = '{}/gfi.png'.format(gcs_path)
res = list(zip(*feat_list))
x = list(res[0])
y = list(res[1])
y_pos = list(range(len(y)))
plt.figure(figsize=(10, 6))
plt.barh(y_pos, x, alpha=0.5)
plt.yticks(y_pos, y)
plt.savefig('/gfi.png')
public_url = upload_blob(bucket_name, '/gfi.png', image_suffix, public_url=True)
logging.info('using image url {}'.format(public_url))
html_suffix = '{}/gfi.html'.format(gcs_path)
with open('/gfi.html', 'w') as f:
f.write('
Global Feature Importance
\n'.format(public_url))
upload_blob(bucket_name, '/gfi.html', html_suffix)
html_source = 'gs://{}/{}'.format(bucket_name, html_suffix)
logging.info('metadata html source: {}'.format(html_source))
metadata = {
'outputs' : [
{
'type': 'web-app',
'storage': 'gcs',
'source': html_source
}]}
logging.info('using metadata dict {}'.format(json.dumps(metadata)))
logging.info('using metadata ui path: {}'.format(mlpipeline_ui_metadata_path))
with open(mlpipeline_ui_metadata_path, 'w') as mlpipeline_ui_metadata_file:
mlpipeline_ui_metadata_file.write(json.dumps(metadata))
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
(model, feat_list) = get_model_details(client, model_display_name)
evals = list(client.list_model_evaluations(model_display_name=model_display_name))
with open('temp_oput_regression', "w") as f:
f.write('Model evals:\n{}'.format(evals))
pstring = pickle.dumps(evals)
# write to eval_data_path
if eval_data_path:
logging.info("eval_data_path: %s", eval_data_path)
try:
pathlib2.Path(eval_data_path).parent.mkdir(parents=True)
except FileExistsError:
pass
pathlib2.Path(eval_data_path).write_bytes(pstring)
feat_list_string = json.dumps(feat_list)
return feat_list_string
def _serialize_str(str_value: str) -> str:
if not isinstance(str_value, str):
raise TypeError('Value "{}" has type "{}" instead of str.'.format(str(str_value), str(type(str_value))))
return str_value
import argparse
_parser = argparse.ArgumentParser(prog='Automl eval tables model', description='')
_parser.add_argument("--gcp-project-id", dest="gcp_project_id", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--gcp-region", dest="gcp_region", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--model-display-name", dest="model_display_name", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--bucket-name", dest="bucket_name", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--gcs-path", dest="gcs_path", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--api-endpoint", dest="api_endpoint", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--eval-data", dest="eval_data_path", type=_make_parent_dirs_and_return_path, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--mlpipeline-ui-metadata", dest="mlpipeline_ui_metadata_path", type=_make_parent_dirs_and_return_path, required=True, default=argparse.SUPPRESS)
_parser.add_argument("----output-paths", dest="_output_paths", type=str, nargs=1)
_parsed_args = vars(_parser.parse_args())
_output_files = _parsed_args.pop("_output_paths", [])
_outputs = automl_eval_tables_model(**_parsed_args)
if not hasattr(_outputs, '__getitem__') or isinstance(_outputs, str):
_outputs = [_outputs]
_output_serializers = [
_serialize_str,
]
import os
for idx, output_file in enumerate(_output_files):
try:
os.makedirs(os.path.dirname(output_file))
except OSError:
pass
with open(output_file, 'w') as f:
f.write(_output_serializers[idx](_outputs[idx]))
args:
- --gcp-project-id
- inputValue: gcp_project_id
- --gcp-region
- inputValue: gcp_region
- --model-display-name
- inputValue: model_display_name
- --bucket-name
- inputValue: bucket_name
- --gcs-path
- inputValue: gcs_path
- if:
cond:
isPresent: api_endpoint
then:
- --api-endpoint
- inputValue: api_endpoint
- --eval-data
- outputPath: eval_data
- --mlpipeline-ui-metadata
- outputPath: mlpipeline_ui_metadata
- '----output-paths'
- outputPath: feat_list
================================================
FILE: ml/automl/tables/kfp_e2e/create_model_for_tables/tables_eval_metrics_component.py
================================================
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import NamedTuple
from kfp.components import InputPath, OutputPath
# An example of how the model eval info could be used to make decisions about whether or not
# to deploy the model.
def automl_eval_metrics(
eval_data_path: InputPath('evals'),
mlpipeline_ui_metadata_path: OutputPath('UI_metadata'),
mlpipeline_metrics_path: OutputPath('UI_metrics'),
# thresholds: str = '{"au_prc": 0.9}',
thresholds: str = '{"mean_absolute_error": 460}',
confidence_threshold: float = 0.5 # for classification
) -> NamedTuple('Outputs', [('deploy', str)]):
import subprocess
import sys
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0',
'google-cloud-storage',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import json
import logging
import pickle
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
thresholds_dict = json.loads(thresholds)
logging.info('thresholds dict: {}'.format(thresholds_dict))
def regression_threshold_check(eval_info):
eresults = {}
rmetrics = eval_info[1].regression_evaluation_metrics
logging.info('got regression eval {}'.format(eval_info[1]))
eresults['root_mean_squared_error'] = rmetrics.root_mean_squared_error
eresults['mean_absolute_error'] = rmetrics.mean_absolute_error
eresults['r_squared'] = rmetrics.r_squared
eresults['mean_absolute_percentage_error'] = rmetrics.mean_absolute_percentage_error
eresults['root_mean_squared_log_error'] = rmetrics.root_mean_squared_log_error
for k, v in thresholds_dict.items():
logging.info('k {}, v {}'.format(k, v))
if k in ['root_mean_squared_error', 'mean_absolute_error', 'mean_absolute_percentage_error']:
if eresults[k] > v:
logging.info('{} > {}; returning False'.format(
eresults[k], v))
return ('False', eresults)
elif eresults[k] < v:
logging.info('{} < {}; returning False'.format(
eresults[k], v))
return ('False', eresults)
return ('deploy', eresults)
def classif_threshold_check(eval_info):
eresults = {}
example_count = eval_info[0].evaluated_example_count
print('Looking for example_count {}'.format(example_count))
for e in eval_info[1:]: # we know we don't want the first elt
if e.evaluated_example_count == example_count:
eresults['au_prc'] = e.classification_evaluation_metrics.au_prc
eresults['au_roc'] = e.classification_evaluation_metrics.au_roc
eresults['log_loss'] = e.classification_evaluation_metrics.log_loss
for i in e.classification_evaluation_metrics.confidence_metrics_entry:
if i.confidence_threshold >= confidence_threshold:
eresults['recall'] = i.recall
eresults['precision'] = i.precision
eresults['f1_score'] = i.f1_score
break
break
logging.info('eresults: {}'.format(eresults))
for k, v in thresholds_dict.items():
logging.info('k {}, v {}'.format(k, v))
if k == 'log_loss':
if eresults[k] > v:
logging.info('{} > {}; returning False'.format(
eresults[k], v))
return ('False', eresults)
else:
if eresults[k] < v:
logging.info('{} < {}; returning False'.format(
eresults[k], v))
return ('False', eresults)
return ('deploy', eresults)
with open(eval_data_path, 'rb') as f:
logging.info('successfully opened eval_data_path {}'.format(eval_data_path))
try:
eval_info = pickle.loads(f.read())
classif = False
regression = False
# TODO: what's the right way to figure out the model type?
if eval_info[1].regression_evaluation_metrics and eval_info[1].regression_evaluation_metrics.root_mean_squared_error:
regression=True
logging.info('found regression metrics {}'.format(
eval_info[1].regression_evaluation_metrics))
elif eval_info[1].classification_evaluation_metrics and eval_info[1].classification_evaluation_metrics.au_prc:
classif = True
logging.info('found classification metrics {}'.format(
eval_info[1].classification_evaluation_metrics))
if regression and thresholds_dict:
res, eresults = regression_threshold_check(eval_info)
# logging.info('eresults: {}'.format(eresults))
metadata = {
'outputs' : [
{
'storage': 'inline',
'source': '# Regression metrics:\n\n```{}```\n'.format(eresults),
'type': 'markdown',
}]}
metrics = {
'metrics': [{
'name': 'mae',
'numberValue': eresults['mean_absolute_error'],
'format': "RAW",
}]
}
logging.info('using metadata dict {}'.format(json.dumps(metadata)))
logging.info('using metadata ui path: {}'.format(mlpipeline_ui_metadata_path))
with open(mlpipeline_ui_metadata_path, 'w') as mlpipeline_ui_metadata_file:
mlpipeline_ui_metadata_file.write(json.dumps(metadata))
logging.info('using metrics path: {}'.format(mlpipeline_metrics_path))
with open(mlpipeline_metrics_path, 'w') as mlpipeline_metrics_file:
mlpipeline_metrics_file.write(json.dumps(metrics))
logging.info('deploy flag: {}'.format(res))
return (res,)
if classif and thresholds_dict:
res, eresults = classif_threshold_check(eval_info)
# logging.info('eresults: {}'.format(eresults))
metadata = {
'outputs' : [
{
'storage': 'inline',
'source': '# classification metrics for confidence threshold {}:\n\n```{}```\n'.format(
confidence_threshold, eresults),
'type': 'markdown',
}]}
logging.info('using metadata dict {}'.format(json.dumps(metadata)))
logging.info('using metadata ui path: {}'.format(mlpipeline_ui_metadata_path))
with open(mlpipeline_ui_metadata_path, 'w') as mlpipeline_ui_metadata_file:
mlpipeline_ui_metadata_file.write(json.dumps(metadata))
logging.info('deploy flag: {}'.format(res))
return (res,)
return ('deploy',)
except Exception as e:
logging.warning(e)
# If can't reconstruct the eval, or don't have thresholds defined,
# return True as a signal to deploy.
# TODO: is this the right default?
return ('deploy',)
if __name__ == '__main__':
import kfp
kfp.components.func_to_container_op(automl_eval_metrics,
output_component_file='tables_eval_metrics_component.yaml', base_image='python:3.7')
================================================
FILE: ml/automl/tables/kfp_e2e/create_model_for_tables/tables_eval_metrics_component.yaml
================================================
name: Automl eval metrics
inputs:
- name: eval_data
type: evals
- name: thresholds
type: String
default: '{"mean_absolute_error": 460}'
optional: true
- name: confidence_threshold
type: Float
default: '0.5'
optional: true
outputs:
- name: mlpipeline_ui_metadata
type: UI_metadata
- name: mlpipeline_metrics
type: UI_metrics
- name: deploy
type: String
implementation:
container:
image: python:3.7
command:
- python3
- -u
- -c
- |
def _make_parent_dirs_and_return_path(file_path: str):
import os
os.makedirs(os.path.dirname(file_path), exist_ok=True)
return file_path
def automl_eval_metrics(
eval_data_path ,
mlpipeline_ui_metadata_path ,
mlpipeline_metrics_path ,
# thresholds: str = '{"au_prc": 0.9}',
thresholds = '{"mean_absolute_error": 460}',
confidence_threshold = 0.5 # for classification
) :
import subprocess
import sys
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0',
'google-cloud-storage',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import json
import logging
import pickle
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
thresholds_dict = json.loads(thresholds)
logging.info('thresholds dict: {}'.format(thresholds_dict))
def regression_threshold_check(eval_info):
eresults = {}
rmetrics = eval_info[1].regression_evaluation_metrics
logging.info('got regression eval {}'.format(eval_info[1]))
eresults['root_mean_squared_error'] = rmetrics.root_mean_squared_error
eresults['mean_absolute_error'] = rmetrics.mean_absolute_error
eresults['r_squared'] = rmetrics.r_squared
eresults['mean_absolute_percentage_error'] = rmetrics.mean_absolute_percentage_error
eresults['root_mean_squared_log_error'] = rmetrics.root_mean_squared_log_error
for k, v in thresholds_dict.items():
logging.info('k {}, v {}'.format(k, v))
if k in ['root_mean_squared_error', 'mean_absolute_error', 'mean_absolute_percentage_error']:
if eresults[k] > v:
logging.info('{} > {}; returning False'.format(
eresults[k], v))
return ('False', eresults)
elif eresults[k] < v:
logging.info('{} < {}; returning False'.format(
eresults[k], v))
return ('False', eresults)
return ('deploy', eresults)
def classif_threshold_check(eval_info):
eresults = {}
example_count = eval_info[0].evaluated_example_count
print('Looking for example_count {}'.format(example_count))
for e in eval_info[1:]: # we know we don't want the first elt
if e.evaluated_example_count == example_count:
eresults['au_prc'] = e.classification_evaluation_metrics.au_prc
eresults['au_roc'] = e.classification_evaluation_metrics.au_roc
eresults['log_loss'] = e.classification_evaluation_metrics.log_loss
for i in e.classification_evaluation_metrics.confidence_metrics_entry:
if i.confidence_threshold >= confidence_threshold:
eresults['recall'] = i.recall
eresults['precision'] = i.precision
eresults['f1_score'] = i.f1_score
break
break
logging.info('eresults: {}'.format(eresults))
for k, v in thresholds_dict.items():
logging.info('k {}, v {}'.format(k, v))
if k == 'log_loss':
if eresults[k] > v:
logging.info('{} > {}; returning False'.format(
eresults[k], v))
return ('False', eresults)
else:
if eresults[k] < v:
logging.info('{} < {}; returning False'.format(
eresults[k], v))
return ('False', eresults)
return ('deploy', eresults)
with open(eval_data_path, 'rb') as f:
logging.info('successfully opened eval_data_path {}'.format(eval_data_path))
try:
eval_info = pickle.loads(f.read())
classif = False
regression = False
# TODO: what's the right way to figure out the model type?
if eval_info[1].regression_evaluation_metrics and eval_info[1].regression_evaluation_metrics.root_mean_squared_error:
regression=True
logging.info('found regression metrics {}'.format(
eval_info[1].regression_evaluation_metrics))
elif eval_info[1].classification_evaluation_metrics and eval_info[1].classification_evaluation_metrics.au_prc:
classif = True
logging.info('found classification metrics {}'.format(
eval_info[1].classification_evaluation_metrics))
if regression and thresholds_dict:
res, eresults = regression_threshold_check(eval_info)
# logging.info('eresults: {}'.format(eresults))
metadata = {
'outputs' : [
{
'storage': 'inline',
'source': '# Regression metrics:\n\n```{}```\n'.format(eresults),
'type': 'markdown',
}]}
metrics = {
'metrics': [{
'name': 'mae',
'numberValue': eresults['mean_absolute_error'],
'format': "RAW",
}]
}
logging.info('using metadata dict {}'.format(json.dumps(metadata)))
logging.info('using metadata ui path: {}'.format(mlpipeline_ui_metadata_path))
with open(mlpipeline_ui_metadata_path, 'w') as mlpipeline_ui_metadata_file:
mlpipeline_ui_metadata_file.write(json.dumps(metadata))
logging.info('using metrics path: {}'.format(mlpipeline_metrics_path))
with open(mlpipeline_metrics_path, 'w') as mlpipeline_metrics_file:
mlpipeline_metrics_file.write(json.dumps(metrics))
logging.info('deploy flag: {}'.format(res))
return (res,)
if classif and thresholds_dict:
res, eresults = classif_threshold_check(eval_info)
# logging.info('eresults: {}'.format(eresults))
metadata = {
'outputs' : [
{
'storage': 'inline',
'source': '# classification metrics for confidence threshold {}:\n\n```{}```\n'.format(
confidence_threshold, eresults),
'type': 'markdown',
}]}
logging.info('using metadata dict {}'.format(json.dumps(metadata)))
logging.info('using metadata ui path: {}'.format(mlpipeline_ui_metadata_path))
with open(mlpipeline_ui_metadata_path, 'w') as mlpipeline_ui_metadata_file:
mlpipeline_ui_metadata_file.write(json.dumps(metadata))
logging.info('deploy flag: {}'.format(res))
return (res,)
return ('deploy',)
except Exception as e:
logging.warning(e)
# If can't reconstruct the eval, or don't have thresholds defined,
# return True as a signal to deploy.
# TODO: is this the right default?
return ('deploy',)
def _serialize_str(str_value: str) -> str:
if not isinstance(str_value, str):
raise TypeError('Value "{}" has type "{}" instead of str.'.format(str(str_value), str(type(str_value))))
return str_value
import argparse
_parser = argparse.ArgumentParser(prog='Automl eval metrics', description='')
_parser.add_argument("--eval-data", dest="eval_data_path", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--thresholds", dest="thresholds", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--confidence-threshold", dest="confidence_threshold", type=float, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--mlpipeline-ui-metadata", dest="mlpipeline_ui_metadata_path", type=_make_parent_dirs_and_return_path, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--mlpipeline-metrics", dest="mlpipeline_metrics_path", type=_make_parent_dirs_and_return_path, required=True, default=argparse.SUPPRESS)
_parser.add_argument("----output-paths", dest="_output_paths", type=str, nargs=1)
_parsed_args = vars(_parser.parse_args())
_output_files = _parsed_args.pop("_output_paths", [])
_outputs = automl_eval_metrics(**_parsed_args)
_output_serializers = [
_serialize_str,
]
import os
for idx, output_file in enumerate(_output_files):
try:
os.makedirs(os.path.dirname(output_file))
except OSError:
pass
with open(output_file, 'w') as f:
f.write(_output_serializers[idx](_outputs[idx]))
args:
- --eval-data
- inputPath: eval_data
- if:
cond:
isPresent: thresholds
then:
- --thresholds
- inputValue: thresholds
- if:
cond:
isPresent: confidence_threshold
then:
- --confidence-threshold
- inputValue: confidence_threshold
- --mlpipeline-ui-metadata
- outputPath: mlpipeline_ui_metadata
- --mlpipeline-metrics
- outputPath: mlpipeline_metrics
- '----output-paths'
- outputPath: deploy
================================================
FILE: ml/automl/tables/kfp_e2e/deploy_model_for_tables/convert_oss.py
================================================
# Copyright 2019 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# tested with TF1.14
import sys
import tensorflow as tf
from absl import app
from absl import flags
from tensorflow.core.protobuf import saved_model_pb2
from tensorflow.python.summary import summary
FLAGS = flags.FLAGS
flags.DEFINE_string('saved_model', '', 'The location of the saved_model.pb to visualize.')
flags.DEFINE_string('output_dir', '',
'The location for the Tensorboard log to begin visualization from.')
def import_to_tensorboard(saved_model, output_dir):
"""View an imported saved_model.pb as a graph in Tensorboard.
Args:
saved_model: The location of the saved_model.pb to visualize.
output_dir: The location for the Tensorboard log to begin visualization from.
Usage:
Call this function with your model location and desired log directory.
Launch Tensorboard by pointing it to the log directory.
View your imported `.pb` model as a graph.
"""
with open(saved_model, "rb") as f:
sm = saved_model_pb2.SavedModel()
sm.ParseFromString(f.read())
if 1 != len(sm.meta_graphs):
print('More than one graph found. Not sure which to write')
sys.exit(1)
graph_def = sm.meta_graphs[0].graph_def
pb_visual_writer = summary.FileWriter(output_dir)
pb_visual_writer.add_graph(None, graph_def=graph_def)
print("Model Imported. Visualize by running: "
"tensorboard --logdir={}".format(output_dir))
def main(argv):
import_to_tensorboard(FLAGS.saved_model, FLAGS.output_dir)
if __name__ == '__main__':
app.run(main)
================================================
FILE: ml/automl/tables/kfp_e2e/deploy_model_for_tables/exported_model_deploy.py
================================================
# Copyright 2020 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import argparse
import os
import logging
import subprocess
def main():
parser = argparse.ArgumentParser(description='Serving webapp')
parser.add_argument(
'--model_name',
required=True)
parser.add_argument(
'--image_name',
required=True)
parser.add_argument(
'--namespace',
default='default')
args = parser.parse_args()
NAMESPACE = 'default'
logging.getLogger().setLevel(logging.INFO)
logging.info('Generating training template.')
template_file = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'model_serve_template.yaml')
target_file = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'model_serve.yaml')
mname = args.model_name.replace('_', '-')
logging.info("using model name: {}, image {}, and namespace: {}".format(
mname, args.image_name, NAMESPACE))
with open(template_file, 'r') as f:
with open(target_file, "w") as target:
data = f.read()
changed = data.replace('MODEL_NAME', mname).replace(
'IMAGE_NAME', args.image_name).replace('NAMESPACE', NAMESPACE)
target.write(changed)
logging.info('deploying...')
subprocess.call(['kubectl', 'create', '-f', '/ml/model_serve.yaml'])
# kubectl -n default port-forward svc/ 8080:80
# curl -X POST --data @./instances.json http://localhost:8080/predict
if __name__ == "__main__":
main()
================================================
FILE: ml/automl/tables/kfp_e2e/deploy_model_for_tables/instances.json
================================================
{
"instances": [
{
"bike_id": "6179",
"day_of_week": "6",
"end_latitude": 51.50379168,
"end_longitude": -0.11282408,
"end_station_id": "154",
"euclidean": 2513.254047872678,
"loc_cross": "POINT(-0.08 51.52)POINT(-0.11 51.5)",
"max": 56.8,
"min": 50.9,
"prcp": 0,
"ts": 1445624280,
"start_latitude": 51.51615461,
"start_longitude": -0.082422399,
"start_station_id": "217",
"temp": 54,
"dewp": 44
},
{
"bike_id": "5373",
"day_of_week": "3",
"end_latitude": 51.52059681,
"end_longitude": -0.116688468,
"end_station_id": "68",
"euclidean": 1181.215448450556,
"loc_cross": "POINT(-0.13 51.53)POINT(-0.12 51.52)",
"max": 56.7,
"min": 45.9,
"prcp": 0,
"ts": 1494317220,
"start_latitude": 51.52683806,
"start_longitude": -0.130504336,
"start_station_id": "214",
"temp": 50.5,
"dewp": 37.1
},
{
"bike_id": "5373",
"day_of_week": "3",
"end_latitude": 51.52059681,
"end_longitude": -0.116688468,
"end_station_id": "68",
"euclidean": 3589.5146210024977,
"loc_cross": "POINT(-0.07 51.52)POINT(-0.12 51.52)",
"max": 44.6,
"min": 34.0,
"prcp": 0,
"ts": 1480407420,
"start_latitude": 51.52388,
"start_longitude": -0.065076,
"start_station_id": "445",
"temp": 38.2,
"dewp": 28.6
}
]
}
================================================
FILE: ml/automl/tables/kfp_e2e/deploy_model_for_tables/model_serve_template.yaml
================================================
---
apiVersion: v1
kind: Service
metadata:
labels:
app: MODEL_NAME
name: MODEL_NAME
namespace: NAMESPACE
spec:
ports:
- name: model-serving
port: 80
targetPort: "http-server"
selector:
app: MODEL_NAME
type: ClusterIP
---
apiVersion: extensions/v1beta1
kind: Deployment
metadata:
labels:
app: MODEL_NAME
name: MODEL_NAME-dep
namespace: NAMESPACE
spec:
replicas: 2
template:
metadata:
labels:
app: MODEL_NAME
version: v1
spec:
containers:
- name: MODEL_NAME
image: IMAGE_NAME
imagePullPolicy: Always
livenessProbe:
initialDelaySeconds: 30
periodSeconds: 30
tcpSocket:
port: 8080
ports:
- name: http-server
containerPort: 8080
resources:
limits:
cpu: "4"
memory: 4Gi
requests:
cpu: "1"
memory: 1Gi
================================================
FILE: ml/automl/tables/kfp_e2e/deploy_model_for_tables/tables_deploy_component.py
================================================
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import NamedTuple
def automl_deploy_tables_model(
gcp_project_id: str,
gcp_region: str,
model_display_name: str,
api_endpoint: str = None,
) -> NamedTuple('Outputs', [('model_display_name', str), ('status', str)]):
import subprocess
import sys
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0', '--quiet', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import logging
from google.api_core.client_options import ClientOptions
from google.api_core import exceptions
from google.cloud import automl_v1beta1 as automl
from google.cloud.automl_v1beta1 import enums
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
try:
model = client.get_model(model_display_name=model_display_name)
if model.deployment_state == enums.Model.DeploymentState.DEPLOYED:
status = 'deployed'
logging.info('Model {} already deployed'.format(model_display_name))
else:
logging.info('Deploying model {}'.format(model_display_name))
response = client.deploy_model(model_display_name=model_display_name)
# synchronous wait
logging.info("Model deployed. {}".format(response.result()))
status = 'deployed'
except exceptions.NotFound as e:
logging.warning(e)
status = 'not_found'
except Exception as e:
logging.warning(e)
status = 'undeployed'
logging.info('Model status: {}'.format(status))
return (model_display_name, status)
if __name__ == '__main__':
import kfp
kfp.components.func_to_container_op(
automl_deploy_tables_model, output_component_file='tables_deploy_component.yaml',
base_image='python:3.7')
================================================
FILE: ml/automl/tables/kfp_e2e/deploy_model_for_tables/tables_deploy_component.yaml
================================================
name: Automl deploy tables model
inputs:
- name: gcp_project_id
type: String
- name: gcp_region
type: String
- name: model_display_name
type: String
- name: api_endpoint
type: String
optional: true
outputs:
- name: model_display_name
type: String
- name: status
type: String
implementation:
container:
image: python:3.7
command:
- python3
- -u
- -c
- |
from typing import NamedTuple
def automl_deploy_tables_model(
gcp_project_id: str,
gcp_region: str,
model_display_name: str,
api_endpoint: str = None,
) -> NamedTuple('Outputs', [('model_display_name', str), ('status', str)]):
import subprocess
import sys
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0', '--quiet', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import logging
from google.api_core.client_options import ClientOptions
from google.api_core import exceptions
from google.cloud import automl_v1beta1 as automl
from google.cloud.automl_v1beta1 import enums
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
try:
model = client.get_model(model_display_name=model_display_name)
if model.deployment_state == enums.Model.DeploymentState.DEPLOYED:
status = 'deployed'
logging.info('Model {} already deployed'.format(model_display_name))
else:
logging.info('Deploying model {}'.format(model_display_name))
response = client.deploy_model(model_display_name=model_display_name)
# synchronous wait
logging.info("Model deployed. {}".format(response.result()))
status = 'deployed'
except exceptions.NotFound as e:
logging.warning(e)
status = 'not_found'
except Exception as e:
logging.warning(e)
status = 'undeployed'
logging.info('Model status: {}'.format(status))
return (model_display_name, status)
def _serialize_str(str_value: str) -> str:
if not isinstance(str_value, str):
raise TypeError('Value "{}" has type "{}" instead of str.'.format(str(str_value), str(type(str_value))))
return str_value
import argparse
_parser = argparse.ArgumentParser(prog='Automl deploy tables model', description='')
_parser.add_argument("--gcp-project-id", dest="gcp_project_id", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--gcp-region", dest="gcp_region", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--model-display-name", dest="model_display_name", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--api-endpoint", dest="api_endpoint", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("----output-paths", dest="_output_paths", type=str, nargs=2)
_parsed_args = vars(_parser.parse_args())
_output_files = _parsed_args.pop("_output_paths", [])
_outputs = automl_deploy_tables_model(**_parsed_args)
if not hasattr(_outputs, '__getitem__') or isinstance(_outputs, str):
_outputs = [_outputs]
_output_serializers = [
_serialize_str,
_serialize_str,
]
import os
for idx, output_file in enumerate(_output_files):
try:
os.makedirs(os.path.dirname(output_file))
except OSError:
pass
with open(output_file, 'w') as f:
f.write(_output_serializers[idx](_outputs[idx]))
args:
- --gcp-project-id
- inputValue: gcp_project_id
- --gcp-region
- inputValue: gcp_region
- --model-display-name
- inputValue: model_display_name
- if:
cond:
isPresent: api_endpoint
then:
- --api-endpoint
- inputValue: api_endpoint
- '----output-paths'
- outputPath: model_display_name
- outputPath: status
================================================
FILE: ml/automl/tables/kfp_e2e/import_data_from_bigquery/tables_component.py
================================================
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import NamedTuple
def automl_import_data_for_tables(
# dataset_path,
path: str,
gcp_project_id: str,
gcp_region: str,
dataset_display_name: str,
api_endpoint: str = None,
) -> NamedTuple('Outputs', [('dataset_display_name', str)]):
import sys
import subprocess
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0', '--quiet',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import logging
from google.api_core.client_options import ClientOptions
from google.cloud import automl_v1beta1 as automl
def list_column_specs(client,
dataset_display_name,
filter_=None):
"""List all column specs."""
result = []
# List all the table specs in the dataset
response = client.list_column_specs(
dataset_display_name=dataset_display_name, filter_=filter_)
logging.info("List of column specs:")
for column_spec in response:
# Display the column_spec information.
logging.info("Column spec name: {}".format(column_spec.name))
logging.info("Column spec id: {}".format(column_spec.name.split("/")[-1]))
logging.info("Column spec display name: {}".format(column_spec.display_name))
logging.info("Column spec data type: {}".format(column_spec.data_type))
result.append(column_spec)
return result
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
response = None
if path.startswith('bq'):
response = client.import_data(
dataset_display_name=dataset_display_name, bigquery_input_uri=path
)
else:
# Get the multiple Google Cloud Storage URIs.
input_uris = path.split(",")
response = client.import_data(
dataset_display_name=dataset_display_name,
gcs_input_uris=input_uris)
logging.info("Processing import... This can take a while.")
# synchronous check of operation status.
logging.info("Data imported. {}".format(response.result()))
logging.info("Response metadata: {}".format(response.metadata))
logging.info("Operation name: {}".format(response.operation.name))
# now list the inferred col schema
list_column_specs(client, dataset_display_name)
return dataset_display_name
if __name__ == '__main__':
import kfp
kfp.components.func_to_container_op(automl_import_data_for_tables,
output_component_file='tables_component.yaml', base_image='python:3.7')
================================================
FILE: ml/automl/tables/kfp_e2e/import_data_from_bigquery/tables_component.yaml
================================================
name: Automl import data for tables
inputs:
- name: path
type: String
- name: gcp_project_id
type: String
- name: gcp_region
type: String
- name: dataset_display_name
type: String
- name: api_endpoint
type: String
optional: true
outputs:
- name: dataset_display_name
type: String
implementation:
container:
image: python:3.7
command:
- python3
- -u
- -c
- |
from typing import NamedTuple
def automl_import_data_for_tables(
# dataset_path,
path: str,
gcp_project_id: str,
gcp_region: str,
dataset_display_name: str,
api_endpoint: str = None,
) -> NamedTuple('Outputs', [('dataset_display_name', str)]):
import sys
import subprocess
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0', '--quiet',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import google
import logging
from google.api_core.client_options import ClientOptions
from google.cloud import automl_v1beta1 as automl
def list_column_specs(client,
dataset_display_name,
filter_=None):
"""List all column specs."""
result = []
# List all the table specs in the dataset
response = client.list_column_specs(
dataset_display_name=dataset_display_name, filter_=filter_)
logging.info("List of column specs:")
for column_spec in response:
# Display the column_spec information.
logging.info("Column spec name: {}".format(column_spec.name))
logging.info("Column spec id: {}".format(column_spec.name.split("/")[-1]))
logging.info("Column spec display name: {}".format(column_spec.display_name))
logging.info("Column spec data type: {}".format(column_spec.data_type))
result.append(column_spec)
return result
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
response = None
if path.startswith('bq'):
response = client.import_data(
dataset_display_name=dataset_display_name, bigquery_input_uri=path
)
else:
# Get the multiple Google Cloud Storage URIs.
input_uris = path.split(",")
response = client.import_data(
dataset_display_name=dataset_display_name,
gcs_input_uris=input_uris)
logging.info("Processing import... This can take a while.")
# synchronous check of operation status.
logging.info("Data imported. {}".format(response.result()))
logging.info("Response metadata: {}".format(response.metadata))
logging.info("Operation name: {}".format(response.operation.name))
# now list the inferred col schema
list_column_specs(client, dataset_display_name)
return dataset_display_name
def _serialize_str(str_value: str) -> str:
if not isinstance(str_value, str):
raise TypeError('Value "{}" has type "{}" instead of str.'.format(str(str_value), str(type(str_value))))
return str_value
import argparse
_parser = argparse.ArgumentParser(prog='Automl import data for tables', description='')
_parser.add_argument("--path", dest="path", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--gcp-project-id", dest="gcp_project_id", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--gcp-region", dest="gcp_region", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--dataset-display-name", dest="dataset_display_name", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--api-endpoint", dest="api_endpoint", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("----output-paths", dest="_output_paths", type=str, nargs=1)
_parsed_args = vars(_parser.parse_args())
_output_files = _parsed_args.pop("_output_paths", [])
_outputs = automl_import_data_for_tables(**_parsed_args)
if not hasattr(_outputs, '__getitem__') or isinstance(_outputs, str):
_outputs = [_outputs]
_output_serializers = [
_serialize_str,
]
import os
for idx, output_file in enumerate(_output_files):
try:
os.makedirs(os.path.dirname(output_file))
except OSError:
pass
with open(output_file, 'w') as f:
f.write(_output_serializers[idx](_outputs[idx]))
args:
- --path
- inputValue: path
- --gcp-project-id
- inputValue: gcp_project_id
- --gcp-region
- inputValue: gcp_region
- --dataset-display-name
- inputValue: dataset_display_name
- if:
cond:
isPresent: api_endpoint
then:
- --api-endpoint
- inputValue: api_endpoint
- '----output-paths'
- outputPath: dataset_display_name
================================================
FILE: ml/automl/tables/kfp_e2e/import_data_from_bigquery/tables_schema_component.py
================================================
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import NamedTuple
def automl_set_dataset_schema(
gcp_project_id: str,
gcp_region: str,
display_name: str,
target_col_name: str,
schema_info: str = '{}', # dict with key of col name, value an array with [type, nullable]
time_col_name: str = None,
test_train_col_name: str = None,
api_endpoint: str = None,
) -> NamedTuple('Outputs', [('display_name', str)]):
import sys
import subprocess
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0',
'--quiet', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import json
import google
import logging
from google.api_core.client_options import ClientOptions
from google.cloud import automl_v1beta1 as automl
def update_column_spec(client,
dataset_display_name,
column_spec_display_name,
type_code,
nullable=None
):
logging.info("Setting {} to type {} and nullable {}".format(
column_spec_display_name, type_code, nullable))
response = client.update_column_spec(
dataset_display_name=dataset_display_name,
column_spec_display_name=column_spec_display_name,
type_code=type_code,
nullable=nullable
)
# synchronous check of operation status.
print("Table spec updated. {}".format(response))
def update_dataset(client,
dataset_display_name,
target_column_spec_name=None,
time_column_spec_name=None,
test_train_column_spec_name=None):
if target_column_spec_name:
response = client.set_target_column(
dataset_display_name=dataset_display_name,
column_spec_display_name=target_column_spec_name
)
print("Target column updated. {}".format(response))
if time_column_spec_name:
response = client.set_time_column(
dataset_display_name=dataset_display_name,
column_spec_display_name=time_column_spec_name
)
print("Time column updated. {}".format(response))
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
schema_dict = json.loads(schema_info)
# Update cols for which the desired schema was not inferred.
if schema_dict:
for k, v in schema_dict.items():
update_column_spec(client, display_name, k, v[0], nullable=v[1])
# Update the dataset with info about the target col, plus optionally info on how to split on
# a time col or a test/train col.
update_dataset(client, display_name,
target_column_spec_name=target_col_name,
time_column_spec_name=time_col_name,
test_train_column_spec_name=test_train_col_name)
return display_name
if __name__ == '__main__':
import kfp
kfp.components.func_to_container_op(automl_set_dataset_schema,
output_component_file='tables_schema_component.yaml', base_image='python:3.7')
================================================
FILE: ml/automl/tables/kfp_e2e/import_data_from_bigquery/tables_schema_component.yaml
================================================
name: Automl set dataset schema
inputs:
- name: gcp_project_id
type: String
- name: gcp_region
type: String
- name: display_name
type: String
- name: target_col_name
type: String
- name: schema_info
type: String
default: '{}'
optional: true
- name: time_col_name
type: String
optional: true
- name: test_train_col_name
type: String
optional: true
- name: api_endpoint
type: String
optional: true
outputs:
- name: display_name
type: String
implementation:
container:
image: python:3.7
command:
- python3
- -u
- -c
- |
from typing import NamedTuple
def automl_set_dataset_schema(
gcp_project_id: str,
gcp_region: str,
display_name: str,
target_col_name: str,
schema_info: str = '{}', # dict with key of col name, value an array with [type, nullable]
time_col_name: str = None,
test_train_col_name: str = None,
api_endpoint: str = None,
) -> NamedTuple('Outputs', [('display_name', str)]):
import sys
import subprocess
subprocess.run([sys.executable, '-m', 'pip', 'install', 'googleapis-common-protos==1.6.0',
'--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.9.0',
'--quiet', '--no-warn-script-location'],
env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
import json
import google
import logging
from google.api_core.client_options import ClientOptions
from google.cloud import automl_v1beta1 as automl
def update_column_spec(client,
dataset_display_name,
column_spec_display_name,
type_code,
nullable=None
):
logging.info("Setting {} to type {} and nullable {}".format(
column_spec_display_name, type_code, nullable))
response = client.update_column_spec(
dataset_display_name=dataset_display_name,
column_spec_display_name=column_spec_display_name,
type_code=type_code,
nullable=nullable
)
# synchronous check of operation status.
print("Table spec updated. {}".format(response))
def update_dataset(client,
dataset_display_name,
target_column_spec_name=None,
time_column_spec_name=None,
test_train_column_spec_name=None):
if target_column_spec_name:
response = client.set_target_column(
dataset_display_name=dataset_display_name,
column_spec_display_name=target_column_spec_name
)
print("Target column updated. {}".format(response))
if time_column_spec_name:
response = client.set_time_column(
dataset_display_name=dataset_display_name,
column_spec_display_name=time_column_spec_name
)
print("Time column updated. {}".format(response))
logging.getLogger().setLevel(logging.INFO) # TODO: make level configurable
# TODO: we could instead check for region 'eu' and use 'eu-automl.googleapis.com:443'endpoint
# in that case, instead of requiring endpoint to be specified.
if api_endpoint:
client_options = ClientOptions(api_endpoint=api_endpoint)
client = automl.TablesClient(project=gcp_project_id, region=gcp_region,
client_options=client_options)
else:
client = automl.TablesClient(project=gcp_project_id, region=gcp_region)
schema_dict = json.loads(schema_info)
# Update cols for which the desired schema was not inferred.
if schema_dict:
for k, v in schema_dict.items():
update_column_spec(client, display_name, k, v[0], nullable=v[1])
# Update the dataset with info about the target col, plus optionally info on how to split on
# a time col or a test/train col.
update_dataset(client, display_name,
target_column_spec_name=target_col_name,
time_column_spec_name=time_col_name,
test_train_column_spec_name=test_train_col_name)
return display_name
def _serialize_str(str_value: str) -> str:
if not isinstance(str_value, str):
raise TypeError('Value "{}" has type "{}" instead of str.'.format(str(str_value), str(type(str_value))))
return str_value
import argparse
_parser = argparse.ArgumentParser(prog='Automl set dataset schema', description='')
_parser.add_argument("--gcp-project-id", dest="gcp_project_id", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--gcp-region", dest="gcp_region", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--display-name", dest="display_name", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--target-col-name", dest="target_col_name", type=str, required=True, default=argparse.SUPPRESS)
_parser.add_argument("--schema-info", dest="schema_info", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--time-col-name", dest="time_col_name", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--test-train-col-name", dest="test_train_col_name", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("--api-endpoint", dest="api_endpoint", type=str, required=False, default=argparse.SUPPRESS)
_parser.add_argument("----output-paths", dest="_output_paths", type=str, nargs=1)
_parsed_args = vars(_parser.parse_args())
_output_files = _parsed_args.pop("_output_paths", [])
_outputs = automl_set_dataset_schema(**_parsed_args)
if not hasattr(_outputs, '__getitem__') or isinstance(_outputs, str):
_outputs = [_outputs]
_output_serializers = [
_serialize_str,
]
import os
for idx, output_file in enumerate(_output_files):
try:
os.makedirs(os.path.dirname(output_file))
except OSError:
pass
with open(output_file, 'w') as f:
f.write(_output_serializers[idx](_outputs[idx]))
args:
- --gcp-project-id
- inputValue: gcp_project_id
- --gcp-region
- inputValue: gcp_region
- --display-name
- inputValue: display_name
- --target-col-name
- inputValue: target_col_name
- if:
cond:
isPresent: schema_info
then:
- --schema-info
- inputValue: schema_info
- if:
cond:
isPresent: time_col_name
then:
- --time-col-name
- inputValue: time_col_name
- if:
cond:
isPresent: test_train_col_name
then:
- --test-train-col-name
- inputValue: test_train_col_name
- if:
cond:
isPresent: api_endpoint
then:
- --api-endpoint
- inputValue: api_endpoint
- '----output-paths'
- outputPath: display_name
================================================
FILE: ml/automl/tables/kfp_e2e/tables_containers/model-service-launcher/Dockerfile
================================================
# Copyright 2020 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ubuntu:18.04
RUN apt-get update \
&& apt-get install -y python3-pip python3-dev \
&& cd /usr/local/bin \
&& ln -s /usr/bin/python3 python \
&& pip3 install --upgrade pip
RUN apt-get install -y wget unzip git
RUN pip install --upgrade pip
RUN pip install urllib3 certifi retrying
# RUN apt-get install --no-install-recommends -y -q ca-certificates python-dev python-setuptools wget unzip
# RUN pip install pyyaml==3.12 six==1.11.0 requests==2.18.4
RUN wget -nv https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.zip && \
unzip -qq google-cloud-sdk.zip -d tools && \
rm google-cloud-sdk.zip && \
tools/google-cloud-sdk/install.sh --usage-reporting=false \
--path-update=false --bash-completion=false \
--disable-installation-options && \
tools/google-cloud-sdk/bin/gcloud -q components update \
gcloud core gsutil && \
tools/google-cloud-sdk/bin/gcloud -q components install kubectl && \
tools/google-cloud-sdk/bin/gcloud config set component_manager/disable_update_check true && \
touch /tools/google-cloud-sdk/lib/third_party/google.py
ENV PATH $PATH:/tools/google-cloud-sdk/bin
ADD build /ml
ENTRYPOINT ["python", "/ml/exported_model_deploy.py"]
================================================
FILE: ml/automl/tables/kfp_e2e/tables_containers/model-service-launcher/build.sh
================================================
#!/bin/bash -e
# Copyright 2020 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
mkdir -p ./build
rsync -arvp "../../deploy_model_for_tables"/ ./build/
docker build -t model-service-launcher .
rm -rf ./build
docker tag model-service-launcher gcr.io/${PROJECT_ID}/model-service-launcher
docker push gcr.io/${PROJECT_ID}/model-service-launcher
================================================
FILE: ml/automl/tables/kfp_e2e/tables_pipeline_caip.py
================================================
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import kfp.dsl as dsl
import kfp.gcp as gcp
import kfp.components as comp
import json
import time
DEFAULT_SCHEMA = json.dumps({"end_station_id": ["CATEGORY", True], "start_station_id": ["CATEGORY", True],
"loc_cross": ["CATEGORY", True], "bike_id": ["CATEGORY", True]})
create_dataset_op = comp.load_component_from_file(
'./create_dataset_for_tables/tables_component.yaml'
)
import_data_op = comp.load_component_from_file(
'./import_data_from_bigquery/tables_component.yaml'
)
set_schema_op = comp.load_component_from_file(
'./import_data_from_bigquery/tables_schema_component.yaml'
)
train_model_op = comp.load_component_from_file(
'./create_model_for_tables/tables_component.yaml')
eval_model_op = comp.load_component_from_file(
'./create_model_for_tables/tables_eval_component.yaml')
eval_metrics_op = comp.load_component_from_file(
'./create_model_for_tables/tables_eval_metrics_component.yaml')
deploy_model_op = comp.load_component_from_file(
'./deploy_model_for_tables/tables_deploy_component.yaml'
)
@dsl.pipeline(
name='AutoML Tables',
description='Demonstrate an AutoML Tables workflow'
)
def automl_tables( #pylint: disable=unused-argument
gcp_project_id: str = 'YOUR_PROJECT_HERE',
gcp_region: str = 'us-central1',
dataset_display_name: str = 'YOUR_DATASET_NAME',
api_endpoint: str = '',
path: str = 'bq://aju-dev-demos.london_bikes_weather.bikes_weather',
target_col_name: str = 'duration',
time_col_name: str = '',
# test_train_col_name: str = '',
# schema dict with col name as key, type as value
schema_info: str = DEFAULT_SCHEMA,
train_budget_milli_node_hours: 'Integer' = 1000,
model_prefix: str = 'bwmodel',
# one of strings: [MAXIMIZE_AU_ROC, MAXIMIZE_AU_PRC, MINIMIZE_LOG_LOSS, MAXIMIZE_RECALL_AT_PRECISION, MAXIMIZE_PRECISION_AT_RECALL, MINIMIZE_RMSE, MINIMIZE_MAE, MINIMIZE_RMSLE]
optimization_objective: str = '', # if not set, will use default
include_column_spec_names: str = '',
exclude_column_spec_names: str = '',
bucket_name: str = 'YOUR_BUCKET_NAME',
thresholds: str = '{"mean_absolute_error": 480}',
):
create_dataset = create_dataset_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
dataset_display_name=dataset_display_name,
api_endpoint=api_endpoint,
)
import_data = import_data_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
dataset_display_name=dataset_display_name,
api_endpoint=api_endpoint,
path=path
)
set_schema = set_schema_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
display_name=dataset_display_name,
api_endpoint=api_endpoint,
target_col_name=target_col_name,
schema_info=schema_info,
time_col_name=time_col_name
# test_train_col_name=test_train_col_name
)
import_data.after(create_dataset)
set_schema.after(import_data)
train_model = train_model_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
dataset_display_name=dataset_display_name,
api_endpoint=api_endpoint,
model_prefix=model_prefix,
train_budget_milli_node_hours=train_budget_milli_node_hours,
optimization_objective=optimization_objective
)
train_model.after(set_schema)
eval_model = eval_model_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
bucket_name=bucket_name,
# gcs_path='automl_evals/{}'.format(dsl.RUN_ID_PLACEHOLDER),
gcs_path='automl_evals/{}'.format(train_model.outputs['model_display_name']),
api_endpoint=api_endpoint,
model_display_name=train_model.outputs['model_display_name']
)
eval_metrics = eval_metrics_op(
thresholds=thresholds,
eval_data=eval_model.outputs['eval_data'],
)
with dsl.Condition(eval_metrics.outputs['deploy'] == 'deploy'):
deploy_model = deploy_model_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
api_endpoint=api_endpoint,
model_display_name=train_model.outputs['model_display_name'],
)
if __name__ == '__main__':
import kfp.compiler as compiler
compiler.Compiler().compile(automl_tables, __file__ + '.tar.gz')
================================================
FILE: ml/automl/tables/kfp_e2e/tables_pipeline_kf.py
================================================
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import kfp.dsl as dsl
import kfp.gcp as gcp
import kfp.components as comp
import json
import time
DEFAULT_SCHEMA = json.dumps({"end_station_id": ["CATEGORY", True], "start_station_id": ["CATEGORY", True],
"loc_cross": ["CATEGORY", True], "bike_id": ["CATEGORY", True]})
create_dataset_op = comp.load_component_from_file(
'./create_dataset_for_tables/tables_component.yaml'
)
import_data_op = comp.load_component_from_file(
'./import_data_from_bigquery/tables_component.yaml'
)
set_schema_op = comp.load_component_from_file(
'./import_data_from_bigquery/tables_schema_component.yaml'
)
train_model_op = comp.load_component_from_file(
'./create_model_for_tables/tables_component.yaml')
eval_model_op = comp.load_component_from_file(
'./create_model_for_tables/tables_eval_component.yaml')
eval_metrics_op = comp.load_component_from_file(
'./create_model_for_tables/tables_eval_metrics_component.yaml')
deploy_model_op = comp.load_component_from_file(
'./deploy_model_for_tables/tables_deploy_component.yaml'
)
@dsl.pipeline(
name='AutoML Tables',
description='Demonstrate an AutoML Tables workflow'
)
def automl_tables( #pylint: disable=unused-argument
gcp_project_id: str = 'YOUR_PROJECT_HERE',
gcp_region: str = 'us-central1',
dataset_display_name: str = 'YOUR_DATASET_NAME',
api_endpoint: str = '',
path: str = 'bq://aju-dev-demos.london_bikes_weather.bikes_weather',
target_col_name: str = 'duration',
time_col_name: str = '',
# test_train_col_name: str = '',
# schema dict with col name as key, type as value
schema_info: str = DEFAULT_SCHEMA,
train_budget_milli_node_hours: 'Integer' = 1000,
model_prefix: str = 'bwmodel',
# one of strings: [MAXIMIZE_AU_ROC, MAXIMIZE_AU_PRC, MINIMIZE_LOG_LOSS, MAXIMIZE_RECALL_AT_PRECISION, MAXIMIZE_PRECISION_AT_RECALL, MINIMIZE_RMSE, MINIMIZE_MAE, MINIMIZE_RMSLE]
optimization_objective: str = '', # if not set, will use default
include_column_spec_names: str = '',
exclude_column_spec_names: str = '',
bucket_name: str = 'YOUR_BUCKET_NAME',
thresholds: str = '{"mean_absolute_error": 480}',
):
create_dataset = create_dataset_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
dataset_display_name=dataset_display_name,
api_endpoint=api_endpoint,
).apply(gcp.use_gcp_secret('user-gcp-sa'))
import_data = import_data_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
dataset_display_name=dataset_display_name,
api_endpoint=api_endpoint,
path=path
).apply(gcp.use_gcp_secret('user-gcp-sa'))
set_schema = set_schema_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
display_name=dataset_display_name,
api_endpoint=api_endpoint,
target_col_name=target_col_name,
schema_info=schema_info,
time_col_name=time_col_name
# test_train_col_name=test_train_col_name
).apply(gcp.use_gcp_secret('user-gcp-sa'))
import_data.after(create_dataset)
set_schema.after(import_data)
train_model = train_model_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
dataset_display_name=dataset_display_name,
api_endpoint=api_endpoint,
model_prefix=model_prefix,
train_budget_milli_node_hours=train_budget_milli_node_hours,
optimization_objective=optimization_objective
).apply(gcp.use_gcp_secret('user-gcp-sa'))
train_model.after(set_schema)
eval_model = eval_model_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
bucket_name=bucket_name,
gcs_path='automl_evals/{}'.format(train_model.outputs['model_display_name']),
api_endpoint=api_endpoint,
model_display_name=train_model.outputs['model_display_name']
).apply(gcp.use_gcp_secret('user-gcp-sa'))
eval_metrics = eval_metrics_op(
thresholds=thresholds,
eval_data=eval_model.outputs['eval_data'],
).apply(gcp.use_gcp_secret('user-gcp-sa'))
with dsl.Condition(eval_metrics.outputs['deploy'] == 'deploy'):
deploy_model = deploy_model_op(
gcp_project_id=gcp_project_id,
gcp_region=gcp_region,
api_endpoint=api_endpoint,
model_display_name=train_model.outputs['model_display_name'],
).apply(gcp.use_gcp_secret('user-gcp-sa'))
if __name__ == '__main__':
import kfp.compiler as compiler
compiler.Compiler().compile(automl_tables, __file__ + '.tar.gz')
================================================
FILE: ml/automl/tables/model_export/Dockerfile.template
================================================
# Copyright 2019 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM gcr.io/cloud-automl-tables-public/model_server
ADD model-export/tbl/YOUR_RENAMED_DIRECTORY /models/default/0000001
================================================
FILE: ml/automl/tables/model_export/automl_tables_model_export_cloud_run.md
================================================
# AutoML Tables: Exporting and serving your trained model to Cloud Run
## Introduction
Google Cloud’s [AutoML Tables][1] lets you automatically build and deploy state-of-the-art machine learning models using your own structured data.
Recently, Tables launched a feature to let you [export][2] your full custom model, packaged such that you can serve it via a Docker container. This lets you serve your models anywhere that you can run a container.
In this example, we'll show how you can package an exported Tables model to serve on [Cloud Run][3]. With Cloud Run, your model serving automatically scales out with traffic, and scales to 0 when it’s not being used. We’ll also show how you can examine your trained custom model in [TensorBoard][4].
For the following steps, the [documentation][5] provides more detail.
We'll use the [Cloud Console UI][6], but all of these steps could also be accomplished by accessing the API via the command line or using the [AutoML Tables client libraries][7].
## Create a Dataset and edit its schema
The first step in training a Tables model is to create a *dataset*, using your data.
For this example, we'll use data that is essentially a join of the [London Bikes][8] and [NOAA weather][9] public datasets in BigQuery, with some additional processing to derive additional GIS and day-of-week fields. (If you like, you can follow along with your own tabular dataset instead, but you will need to construct your own prediction instances as well).
Visit the [Tables page][10] in the Cloud Console, and enable the API as necessary.
Enable the AutoML Tables API.
Then, create a new Tables *dataset*.
Create a new Tables dataset.
Import your data into the dataset. To ingest the example data, select "Import data from BigQuery". Then, as shown in the figure below, use `aju-dev-demos` as the BigQuery Project ID, `london_bikes_weather` as the dataset ID, and `bikes_weather` as the table name.
Import the bikes_weather BigQuery table into the dataset.
### Edit the dataset’s schema
Once the import is complete, edit the dataset schema. We'll need to change a few of the inferred types. Make sure your schema reflects that in the figure below. In particular, change `bike_id`, `end_station_id`, `start_station_id`, and `loc_cross` to be of type *Categorical*. (Note that useful stats are generated for the columns).
Then, we'll set `duration` as the _target_ column.
Adjust the dataset schema.
## Train and export your Tables model
Now you're ready to train a model on that dataset. After the model is trained, you will be able not only to deploy it to the Cloud AI Platform, where you can access it via API, but also can *export* it to run in a container.
### Train the model
We'll train a model to predict ride `duration` given all the other dataset inputs. So, we'll be training a [regression][11] model.
For this example, enter a training budget of 1 hours, and include all the other feature columns.
Train a model to predict ride duration.
### Export the trained model
Once the model is trained, we'll export the result, so that it can be served from any environment in which you can run a container. (Note that you could also [deploy][12] your model to the Cloud AI Platform for online prediction).
You'll find the export option under **TEST & USE**. (See the [documentation][13] for detail on the export process).
You'll need to create a *regional* GCS bucket, in the same region as your model. You also might want to create a sub-folder for the model export in the GCS bucket, so that if you have multiple exports, you can keep track of . An easy way to create the folder is via the web UI. Here, I've created a `model_export_1` sub-folder.
Click the "Container" card to export your trained model to be run from a Docker container.
Click the "Container" card to export your trained model to be run from a Docker container.
Browse to select the GCS folder into which you want to export your model, then click the **EXPORT** button.
Browse to the GCS folder into which you want to export your model.
When the export is finished, create a local directory to hold your model, e.g. something like `bikes_weather`.
Copy the download command in the cloud console, which will look something like the following:
`gsutil cp -r gs:///model_export_1//* ./download_dir`
Edit this command: add quotes around the `gs` URI, and remove one of the end slashes. Then edit `download_dir` to point to the directory you created. The result should look something like the following. Run it from the parent directory of your `bikes_weather` directory:
```sh
gsutil cp -r 'gs:///model_export_1/*' ./bikes_weather
```
The exported model will be copied to `./bikes_weather`.
**Note**: to run `gsutil`, you will need [`gcloud`][14] installed. You can run these commands from the [Cloud Shell][15] instead of your local machine if you don't want to install the SDK locally.
## Test your exported model locally
Once you've downloaded your model, you can run and test it locally. This provides a good sanity check before deploying to Cloud Run.
The process is described in the [documentation][16]; we'll summarize here.
- change to the `bikes_weather` directory (or whatever you named it). You should see a `model_export` subdirectory, the result of your download.
- rename the subdirectory as described in the [documentation][17], to remove the timestamp suffix.
Then, create and run a container to serve your new trained model. Edit the following to point to your renamed directory path:
```sh
docker run -v `pwd`/model-export/tbl/:/models/default/0000001 -p 8080:8080 -it gcr.io/cloud-automl-tables-public/model_server
```
This starts up a model server to which you can send requests. Note that we're using the `gcr.io/cloud-automl-tables-public/model_server` container image and mounting our local directory.
Next, [download this `instances.json`][18] file. If you take a look at it, you can see that it holds data for three prediction instances.
From the directory where you placed `instances.json`, run:
```sh
curl -X POST --data @instances.json http://localhost:8080/predict
```
It may take a second or two for the first request to return, but subsequent requests will be faster. You’ll get back predictions for all of the instances in the `json` file.
The actual duration for the third instance is 1200.
## View information about your exported model in TensorBoard
You can view your exported custom model in [TensorBoard][19]. This requires a conversion step.
You will need to have TensorFlow 1.14 or 1.15 installed to run the the conversion script.
Then, download [this script][20], e.g. via `curl -O https://raw.githubusercontent.com/amygdala/code-snippets/master/ml/automl/tables/model_export/convert_oss.py`, to the parent directory of `model_export`. Create a directory for the output (e.g. `converted_export`), then run the script as follows:
```sh
mkdir converted_export
python ./convert_oss.py --saved_model ./model-export/tbl//saved_model.pb --output_dir converted_export
```
Then, point TensorBoard to the converted model graph:
```sh
tensorboard --logdir=converted_export
```
You will see a rendering of the model graph, and can pan and zoom to view model sub-graphs in more detail.
You can view an exported custom Tables model in Tensorboard. Zooming in to see part of the model graph in more detail.
## Create a Google Cloud Run service based on your exported model
At this point, we have a trained model that we've exported and tested locally. Now we are almost ready to deploy it to [Cloud Run][21].
As the last step of prep, we'll create a container image that uses `gcr.io/cloud-automl-tables-public/model_server` as a base image and `ADD`s the model directory, and push that image to the [Google Container Registry][22], so that Cloud Run can access it.
### Build a container to use for Cloud Run
In the same `bikes_weather` directory that holds the `model_export` subdir, create a file called `Dockerfile` that contains the following two lines. The template is [here][23] as well; **edit the second line to use your correct path to the exported model, the same path that you used above when running locally**.
```
FROM gcr.io/cloud-automl-tables-public/model_server
ADD model-export/tbl/YOUR_RENAMED_DIRECTORY/models/default/0000001
```
Then, build a container from the `Dockerfile`. In this example we'll call it `bw-serve`.
You can do this as follows (**replace `[PROJECT_ID]` with the id of your project**):
```
docker build . -t gcr.io/[PROJECT_ID]/bw-serve
```
Then push it to the Google Container Registry (again replacing `[PROJECT_ID]` with the id of your project):
```
docker push gcr.io/[PROJECT_ID]/bw-serve
```
(If you get an error, you may need to configure Docker to use gcloud to [authenticate requests to Container Registry][24].)
Alternately, you can use [Cloud Build][25] to build the container instead, as follows:
```
gcloud builds submit --tag gcr.io/[PROJECT_ID]/bw-serve .
```
### Create your Cloud Run service
Now we're ready to deploy the container we built to Cloud Run, where we can scalably serve it for predictions. Visit the [Cloud Run page in the console][26]. (Click the “START USING..” button if necessary). Then click the **CREATE SERVICE** button.
Creating a Cloud Run Service
For the container URL, enter the name of the container that you just built above. Select the “Cloud Run (fully managed)” option. Create a service name (it can be anything you like). Select the **Require Authentication** option.
Then, click on **SHOW OPTIONAL REVISION SETTINGS**. Change the **Memory allocated** option to **2GiB**.
Leave the rest of the defaults as they are, and click **CREATE**.
Set your service instances to use 2GiB of memory
### Send prediction requests to the Cloud Run service
Once your Cloud Run service is deployed, you can send prediction requests to it. Your new service will have a URL that starts with your service name (and ends with `run.app`). You can send JSON predictions to the Cloud Run service just as with the local server you tested earlier; but with Cloud Run, the service will scale up and down based on demand.
Assuming you selected the **Require Authentication** option, you can make prediction requests like this:
```bash
curl -X POST -H \
"Authorization: Bearer $(gcloud auth print-identity-token)" --data @./instances.json \
https:///predict
```
(If you set up your Cloud Run service endpoint so that it does not require authentication, you don’t need to include the authorization header in your `curl` request).
## What’s next?
In this post, we walked through how to export a custom AutoML Tables trained model, view model information in TensorBoard, and build a container image that lets you serve the model from any environment. Then we showed how you can deploy that image to Cloud Run for scalable serving.
Once you’ve built a model-serving container image, it’s easy to deploy it to other environments as well. For example, if you have installed [Knative serving][27] on a [Kubernetes][28] cluster, you can create a Knative *service* like this, using the same container image (again replacing `[PROJECT_ID]` with your project):
```yaml
apiVersion: serving.knative.dev/v1
kind: Service
metadata:
name: bikes-weather
spec:
template:
spec:
containers:
- image: gcr.io/[PROJECT_ID]/bw-serve
```
(While our example model fits on a 2GiB Cloud Run instance, it’s possible that other of your models may be too large for the managed Cloud Run service, and serving it via Kubernetes/[GKE][29] is a good alternative).
If you’re curious about the details of your custom model, you can use Stackdriver Logging to [view information about your AutoML Tables model][30]. Using Logging, you can see the final model hyperparameters as well as the hyperparameters and object values used during model training and tuning.
You may also be interested in exploring the updated [AutoML Tables client libraries][31], which make it easy for you to [train and use Tables programmatically][32], or reading about how to create a _contextual bandit_ model pipeline [using AutoML Tables, without needing a specialist for tuning or feature engineering][33].
[1]: https://cloud.google.com/automl-tables/docs/
[2]: https://cloud.google.com/automl-tables/docs/model-export
[3]: https://cloud.google.com/run/docs/
[4]: https://www.tensorflow.org/tensorboard
[5]: https://cloud.google.com/automl-tables/docs/
[6]: https://console.cloud.google.com/automl-tables/datasets
[7]: https://googleapis.dev/python/automl/latest/gapic/v1beta1/tables.html
[8]: https://console.cloud.google.com/bigquery?p=bigquery-public-data&d=london_bicycles&page=dataset
[9]: https://console.cloud.google.com/bigquery?p=bigquery-public-data&d=noaa_gsod&page=dataset
[10]: https://console.cloud.google.com/automl-tables/datasets
[11]: https://cloud.google.com/automl-tables/docs/problem-types
[12]: https://cloud.google.com/automl-tables/docs/predict
[13]: https://cloud.google.com/automl-tables/docs/model-export
[14]: https://cloud.google.com/sdk/install
[15]: https://cloud.google.com/shell/
[16]: https://cloud.google.com/automl-tables/docs/model-export
[17]: https://cloud.google.com/automl-tables/docs/model-export#run-server
[18]: https://raw.githubusercontent.com/amygdala/code-snippets/master/ml/automl/tables/model_export/instances.json
[19]: https://www.tensorflow.org/tensorboard
[20]: https://github.com/amygdala/code-snippets/blob/master/ml/automl/tables/model_export/convert_oss.py
[21]: https://cloud.google.com/run/docs/
[22]: https://cloud.google.com/container-registry/
[23]: https://raw.githubusercontent.com/amygdala/code-snippets/master/ml/automl/tables/model_export/Dockerfile.template
[24]: https://cloud.google.com/container-registry/docs/quickstart#add_the_image_to
[25]: https://cloud.google.com/cloud-build/docs/quickstart-docker
[26]: https://console.cloud.google.com/marketplace/details/google-cloud-platform/cloud-run
[27]: https://github.com/knative/serving
[28]: https://kubernetes.io/
[29]: https://cloud.google.com/kubernetes-engine/
[30]: https://cloud.google.com/automl-tables/docs/logging
[31]: https://googleapis.dev/python/automl/latest/gapic/v1beta1/tables.html
[32]: https://github.com/GoogleCloudPlatform/python-docs-samples/tree/master/tables/automl/notebooks
[33]: https://cloud.google.com/blog/products/ai-machine-learning/how-to-build-better-contextual-bandits-machine-learning-models
================================================
FILE: ml/automl/tables/model_export/convert_oss.py
================================================
# Copyright 2019 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# tested with TF1.14
import sys
import tensorflow as tf
from absl import app
from absl import flags
from tensorflow.core.protobuf import saved_model_pb2
from tensorflow.python.summary import summary
FLAGS = flags.FLAGS
flags.DEFINE_string('saved_model', '', 'The location of the saved_model.pb to visualize.')
flags.DEFINE_string('output_dir', '', 'The location for the Tensorboard log to begin visualization from.')
def import_to_tensorboard(saved_model, output_dir):
"""View an imported saved_model.pb as a graph in Tensorboard.
Args:
saved_model: The location of the saved_model.pb to visualize.
output_dir: The location for the Tensorboard log to begin visualization from.
Usage:
Call this function with your model location and desired log directory.
Launch Tensorboard by pointing it to the log directory.
View your imported `.pb` model as a graph.
"""
with open(saved_model, "rb") as f:
sm = saved_model_pb2.SavedModel()
sm.ParseFromString(f.read())
if 1 != len(sm.meta_graphs):
print('More than one graph found. Not sure which to write')
sys.exit(1)
graph_def = sm.meta_graphs[0].graph_def
pb_visual_writer = summary.FileWriter(output_dir)
pb_visual_writer.add_graph(None, graph_def=graph_def)
print("Model Imported. Visualize by running: "
"tensorboard --logdir={}".format(output_dir))
def main(argv):
import_to_tensorboard(FLAGS.saved_model, FLAGS.output_dir)
if __name__ == '__main__':
app.run(main)
================================================
FILE: ml/automl/tables/model_export/instances.json
================================================
{
"instances": [
{
"bike_id": "6179",
"day_of_week": "6",
"end_latitude": 51.50379168,
"end_longitude": -0.11282408,
"end_station_id": "154",
"euclidean": 2513.254047872678,
"loc_cross": "POINT(-0.08 51.52)POINT(-0.11 51.5)",
"max": 56.8,
"min": 50.9,
"prcp": 0,
"ts": 1445624280,
"start_latitude": 51.51615461,
"start_longitude": -0.082422399,
"start_station_id": "217",
"temp": 54,
"dewp": 44
},
{
"bike_id": "5373",
"day_of_week": "3",
"end_latitude": 51.52059681,
"end_longitude": -0.116688468,
"end_station_id": "68",
"euclidean": 1181.215448450556,
"loc_cross": "POINT(-0.13 51.53)POINT(-0.12 51.52)",
"max": 56.7,
"min": 45.9,
"prcp": 0,
"ts": 1494317220,
"start_latitude": 51.52683806,
"start_longitude": -0.130504336,
"start_station_id": "214",
"temp": 50.5,
"dewp": 37.1
},
{
"bike_id": "5373",
"day_of_week": "3",
"end_latitude": 51.52059681,
"end_longitude": -0.116688468,
"end_station_id": "68",
"euclidean": 3589.5146210024977,
"loc_cross": "POINT(-0.07 51.52)POINT(-0.12 51.52)",
"max": 44.6,
"min": 34.0,
"prcp": 0,
"ts": 1480407420,
"start_latitude": 51.52388,
"start_longitude": -0.065076,
"start_station_id": "445",
"temp": 38.2,
"dewp": 28.6
}
]
}
================================================
FILE: ml/automl/tables/xai/README.md
================================================
# AutoML Tables examples
This directory contains a notebook that shows examples of using the [AutoML Tables](https://cloud.google.com/automl-tables/docs/) client library. For these examples, we’ll use data that is essentially a join of two public datasets stored in [BigQuery](https://cloud.google.com/bigquery/): [London Bike rentals](https://console.cloud.google.com/bigquery?p=bigquery-public-data&d=london_bicycles&page=dataset) and [NOAA weather data](https://console.cloud.google.com/bigquery?p=bigquery-public-data&d=noaa_gsod&page=dataset), with some additional processing to clean up outliers and derive additional GIS and day-of-week fields.
The [automl_tables_xai.ipynb notebook](automl_tables_xai.ipynb) shows how to create a custom [AutoML Tables](https://cloud.google.com/automl-tables/docs/) model to predict duration of London bike rentals given information about local weather as well as info about the rental trip. It walks through examples of using the Tables client libraries for creating a dataset, training a custom model, deploying the model, and using it to make predictions; and shows how you can programmatically request *local feature importance* explanations.
AutoML Tables allows you to [export a model's test dataset to BigQuery](https://cloud.google.com/automl-tables/docs/evaluate#downloading_your_test_dataset_to) after training. The [bigquery_examples.md](bigquery_examples.md) file shows some examples of how you can use BigQuery to analyze this dataset.
================================================
FILE: ml/automl/tables/xai/automl_tables_xai.ipynb
================================================
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction\n",
"\n",
"Google Cloud’s [AutoML Tables](https://cloud.google.com/automl-tables/docs/) lets you automatically build and deploy state-of-the-art machine learning models using your own structured data. \n",
"\n",
"AutoML Tables now has an easier-to-use [Tables-specific Python client library](https://googleapis.dev/python/automl/latest/gapic/v1beta1/tables.html), \n",
"as well as a new ability to **explain** online prediction results— called *local feature importance*— which gives visibility into how the features in a specific prediction request informed the resulting prediction.\n",
"\n",
"In this notebook, we'll create a custom Tables model to predict duration of London bike rentals given information about local weather as well as info about the rental trip.\n",
"We'll walk through examples of using the Tables client libraries for creating a dataset, training a custom model, deploying the model, and using it to make predictions; and show how you can programmatically request local feature importance information.\n",
"\n",
"We recommend running this notebook using [AI Platform Notebooks](https://cloud.google.com/ai-platform-notebooks/).\n",
"If you want to run the notebook on [colab](https://colab.research.google.com/) (or locally), it's possible, but you'll need to do a bit more setup. See the Appendix section of this notebook for details."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Before you begin\n",
"\n",
"Follow the [AutoML Tables documentation](https://cloud.google.com/automl-tables/docs/) to:\n",
"\n",
"- [Select or create a GCP project](https://console.cloud.google.com/cloud-resource-manager).\n",
"- [Make sure that billing is enabled](https://cloud.google.com/billing/docs/how-to/modify-project) for your project\n",
"- Enable the [Cloud AutoML and Storage APIs](https://console.cloud.google.com/flows/enableapi?apiid=storage-component.googleapis.com,automl.googleapis.com,storage-api.googleapis.com).\n",
"- (Recommended) Create an [AI Platform Notebook](https://cloud.google.com/ai-platform-notebooks/) instance and upload this notebook to it.\n",
"\n",
"(See also the [Quickstart guide](https://cloud.google.com/automl-tables/docs/quickstart) for a getting-started walkthrough on AutoML Tables).\n",
"\n",
"Then, install the AutoML Python client libraries into your notebook environment:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip3 install -U google-cloud-automl"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You may need to **restart your notebook kernel** after running the above to pick up the installation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Enter your GCP project ID in the cell below, then run the cell."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"PROJECT_ID = \"\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Do some imports\n",
"\n",
"Next, import some libraries and set some variables."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import argparse\n",
"import os\n",
"from google.api_core.client_options import ClientOptions\n",
"from google.cloud import automl_v1beta1 as automl\n",
"import google.cloud.automl_v1beta1.proto.data_types_pb2 as data_types"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"REGION = 'us-central1'\n",
"DATASET_NAME = 'bikes-weather'\n",
"BIGQUERY_PROJECT_ID = 'aju-dev-demos'\n",
"DATASET_ID = 'london_bikes_weather'\n",
"TABLE_ID = 'bikes_weather'\n",
"IMPORT_URI = 'bq://%s.%s.%s' % (BIGQUERY_PROJECT_ID, DATASET_ID, TABLE_ID)\n",
"print(IMPORT_URI)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"DATASET_NAME = 'bikes_weather'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create a dataset, and import data\n",
"\n",
"Next, we'll define some utility functions to create a dataset, and to import data into a dataset. The `client.import_data()` call returns an operation *future* that can be used to check for completion synchronously or asynchronously— in this case we wait synchronously."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def create_dataset(client, dataset_display_name):\n",
" \"\"\"Create a dataset.\"\"\"\n",
"\n",
" # Create a dataset with the given display name\n",
" dataset = client.create_dataset(dataset_display_name)\n",
"\n",
" # Display the dataset information.\n",
" print(\"Dataset name: {}\".format(dataset.name))\n",
" print(\"Dataset id: {}\".format(dataset.name.split(\"/\")[-1]))\n",
" print(\"Dataset display name: {}\".format(dataset.display_name))\n",
" print(\"Dataset metadata:\")\n",
" print(\"\\t{}\".format(dataset.tables_dataset_metadata))\n",
" print(\"Dataset example count: {}\".format(dataset.example_count))\n",
" print(\"Dataset create time:\")\n",
" print(\"\\tseconds: {}\".format(dataset.create_time.seconds))\n",
" print(\"\\tnanos: {}\".format(dataset.create_time.nanos))\n",
"\n",
" return dataset"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def import_data(client, dataset_display_name, path):\n",
" \"\"\"Import structured data.\"\"\"\n",
" \n",
" response = None\n",
" if path.startswith('bq'):\n",
" response = client.import_data(\n",
" dataset_display_name=dataset_display_name, bigquery_input_uri=path\n",
" )\n",
" else:\n",
" # Get the multiple Google Cloud Storage URIs.\n",
" input_uris = path.split(\",\")\n",
" response = client.import_data(\n",
" dataset_display_name=dataset_display_name,\n",
" gcs_input_uris=input_uris\n",
" )\n",
"\n",
" print(\"Processing import...\")\n",
" # synchronous check of operation status.\n",
" print(\"Data imported. {}\".format(response.result())) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we'll create the `client` object that we'll use for all our operations."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"client = automl.TablesClient(project=PROJECT_ID, region=REGION)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create the Tables *dataset*:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"create_dataset(client, DATASET_NAME)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"... and then import data from the BigQuery table into the dataset. The import command will take a while to run. **Wait until it has returned** before proceeding. You can also check import status in the [Cloud Console](https://console.cloud.google.com/automl-tables/datasets).\n",
"\n",
"(Note that if you run this notebook multiple times, you will get an error if you try to create multiple datasets with the same name. However, you can train multiple models against the same dataset.)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import_data(client, DATASET_NAME, IMPORT_URI)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Update the dataset schema\n",
"\n",
"Now we'll define utility functions to update dataset and column information. We need these to set the dataset's *target column* (the field we'll train our model to predict) and to change the *types* of some of the columns. AutoML Tables is pretty good at inferring reasonable column types based on input, but in our case, there are some columns (like bike station IDs) that we want to treat as *Categorical* instead of *Numeric*."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def update_column_spec(client,\n",
" dataset_display_name,\n",
" column_spec_display_name,\n",
" type_code,\n",
" nullable=None):\n",
" \"\"\"Update column spec.\"\"\"\n",
"\n",
" response = client.update_column_spec(\n",
" dataset_display_name=dataset_display_name,\n",
" column_spec_display_name=column_spec_display_name,\n",
" type_code=type_code, nullable=nullable\n",
" )\n",
"\n",
" # synchronous check of operation status.\n",
" print(\"Table spec updated. {}\".format(response))\n",
" \n",
"def update_dataset(client,\n",
" dataset_display_name,\n",
" target_column_spec_name=None,\n",
" time_column_spec_name=None,\n",
" test_train_column_spec_name=None):\n",
" \"\"\"Update dataset.\"\"\"\n",
"\n",
" if target_column_spec_name is not None:\n",
" response = client.set_target_column(\n",
" dataset_display_name=dataset_display_name,\n",
" column_spec_display_name=target_column_spec_name\n",
" )\n",
" print(\"Target column updated. {}\".format(response))\n",
" if time_column_spec_name is not None:\n",
" response = client.set_time_column(\n",
" dataset_display_name=dataset_display_name,\n",
" column_spec_display_name=time_column_spec_name\n",
" )\n",
" print(\"Time column updated. {}\".format(response)) \n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def list_column_specs(client,\n",
" dataset_display_name,\n",
" filter_=None):\n",
" \"\"\"List all column specs.\"\"\"\n",
" result = []\n",
"\n",
" # List all the table specs in the dataset by applying filter.\n",
" response = client.list_column_specs(\n",
" dataset_display_name=dataset_display_name, filter_=filter_)\n",
"\n",
" print(\"List of column specs:\")\n",
" for column_spec in response:\n",
" # Display the column_spec information.\n",
" print(\"Column spec name: {}\".format(column_spec.name))\n",
" print(\"Column spec id: {}\".format(column_spec.name.split(\"/\")[-1]))\n",
" print(\"Column spec display name: {}\".format(column_spec.display_name))\n",
" print(\"Column spec data type: {}\".format(column_spec.data_type))\n",
"\n",
" result.append(column_spec)\n",
"\n",
" return result"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Update the dataset to indicate that the target column is `duration`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"update_dataset(client, DATASET_NAME,\n",
" target_column_spec_name='duration',\n",
"# time_column_spec_name='ts'\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we'll update some of the column types. You can list their default specs first if you like:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"list_column_specs(client, DATASET_NAME)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"... and now we'll update them to the types we want:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"update_column_spec(client, DATASET_NAME,\n",
" 'end_station_id',\n",
" 'CATEGORY')\n",
"update_column_spec(client, DATASET_NAME,\n",
" 'start_station_id',\n",
" 'CATEGORY')\n",
"update_column_spec(client, DATASET_NAME,\n",
" 'loc_cross',\n",
" 'CATEGORY')\n",
"update_column_spec(client, DATASET_NAME,\n",
" 'bike_id',\n",
" 'CATEGORY')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can view the results in the [Cloud Console](https://console.cloud.google.com/automl-tables/datasets). Note that useful stats are generated for each column. You can also run the `list_column_specs()` function again to see the new config."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# list_column_specs(client, DATASET_NAME)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Train a custom model on the dataset\n",
"\n",
"Now we're ready to train a model on the dataset. We'll need to generate a unique name for the model, which we'll do by appending a timestamp, in case you want to run this notebook multiple times. The `1000` arg in the `create_model()` call specifies to budget 1 hour of training time.\n",
"\n",
"In the `create_model()` utility function below, we may not want to block on the result, since total job time can be multiple hours. If you want the function to block until training is complete, uncomment the last line of the function below."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"MODEL_NAME = 'bwmodel_' + str(int(time.time()))\n",
"print('MODEL_NAME: %s' % MODEL_NAME)\n",
"\n",
"def create_model(client,\n",
" dataset_display_name,\n",
" model_display_name,\n",
" train_budget_milli_node_hours,\n",
" include_column_spec_names=None,\n",
" exclude_column_spec_names=None):\n",
" \"\"\"Create a model.\"\"\"\n",
" \n",
" # Create a model with the model metadata in the region.\n",
" response = client.create_model(\n",
" model_display_name,\n",
" train_budget_milli_node_hours=train_budget_milli_node_hours,\n",
" dataset_display_name=dataset_display_name,\n",
" include_column_spec_names=include_column_spec_names,\n",
" exclude_column_spec_names=exclude_column_spec_names,\n",
" )\n",
"\n",
" print(\"Training model...\")\n",
" print(\"Training operation: {}\".format(response.operation))\n",
" print(\"Training operation name: {}\".format(response.operation.name))\n",
" # uncomment the following to block until training is finished.\n",
" # print(\"Training completed: {}\".format(response.result()))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"create_model(client, DATASET_NAME, MODEL_NAME, 1000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get the status of your training job\n",
"\n",
"Edit the following call to **set `OP_NAME` to the \"training operation name\"** listed in the output of `create_model()` above."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"OP_NAME = 'YOUR TRAINING OPERATION NAME'"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def get_operation_status(client, operation_full_id):\n",
" \"\"\"Get operation status.\"\"\"\n",
" \n",
" # Get the latest state of a long-running operation.\n",
" op = client.auto_ml_client.transport._operations_client.get_operation(\n",
" operation_full_id\n",
" )\n",
"\n",
" print(\"Operation status: {}\".format(op))\n",
" from google.cloud.automl import types\n",
" msg = types.OperationMetadata()\n",
" print(msg.ParseFromString(op.metadata.value))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The training job may take several hours. You can check on its status in the Cloud Console UI. You can also monitor it via the `get_operation_status()` call below. (Make sure you've edited the OP_NAME variable value above). You'll see: `done: true` in the output when it's finished.\n",
"\n",
"(Note: if you should lose your notebook kernel context while the training job is running, you can continue the rest of the notebook later with a new kernel: just make note of the `MODEL_NAME`. You can find that information in the Cloud Console as well)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"res = get_operation_status(client, OP_NAME)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get information about your trained custom model\n",
"\n",
"Once it has been created, you can get information about a specific model. (While the training job is still running, you'll just get a `not found` message.)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from google.cloud.automl_v1beta1 import enums\n",
"from google.api_core import exceptions\n",
"\n",
"def get_model(client, model_display_name):\n",
" \"\"\"Get model details.\"\"\"\n",
"\n",
" try:\n",
" model = client.get_model(model_display_name=model_display_name)\n",
" except exceptions.NotFound:\n",
" print(\"Model %s not found.\" % model_display_name)\n",
" return (None, None)\n",
"\n",
" # Get complete detail of the model.a\n",
" model = client.get_model(model_display_name=model_display_name)\n",
"\n",
" # Retrieve deployment state.\n",
" if model.deployment_state == enums.Model.DeploymentState.DEPLOYED:\n",
" deployment_state = \"deployed\"\n",
" else:\n",
" deployment_state = \"undeployed\"\n",
"\n",
" # get features of top global importance\n",
" feat_list = [\n",
" (column.feature_importance, column.column_display_name)\n",
" for column in model.tables_model_metadata.tables_model_column_info\n",
" ]\n",
" feat_list.sort(reverse=True)\n",
" if len(feat_list) < 10:\n",
" feat_to_show = len(feat_list)\n",
" else:\n",
" feat_to_show = 10\n",
"\n",
" # Display the model information.\n",
" print(\"Model name: {}\".format(model.name))\n",
" print(\"Model id: {}\".format(model.name.split(\"/\")[-1]))\n",
" print(\"Model display name: {}\".format(model.display_name))\n",
" print(\"Features of top importance:\")\n",
" for feat in feat_list[:feat_to_show]:\n",
" print(feat)\n",
" print(\"Model create time:\")\n",
" print(\"\\tseconds: {}\".format(model.create_time.seconds))\n",
" print(\"\\tnanos: {}\".format(model.create_time.nanos))\n",
" print(\"Model deployment state: {}\".format(deployment_state))\n",
"\n",
" return (model, feat_list)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Don't proceed with the rest of the notebook until the model has finished training** and the following `get_model()` call returns model information rather than '`not found`'.\n",
"\n",
"Once the training job has finished, we can get information about the model, including information about which input features proved to be the most **important globally** (that is, across the full training dataset).\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"(model, global_feat_importance) = get_model(client, MODEL_NAME)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can graph the global feature importance values to get a visualization of which inputs were most important in training the model. (The Cloud Console UI also displays such a graph)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(global_feat_importance)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"res = list(zip(*global_feat_importance))\n",
"x = list(res[0])\n",
"y = list(res[1])\n",
"\n",
"y_pos = list(range(len(y)))\n",
"plt.barh(y_pos, x, alpha=0.5)\n",
"plt.yticks(y_pos, y)\n",
"plt.show() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### See your model's evaluation metrics\n",
"\n",
"We can also get model evaluation information once the model is trained. The available metrics depend upon which optimization objective you used. In this example, we used the default, **RMSE**."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"evals = client.list_model_evaluations(model_display_name=MODEL_NAME)\n",
"list(evals)[1].regression_evaluation_metrics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Use your trained model to make predictions and see explanations of the results\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Deploy your model and get predictions + explanations\n",
"\n",
"Once your training job has finished, you can use your model to make predictions. \n",
"\n",
"With *online prediction*, you can now request **explanations** of the results, in the form of **[local feature importance](https://cloud.google.com/automl-tables/docs/features#feat-imp)** calculations on the inputs. Local feature importance gives you visibility into how the features in a specific prediction request informed the resulting prediction.\n",
"\n",
"To get online predictions, we first need to **deploy** the model.\n",
"\n",
"Note: see the [documentation](https://cloud.google.com/automl-tables/docs/) for other prediction options including the ability to [export](link_to_blog_post) your custom model and run it in a container anywhere."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def deploy_model(client, model_display_name):\n",
" \"\"\"Deploy model.\"\"\"\n",
"\n",
" response = client.deploy_model(model_display_name=model_display_name)\n",
" # synchronous check of operation status.\n",
" print(\"Model deployed. {}\".format(response.result()))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It will take a while to deploy the model. **Wait for the `deploy_model()` call to finish** before proceeding with the rest of the notebook cells. You can track status in the Console UI as well."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"deploy_model(client, MODEL_NAME)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Once the model is deployed, you can access it via the UI, or the API, to make online prediction requests. These can include a request for [local feature importance](https://cloud.google.com/automl-tables/docs/features#feat-imp) calculations on the inputs, a newly-launched feature. Local feature importance gives you visibility into how the features in a specific prediction request informed the resulting prediction.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def predict(client,\n",
" model_display_name,\n",
" inputs,\n",
" feature_importance=False):\n",
" \"\"\"Make a prediction.\"\"\"\n",
"\n",
" if feature_importance:\n",
" response = client.predict(\n",
" model_display_name=model_display_name,\n",
" inputs=inputs,\n",
" feature_importance=True,\n",
" )\n",
" else:\n",
" response = client.predict(\n",
" model_display_name=model_display_name,\n",
" inputs=inputs)\n",
" print(\"Prediction results:\")\n",
" print(response)\n",
" return response"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"inputs = {\n",
" \"bike_id\": \"5373\",\n",
" \"day_of_week\": \"3\",\n",
" \"end_latitude\": 51.52059681,\n",
" \"end_longitude\": -0.116688468,\n",
" \"end_station_id\": \"68\",\n",
" \"euclidean\": 3589.5146210024977,\n",
" \"loc_cross\": \"POINT(-0.07 51.52)POINT(-0.12 51.52)\",\n",
" \"max\": 44.6,\n",
" \"min\": 34.0,\n",
" \"prcp\": 0,\n",
" \"ts\": \"1480407420\",\n",
" \"start_latitude\": 51.52388,\n",
" \"start_longitude\": -0.065076,\n",
" \"start_station_id\": \"445\",\n",
" \"temp\": 38.2,\n",
" \"dewp\": 28.6\n",
" }"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Try running the prediction request first without, then with, the local feature importance calculations, to see the difference in the information that is returned. (The actual duration— that we're predicting— is 1200.)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"predict(client, MODEL_NAME, inputs, feature_importance=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"response = predict(client, MODEL_NAME, inputs, feature_importance=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can plot the local feature importance values to get a visualization of which fields were most and least important for this particular prediction."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"col_info = response.payload[0].tables.tables_model_column_info\n",
"x = []\n",
"y = []\n",
"for c in col_info:\n",
" y.append(c.column_display_name)\n",
" x.append(c.feature_importance)\n",
"y_pos = list(range(len(y)))\n",
"plt.barh(y_pos, x, alpha=0.5)\n",
"plt.yticks(y_pos, y)\n",
"plt.show() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can see a similar graphic in the [Cloud Console Tables UI](https://pantheon.corp.google.com/automl-tables/) when you submit an `ONLINE PREDICTION` and tick the \"Generate feature importance\" checkbox. \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The local feature importance calculations are specific to a given input instance. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"In this notebook, we showed how you can use the AutoML Tables client library to create datasets, train models, and get predictions from your trained model— and in particular, how you can get explanations of the results along with the predictions."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Appendix: running this notebook on colab (or locally)\n",
"\n",
"It's possible to run this example on [colab](https://colab.research.google.com/), but it takes a bit more setup. Do the following before you create the Tables client object or call the API.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Create a service account](https://cloud.google.com/iam/docs/creating-managing-service-accounts), give it the necessary *roles* (e.g., AutoML Admin) and [download a json credentials file](https://cloud.google.com/iam/docs/creating-managing-service-account-keys) for the service account. **Upload** the credentials file to the colab file system. \n",
"\n",
"Then, **edit** the following to point to that file, and run the cell:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%env GOOGLE_APPLICATION_CREDENTIALS /content/your-credentials-file.json"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Your Tables API calls should now be properly authenticated. If you lose the colab runtime, you'll need to re-upload the file and re-set the environment variable.\n",
"\n",
"If you're running the notebook locally, point the `GOOGLE_APPLICATION_CREDENTIALS` environment variable to the service account credentials file before starting the notebook, e.g.:\n",
"\n",
"```sh\n",
"export GOOGLE_APPLICATION_CREDENTIALS=/path/to/your-credentials-file.json\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"------------\n",
"Copyright 2019 Google LLC\n",
"\n",
"Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"you may not use this file except in compliance with the License.\n",
"You may obtain a copy of the License at\n",
"\n",
" http://www.apache.org/licenses/LICENSE-2.0\n",
"\n",
"Unless required by applicable law or agreed to in writing, software\n",
"distributed under the License is distributed on an \"AS IS\" BASIS,\n",
"WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
"See the License for the specific language governing permissions and\n",
"limitations under the License."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
================================================
FILE: ml/automl/tables/xai/bigquery_examples.md
================================================
# Examples of inspecting the "London bikes and weather" test dataset in BigQuery
AutoML Tables allows you to [export a model's test dataset to BigQuery](https://cloud.google.com/automl-tables/docs/evaluate#downloading_your_test_dataset_to) after training. This makes it easy to do some additional poking around in a sample of the dataset— even if it didn't originally reside in BigQuery. This can be helpful, for example, if your model's explanations of predictions suggest some interesting characteristics of the data.
(See the "Use your trained model to make predictions and see explanations of the results" section of [automl_tables_xai.ipynb](automl_tables_xai.ipynb) for an example of requesting a prediction explanation).
Here are a few example queries for the "bikes and weather" dataset used in
[automl_tables_xai.ipynb](automl_tables_xai.ipynb).
In the following, replace `your-project` and `your-dataset` with the appropriate values. (The exported table should be named `evaluated_examples`, but if not, edit that value as well.)
1. Find the average predicted and actual ride durations for the day of the week (in this dataset, 1 & 7 are weekends).
```sql
SELECT day_of_week, avg(predicted_duration[offset(0)].tables.value) as ad, avg(duration) as adur
FROM `your-project.your-dataset.evaluated_examples`
where euclidean > 0 group by day_of_week
order by adur desc
limit 10000
```
2. Find the average predicted and actual ride durations for those rides where the max temperature was > 70F or < 40F.
```sql
SELECT max, avg(predicted_duration[offset(0)].tables.value) as ad, avg(duration) as adur
FROM `your-project.your-dataset.evaluated_examples`
where euclidean > 0 and (max > 70 or max < 40) group by max
order by adur desc
limit 10000
```
3. Show the starting stations for rides as ordered by greatest standard deviation in prediction accuracy.
```sql
SELECT start_station_id, stddev(predicted_duration[offset(0)].tables.value - duration) as sd, avg(predicted_duration[offset(0)].tables.value - duration) as ad
FROM `your-project.your-dataset.evaluated_examples`
where euclidean > 0 group by start_station_id
order by sd desc
limit 1000
```
================================================
FILE: ml/census_train_and_eval/README.md
================================================
# Easy distributed training with TensorFlow using `tf.estimator.train_and_evaluate` and Cloud ML Engine
## Introduction
TensorFlow release 1.4 introduced the function [**`tf.estimator.train_and_evaluate`**](https://www.tensorflow.org/api_docs/python/tf/estimator/train_and_evaluate), which simplifies training, evaluation, and exporting of [`Estimator`](https://www.tensorflow.org/get_started/estimator) models. It abstracts away the details of [distributed execution](https://www.google.com/url?q=https://www.tensorflow.org/deploy/distributed) for training and evaluation, while also supporting local execution, and provides consistent behavior across both local/non-distributed and distributed configurations.
This means that with **`tf.estimator.train_and_evaluate`**, you can run the same code on both locally and distributed in the cloud, on different devices and using different cluster configurations, and get consistent results, **without making any code changes**. When you're done training (or at intermediate stages), the trained model is automatically exported in a [form suitable for serving](https://www.tensorflow.org/programmers_guide/saved_model) (e.g. for [Cloud ML Engine online prediction](https://cloud.google.com/ml-engine/docs/prediction-overview) or [TensorFlow serving](https://www.tensorflow.org/serving/)).
In this example, we'll walk through how to use `tf.estimator.train_and_evaluate` with an `Estimator` model, and then show how easy it is to do **distributed training of the model on [Cloud ML Engine](https://cloud.google.com/ml-engine)**, moving between different cluster configurations with just a config tweak.
(The TensorFlow code itself supports distribution on any infrastructure (GCE, GKE, etc.) when properly configured, but we will focus on Cloud ML Engine, which makes the experience seamless).
The primary steps necessary to do this are:
- build your `Estimator` model;
- define how data is fed into the model for both training and test datasets (often these definitions are essentially the same); and
- define training and eval specifications ([`TrainSpec`](https://www.tensorflow.org/api_docs/python/tf/estimator/TrainSpec) and [`EvalSpec`](https://www.tensorflow.org/api_docs/python/tf/estimator/EvalSpec)) to be passed to `tf.estimator.train_and_evaluate`. The `EvalSpec` can include information on how to export your trained model for prediction (serving), and we'll look at how to do that as well.
Then we'll look at how to **use your trained model to make predictions**.
The example also includes the use of [**Datasets**](https://www.tensorflow.org/api_docs/python/tf/data/Dataset) to manage our input data. This API is part of TensorFlow 1.4, and is an [easier and more performant way](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/docs_src/performance/datasets_performance.md) to create input pipelines to TensorFlow models; this is particularly important with large datasets and when using accelerators.
(See [this article](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/docs_src/performance/datasets_performance.md) for more on why input pipelining is so important, particularly when using accelerators).
For our example, we'll use the The [Census Income Data
Set](https://archive.ics.uci.edu/ml/datasets/Census+Income) hosted by the [UC Irvine Machine Learning
Repository](https://archive.ics.uci.edu/ml/datasets/). We have hosted the data
on [Google Cloud Storage](https://cloud.google.com/storage/) (GCS) in a slightly cleaned form. We'll use this dataset to predict income category based on various information about a person.
This README omits some of the details of the example.
To see the specifics and work through the code yourself, visit the [Jupyter](http://jupyter.org/) notebook [in this directory](using_tf.estimator.train_and_evaluate.ipynb).
(The example in the [notebook](using_tf.estimator.train_and_evaluate.ipynb) is a slightly modified version of [this other example](https://github.com/GoogleCloudPlatform/cloudml-samples/tree/master/census/estimator/trainer)).
## Step 1: Create an Estimator
The TensorFlow [Estimator](https://www.tensorflow.org/api_docs/python/tf/estimator/Estimator) class wraps a model, and provides built-in support for distributed training and evaluation. You should nearly always use Estimators to create your TensorFlow models. ‘Pre-made’ Estimator subclasses are an effective way to quickly create standard models, and you can build a [Custom Estimator](https://www.tensorflow.org/extend/estimators) if none of the pre-made Estimators suit your purpose.
For this example, we’ll create an [Estimator](https://www.tensorflow.org/get_started/estimator) object using a pre-made subclass, [`DNNLinearCombinedClassifier`](https://www.tensorflow.org/api_docs/python/tf/estimator/DNNLinearCombinedClassifier), which implements a ["wide and deep"](https://research.googleblog.com/2016/06/wide-deep-learning-better-together-with.html) model. Wide and deep models use a deep neural net (DNN) to learn high level abstractions about complex features or interactions between such features. These models then combine the outputs from the DNN with a [linear regression](https://en.wikipedia.org/wiki/Linear_regression) performed on simpler features. This provides a balance between power and speed that is effective on many structured data problems.
See the accompanying [notebook](https://nbviewer.jupyter.org/github/amygdala/code-snippets/blob/master/ml/census_train_and_eval/using_tf.estimator.train_and_evaluate.ipynb#First-step:-create-an-Estimator) for the details of defining our Estimator, including specification of the expected format of the input data.
The data is in csv format, and looks like this:
```
39, State-gov, 77516, Bachelors, 13, Never-married, Adm-clerical, Not-in-family, White, Male, 2174, 0, 40, United-States, <=50K
50, Self-emp-not-inc, 83311, Bachelors, 13, Married-civ-spouse, Exec-managerial, Husband, White, Male, 0, 0, 13, United-States, <=50K
38, Private, 215646, HS-grad, 9, Divorced, Handlers-cleaners, Not-in-family, White, Male, 0, 0, 40, United-States, <=50K
...
```
We'll use the last field, which indicates income bracket, as our label, meaning that this is the value we'll predict based on the values of the other fields.
In the [notebook](using_tf.estimator.train_and_evaluate.ipynb), we define a `build_estimator` function, which takes as input config info, and returns a `tf.estimator.DNNLinearCombinedClassifier` object.
We'll call it like this:
```python
run_config = tf.estimator.RunConfig()
run_config = run_config.replace(model_dir=output_dir)
FIRST_LAYER_SIZE = 100 # Number of nodes in the first layer of the DNN
NUM_LAYERS = 4 # Number of layers in the DNN
SCALE_FACTOR = 0.7 # How quickly should the size of the layers in the DNN decay
EMBEDDING_SIZE = 8 # Number of embedding dimensions for categorical columns
estimator = build_estimator(
embedding_size=EMBEDDING_SIZE,
# Construct layers sizes with exponential decay
hidden_units=[
max(2, int(FIRST_LAYER_SIZE *
SCALE_FACTOR**i))
for i in range(NUM_LAYERS)
],
config=run_config
)
```
## Step 2: Define input functions using Datasets
Now that we have defined our model structure, the next step is to use it for training and evaluation.
As with any `Estimator`, we'll need to tell the `DNNLinearCombinedClassifier` object how to get its training and eval data. We'll define a function (`input_fn`) that knows how to generate features and labels for training or evaluation, then use that definition to create the actual train and eval input functions.
We'll use [Datasets](https://www.tensorflow.org/api_docs/python/tf/data/Dataset) to access our data.
This API is a new way to create [input pipelines to TensorFlow models](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/docs_src/performance/datasets_performance.md).
The `Dataset` API is much more performant than using `feed_dict` or the queue-based pipelines, and it's [cleaner and easier](https://developers.googleblog.com/2017/09/introducing-tensorflow-datasets.html) to use.
In this simple example, our datasets are too small for the use of the Dataset API to make a large difference, but with larger datasets it becomes much more important.
The `input_fn` definition is below. It uses a couple of helper functions that are defined in the accompanying [notebook](https://nbviewer.jupyter.org/github/amygdala/code-snippets/blob/master/ml/census_train_and_eval/using_tf.estimator.train_and_evaluate.ipynb#Define-input-functions-(using-Datasets)). One of these,
`parse_label_column`, is used to convert the label strings (in our case, ' <=50K' and ' >50K') into [one-hot](https://www.kaggle.com/dansbecker/using-categorical-data-with-one-hot-encoding) encodings, which map categorical features into a format that works better with most ML classification models.
```python
# This function returns a (features, indices) tuple, where features is a dictionary of
# Tensors, and indices is a single Tensor of label indices.
def input_fn(filenames,
num_epochs=None,
shuffle=True,
skip_header_lines=0,
batch_size=200):
dataset = tf.data.TextLineDataset(filenames).skip(skip_header_lines).map(parse_csv)
if shuffle:
dataset = dataset.shuffle(buffer_size=batch_size * 10)
dataset = dataset.repeat(num_epochs)
dataset = dataset.batch(batch_size)
iterator = dataset.make_one_shot_iterator()
features = iterator.get_next()
return features, parse_label_column(features.pop(LABEL_COLUMN))
```
Then, we'll use `input_fn` to define both the `train_input` and `eval_input` functions. We just need to pass `input_fn` the different source files to use for training versus evaluation.
As we'll see below, these two functions will be used to define a `TrainSpec` and `EvalSpec` used by `train_and_evaluate`.
```python
train_input = lambda: input_fn(
TRAIN_FILES,
batch_size=40
)
# Don't shuffle evaluation data
eval_input = lambda: input_fn(
EVAL_FILES,
batch_size=40,
shuffle=False
)
```
## Step 3: Define training and eval specs
Now we're nearly set. We just need to define the the `TrainSpec` and `EvalSpec` used by `tf.estimator.train_and_evaluate`. These specify not only the input functions, but how to export our trained model; that is, how to save it in the standard [SavedModel](https://www.tensorflow.org/programmers_guide/saved_model) format, so that we can later use it for serving.
First, we'll define the [`TrainSpec`](https://www.tensorflow.org/api_docs/python/tf/estimator/TrainSpec), which takes as an arg `train_input`:
```python
train_spec = tf.estimator.TrainSpec(train_input,
max_steps=1000
)
```
For our [`EvalSpec`](https://www.tensorflow.org/api_docs/python/tf/estimator/EvalSpec), we’ll instantiate it with something additional – a list of _exporters_, that specify how to export (save) the trained model so that it can be used for serving with respect to a particular data input format. Here we’ll just define one such exporter.
To specify our exporter, we must first define a
[*serving input function*](https://www.tensorflow.org/programmers_guide/saved_model#preparing_serving_inputs).
This is what determines the input format that the exporter will accept.
As we saw above, during training, an `input_fn()` ingests data and prepares it for use by the model.
At serving time, similarly, a `serving_input_receiver_fn()` accepts inference requests and prepares them for the model. This function has the following purposes:
- To add placeholders to the model graph that the serving system will feed with inference requests.
- To add any additional ops needed to convert data from the input format into the feature Tensors expected by the model.
The serving input function should return a [`tf.estimator.export.ServingInputReceiver`](https://www.tensorflow.org/api_docs/python/tf/estimator/export/ServingInputReceiver) object, which packages the placeholders and the resulting feature `Tensors` together.
A `ServingInputReceiver` is instantiated with two arguments — `features` and `receiver_tensors`. The `features` represent the inputs to our Estimator when it is being served for prediction. The `receiver_tensor` represents inputs to the server.
These two arguments will not necessarily always be the same — in some cases we may want to perform some transformation(s) before feeding the data to the model. [Here's](https://github.com/GoogleCloudPlatform/cloudml-samples/blob/master/census/estimator/trainer/model.py#L197) one example of that, where the inputs to the server (csv-formatted rows) include a field to be removed.
However, in our case, the inputs to the server are the same as the features input to the model. Here's what our serving input function looks like:
```python
def json_serving_input_fn():
"""Build the serving inputs."""
inputs = {}
for feat in INPUT_COLUMNS:
inputs[feat.name] = tf.placeholder(shape=[None], dtype=feat.dtype)
return tf.estimator.export.ServingInputReceiver(inputs, inputs)
```
Then, we define an [Exporter](https://www.tensorflow.org/api_docs/python/tf/estimator/Exporter) in terms of that serving input function. It will export the model in SavedModel format. We pass the `EvalSpec` constructor a list of exporters (here, just one).
Here, we're using
the [`FinalExporter`](https://www.tensorflow.org/api_docs/python/tf/estimator/FinalExporter) class. This class performs a single export at the end of training. This is in contrast to
[`LatestExporter`](https://www.tensorflow.org/api_docs/python/tf/estimator/LatestExporter), which does regular exports and retains the last `N`. (We're just using one exporter here, but if you define multiple exporters, training will result in multiple saved models).
```python
exporter = tf.estimator.FinalExporter('census',
json_serving_input_fn)
eval_spec = tf.estimator.EvalSpec(eval_input,
steps=100,
exporters=[exporter],
name='census-eval'
)
```
## Step 4: Train your model using `train_and_evaluate`
Now we have defined everything we need to train and evaluate our model, and to export the trained model for serving, via a call to **`train_and_evaluate`**:
```python
tf.estimator.train_and_evaluate(estimator, train_spec, eval_spec)
```
This call will train the model and export the result in a format that is easy to use for prediction!
With `train_and_evaluate`, the training behavior will be consistent whether you run this function in a local/non-distributed context or in a distributed configuration.
The exported trained model can be served on many platforms. You may particularly want to consider ways to scalably serve your model, in order to handle many prediction requests at once— say if you're using your model in an app you're building, and you expect it to become popular. [Cloud ML Engine online prediction](https://cloud.google.com/ml-engine/docs/prediction-overview) and [TensorFlow serving](https://www.tensorflow.org/serving/)) are two options for doing this.
In this example, we'll look at using **Cloud ML Engine Online Prediction**. But first, let's take a closer look at our exported model.
### Examine the signature of the exported model.
TensorFlow ships with a CLI that allows you to inspect the *signature* of exported binary files. This can be useful as a sanity check.
It's run as follows, by passing it the path to directory containing the [saved model](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/README.md), which will be called `saved_model.pb`.
For our model, it will be found under `$output_dir/export/census`. This is because we passed the `census` name to our `FinalExporter` above. (`$output_dir` was specified when we constructed our Estimator).
```sh
saved_model_cli show --dir $output_dir/export/census/ --tag serve --signature_def predict
```
The `saved_model_cli` command shows us this info (abbreviated for conciseness):
```
The given SavedModel SignatureDef contains the following input(s):
inputs['age'] tensor_info:
dtype: DT_FLOAT
shape: (-1)
name: Placeholder_8:0
inputs['capital_gain'] tensor_info:
dtype: DT_FLOAT
shape: (-1)
name: Placeholder_10:0
inputs['capital_loss'] tensor_info:
dtype: DT_FLOAT
shape: (-1)
name: Placeholder_11:0
inputs['education'] tensor_info:
dtype: DT_STRING
shape: (-1)
name: Placeholder_2:0
<... more input fields here ...>
The given SavedModel SignatureDef contains the following output(s):
outputs['class_ids'] tensor_info:
dtype: DT_INT64
shape: (-1, 1)
name: head/predictions/classes:0
outputs['classes'] tensor_info:
dtype: DT_STRING
shape: (-1, 1)
name: head/predictions/str_classes:0
outputs['logistic'] tensor_info:
dtype: DT_FLOAT
shape: (-1, 1)
name: head/predictions/logistic:0
outputs['logits'] tensor_info:
dtype: DT_FLOAT
shape: (-1, 1)
name: head/predictions/logits:0
outputs['probabilities'] tensor_info:
dtype: DT_FLOAT
shape: (-1, 2)
name: head/predictions/probabilities:0
Method name is: tensorflow/serving/predict
```
Based on our knowledge of `DNNLinearCombinedClassifier`, and the input fields we defined, this looks as we expect. (Notice that the model generates multiple outputs).
### Check local prediction with gcloud
Another useful sanity check is running local prediction with your trained model. We'll use the [Google Cloud SDK (gcloud)](https://cloud.google.com/sdk/downloads) command-line tool for that.
We'll use the example input in [`test.json`](test.json) to predict a person's income bracket based on the features encoded in the `test.json` instance. Again, we point to the directory containing the saved model.
```sh
gcloud ml-engine local predict --model-dir $output_dir/export/census/ --json-instances test.json
```
```
CLASS_IDS CLASSES LOGISTIC LOGITS PROBABILITIES
[0] [u'0'] [0.06585630029439926] [-2.6521551609039307] [0.9341437220573425, 0.06585630774497986]
```
You can see how the input fields in `test.json` correspond to the inputs listed by the `saved_model_cli` command above, and how the prediction outputs correspond to the outputs listed by `saved_model_cli`.
In this model, Class 0 indicates income <= 50k and Class 1 indicates income >50k.
## Using Cloud ML Engine for easy distributed training and scalable online prediction
In the previous section, we looked at how to use `tf.estimator.train_and_evaluate` first to train and export a model, and then to make predictions using the trained model.
In this section, you'll see how easy it is to use the same code — without any changes — to do **distributed training on [Cloud ML Engine](https://cloud.google.com/ml-engine/)**, thanks to the **`Estimator`** class and **`train_and_evaluate`**. Then we'll use [**Cloud ML Engine Online Prediction**](https://cloud.google.com/ml-engine/docs/online-predict) to scalably serve the trained model.
One advantage of Cloud ML Engine is that there’s no lock-in. You could potentially train your TensorFlow model elsewhere, then deploy to Cloud ML Engine for serving (prediction); or alternately use Cloud ML Engine for distributed training and then serve elsewhere (e.g. with [TensorFlow serving](https://github.com/tensorflow/serving)). Here, we’ll show how to use Cloud ML Engine for both stages.
To launch a training job on Cloud ML Engine, we can again use `gcloud`. We'll need to package our code so that it can be deployed, and specify the Python file to run to start the training (`--module-name`).
The `trainer` module code is [here](trainer).
`trainer.task` is the entry point, and when that file is run, it calls `tf.estimator.train_and_evaluate`.
(You can read more about how to package your code [here](https://cloud.google.com/ml-engine/docs/packaging-trainer)).
If we want to, we could test (distributed) training via `gcloud` locally first, to make sure that we have everything packaged up correctly. See the accompanying [notebook](using_tf.estimator.train_and_evaluate.ipynb) for details.
But here, we'll jump right in to using Cloud ML Engine to do cloud-based distributed training.
We'll set the training job to use the `SCALE_TIER_STANDARD_1` scale spec. This [gives us](https://cloud.google.com/ml-engine/docs/training-overview#job_configuration_parameters) one 'master' instance, plus four _workers_ and three _parameter servers_.
```sh
gcloud ml-engine jobs submit training $JOB_NAME --scale-tier `SCALE_TIER_STANDARD_1` \
--runtime-version 1.4 --job-dir $GCS_JOB_DIR \
--module-name trainer.task --package-path trainer/ \
--region us-central1 \
-- --train-steps 5000 --train-files $GCS_TRAIN_FILE --eval-files $GCS_EVAL_FILE --eval-steps 100
```
The cool thing about this is that **we don't need to change our code at all to use this distributed config**. Our use of the Estimator class in conjunction with the Cloud ML Engine scale specification makes the distributed training config transparent to us — it just works.
Further, we could swap in any of the other predefined scale tiers (say `BASIC_GPU`), or define our own custom cluster, again without any code changes.
For example, we could alternatively configure our job to [use a GPU cluster](https://cloud.google.com/ml-engine/docs/using-gpus).
Once our training job is running, we can stream its logs to the terminal, and/or monitor it in the [Cloud Console](https://console.cloud.google.com/mlengine/jobs).
In the logs, you'll see output from the multiple worker replicas and parameter servers that we utilized by specifying a `SCALE_TIER_STANDARD_1 ` cluster. In the logs viewers, you can filter on the output of a particular node (e.g. a given worker) if you like.
Once your job is finished, you'll find the exported model under the specified GCS directory, in addition to other data such as model checkpoints.
That exported model has exactly the same signature as the locally-generated model we looked at above, and can be used in just the same ways.
### Scalably serve your trained model with Cloud ML Engine online prediction
You can deploy an exported model to Cloud ML Engine and scalably serve it for **prediction**, using the [Cloud ML Engine prediction service](https://cloud.google.com/ml-engine/docs/prediction-overview) to generate a prediction on new data with an easy-to-use REST API. Here we'll look at Cloud ML Engine online prediction, which [recently moved to general availability (GA) status](https://cloud.google.com/blog/big-data/2017/12/bringing-cloud-ml-engine-to-more-developers-with-online-prediction-features-and-reduced-prices); but [batch prediction](https://cloud.google.com/ml-engine/docs/batch-predict) is supported as well.
The online prediction service scales the number of nodes it uses to maximize the number of requests it can handle without introducing too much latency. To do that, the service:
- Allocates some nodes the first time you request predictions after a long pause in requests.
- Scales the number of nodes in response to request traffic, adding nodes when traffic increases, and removing them when there are fewer requests.
- Keeps at least one node ready to handle requests even when there are none to handle. It then scales down to zero by default when your model version goes several minutes without a prediction request (but if you like, you can specify a minimum number of nodes to keep ready for a given model).
See the accompanying [notebook](using_tf.estimator.train_and_evaluate.ipynb) for details on how to deploy your model so that you can use it to make predictions.
Once your model is serving with Cloud ML Engine Online Prediction, you can access it via a REST API. It's [easy](https://cloud.google.com/ml-engine/docs/online-predict#requesting_predictions) to do this programmatically via the [Google Cloud Client libraries](https://cloud.google.com/apis/docs/cloud-client-libraries) or via `gcloud`.
`gcloud` is great for testing your deployed model, and the command looks almost the same as it did for the local version of the model:
```sh
gcloud ml-engine predict --model census --version v1 --json-instances test.json
```
The Cloud Console makes it easy to inspect the different versions of a model, as well as set the default version: [console.cloud.google.com/mlengine/models](https://console.cloud.google.com/mlengine/models).
You can list your model information using `gcloud` too.
## Summary -- and what's next?
In this example, we've walked through how to configure and use the TensorFlow `Estimator` class, and
`tf.estimator.train_and_evaluate`. They enable distributed execution for training and evaluation, while also supporting local execution, and provides consistent behavior across both local/non-distributed and distributed configurations.
For more, see the accompanying [notebook](using_tf.estimator.train_and_evaluate.ipynb). The notebook includes examples of how to run your training job on a Cloud ML Engine GPU cluster, and how to use Cloud ML Engine to do [hyperparameter tuning](https://cloud.google.com/ml-engine/docs/hyperparameter-tuning-overview).
================================================
FILE: ml/census_train_and_eval/config_custom_gpus.yaml
================================================
trainingInput:
scaleTier: CUSTOM
masterType: standard_p100
workerType: standard_p100
parameterServerType: standard
workerCount: 3
parameterServerCount: 3
================================================
FILE: ml/census_train_and_eval/hptuning_config.yaml
================================================
trainingInput:
hyperparameters:
goal: MAXIMIZE
hyperparameterMetricTag: accuracy
maxTrials: 6
maxParallelTrials: 2
params:
- parameterName: first-layer-size
type: INTEGER
minValue: 50
maxValue: 400
scaleType: UNIT_LINEAR_SCALE
- parameterName: num-layers
type: INTEGER
minValue: 1
maxValue: 10
scaleType: UNIT_LINEAR_SCALE
- parameterName: scale-factor
type: DOUBLE
minValue: 0.1
maxValue: 0.9
scaleType: UNIT_REVERSE_LOG_SCALE
================================================
FILE: ml/census_train_and_eval/test.json
================================================
{"age": 25, "workclass": " Private", "education": " 11th", "education_num": 7, "marital_status": " Never-married", "occupation": " Machine-op-inspct", "relationship": " Own-child", "race": " Black", "gender": " Male", "capital_gain": 0, "capital_loss": 0, "hours_per_week": 40, "native_country": " United-States"}
================================================
FILE: ml/census_train_and_eval/trainer/__init__.py
================================================
================================================
FILE: ml/census_train_and_eval/trainer/model.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved. Licensed under the Apache
# License, Version 2.0 (the "License"); you may not use this file except in
# compliance with the License. You may obtain a copy of the License at
# http://www.apache.org/licenses/LICENSE-2.0
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
# License for the specific language governing permissions and limitations under
# the License.
"""Define a Wide + Deep model for classification on structured data."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import multiprocessing
import six
import tensorflow as tf
# Define the format of your input data including unused columns
CSV_COLUMNS = ['age', 'workclass', 'fnlwgt', 'education', 'education_num',
'marital_status', 'occupation', 'relationship', 'race', 'gender',
'capital_gain', 'capital_loss', 'hours_per_week',
'native_country', 'income_bracket']
CSV_COLUMN_DEFAULTS = [[0], [''], [0], [''], [0], [''], [''], [''], [''], [''],
[0], [0], [0], [''], ['']]
LABEL_COLUMN = 'income_bracket'
LABELS = [' <=50K', ' >50K']
# Define the initial ingestion of each feature used by your model.
# Additionally, provide metadata about the feature.
INPUT_COLUMNS = [
# Categorical base columns
# For categorical columns with known values we can provide lists
# of values ahead of time.
tf.feature_column.categorical_column_with_vocabulary_list(
'gender', [' Female', ' Male']),
tf.feature_column.categorical_column_with_vocabulary_list(
'race',
[' Amer-Indian-Eskimo', ' Asian-Pac-Islander',
' Black', ' Other', ' White']
),
tf.feature_column.categorical_column_with_vocabulary_list(
'education',
[' Bachelors', ' HS-grad', ' 11th', ' Masters', ' 9th',
' Some-college', ' Assoc-acdm', ' Assoc-voc', ' 7th-8th',
' Doctorate', ' Prof-school', ' 5th-6th', ' 10th',
' 1st-4th', ' Preschool', ' 12th']),
tf.feature_column.categorical_column_with_vocabulary_list(
'marital_status',
[' Married-civ-spouse', ' Divorced', ' Married-spouse-absent',
' Never-married', ' Separated', ' Married-AF-spouse', ' Widowed']),
tf.feature_column.categorical_column_with_vocabulary_list(
'relationship',
[' Husband', ' Not-in-family', ' Wife', ' Own-child', ' Unmarried',
' Other-relative']),
tf.feature_column.categorical_column_with_vocabulary_list(
'workclass',
[' Self-emp-not-inc', ' Private', ' State-gov',
' Federal-gov', ' Local-gov', ' ?', ' Self-emp-inc',
' Without-pay', ' Never-worked']
),
# For columns with a large number of values, or unknown values
# We can use a hash function to convert to categories.
tf.feature_column.categorical_column_with_hash_bucket(
'occupation', hash_bucket_size=100, dtype=tf.string),
tf.feature_column.categorical_column_with_hash_bucket(
'native_country', hash_bucket_size=100, dtype=tf.string),
# Continuous base columns.
tf.feature_column.numeric_column('age'),
tf.feature_column.numeric_column('education_num'),
tf.feature_column.numeric_column('capital_gain'),
tf.feature_column.numeric_column('capital_loss'),
tf.feature_column.numeric_column('hours_per_week'),
]
UNUSED_COLUMNS = set(CSV_COLUMNS) - {col.name for col in INPUT_COLUMNS} - \
{LABEL_COLUMN}
def build_estimator(config, embedding_size=8, hidden_units=None):
"""Build a wide and deep model for predicting income category.
Wide and deep models use deep neural nets to learn high level abstractions
about complex features or interactions between such features.
These models then combined the outputs from the DNN with a linear regression
performed on simpler features. This provides a balance between power and
speed that is effective on many structured data problems.
You can read more about wide and deep models here:
https://research.googleblog.com/2016/06/wide-deep-learning-better-together-with.html
To define model we can use the prebuilt DNNCombinedLinearClassifier class,
and need only define the data transformations particular to our dataset, and
then
assign these (potentially) transformed features to either the DNN, or linear
regression portion of the model.
Args:
config: tf.contrib.learn.RunConfig defining the runtime environment for the
estimator (including model_dir).
embedding_size: int, the number of dimensions used to represent categorical
features when providing them as inputs to the DNN.
hidden_units: [int], the layer sizes of the DNN (input layer first)
learning_rate: float, the learning rate for the optimizer.
Returns:
A DNNCombinedLinearClassifier
"""
(gender, race, education, marital_status, relationship,
workclass, occupation, native_country, age,
education_num, capital_gain, capital_loss, hours_per_week) = INPUT_COLUMNS
# Build an estimator.
# Reused Transformations.
# Continuous columns can be converted to categorical via bucketization
age_buckets = tf.feature_column.bucketized_column(
age, boundaries=[18, 25, 30, 35, 40, 45, 50, 55, 60, 65])
# Wide columns and deep columns.
wide_columns = [
# Interactions between different categorical features can also
# be added as new virtual features.
tf.feature_column.crossed_column(
['education', 'occupation'], hash_bucket_size=int(1e4)),
tf.feature_column.crossed_column(
[age_buckets, race, 'occupation'], hash_bucket_size=int(1e6)),
tf.feature_column.crossed_column(
['native_country', 'occupation'], hash_bucket_size=int(1e4)),
gender,
native_country,
education,
occupation,
workclass,
marital_status,
relationship,
age_buckets,
]
deep_columns = [
# Use indicator columns for low dimensional vocabularies
tf.feature_column.indicator_column(workclass),
tf.feature_column.indicator_column(education),
tf.feature_column.indicator_column(marital_status),
tf.feature_column.indicator_column(gender),
tf.feature_column.indicator_column(relationship),
tf.feature_column.indicator_column(race),
# Use embedding columns for high dimensional vocabularies
tf.feature_column.embedding_column(
native_country, dimension=embedding_size),
tf.feature_column.embedding_column(occupation, dimension=embedding_size),
age,
education_num,
capital_gain,
capital_loss,
hours_per_week,
]
return tf.estimator.DNNLinearCombinedClassifier(
config=config,
linear_feature_columns=wide_columns,
dnn_feature_columns=deep_columns,
dnn_hidden_units=hidden_units or [100, 70, 50, 25],
dnn_optimizer=tf.train.ProximalAdagradOptimizer(learning_rate=0.001)
)
def parse_label_column(label_string_tensor):
"""Parses a string tensor into the label tensor
Args:
label_string_tensor: Tensor of dtype string. Result of parsing the
CSV column specified by LABEL_COLUMN
Returns:
A Tensor of the same shape as label_string_tensor, should return
an int64 Tensor representing the label index for classification tasks,
and a float32 Tensor representing the value for a regression task.
"""
# Build a Hash Table inside the graph
table = tf.contrib.lookup.index_table_from_tensor(tf.constant(LABELS))
# Use the hash table to convert string labels to ints and one-hot encode
return table.lookup(label_string_tensor)
# ************************************************************************
# YOU NEED NOT MODIFY ANYTHING BELOW HERE TO ADAPT THIS MODEL TO YOUR DATA
# ************************************************************************
def csv_serving_input_fn():
"""Build the serving inputs."""
csv_row = tf.placeholder(
shape=[None],
dtype=tf.string
)
features = parse_csv(csv_row)
features.pop(LABEL_COLUMN)
return tf.estimator.export.ServingInputReceiver(features, {'csv_row': csv_row})
def example_serving_input_fn():
"""Build the serving inputs."""
example_bytestring = tf.placeholder(
shape=[None],
dtype=tf.string,
)
feature_scalars = tf.parse_example(
example_bytestring,
tf.feature_column.make_parse_example_spec(INPUT_COLUMNS)
)
return tf.estimator.export.ServingInputReceiver(
features,
{'example_proto': example_bytestring}
)
# [START serving-function]
def json_serving_input_fn():
"""Build the serving inputs."""
inputs = {}
for feat in INPUT_COLUMNS:
inputs[feat.name] = tf.placeholder(shape=[None], dtype=feat.dtype)
return tf.estimator.export.ServingInputReceiver(inputs, inputs)
# [END serving-function]
SERVING_FUNCTIONS = {
'JSON': json_serving_input_fn,
'EXAMPLE': example_serving_input_fn,
'CSV': csv_serving_input_fn
}
def parse_csv(rows_string_tensor):
"""Takes the string input tensor and returns a dict of rank-2 tensors."""
# Takes a rank-1 tensor and converts it into rank-2 tensor
# Example if the data is ['csv,line,1', 'csv,line,2', ..] to
# [['csv,line,1'], ['csv,line,2']] which after parsing will result in a
# tuple of tensors: [['csv'], ['csv']], [['line'], ['line']], [[1], [2]]
row_columns = tf.expand_dims(rows_string_tensor, -1)
columns = tf.decode_csv(row_columns, record_defaults=CSV_COLUMN_DEFAULTS)
features = dict(zip(CSV_COLUMNS, columns))
# Remove unused columns
for col in UNUSED_COLUMNS:
features.pop(col)
return features
def input_fn(filenames,
num_epochs=None,
shuffle=True,
skip_header_lines=0,
batch_size=200):
"""Generates features and labels for training or evaluation.
This uses the input pipeline based approach using file name queue
to read data so that entire data is not loaded in memory.
Args:
filenames: [str] list of CSV files to read data from.
num_epochs: int how many times through to read the data.
If None will loop through data indefinitely
shuffle: bool, whether or not to randomize the order of data.
Controls randomization of both file order and line order within
files.
skip_header_lines: int set to non-zero in order to skip header lines
in CSV files.
batch_size: int First dimension size of the Tensors returned by
input_fn
Returns:
A (features, indices) tuple where features is a dictionary of
Tensors, and indices is a single Tensor of label indices.
"""
dataset = tf.data.TextLineDataset(filenames).skip(skip_header_lines).map(parse_csv)
if shuffle:
dataset = dataset.shuffle(buffer_size=batch_size * 10)
dataset = dataset.repeat(num_epochs)
dataset = dataset.batch(batch_size)
iterator = dataset.make_one_shot_iterator()
features = iterator.get_next()
return features, parse_label_column(features.pop(LABEL_COLUMN))
================================================
FILE: ml/census_train_and_eval/trainer/task.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved. Licensed under the Apache
# License, Version 2.0 (the "License"); you may not use this file except in
# compliance with the License. You may obtain a copy of the License at
# http://www.apache.org/licenses/LICENSE-2.0
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
# License for the specific language governing permissions and limitations under
# the License.
import argparse
import os
import trainer.model as model
import tensorflow as tf
from tensorflow.contrib.learn.python.learn.utils import (
saved_model_export_utils)
from tensorflow.contrib.training.python.training import hparam
def run_experiment(hparams):
"""Run the training and evaluate using the high level API"""
train_input = lambda: model.input_fn(
hparams.train_files,
num_epochs=hparams.num_epochs,
batch_size=hparams.train_batch_size
)
# Don't shuffle evaluation data
eval_input = lambda: model.input_fn(
hparams.eval_files,
batch_size=hparams.eval_batch_size,
shuffle=False
)
train_spec = tf.estimator.TrainSpec(train_input,
max_steps=hparams.train_steps
)
exporter = tf.estimator.FinalExporter('census',
model.SERVING_FUNCTIONS[hparams.export_format])
eval_spec = tf.estimator.EvalSpec(eval_input,
steps=hparams.eval_steps,
exporters=[exporter],
name='census-eval'
)
run_config = tf.estimator.RunConfig()
run_config = run_config.replace(model_dir=hparams.job_dir)
print('model dir {}'.format(run_config.model_dir))
estimator = model.build_estimator(
embedding_size=hparams.embedding_size,
# Construct layers sizes with exponential decay
hidden_units=[
max(2, int(hparams.first_layer_size *
hparams.scale_factor**i))
for i in range(hparams.num_layers)
],
config=run_config
)
tf.estimator.train_and_evaluate(estimator,
train_spec,
eval_spec)
if __name__ == '__main__':
parser = argparse.ArgumentParser()
# Input Arguments
parser.add_argument(
'--train-files',
help='GCS or local paths to training data',
nargs='+',
required=True
)
parser.add_argument(
'--num-epochs',
help="""\
Maximum number of training data epochs on which to train.
If both --max-steps and --num-epochs are specified,
the training job will run for --max-steps or --num-epochs,
whichever occurs first. If unspecified will run for --max-steps.\
""",
type=int,
)
parser.add_argument(
'--train-batch-size',
help='Batch size for training steps',
type=int,
default=40
)
parser.add_argument(
'--eval-batch-size',
help='Batch size for evaluation steps',
type=int,
default=40
)
parser.add_argument(
'--eval-files',
help='GCS or local paths to evaluation data',
nargs='+',
required=True
)
# Training arguments
parser.add_argument(
'--embedding-size',
help='Number of embedding dimensions for categorical columns',
default=8,
type=int
)
parser.add_argument(
'--first-layer-size',
help='Number of nodes in the first layer of the DNN',
default=100,
type=int
)
parser.add_argument(
'--num-layers',
help='Number of layers in the DNN',
default=4,
type=int
)
parser.add_argument(
'--scale-factor',
help='How quickly should the size of the layers in the DNN decay',
default=0.7,
type=float
)
parser.add_argument(
'--job-dir',
help='GCS location to write checkpoints and export models',
required=True
)
# Argument to turn on all logging
parser.add_argument(
'--verbosity',
choices=[
'DEBUG',
'ERROR',
'FATAL',
'INFO',
'WARN'
],
default='INFO',
)
# Experiment arguments
parser.add_argument(
'--train-steps',
help="""\
Steps to run the training job for. If --num-epochs is not specified,
this must be. Otherwise the training job will run indefinitely.\
""",
type=int
)
parser.add_argument(
'--eval-steps',
help='Number of steps to run evalution for at each checkpoint',
default=100,
type=int
)
parser.add_argument(
'--export-format',
help='The input format of the exported SavedModel binary',
choices=['JSON', 'CSV', 'EXAMPLE'],
default='JSON'
)
args = parser.parse_args()
# Set python level verbosity
tf.logging.set_verbosity(args.verbosity)
# Set C++ Graph Execution level verbosity
os.environ['TF_CPP_MIN_LOG_LEVEL'] = str(
tf.logging.__dict__[args.verbosity] / 10)
# Run the training job
hparams=hparam.HParams(**args.__dict__)
run_experiment(hparams)
================================================
FILE: ml/census_train_and_eval/using_tf.estimator.train_and_evaluate.ipynb
================================================
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Easy distributed training with TensorFlow using train_and_evaluate()\n",
"\n",
"## Introduction\n",
"\n",
"TensorFlow release 1.4 introduced the function [`tf.estimator.train_and_evaluate`](https://www.tensorflow.org/api_docs/python/tf/estimator/train_and_evaluate), which simplifies training, evaluation, and exporting of [`Estimator`](https://www.tensorflow.org/get_started/estimator) models. It enables distributed execution for training and evaluation, while also supporting local execution, and provides consistent behavior for across both local/non-distributed and distributed configurations.\n",
"\n",
"This means that using `tf.estimator.train_and_evaluate`, you can run the same code on both locally and in the cloud, on different devices and using different cluster configurations, without making any code changes. A train-and-evaluate loop is automatically supported. When you're done training (or even at intermediate stages), the trained model is automatically exported in a form suitable for serving (e.g. for [Cloud ML Engine online prediction](https://cloud.google.com/ml-engine/docs/prediction-overview), or [TensorFlow serving](https://www.tensorflow.org/serving/)).\n",
"\n",
"In this example, we'll walk through how to use `tf.estimator.train_and_evaluate` with an Estimator model, and then show how easy it is to do distributed training of the model on [Cloud ML Engine](https://cloud.google.com/ml-engine) (CMLE), and to move between different cluster configurations with just a config tweak.\n",
"\n",
"The example also includes the use of [Datasets](https://www.tensorflow.org/api_docs/python/tf/contrib/data/Dataset) to manage our input data. This API is part of TensorFlow 1.4, and is an easier and more performant way to create input pipelines to TensorFlow models.\n",
"\n",
"For our example, we'll use the The [Census Income Data\n",
"Set](https://archive.ics.uci.edu/ml/datasets/Census+Income) hosted by the [UC Irvine Machine Learning\n",
"Repository](https://archive.ics.uci.edu/ml/datasets/). We have hosted the data\n",
"on Google Cloud Storage in a slightly cleaned form. We'll use this dataset to predict income category based on various information about a person.\n",
"\n",
"The example in this notebook is a slightly modified version of [this example](https://github.com/GoogleCloudPlatform/cloudml-samples/tree/master/census/estimator/trainer).\n",
"\n",
"### Prerequisites\n",
"\n",
"This example requires you to have TensorFlow 1.4 or higher installed, and Python 2.7 or 3.\n",
"We strongly recommend that you install TensorFlow into a virtual environment, as described in the [installation instructions](https://www.tensorflow.org/install/).\n",
"\n",
"You'll also need to have [Google Cloud SDK (gcloud) installed](https://cloud.google.com/sdk/downloads).\n",
"\n",
"In a later section of this example, you'll need to create a GCP project (to use Cloud ML Engine). We'll point you to that info when we get there."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## First step: create an Estimator\n",
"\n",
"In this section, we'll do some setup and then create an [`Estimator`](https://www.tensorflow.org/get_started/estimator) model using a prebuilt Estimator subclass, [`DNNLinearCombinedClassifier`](https://www.tensorflow.org/api_docs/python/tf/estimator/DNNLinearCombinedClassifier). (More on this Estimator below). \n",
"\n",
"We're using the Estimator class because it gives us built-in support for distributed training and evaluation (along with other nice features). You should nearly always use an Estimator to create your TensorFlow models. You can build a Custom Estimator if none of the prebuilt (\"canned\") Estimators suit your purpose.\n",
"\n",
"First, copy the training and test data to a local directory and set some vars to point to the files. You can skip the download step if you've already grabbed these datasets."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"! mkdir -p census_data\n",
"! gsutil cp gs://cloudml-public/census/data/adult.data.csv census_data/adult.data.csv\n",
"! gsutil cp gs://cloudml-public/census/data/adult.test.csv census_data/adult.test.csv"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# list the contents of the data directory as a check\n",
"!ls -l census_data\n",
"! head census_data/adult.data.csv"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"TRAIN_FILES = ['census_data/adult.data.csv']\n",
"EVAL_FILES = ['census_data/adult.test.csv']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%env TRAIN_FILE=census_data/adult.data.csv\n",
"%env EVAL_FILE=census_data/adult.test.csv"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Do some imports and check your version of TensorFlow. It should be >=1.4."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from __future__ import division\n",
"from __future__ import print_function\n",
"\n",
"import argparse\n",
"import multiprocessing\n",
"import os\n",
"import time\n",
"\n",
"import tensorflow as tf\n",
"from tensorflow.contrib.learn.python.learn.utils import (\n",
" saved_model_export_utils)\n",
"print(tf.__version__)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we'll begin defining our estimator. First we'll define the format of the input data. \n",
"`income_bracket` is our `LABEL_COLUMN`, meaning that this is the value we'll predict. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"CSV_COLUMNS = ['age', 'workclass', 'fnlwgt', 'education', 'education_num',\n",
" 'marital_status', 'occupation', 'relationship', 'race', 'gender',\n",
" 'capital_gain', 'capital_loss', 'hours_per_week',\n",
" 'native_country', 'income_bracket']\n",
"CSV_COLUMN_DEFAULTS = [[0], [''], [0], [''], [0], [''], [''], [''], [''], [''],\n",
" [0], [0], [0], [''], ['']]\n",
"LABEL_COLUMN = 'income_bracket'\n",
"LABELS = [' <=50K', ' >50K']\n",
"\n",
"# Define the initial ingestion of each feature used by your model.\n",
"# Additionally, provide metadata about the feature.\n",
"INPUT_COLUMNS = [\n",
" # Categorical base columns\n",
"\n",
" # For categorical columns with known values we can provide lists\n",
" # of values ahead of time.\n",
" tf.feature_column.categorical_column_with_vocabulary_list(\n",
" 'gender', [' Female', ' Male']),\n",
"\n",
" tf.feature_column.categorical_column_with_vocabulary_list(\n",
" 'race',\n",
" [' Amer-Indian-Eskimo', ' Asian-Pac-Islander',\n",
" ' Black', ' Other', ' White']\n",
" ),\n",
" tf.feature_column.categorical_column_with_vocabulary_list(\n",
" 'education',\n",
" [' Bachelors', ' HS-grad', ' 11th', ' Masters', ' 9th',\n",
" ' Some-college', ' Assoc-acdm', ' Assoc-voc', ' 7th-8th',\n",
" ' Doctorate', ' Prof-school', ' 5th-6th', ' 10th',\n",
" ' 1st-4th', ' Preschool', ' 12th']),\n",
" tf.feature_column.categorical_column_with_vocabulary_list(\n",
" 'marital_status',\n",
" [' Married-civ-spouse', ' Divorced', ' Married-spouse-absent',\n",
" ' Never-married', ' Separated', ' Married-AF-spouse', ' Widowed']),\n",
" tf.feature_column.categorical_column_with_vocabulary_list(\n",
" 'relationship',\n",
" [' Husband', ' Not-in-family', ' Wife', ' Own-child', ' Unmarried',\n",
" ' Other-relative']),\n",
" tf.feature_column.categorical_column_with_vocabulary_list(\n",
" 'workclass',\n",
" [' Self-emp-not-inc', ' Private', ' State-gov',\n",
" ' Federal-gov', ' Local-gov', ' ?', ' Self-emp-inc',\n",
" ' Without-pay', ' Never-worked']\n",
" ),\n",
"\n",
" # For columns with a large number of values, or unknown values\n",
" # We can use a hash function to convert to categories.\n",
" tf.feature_column.categorical_column_with_hash_bucket(\n",
" 'occupation', hash_bucket_size=100, dtype=tf.string),\n",
" tf.feature_column.categorical_column_with_hash_bucket(\n",
" 'native_country', hash_bucket_size=100, dtype=tf.string),\n",
"\n",
" # Continuous base columns.\n",
" tf.feature_column.numeric_column('age'),\n",
" tf.feature_column.numeric_column('education_num'),\n",
" tf.feature_column.numeric_column('capital_gain'),\n",
" tf.feature_column.numeric_column('capital_loss'),\n",
" tf.feature_column.numeric_column('hours_per_week'),\n",
"]\n",
"\n",
"# Now we'll define the unused columns-- those we won't use for this example.\n",
"# In this case, there's just one: 'fnlwgt'.\n",
"UNUSED_COLUMNS = set(CSV_COLUMNS) - {col.name for col in INPUT_COLUMNS} - {LABEL_COLUMN}\n",
"print('unused columns: %s' % UNUSED_COLUMNS)\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we'll define a function that builds our Estimator.\n",
"\n",
"We will use the [`DNNLinearCombinedClassifier`](https://www.tensorflow.org/api_docs/python/tf/estimator/DNNLinearCombinedClassifier) class to create our Estimator.\n",
"\n",
"This is a so-called \"wide and deep\" model.\n",
"Wide and deep models use deep neural nets to learn high level abstractions about complex features or interactions between such features. These models then combined the outputs from the DNN with a linear regression performed on simpler features. This provides a balance between power and speed that is effective on many structured data problems.\n",
"\n",
"You can read more about this model and its use [here](https://research.googleblog.com/2016/06/wide-deep-learning-better-together-with.html). You can learn more about using feature columns [here](https://www.tensorflow.org/versions/master/get_started/feature_columns)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def build_estimator(config, embedding_size=8, hidden_units=None):\n",
" \"\"\"Build a wide and deep model for predicting income category.\n",
" \"\"\"\n",
" (gender, race, education, marital_status, relationship,\n",
" workclass, occupation, native_country, age,\n",
" education_num, capital_gain, capital_loss, hours_per_week) = INPUT_COLUMNS\n",
"\n",
" # Continuous columns can be converted to categorical via bucketization\n",
" age_buckets = tf.feature_column.bucketized_column(\n",
" age, boundaries=[18, 25, 30, 35, 40, 45, 50, 55, 60, 65])\n",
"\n",
" # Wide columns and deep columns.\n",
" wide_columns = [\n",
" # Interactions between different categorical features can also\n",
" # be added as new virtual features.\n",
" tf.feature_column.crossed_column(\n",
" ['education', 'occupation'], hash_bucket_size=int(1e4)),\n",
" tf.feature_column.crossed_column(\n",
" [age_buckets, race, 'occupation'], hash_bucket_size=int(1e6)),\n",
" tf.feature_column.crossed_column(\n",
" ['native_country', 'occupation'], hash_bucket_size=int(1e4)),\n",
" gender,\n",
" native_country,\n",
" education,\n",
" occupation,\n",
" workclass,\n",
" marital_status,\n",
" relationship,\n",
" age_buckets,\n",
" ]\n",
"\n",
" deep_columns = [\n",
" # Use indicator columns for low dimensional vocabularies\n",
" tf.feature_column.indicator_column(workclass),\n",
" tf.feature_column.indicator_column(education),\n",
" tf.feature_column.indicator_column(marital_status),\n",
" tf.feature_column.indicator_column(gender),\n",
" tf.feature_column.indicator_column(relationship),\n",
" tf.feature_column.indicator_column(race),\n",
"\n",
" # Use embedding columns for high dimensional vocabularies\n",
" tf.feature_column.embedding_column(\n",
" native_country, dimension=embedding_size),\n",
" tf.feature_column.embedding_column(occupation, dimension=embedding_size),\n",
" age,\n",
" education_num,\n",
" capital_gain,\n",
" capital_loss,\n",
" hours_per_week,\n",
" ]\n",
"\n",
" return tf.estimator.DNNLinearCombinedClassifier(\n",
" config=config,\n",
" linear_feature_columns=wide_columns,\n",
" dnn_feature_columns=deep_columns,\n",
" dnn_hidden_units=hidden_units or [100, 70, 50, 25]\n",
" )\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we'll create an estimator object using the function we defined, and our config values."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"output_dir = \"census_%s\" % (int(time.time()))\n",
"print(output_dir)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"run_config = tf.estimator.RunConfig()\n",
"run_config = run_config.replace(model_dir=output_dir)\n",
"\n",
"FIRST_LAYER_SIZE = 100 # Number of nodes in the first layer of the DNN\n",
"NUM_LAYERS = 4 # Number of layers in the DNN\n",
"SCALE_FACTOR = 0.7 # How quickly should the size of the layers in the DNN decay\n",
"EMBEDDING_SIZE = 8 # Number of embedding dimensions for categorical columns\n",
"\n",
"estimator = build_estimator(\n",
" embedding_size=EMBEDDING_SIZE,\n",
" # Construct layers sizes with exponential decay\n",
" hidden_units=[\n",
" max(2, int(FIRST_LAYER_SIZE *\n",
" SCALE_FACTOR**i))\n",
" for i in range(NUM_LAYERS)\n",
" ],\n",
" config=run_config\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define input functions (using Datasets)\n",
"\n",
"\n",
"To train and evaluate the estimator model, we'll need to tell it how to get its training and eval data. We'll define a function (`input_fn`) that knows how to generate features and labels for training or evaluation, then use that definition to create the actual train and eval input functions.\n",
"\n",
"We'll use [Datasets](https://www.tensorflow.org/api_docs/python/tf/contrib/data/Dataset) in the `input_fn` to access our data. \n",
"This API is part of TensorFlow 1.4, and is a new way to create [input pipelines to TensorFlow models](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/docs_src/performance/datasets_performance.md). The `Dataset` API is much more performant than using `feed_dict` or the queue-based pipelines, and it's [cleaner and easier](https://developers.googleblog.com/2017/09/introducing-tensorflow-datasets.html) to use.\n",
"\n",
"(In this simple example, our datasets are too small for the use of the Datasets API to make a large difference, but with larger datasets it becomes more important).\n",
"\n",
"We'll first define a couple of helper functions. `parse_label_column` is used to convert the label strings (in our case, ' <=50K' and ' >50K') into one-hot encodings."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def parse_label_column(label_string_tensor):\n",
" \"\"\"Parses a string tensor into the label tensor\n",
" \"\"\"\n",
" # Build a Hash Table inside the graph\n",
" table = tf.contrib.lookup.index_table_from_tensor(tf.constant(LABELS))\n",
"\n",
" # Use the hash table to convert string labels to ints and one-hot encode\n",
" return table.lookup(label_string_tensor)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def parse_csv(rows_string_tensor):\n",
" \"\"\"Takes the string input tensor and returns a dict of rank-2 tensors.\"\"\"\n",
"\n",
" # Takes a rank-1 tensor and converts it into rank-2 tensor\n",
" # Example if the data is ['csv,line,1', 'csv,line,2', ..] to\n",
" # [['csv,line,1'], ['csv,line,2']] which after parsing will result in a\n",
" # tuple of tensors: [['csv'], ['csv']], [['line'], ['line']], [[1], [2]]\n",
" row_columns = tf.expand_dims(rows_string_tensor, -1)\n",
" columns = tf.decode_csv(row_columns, record_defaults=CSV_COLUMN_DEFAULTS)\n",
" features = dict(zip(CSV_COLUMNS, columns))\n",
"\n",
" # Remove unused columns\n",
" for col in UNUSED_COLUMNS:\n",
" features.pop(col)\n",
" return features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And now define the input function:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# This function returns a (features, indices) tuple, where features is a dictionary of\n",
"# Tensors, and indices is a single Tensor of label indices.\n",
"def input_fn(filenames,\n",
" num_epochs=None,\n",
" shuffle=True,\n",
" skip_header_lines=0,\n",
" batch_size=200):\n",
" \"\"\"Generates features and labels for training or evaluation.\n",
" \"\"\"\n",
"\n",
" dataset = tf.data.TextLineDataset(filenames).skip(skip_header_lines).map(parse_csv)\n",
"\n",
" if shuffle:\n",
" dataset = dataset.shuffle(buffer_size=batch_size * 10)\n",
" dataset = dataset.repeat(num_epochs)\n",
" dataset = dataset.batch(batch_size)\n",
" iterator = dataset.make_one_shot_iterator()\n",
" features = iterator.get_next()\n",
" return features, parse_label_column(features.pop(LABEL_COLUMN))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, we'll use `input_fn` to define both the `train_input` and `eval_input` functions. We just need to pass `input_fn` the different source files to use for training versus evaluation. As we'll see below, these will be used to define a `TrainSpec` and `EvalSpec` used by `train_and_evaluate`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"train_input = lambda: input_fn(\n",
" TRAIN_FILES,\n",
" batch_size=40\n",
")\n",
"\n",
"# Don't shuffle evaluation data\n",
"eval_input = lambda: input_fn(\n",
" EVAL_FILES,\n",
" batch_size=40,\n",
" shuffle=False\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define training and eval specs\n",
"\n",
"\n",
"Now we're nearly set. We just need to define the the `TrainSpec` and `EvalSpec` used by `tf.estimator.train_and_evaluate`. These specify not only the input functions, but how to export our trained model.\n",
"\n",
"First, we'll define the [`TrainSpec`](https://www.tensorflow.org/api_docs/python/tf/estimator/TrainSpec), which takes as an arg `train_input`:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"train_spec = tf.estimator.TrainSpec(train_input,\n",
" max_steps=1000\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For our [`EvalSpec`](https://www.tensorflow.org/api_docs/python/tf/estimator/EvalSpec), we'll instantiate it with something additional -- a list of exporters, that specify how to export a trained model so that it can be used for serving.\n",
"\n",
"To specify our exporter, we first define a *serving input function*. A serving input function should produce a [ServingInputReceiver](https://www.tensorflow.org/api_docs/python/tf/estimator/export/ServingInputReceiver).\n",
"\n",
"A `ServingInputReceiver` is instantiated with two arguments -- `features`, and `receiver_tensors`. The `features` represent the inputs to our Estimator when it is being served for prediction. The `receiver_tensor` represent inputs to the server. These will not necessarily always be the same — in some cases we may want to make some edits. [Here's](https://github.com/GoogleCloudPlatform/cloudml-samples/blob/master/census/estimator/trainer/model.py#L197) one example of that, where the inputs to the server (csv-formatted rows) include a field to be removed.\n",
"\n",
"However, in our case, the inputs to the server are the same as the features input to the model. \n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def json_serving_input_fn():\n",
" \"\"\"Build the serving inputs.\"\"\"\n",
" inputs = {}\n",
" for feat in INPUT_COLUMNS:\n",
" inputs[feat.name] = tf.placeholder(shape=[None], dtype=feat.dtype)\n",
"\n",
" return tf.estimator.export.ServingInputReceiver(inputs, inputs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, we define an [Exporter](https://www.tensorflow.org/api_docs/python/tf/estimator/FinalExporter) in terms of that serving input function, and pass the `EvalSpec` constructor a list of exporters.\n",
"(We're just using one exporter here, but if you define multiple exporters, training will result in multiple saved models)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"exporter = tf.estimator.FinalExporter('census',\n",
" json_serving_input_fn)\n",
"eval_spec = tf.estimator.EvalSpec(eval_input,\n",
" steps=100,\n",
" exporters=[exporter],\n",
" name='census-eval'\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Train your model, using `train_and_evaluate`\n",
"\n",
"Now, we have defined everything we need to train and evaluate our model, and export the trained model for serving, via a call to **`train_and_evaluate`**:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"tf.estimator.train_and_evaluate(estimator, train_spec, eval_spec)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You've just trained your model and exported the result in a format that makes it easy to use it for serving! The training behavior will be consistent across both local/non-distributed and distributed configurations, thanks to `train_and_evaluate`.\n",
"\n",
"### Look at the signature of your exported model\n",
"\n",
"TensorFlow ships with a CLI that allows you to inspect the *signature* of exported binary files. To do this, first locate your model:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true,
"scrolled": true
},
"outputs": [],
"source": [
"# List the directory that contains the model. You'll use this info in the next section too.\n",
"!ls -R $output_dir/export/census"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the listing above, find the directory that includes `saved_model.pb`, and edit the command below to use it."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Now, view the model signature\n",
"# This is an example. Edit this command to use your own directory path\n",
"!saved_model_cli show --dir $output_dir/export/census/ --tag serve --signature_def predict"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This lets us confirm the expected inputs, and shows the outputs we'll get when we run a prediction."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Use the Google Cloud SDK to make predictions on your trained model.\n",
"\n",
"Next, we'll use the Google Cloud SDK (gcloud) as an easy way to make predictions using our model.\n",
"This section requires that you have the [Google Cloud SDK (gcloud) installed](https://cloud.google.com/sdk/downloads).\n",
"\n",
"We can use `gcloud` to easily make predictions using our local learned model, using \n",
"`gcloud ml-engine local predict`. \n",
"(Note the 'local' modifier; this is a good way to check locally that your exported model is behaving as expected. Later in this notebook we'll look at how to use scalable Cloud ML Engine Online Prediction instead.)\n",
"\n",
"We'll use the example input in `test.json`. As we saw above when we built our model, we'll be predicting 'income bracket' based on the features encoded in the `test.json` instance.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Edit the following path to point to your `$output_dir/export/census/` subdirectory from the listing above, the one that contains `saved_model.pb`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"! cat test.json\n",
"# This is an example. Edit this command to use your own directory path.\n",
"! gcloud ml-engine local predict --model-dir $output_dir/export/census/ --json-instances test.json"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can see how the input fields in `test.json` correspond to the inputs listed by the `saved_model_cli` command above, and how the prediction outputs correspond to the outputs listed by `saved_model_cli`.\n",
"In this model, Class 0 indicates income <= 50k and Class 1 indicates income >50k. \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using Cloud ML Engine for easy distributed training and scalable online prediction\n",
"\n",
"In the previous section, we looked at how to use `tf.estimator.train_and_evaluate` to train and export a model, and then make predictions using the trained model.\n",
"\n",
"In this section, you'll see how easy it is to use the same code — without any changes — to do distributed training on Cloud ML Engine (CMLE), thanks to the `Estimator` class and `train_and_evaluate`. Then we'll use CMLE Online Prediction to scalably serve the trained model.\n",
"\n",
"This section requires that you have [set up a GCP project and enabled the use of CMLE](https://cloud.google.com/ml-engine/docs/command-line)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To run training on CMLE, we can use `gcloud`. We'll need to package our code so that it can be deployed, and specify the Python file to run to start the training (`--module-name`). \n",
"\n",
"If you take a look in the `trainer` subdirectory of this directory, you'll see that it contains essentially the same code that's in this notebook, just packaged for deployment. `trainer.task` is the entry point, and when that file is run, it calls `tf.estimator.train_and_evaluate`. \n",
"(You can read more about how to package your code [here](https://cloud.google.com/ml-engine/docs/packaging-trainer)). \n",
"\n",
"We'll test training via `gcloud` locally first, to make sure that we have everything packaged up correctly.\n",
"\n",
"### Test training locally via `gcloud`"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"output_dir = \"census_%s\" % (int(time.time()))\n",
"%env OUTPUT_DIR=$output_dir\n",
"! gcloud ml-engine local train --package-path trainer \\\n",
" --module-name trainer.task \\\n",
" -- \\\n",
" --train-files $TRAIN_FILE \\\n",
" --eval-files $EVAL_FILE \\\n",
" --train-steps 1000 \\\n",
" --job-dir $OUTPUT_DIR \\\n",
" --eval-steps 100"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Launch a distributed training job on Cloud ML Engine\n",
"\n",
"Now, let's use Cloud ML Engine (CMLE) to do distributed training in the cloud. Here's where you'll use your GCP project and CMLE setup. The CMLE setup instructions included creation of a Google Cloud Storage (GCS) bucket, which we'll use below.\n",
"\n",
"We'll set the training job to use the `SCALE_TIER_STANDARD_1` scale spec. This [gives you](https://cloud.google.com/ml-engine/docs/training-overview#job_configuration_parameters) one 'master' instance, plus four workers and three parameter servers. \n",
"\n",
"The cool thing about this is that **we don't need to change our code at all to use this distributed config**. Our use of the Estimator class in conjunction with the CMLE scale spec allows the distributed training config to be transparent to us -- it just works.\n",
"For example, we could alternately set the `--scale-tier` config to [use GPUs](https://cloud.google.com/ml-engine/docs/using-gpus), without making any changes to our code.\n",
"\n",
"\n",
"Notes: Each job requires a unique name, so rerun the cell that sets the env vars below each time you submit another job, if you want to run the following more than once. \n",
"Your CMLE training job can take a few minutes to spin up, but for larger training jobs the startup time is a small percentage of the overall computation."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"job_name = \"census_job_%s\" % (int(time.time()))\n",
"\n",
"# Edit the following to point to your GCS bucket directory\n",
"gcs_job_dir = \"gs://your-gcs-bucket/path/%s\" % job_name\n",
"# For training on CMLE, we'll use datasets stored in Google Cloud Storage (GCS) instead of local files.\n",
"%env GCS_TRAIN_FILE=gs://cloudml-public/census/data/adult.data.csv\n",
"%env GCS_EVAL_FILE=gs://cloudml-public/census/data/adult.test.csv\n",
"%env SCALE_TIER=STANDARD_1\n",
"%env JOB_NAME=$job_name\n",
"%env GCS_JOB_DIR=$gcs_job_dir"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# submit your distributed training job to CMLE\n",
"!gcloud ml-engine jobs submit training $JOB_NAME --scale-tier $SCALE_TIER \\\n",
" --runtime-version 1.4 --job-dir $GCS_JOB_DIR \\\n",
" --module-name trainer.task --package-path trainer/ \\\n",
" --region us-central1 \\\n",
" -- --train-steps 10000 --train-files $GCS_TRAIN_FILE --eval-files $GCS_EVAL_FILE --eval-steps 100 "
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"You can monitor the status of your job via the `stream-logs` command indicated above. \n",
"(You can call `gcloud ml-engine jobs submit training` with the `--stream-logs` flag to stream the output logs right away). \n",
"You can also monitor the status of your job in the Cloud Console: [console.cloud.google.com/mlengine/jobs](https://console.cloud.google.com/mlengine/jobs) \n",
"In the logs, you'll see output from 4 worker replicas, numbered 0-3."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scalably serve your trained model with CMLE Online Prediction\n",
"\n",
"Once your job is finished, you'll find the exported model under `$GCS_JOB_DIR`, in addition to other data such as checkpoints.\n",
"You can now deploy the exported model to Cloud ML Engine and scalably serve it for **prediction**, using the CMLE Online Prediction service."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Run this when the training job is finished. Look for the directory with the 'saved_model.pb' file.\n",
"!gsutil ls -R $GCS_JOB_DIR"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# This is just an example.\n",
"# Edit this path to point to the GCS directory that contains your saved_model.pb binary\n",
"%env MODEL_BINARY=gs://$gcs_job_dir/export/census//"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a 'census' model on CMLE (you'll get an error if it already exists)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"!gcloud ml-engine models create census --regions us-central1\n",
"!gcloud ml-engine models list\n",
"!gcloud ml-engine versions list --model census"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, deploy your trained model binary to CMLE as `v1` of the `census` model. This will let you use it for prediction. (You'll get an error if version 'v1' already exists. In that case, you can use a different version name)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"!gcloud ml-engine versions create v1 --model census --origin $MODEL_BINARY --runtime-version 1.4"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can look at the versions of a model in the Cloud Console, as well as set the default version: [console.cloud.google.com/mlengine/models](https://console.cloud.google.com/mlengine/models)\n",
"\n",
"Now you can use your deployed model for prediction. We've included a file, `test.json`, that encodes the input instance.\n",
"\n",
"[**add info about setting min instances to reduce warmup time**?]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Use your deployed model for prediction\n",
"!cat test.json\n",
"!gcloud ml-engine predict --model census --version v1 --json-instances test.json"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extras: Train on CMLE using a custom GPU cluster\n",
"\n",
"Above, we used the `STANDARD_1` scale tier to train our model. If you had wanted to train on 1 GPU, you could have used `BASIC_GPU` instead.\n",
"\n",
"You can train on a larger GPU cluster just as easily; with `gcloud`, it's just a matter of defining a .yaml config file that describes your cluster, and passing that config when you submit your training job.\n",
"Note that using GPUs is [more expensive](https://cloud.google.com/ml-engine/pricing), so it will **cost more** to run this part of the example.\n",
"\n",
"To see how we'd do this, let's first take a look at the config file:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"!cat config_custom_gpus.yaml"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We're using NVIDIA Tesla P100 GPUs for our master and worker nodes (which is quite overkill for this small example!)\n",
"We're using standard CPU nodes for the parameter servers. You can find more info on the node types [here](https://cloud.google.com/ml-engine/reference/rest/v1/projects.jobs).\n",
"\n",
"We'll just run our job as before, except now we specify `CUSTOM` scale tier, and point to our config file. \n",
"As before, you'll need to edit the GCS bucket path in the next cell."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"job_name = \"census_job_%s\" % (int(time.time()))\n",
"# Edit the following to point to your GCS bucket directory\n",
"gcs_job_dir = \"gs://your-gcs-bucket/path/%s\" % job_name\n",
"%env GCS_TRAIN_FILE=gs://cloudml-public/census/data/adult.data.csv\n",
"%env GCS_EVAL_FILE=gs://cloudml-public/census/data/adult.test.csv\n",
"%env SCALE_TIER=CUSTOM\n",
"%env JOB_NAME=$job_name\n",
"%env GCS_JOB_DIR=$gcs_job_dir"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"!gcloud ml-engine jobs submit training $JOB_NAME --scale-tier $SCALE_TIER \\\n",
" --runtime-version 1.4 --job-dir $GCS_JOB_DIR \\\n",
" --module-name trainer.task --package-path trainer/ \\\n",
" --region us-central1 --config config_custom_gpus.yaml \\\n",
" -- --train-steps 15000 --train-files $GCS_TRAIN_FILE --eval-files $GCS_EVAL_FILE --eval-steps 100 \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extras: Use Hyperparameter Tuning\n",
"\n",
"CMLE makes it easy to do [Hyperparameter tuning](https://cloud.google.com/ml-engine/docs/hyperparameter-tuning-overview). See the documentation for [more info](https://cloud.google.com/ml-engine/docs/using-hyperparameter-tuning).\n",
"\n",
"For this run, we'll go back to using the `STANDARD_1` tier. Note that because HP tuning does multiple runs — in this case, it will be 6 — this will be **more expensive** than the previous single runs.\n",
"As before, you'll need to edit the GCS bucket path in the next cell to point to your bucket."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"job_name = \"census_job_%s\" % (int(time.time()))\n",
"# Edit the following to point to your GCS bucket directory\n",
"gcs_job_dir = \"gs://your-gcs-bucket/path/%s\" % job_name\n",
"%env GCS_TRAIN_FILE=gs://cloudml-public/census/data/adult.data.csv\n",
"%env GCS_EVAL_FILE=gs://cloudml-public/census/data/adult.test.csv\n",
"%env SCALE_TIER=STANDARD_1\n",
"%env JOB_NAME=$job_name\n",
"%env GCS_JOB_DIR=$gcs_job_dir"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# We'll use the `hptuning_config.yaml` file for this run.\n",
"!cat hptuning_config.yaml"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"!gcloud ml-engine jobs submit training $JOB_NAME --scale-tier $SCALE_TIER \\\n",
" --runtime-version 1.4 --job-dir $GCS_JOB_DIR \\\n",
" --module-name trainer.task --package-path trainer/ \\\n",
" --region us-central1 --config hptuning_config.yaml \\\n",
" -- --train-steps 15000 --train-files $GCS_TRAIN_FILE --eval-files $GCS_EVAL_FILE --eval-steps 100 \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can easily look at the results in the [Cloud Console](https://console.cloud.google.com/mlengine/jobs) — click on a job to see the its details, including the HP trial outcomes. You can also see information about each trial reflected in the job logs. The checkpoints and export for each trial are saved to separate subdirectories organized by trial number under your job dir."
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"-----------------------------------\n",
"\n",
"Copyright 2018 Google Inc. All Rights Reserved. Licensed under the Apache\n",
"License, Version 2.0 (the \"License\"); you may not use this file except in\n",
"compliance with the License. You may obtain a copy of the License at \n",
"http://www.apache.org/licenses/LICENSE-2.0\n",
"\n",
"Unless required by applicable law or agreed to in writing, software\n",
"distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n",
"WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n",
"License for the specific language governing permissions and limitations under\n",
"the License."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {},
"nbformat": 4,
"nbformat_minor": 2
}
================================================
FILE: ml/kubeflow-pipelines/README.md
================================================
# Kubeflow Pipelines examples
[Kubeflow](https://www.kubeflow.org/) is an OSS project to support a machine learning stack on Kubernetes, to make deployments of ML workflows on Kubernetes simple, portable and scalable.
[**Kubeflow Pipelines**](https://github.com/kubeflow/pipelines) is a new component of Kubeflow that makes it easy to compose, deploy and manage end-to-end machine learning workflows. The Kubeflow Pipelines documentation is [here](https://www.kubeflow.org/docs/guides/pipelines/).
This directory tree contains code for several different groups of Kubeflow Pipelines examples.
The examples highlight how Kubeflow and Kubeflow Pipelines can help support portability, composability and reproducibility, scalability, and visualization and collaboration in your ML lifecycle; and make it easier to support hybrid ML solutions.
- A pipeline that [implements an AutoML Tables end-to-end workflow](https://github.com/amygdala/code-snippets/tree/master/ml/automl/tables/kfp_e2e).
- [Distributed Keras Tuner + KFP example](./keras_tuner)
- A pipeline that shows how you can make calls to the AutoML Vision API to build a pipeline that creates an AutoML *dataset* and then trains a model on that dataset: [samples/automl/README.md](./samples/automl/README.md).
- [Example pipeline](./sbtb) for Scale by the Bay workshop (2019)
## Deprecated examples
These examples are not currently maintained and most likely don't work properly.
- [README_taxidata_examples.md](./README_taxidata_examples.md)
- [README_github_summ.md](README_github_summ.md): going forward, the current version of this example lives here: https://github.com/kubeflow/examples/tree/master/github_issue_summarization/pipelines.
================================================
FILE: ml/kubeflow-pipelines/README_github_summ.md
================================================
**This tutorial is out of date (and probably doesn't work). A newer version is [here](https://github.com/kubeflow/examples/tree/master/github_issue_summarization/pipelines).**
# (Deprecated) Kubeflow Pipelines - GitHub Issue Summarization
## Introduction
[Kubeflow](https://www.kubeflow.org/) is an OSS project to support a machine learning stack on Kubernetes, to make deployments of ML workflows on Kubernetes simple, portable and scalable.
[**Kubeflow Pipelines**](https://github.com/kubeflow/pipelines) is a component of Kubeflow that makes it easy to compose, deploy and manage end-to-end machine learning workflows. The Kubeflow Pipelines documentation is [here](https://www.kubeflow.org/docs/pipelines/).
This codelab will walk you through creating your own Kubeflow deployment, and running a KubeFlow Pipelines workflow for model training and serving -- both from the Pipelines UI, and from a Jupyter Notebook.
### What does a Kubeflow deployment look like?
A Kubeflow deployment is:
* __Portable__ - Works on any Kubernetes cluster, whether it lives on Google Cloud Platform (GCP), on premises, or across providers.
* __Scalable__ - Can utilize fluctuating resources and is only constrained by the number of resources allocated to the Kubernetes cluster.
* __Composable__ - Enhanced with service workers to work offline or on low-quality networks.
### What you'll build
In this lab, you will build a web app that summarizes GitHub issues using Kubeflow Pipelines to train and serve a model. Upon completion, your infrastructure will contain:
* A Kubernetes Engine cluster with default Kubeflow installation
* A pipeline that performs distributed training of a Tensor2Tensor model on GPUs
* A serving container that provides predictions from the trained model
* A UI that interprets the predictions to provide summarizations for GitHub issues
* A notebook that creates a pipeline from scratch using the Kubeflow Pipelines SDK
### What you'll learn
The pipeline you will build trains a [Tensor2Tensor](https://github.com/tensorflow/tensor2tensor/) model on GitHub issue data, learning to predict issue titles from issue bodies. It then exports the trained model and deploys the exported model using [Tensorflow Serving](https://github.com/tensorflow/serving). The final step in the pipeline launches a web app, which interacts with the TF-Serving instance in order to get model predictions.
* How to set up a [Kubeflow](https://github.com/kubeflow/kubeflow) cluster using GKE
* How to build and run ML workflows using Kubeflow Pipelines
* How to define and run pipelines from within a Kubeflow JupyterHub notebook
### What you'll need
* A basic understanding of [Kubernetes](https://kubernetes.io/)
* An active [GCP project](https://cloud.google.com/resource-manager/docs/creating-managing-projects) for which you have Owner permissions
* A [GitHub](https://github.com/) account
* Access to the Google Cloud Shell, available in the [Google Cloud Platform (GCP) Console](https://console.cloud.google.com/home/dashboard)
This is an advanced codelab focused on Kubeflow. For more background and an introduction to the platform, see the [Introduction to Kubeflow](https://www.kubeflow.org/docs/about/kubeflow/) documentation. Non-relevant concepts and code blocks are glossed over and provided for you to simply copy and paste.
## Project setup
Google Cloud Platform (GCP) organizes resources into projects. This allows you to
collect all the related resources for a single application in one place. For this lab, you'll need a GCP project with billing enabled.
## Set up the environment
> **Note**: For simplicity, these instructions assume you're using the Cloud Shell, but you could also do the lab from your laptop after installing the necessary packages. If you're on your laptop, use of a virtual environment (e.g. Conda or virtualenv) is highly recommended.
### Cloud Shell
Visit the [GCP Console](https://console.cloud.google.com/) in the browser and log in with your project credentials.
Then, click the "Activate Cloud Shell" icon in the top right of the console to start up a [Cloud Shell](https://cloud.google.com/shell/docs/) (if one is not already opened for you).

### Set your GitHub token
This codelab calls the GitHub API to retrieve publicly available data. To prevent rate-limiting, especially at events where a large number of anonymized requests are sent to the GitHub APIs, set up an access token with no permissions. This is simply to authorize you as an individual rather than anonymous user.
1. Navigate to [https://github.com/settings/tokens](https://github.com/settings/tokens) and generate a new token with no scopes.
2. Save it somewhere safe. If you lose it, you will need to delete and create a new one.
3. Set the GITHUB_TOKEN environment variable:
```bash
export GITHUB_TOKEN=
```
### Set your GCP project ID and cluster name
To find your project ID, visit the GCP Console's Home panel. If the screen is empty, click on Yes at the prompt to create a dashboard.

In the Cloud Shell terminal, run these commands to set the cluster name and project ID. For the zone, pick a zone where `nvidia-tesla-k80`s are available.
```bash
export DEPLOYMENT_NAME=kubeflow
export PROJECT_ID=
export ZONE=
gcloud config set project ${PROJECT_ID}
gcloud config set compute/zone ${ZONE}
```
### Create a storage bucket
> **Note**: Bucket names must be unique across all of GCP, not just your organization
Create a Cloud Storage bucket for storing pipeline files. Fill in a new, unique bucket name and issue the "mb" (make bucket) command:
```bash
export BUCKET_NAME=kubeflow-${PROJECT_ID}
gsutil mb gs://${BUCKET_NAME}
```
Alternatively, you can create a bucket [via the GCP Console](https://console.cloud.google.com/storage).
### Install the Kubeflow Pipelines SDK
Run the following command to install the Kubeflow Pipelines SDK:
```bash
pip3 install https://storage.googleapis.com/ml-pipeline/release/0.1.7/kfp.tar.gz --upgrade
```
We'll use this SDK a bit later in the lab.
> **Note**: Python 3.5 or higher is required. If you're running in a Conda Python 3 environment, you'll use `pip` instead of
`pip3`.
### Optional: Pin useful dashboards
In the GCP console, you can pin the __Kubernetes Engine__ and __Storage__ dashboards for easier access.

## Create a Kubeflow cluster
### Create a cluster
Create a managed Kubernetes cluster on Kubernetes Engine by visiting the
[Kubeflow Click-to-Deploy](https://deploy.kubeflow.cloud/) site in your browser and signing in with your GCP account.

Fill in the following values in the resulting form:
* __Project__: Enter your GCP `$PROJECT_ID` in the top field
* __Deployment name__: Set the default value to __`kubeflow`__. Alternatively, set `$DEPLOYMENT_NAME` to a different value and use it here. Note that this value must be unique within the project.
* __GKE Zone__: Use the value you have set for `$ZONE`, selecting it from the pulldown.
* __Kubeflow Version__: v0.4.1
* Check the __Skip IAP__ box

### Set up kubectl to use your new cluster's credentials
When the cluster has been instantiated, connect your environment to the Kubernetes Engine cluster by running the following command in your Cloud Shell:
```bash
gcloud container clusters get-credentials ${DEPLOYMENT_NAME} \
--project ${PROJECT_ID} \
--zone ${ZONE}
```
This configures your `kubectl` context so that you can interact with your cluster. To verify the connection, run the following command:
```bash
kubectl get nodes -o wide
```
You should see two nodes listed, both with a status of "`Ready`", and other information about node age, version, external IP address, OS image, kernel version, and container runtime.
### Add a GPU node pool to the cluster
Run the following command to create an accelerator node pool:
```bash
gcloud container node-pools create accel \
--project ${PROJECT_ID} \
--zone ${ZONE} \
--cluster ${DEPLOYMENT_NAME} \
--accelerator type=nvidia-tesla-k80,count=4 \
--num-nodes 1 \
--machine-type n1-highmem-8 \
--disk-size=220GB \
--scopes cloud-platform \
--verbosity error
```
> **Note**: This can take a few minutes.
Install Nvidia drivers on these nodes by applying a *daemonset* :
```bash
kubectl apply -f https://raw.githubusercontent.com/GoogleCloudPlatform/container-engine-accelerators/stable/nvidia-driver-installer/cos/daemonset-preloaded.yaml
```
### View the Kubeflow central dashboard
Once the cluster setup is complete, port-forward to view the Kubeflow central dashboard. Click the "Cloud Shell" button in the launcher:

This will open a tab showing your new cluster's services details. Click the __Port Forwarding__ button towards the bottom of the page, then click the __Run in Cloud Shell__ button in the resulting popup window.

A Cloud Shell window will start up, with the command to port-forward pre-populated at the prompt. Hit ‘return' to actually run the command in the Cloud Shell, then click the __Open in web preview__ button that will appear in the services page.

This will launch the Kubeflow dashboard in a new browser tab.

## Run a pipeline from the Pipelines dashboard
### Pipeline description
The pipeline you will run has three steps:
1. It starts by training a [Tensor2Tensor](https://github.com/tensorflow/tensor2tensor/) model using preprocessed data. (More accurately, this step starts from an existing model checkpoint, then trains for a few more hundred steps-- it would take too long to fully train it). When it finishes, it exports the model in a form suitable for serving by [TensorFlow serving](https://github.com/tensorflow/serving/).
2. The next step in the pipeline deploys a TensorFlow-serving instance using that model.
3. The last step launches a web app for interacting with the served model to retrieve predictions.
### Download and compile the pipeline
To download the script containing the pipeline definition, execute this command:
```bash
curl -O https://raw.githubusercontent.com/amygdala/code-snippets/master/ml/kubeflow-pipelines/samples/kubeflow-tf/older/gh_summ.py
```
Compile the pipeline definition file by running it:
```bash
python3 gh_summ.py
```
You will see the file `gh_summ.py.tar.gz` appear as a result.
> **Note**: If you get an error, make sure you have installed the Pipelines SDK and are using Python 3. If you're running in a Conda Python 3 environment, you'll use `python` instead of `python3`
### Upload the compiled pipeline
From the Kubeflow dashboard, click the __Pipeline Dashboard__ link to navigate to the Kubeflow Pipelines web UI. Click on __Upload pipeline__, and select __Import by URL__. Paste in the following URL, which points to the same pipeline that you just compiled.
```
https://github.com/amygdala/code-snippets/raw/master/ml/kubeflow-pipelines/samples/kubeflow-tf/older/gh_summ.py.tar.gz
```
Give the pipeline a name (e.g. `gh_summ`).

### Run the pipeline
Click on the uploaded pipeline in the list —this lets you view the pipeline's static graph— then click on __Start an experiment__ to create a new __Experiment__ using the pipeline.

Give the Experiment a name (e.g. the same name as the pipeline, `gh_summ`), then click __Next__ to create it.

An Experiment is composed of multiple __Runs__. In Cloud Shell, execute these commands to gather the values to enter into the UI as parameters for the first __Run__:
```bash
gcloud config get-value project
echo ${GITHUB_TOKEN}
echo "gs://${BUCKET_NAME}/kubecon"
```
Give the Run a name (e.g. `gh_summ-1`) and fill in three parameter fields:
* `project`
* `github-token`
* `working-dir`

After filling in the fields, click **Create**.
> **Note**: The pipeline will take approximately 15 minutes to complete.
Once the pipeline run is launched, you can click on an individual step in the run to get more information about it, including viewing its *pod* logs.

### View the pipeline definition
While the pipeline is running, take a [closer look](https://github.com/amygdala/code-snippets/blob/master/ml/kubeflow-pipelines/samples/kubeflow-tf/older/gh_summ.py) at how it is put together and what it is doing.
### View TensorBoard
The first step in the pipeline performs training and generates a model. Once this step is complete, view __Artifacts__ and click the blue Start TensorBoard button, then once it's ready, click __Open Tensorboard__.

### View the web app and make some predictions
The last step in the pipeline deploys a web app, which provides a UI for querying the trained model - served via [TF Serving](https://github.com/tensorflow/serving/) - to make predictions. After the pipeline completes, connect to the web app by visiting the Kubeflow central dashboard page, and appending __`/webapp/`__ at the end of the URL. (The trailing slash is required).
You should see something like this:

Click the __Populate Random Issue__ button to retrieve a block of text. Click on __Generate TItle__ to call the trained model and display a prediction.
> **Note**: It can take a few seconds to display a summary— for this lab we're not using GPUs for the TensorFlow Serving instance.
## Run a pipeline from a Jupyter notebook
### Create a JupyterHub instance
You can also interactively define and run Kubeflow Pipelines from a Jupyter notebook. To create a notebook, navigate to the __JupyterHub__ link on the central Kubeflow dashboard.
The first time you visit JupyterHub, you'll first be asked to log in. You can use any username/password you like
(remember what it was).
Then you will be prompted to spawn an instance. Select the TensorFlow 1.12 CPU image from the pulldown menu as shown below. Then click the __Spawn__ button, which generates a new *pod* in your cluster.

> **Note**: JupyterHub will take 3-5 minutes to become available. You can view the status of the container on the Kubernetes Engine -> Workloads section of the GCP Console.
### Download a notebook
Once JupyterHub becomes available, open a terminal.

In the Terminal window, run:
```bash
cd work
curl -O https://raw.githubusercontent.com/amygdala/code-snippets/master/ml/kubeflow-pipelines/samples/kubeflow-tf/older/pipelines-kubecon.ipynb
```
Return to the JupyterHub home screen, navigate to the `work` folder, and open the notebook you just downloaded.
### Execute the notebook
In the Setup section, find the second command cell (it starts with `import kfp`). Fill in your own values for the environment variables `WORKING_DIR`, `PROJECT_NAME`, and `GITHUB_TOKEN`, then execute the notebook one step at a time.
Follow the instructions in the notebook for the remainder of the lab.
## Clean up
### Destroy the cluster
> **Note**: Cluster deletion can take a few minutes to complete
To remove all resources created by the Click-to-Deploy launcher, navigate to
[Deployment Manager](http://console.cloud.google.com/dm/deployments) in the GCP Console and
delete the `$DEPLOYMENT_NAME` deployment.
### Remove the GitHub token
If you have no further use for it, navigate to
[https://github.com/settings/tokens](https://github.com/settings/tokens) and remove the generated token.
## Conclusion
Congratulations -- you've created ML workflows using Kubeflow Pipelines!
================================================
FILE: ml/kubeflow-pipelines/README_taxidata_examples.md
================================================
# (Deprecated) Kubeflow Pipelines examples
**These examples are not currently maintained and are probably no longer working properly.**
- [Installation and setup](#installation-and-setup)
- [Create a GCP project and enable the necessary APIs](#create-a-gcp-project-and-enable-the-necessary-apis)
- [Install the gcloud sdk (or use the Cloud Shell)](#install-the-gcloud-sdk-or-use-the-cloud-shell)
- [Create a Kubernetes Engine (GKE) cluster with Kubeflow installed](#create-a-kubernetes-engine-gke-cluster-with-kubeflow-installed)
- [Create a Google Cloud Storage (GCS) bucket](#create-a-google-cloud-storage-gcs-bucket)
- [Running the examples](#running-the-examples)
- [Example workflow 1](#example-workflow-1)
- [View the results of model analysis in a Jupyter notebook](#view-the-results-of-model-analysis-in-a-jupyter-notebook)
- [Use your models for prediction](#use-your-models-for-prediction)
- [Use the Cloud ML Engine Online Prediction service](#use-the-cloud-ml-engine-online-prediction-service)
- [Access the TF-serving endpoints for your learned model](#access-the-tf-serving-endpoints-for-your-learned-model)
- [Example workflow 2](#example-workflow-2)
- [View the results of model analysis in a Jupyter notebook](#view-the-results-of-model-analysis-in-a-jupyter-notebook-1)
- [Use your models for prediction with Cloud ML Engine Online Prediction](#use-your-models-for-prediction-with-cloud-ml-engine-online-prediction)
- [Navigating the example code](#navigating-the-example-code)
- [Cleanup](#cleanup)
- [Take down the TF-serving endpoints](#take-down-the-tf-serving-endpoints)
[Kubeflow](https://www.kubeflow.org/) is an OSS project to support a machine learning stack on Kubernetes, to make deployments of ML workflows on Kubernetes simple, portable and scalable.
[**Kubeflow Pipelines**](https://github.com/kubeflow/pipelines) is a new component of Kubeflow that makes it easy to compose, deploy and manage end-to-end machine learning workflows. The Kubeflow Pipelines documentation is [here]().
This directory contains some Kubeflow Pipelines examples.
The examples highlight how Kubeflow and Kubeflow Pipelines can help support portability, composability and reproducibility, scalability, and visualization and collaboration in your ML lifecycle; and make it easier to support hybrid ML solutions.
The examples include use of [TensorFlow Transform](https://github.com/tensorflow/transform) (TFT) for preprocessing and to avoid training/serving skew; Kubeflow's tf-jobs CRD for supporting distributed training; and [TFMA](https://github.com/tensorflow/model-analysis/) for model analysis.
The workflows also include deployment of the trained models to both
[Cloud ML Engine Online Prediction](https://cloud.google.com/ml-engine/docs/tensorflow/prediction-overview);
and to [TensorFlow Serving](https://github.com/tensorflow/serving) via Kubeflow.
## Installation and setup
The examples require a Google Cloud Platform (GCP) account and project.
You'll also either need [gcloud](https://cloud.google.com/sdk/) installed on your laptop; or alternately you can run gcloud in the [Cloud Shell](https://cloud.google.com/shell/docs/) via the GCP [Cloud Console](https://console.cloud.google.com).
### Create a GCP project and enable the necessary APIs
If you don't have a Google Cloud Platform (GCP) account yet, create one [here](https://cloud.google.com/free/). Be sure to sign up for free trial credits.
Then, [create a GCP Project](https://console.cloud.google.com/) if you don't have one.
Then, __[enable](https://support.google.com/cloud/answer/6158841?hl=en) the following APIs__ for your project: Dataflow, BigQuery, Cloud Machine Learning Engine, and Kubernetes Engine. (You don't need to create any credentials for these APIs, as we'll set up a Kubernetes Engine (GKE) cluster with sufficient access).
### Install the gcloud sdk (or use the Cloud Shell)
Install the GCP [gcloud command-line sdk](https://cloud.google.com/sdk/install) on your laptop.
Or, if you don't want to install `gcloud` locally, you can bring up the [Cloud Shell](https://cloud.google.com/shell/docs/quickstart) from the Cloud Console and run `kubectl` and `gcloud` from there. When you start the cloud shell, confirm from the initial output that it's set to use the GCP project in which your GKE cluster is running.
### Create a Kubernetes Engine (GKE) cluster with Kubeflow installed
Install Kubeflow as described [here](https://www.kubeflow.org/docs/started/getting-started-gke/).
**Kubeflow version >=0.4 is required for these examples**, as they use the TFJob v1beta1 API.
It is probably the most straightforward to use the [launcher UI](https://www.kubeflow.org/docs/started/getting-started-gke/#deploy-kubeflow-on-gke-using-the-ui) for installation, and to check "Skip IAP" for quicker setup
(you will then need to port-forward to connect to the Kubeflow dashboard, as described below).
### Create a Google Cloud Storage (GCS) bucket
Your ML workflow will need access to a GCS bucket. Create one as [described here](https://cloud.google.com/storage/docs/creating-buckets). Make it *regional*, not multi-regional.
## Running the examples
There are two examples. Both revolve around a TensorFlow 'taxi fare tip prediction' model, with data pulled from a [public BigqQery dataset of Chicago taxi trips](https://cloud.google.com/bigquery/public-data/chicago-taxi).
Both examples use [TFT](https://github.com/tensorflow/transform) for data preprocessing and [TFMA](https://github.com/tensorflow/model-analysis/) for model analysis (either can be run via local [Apache Beam](https://beam.apache.org/), or via [Dataflow](https://cloud.google.com/dataflow)); do distributed training via the Kubeflow tf-jobs [custom resource](https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources/); and deploy to the Cloud ML Engine Online Prediction service.
The first example also includes use of [TF-Serving](https://github.com/tensorflow/serving) via Kubeflow, and the second includes use of [BigQuery](cloud.google.com/bigquery) as a data source.
Change to the [`samples/kubeflow-tf/older`](samples/kubeflow-tf/older) directory, and see that [README](samples/kubeflow-tf/older/README.md) for details on runing the examples. To bring up the Pipelines UI, set up a port-forward to the Kubeflow dashboard:
```
export NAMESPACE=kubeflow
kubectl port-forward -n ${NAMESPACE} `kubectl get pods -n ${NAMESPACE} --selector=service=ambassador -o jsonpath='{.items[0].metadata.name}'` 8080:80
```
and then visit the Pipelines page: `http://localhost:8080/pipeline`
Once you've uploaded a pipeline, you can then create *Experiments* based on that pipeline. When you initiate an experiment *run*, fill in the `` and `` parameter values with your information. You can then monitor the run in the Pipelines UI, as well as view information about each step: its logs, configuration, and inputs and outputs.
You can also use `kubectl` to watch the pods created in the various stages of the workflows:
```sh
kubectl get pods -o wide --all-namespaces=true --watch=true
```
In particular, this lets you monitor creation and status of the pods used for Kubeflow `TF-job` distributed training.
### Example workflow 1
Run the first example [as described here](samples/kubeflow-tf/older/README.md#example-workflow-1).
This example illustrates how you can use a Kubeflow pipeline to experiment with
[TFT](https://github.com/tensorflow/transform)-based feature engineering, and how you can serve your trained model from both on-prem and cloud endpoints.
A workflow for TFT-based feature engineering experimentation
The pipeline runs two paths concurrently, passing a different TFT preprocessing function to each ([`preprocessing.py`](components/older/dataflow/tft/preprocessing.py) vs [`preprocessing2.py`](components/older/dataflow/tft/preprocessing.py)).
Then each model is trained, using Kubeflow's tf-jobs [CRD](https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources/). For example purposes, distributed training is used for one path, and single-node training is used for the other. This is done by specifying the number of *workers* and *parameter servers* to use for the training job.
For this workflow, one processing path used two workers and one parameter server as well as a 'master' (for distributed training), and the other is hardwired to use just one of each. While the training parts of the workflow are running, you'll see something like the following in your list of pods:
```
trainer-b64ef136-953d-4b57-b4e1-604aabff-master-huex-0-szz88 1/1 Running 0 1m 10.20.0.10 gke-pipelines-default-pool-2a81a07a-ptmq
trainer-b64ef136-953d-4b57-b4e1-604aabff-ps-huex-0-x983w 1/1 Running 0 1m 10.20.2.9 gke-pipelines-default-pool-2a81a07a-26k2
trainer-b64ef136-953d-4b57-b4e1-604aabff-worker-huex-0-ki35n 1/1 Running 0 1m 10.20.2.10 gke-pipelines-default-pool-2a81a07a-26k2
trainer-b64ef136-953d-4b57-b4e1-604aabff-worker-huex-1-imzg0 1/1 Running 0 1m 10.20.0.11 gke-pipelines-default-pool-2a81a07a-ptmq
```
When the training is finished, both models are deployed to both Cloud ML Engine and TF-Serving. Additionally, the the models are analyzed using [TFMA](https://github.com/tensorflow/model-analysis/), as described below.
#### View the results of model analysis in a Jupyter notebook
One of the workflow steps runs TensorFlow Model Analysis (TFMA) on the trained model, using a given [specification of how to slice the data](components/older/dataflow/tfma/model_analysis-taxi.py#L45). You can visualize the results via a Jupyter notebook.
You can do this in a local notebook (see the TFMA docs for installation).
Or, kubeflow's JupyterHub installation makes this easy to do, via a `port-forward` to your GKE cluster. The necessary libraries and visualization widgets are already installed.
See the *"To connect to your Jupyter Notebook locally"* section in this [Kubeflow guide](https://www.kubeflow.org/docs/guides/components/jupyter/) for more info.
Load and run the [`tfma_expers.ipynb`](components/older/dataflow/tfma/tfma_expers.ipynb) notebook to explore the results of the TFMA analysis.
#### Use your models for prediction
Change to the [`components/older/kubeflow/tf-serving`](components/older/kubeflow/tf-serving) directory, and copy the `trainer` module from the `taxi_model` directory into this directory:
```sh
cp -pr ../taxi_model/trainer .
```
#### Use the Cloud ML Engine Online Prediction service
As part of the workflow, your models were deployed to the Cloud ML Engine online prediction service. The model name is `taxifare`, and the version names are derived from the workflow name.
You can view the deployed versions of the `taxifare` model in the Cloud Console:
[https://console.cloud.google.com/mlengine/models](https://console.cloud.google.com/mlengine/models).
Make a prediction using one of the deployed model versions as follows.
In the [`components/older/kubeflow/tf-serving`](components/older/kubeflow/tf-serving) directory, run the following client script, replacing `` with one of your deployed versions. (Note that this script assumes that you have gcloud configured to point to the correct project. If it is not, first run `gcloud config set project `). You'll need to use Python 2.7 and have `tensorflow_serving-api` installed to run the script.
```sh
python chicago_taxi_client.py \
--num_examples=1 \
--examples_file='../taxi_model/data/eval/data.csv' \
--server=mlengine:taxifare --model_name=
```
#### Access the TF-serving endpoints for your learned model
This workflow deploys your learned models not only to Cloud ML Engine, but also to [TensorFlow Serving](https://github.com/tensorflow/serving), which is part of the Kubeflow installation.
View the TF-serving endpoint services by:
```sh
kubectl get services -n kubeflow
```
Look for the services with prefix `workflow-1`, and note their names. You should see two.
Port-forward to one of the services as follows:
```
kubectl port-forward --namespace kubeflow svc/ 9000:9000
```
Then, run the client script as follows, replacing the following with your service name. You'll need to use Python 2.7 and have `tensorflow_serving-api` and `tensorflow-transform` installed to run the script.
```sh
python chicago_taxi_client.py \
--num_examples=1 \
--examples_file='../taxi_model/data/eval/data.csv' \
--server=localhost:9000 --model_name=
```
### Example workflow 2
This workflow shows how you might use TFMA to investigate relative accuracies of models trained on different datasets, evaluating against fresh data. As part of the preprocessing step, it pulls data directly from the source [BigQuery Chicago taxi dataset](https://cloud.google.com/bigquery/public-data/chicago-taxi), with differing min and max time boundaries, effectively training on 'recent' data vs a batch that includes older data. Then, it runs TFMA analysis on both learned models, using 'recent' data for evaluation. As with Workflow 1 above, it also deploys the trained models to Cloud ML Engine.
Run the second example [as described here](samples/kubeflow-tf/older/README.md#example-workflow-2).
Comparing models trained on datasets that cover differing time intervals
#### View the results of model analysis in a Jupyter notebook
As for Workflow 1, you can view the results of the TFMA analysis in a Jupyter notebook.
See [above](#view-the-results-of-model-analysis-in-a-jupyter-notebook) for details.
#### Use your models for prediction with Cloud ML Engine Online Prediction
As part of the workflow, your trained models were deployed to Cloud ML Engine Online Prediction. As with Workflow 1, you can use these models for prediction.
See [above](#use-your-models-for-prediction-with-cloud-ml-engine-online-prediction) for details.
## Navigating the example code
The code is organized into two subdirectories.
- [`components`](components) holds the implementation of the various Pipeline steps used in the workflows. These steps are container-based, so for each such step, we need to provide both the source code used in the container, and the specification of how to build the container.
- [`samples`](samples) holds the Pipeline definitions.
They use prebuilt containers so that the examples are easy to run, but if you want to do any customization, you can build your own component containers and use those instead.
## Cleanup
When you're done, __delete your GKE cluster so that you don't incur extra charges__. An easy way to do this is via the
[Cloud Console](https://console.cloud.google.com/kubernetes).
If you're not ready to take down the whole GKE cluster, you might want to do some finer-grained cleanup:
### Take down the TF-serving endpoints
When you're done running the examples, you can take down your TF-serving endpoints by deleting their Kubernetes services & deployments. The default quota of external IP addresses for a project is quite small, so you'll probably want to do this.
Run:
```sh
kubectl get services
```
Look for the services with prefix `preproc-train-deploy2-analyze` and delete those via:
```sh
kubectl delete services
```
Then look for the related deployments (`kubectl get deployments`) and delete those as well (`kubectl delete deployments `).
================================================
FILE: ml/kubeflow-pipelines/components/README.md
================================================
# Workflow Components
This directory contains the definitions of the Argo workflow steps used in the example workflows. For each step, you can find both the code and the Dockerfile used to build the step's container.
To make it easy to run the examples, we're using prebuilt Docker containers, but if you want to change anything about a step, you can rebuild and use your own container instead. Just edit the workflow definition under [`samples`](../samples) to point to your own container instead.
================================================
FILE: ml/kubeflow-pipelines/components/automl/container/Dockerfile
================================================
# Copyright 2019 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ubuntu:18.04
RUN apt-get update \
&& apt-get install -y python3-pip python3-dev \
&& cd /usr/local/bin \
&& ln -s /usr/bin/python3 python \
&& pip3 install --upgrade pip
RUN apt-get install -y wget unzip git
RUN pip install google-cloud-automl
RUN wget -nv https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.zip && \
unzip -qq google-cloud-sdk.zip -d tools && \
rm google-cloud-sdk.zip && \
tools/google-cloud-sdk/install.sh --usage-reporting=false \
--path-update=false --bash-completion=false \
--disable-installation-options && \
tools/google-cloud-sdk/bin/gcloud -q components update \
gcloud core gsutil && \
tools/google-cloud-sdk/bin/gcloud config set component_manager/disable_update_check true && \
touch /tools/google-cloud-sdk/lib/third_party/google.py
ADD build /ml
ENV PATH $PATH:/tools/node/bin:/tools/google-cloud-sdk/bin
ENTRYPOINT ["python", "/ml/dataset_model.py"]
================================================
FILE: ml/kubeflow-pipelines/components/automl/container/build.sh
================================================
#!/bin/bash -e
# Copyright 2019 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
mkdir -p ./build
rsync -arvp "../dataset_train"/ ./build/
docker build -t automl-pipeline .
rm -rf ./build
docker tag automl-pipeline gcr.io/${PROJECT_ID}/automl-pipeline
docker push gcr.io/${PROJECT_ID}/automl-pipeline
================================================
FILE: ml/kubeflow-pipelines/components/automl/dataset_train/dataset_model.py
================================================
#!/usr/bin/env python
# Copyright 2019 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""This application demonstrates how to perform basic operations on model
with the Google AutoML Vision API.
For more information, the documentation at
https://cloud.google.com/vision/automl/docs.
"""
import argparse
import logging
import os
import time
from google.cloud import automl
DATASET_OP = 'dataset'
MODEL_OP = 'model'
def create_dataset(project_id, compute_region, dataset_name, multilabel=False):
"""Create a dataset."""
client = automl.AutoMlClient()
# A resource that represents Google Cloud Platform location.
project_location = client.location_path(project_id, compute_region)
# Classification type is assigned based on multilabel value.
classification_type = "MULTICLASS"
if multilabel:
classification_type = "MULTILABEL"
# Specify the image classification type for the dataset.
dataset_metadata = {"classification_type": classification_type}
# Set dataset name and metadata of the dataset.
my_dataset = {
"display_name": dataset_name,
"image_classification_dataset_metadata": dataset_metadata,
}
# Create a dataset with the dataset metadata in the region.
dataset = client.create_dataset(project_location, my_dataset) # TODO: what error-checking needed?
dataset_id = dataset.name.split("/")[-1]
# Display the dataset information.
print("Dataset name: {}".format(dataset.name))
print("Dataset id: {}".format(dataset_id))
print("Dataset display name: {}".format(dataset.display_name))
print("Image classification dataset metadata:")
print("\t{}".format(dataset.image_classification_dataset_metadata))
print("Dataset example count: {}".format(dataset.example_count))
print("Dataset create time:")
print("\tseconds: {}".format(dataset.create_time.seconds))
print("\tnanos: {}".format(dataset.create_time.nanos))
return dataset_id
def import_data(project_id, compute_region, dataset_id, csv_path):
"""Import labeled images."""
# csv_path = 'gs://path/to/file.csv'
client = automl.AutoMlClient()
# Get the full path of the dataset.
dataset_full_id = client.dataset_path(
project_id, compute_region, dataset_id
)
# Get the multiple Google Cloud Storage URIs.
input_uris = csv_path.split(",")
input_config = {"gcs_source": {"input_uris": input_uris}}
# Import data from the input URI.
response = client.import_data(dataset_full_id, input_config)
print("Processing import...")
# synchronous check of operation status.
print("Data imported. {}".format(response.result()))
def create_model(
project_id, compute_region, dataset_id, model_name, train_budget=24
):
"""Create a model."""
client = automl.AutoMlClient()
# A resource that represents Google Cloud Platform location.
project_location = client.location_path(project_id, compute_region)
# Set model name and model metadata for the image dataset.
my_model = {
"display_name": model_name,
"dataset_id": dataset_id,
"image_classification_model_metadata": {"train_budget": train_budget}
if train_budget
else {},
}
# Create a model with the model metadata in the region.
operation = client.create_model(project_location, my_model)
opname = operation.operation.name
print("Training operation name: {}".format(opname))
print("Training started, waiting for result...")
result = operation.result() # do synchronous wait in this case. TODO: Are there timeouts/deadlines?
print('result:')
print(result)
return opname, result
def main(argv=None):
parser = argparse.ArgumentParser(description='AutoML')
parser.add_argument(
'--operation', type=str, # 'dataset' or 'model'
help='...',
required=True)
parser.add_argument(
'--project_id', type=str,
help='...',
required=True)
parser.add_argument(
'--compute_region', type=str,
help='...',
required=True)
parser.add_argument(
'--dataset_name', type=str,
help='...',
# required=True
)
parser.add_argument(
'--dataset_id', type=str,
help='...',
)
parser.add_argument(
'--csv_path', type=str,
help='gs://path/to/file.csv',
)
parser.add_argument(
'--model_name', type=str,
help='...',
)
parser.add_argument(
'--train_budget', type=int,
default=1,
help='...',
)
args = parser.parse_args()
logging.getLogger().setLevel(logging.INFO)
try:
print('args.operation: %s' % args.operation)
if args.operation == DATASET_OP:
# create the dataset and import data.
# required args: project_id, compute_region, dataset_name, csv_path
# output: dataset_id
if not args.dataset_name:
logging.error('error: dataset name not provided.')
raise Exception('error: dataset name not provided.')
if not args.csv_path:
logging.error('error: path to csv file not provided.')
raise Exception('error: path to csv file not provided.')
dataset_id = create_dataset(args.project_id, args.compute_region, args.dataset_name)
logging.info("using dataset_id %s", dataset_id)
import_data(args.project_id, args.compute_region, dataset_id, args.csv_path)
# write dataset_id and csv path as outputs of the pipeline step
with open('/dataset_id.txt', 'w') as f:
f.write(dataset_id)
with open('/csv_path.txt', 'w') as f:
f.write(args.csv_path)
elif args.operation == MODEL_OP:
# train a model given the dataset_id
# required args: project_id, compute_region, dataset_id, model_name
if not args.dataset_id:
logging.error('error: dataset id not provided.')
raise Exception('error: dataset id not provided.')
if not args.model_name:
logging.error('error: model name not provided.')
raise Exception('error: model name not provided.')
logging.info("using train budget: %s", args.train_budget)
logging.info("starting model training...")
opname, result = create_model(args.project_id, args.compute_region, args.dataset_id,
args.model_name, train_budget=args.train_budget)
logging.info("model training complete.")
model_realname = result.name
model_realname = model_realname.split('/')[-1] # grab just the model id
logging.info("model 'real' name: %s", model_realname)
else:
logging.error('error: unknown operation %s' % args.operation)
raise Exception('error: unknown operation')
except Exception as e:
logging.warn(e)
if __name__== "__main__":
main()
# ===========
# The following aren't required for this simple pipeline example, but show how some
# other parts of the AutoML API can be used. Okay to delete in your own copy.
# def get_operation_status(operation_full_id):
# """Get operation status."""
# # TODO(developer): Uncomment and set the following variables
# # operation_full_id =
# # 'projects//locations//operations/'
# client = automl.AutoMlClient()
# # Get the latest state of a long-running operation.
# response = client.transport._operations_client.get_operation(
# operation_full_id
# )
# print(response)
# return response
# def list_models(project_id, compute_region, filter_):
# """List all models."""
# from google.cloud.automl import enums
# client = automl.AutoMlClient()
# # A resource that represents Google Cloud Platform location.
# project_location = client.location_path(project_id, compute_region)
# # List all the models available in the region by applying filter.
# response = client.list_models(project_location, filter_)
# print("List of models:")
# for model in response:
# # Retrieve deployment state.
# if model.deployment_state == enums.Model.DeploymentState.DEPLOYED:
# deployment_state = "deployed"
# else:
# deployment_state = "undeployed"
# # Display the model information.
# print("Model name: {}".format(model.name))
# print("Model id: {}".format(model.name.split("/")[-1]))
# print("Model display name: {}".format(model.display_name))
# print("Image classification model metadata:")
# print(
# "Training budget: {}".format(
# model.image_classification_model_metadata.train_budget
# )
# )
# print(
# "Training cost: {}".format(
# model.image_classification_model_metadata.train_cost
# )
# )
# print(
# "Stop reason: {}".format(
# model.image_classification_model_metadata.stop_reason
# )
# )
# print(
# "Base model id: {}".format(
# model.image_classification_model_metadata.base_model_id
# )
# )
# print("Model create time:")
# print("\tseconds: {}".format(model.create_time.seconds))
# print("\tnanos: {}".format(model.create_time.nanos))
# print("Model deployment state: {}".format(deployment_state))
# def get_model(project_id, compute_region, model_id):
# """Get model details."""
# from google.cloud.automl import enums
# client = automl.AutoMlClient()
# # Get the full path of the model.
# model_full_id = client.model_path(project_id, compute_region, model_id)
# # Get complete detail of the model.
# model = client.get_model(model_full_id)
# # Retrieve deployment state.
# if model.deployment_state == enums.Model.DeploymentState.DEPLOYED:
# deployment_state = "deployed"
# else:
# deployment_state = "undeployed"
# # Display the model information.
# print("Model name: {}".format(model.name))
# print("Model id: {}".format(model.name.split("/")[-1]))
# print("Model display name: {}".format(model.display_name))
# print("Image classification model metadata:")
# print(
# "Training budget: {}".format(
# model.image_classification_model_metadata.train_budget
# )
# )
# print(
# "Training cost: {}".format(
# model.image_classification_model_metadata.train_cost
# )
# )
# print(
# "Stop reason: {}".format(
# model.image_classification_model_metadata.stop_reason
# )
# )
# print(
# "Base model id: {}".format(
# model.image_classification_model_metadata.base_model_id
# )
# )
# print("Model create time:")
# print("\tseconds: {}".format(model.create_time.seconds))
# print("\tnanos: {}".format(model.create_time.nanos))
# print("Model deployment state: {}".format(deployment_state))
# def list_model_evaluations(project_id, compute_region, model_id, filter_):
# """List model evaluations."""
# client = automl.AutoMlClient()
# # Get the full path of the model.
# model_full_id = client.model_path(project_id, compute_region, model_id)
# # List all the model evaluations in the model by applying filter.
# response = client.list_model_evaluations(model_full_id, filter_)
# print("List of model evaluations:")
# for element in response:
# print(element)
# # [END automl_vision_list_model_evaluations]
# def get_model_evaluation(
# project_id, compute_region, model_id, model_evaluation_id
# ):
# """Get model evaluation."""
# client = automl.AutoMlClient()
# # Get the full path of the model evaluation.
# model_evaluation_full_id = client.model_evaluation_path(
# project_id, compute_region, model_id, model_evaluation_id
# )
# # Get complete detail of the model evaluation.
# response = client.get_model_evaluation(model_evaluation_full_id)
# print(response)
# def display_evaluation(project_id, compute_region, model_id, filter_):
# """Display evaluation."""
# client = automl.AutoMlClient()
# # Get the full path of the model.
# model_full_id = client.model_path(project_id, compute_region, model_id)
# # List all the model evaluations in the model by applying filter.
# response = client.list_model_evaluations(model_full_id, filter_)
# # Iterate through the results.
# for element in response:
# # There is evaluation for each class in a model and for overall model.
# # Get only the evaluation of overall model.
# if not element.annotation_spec_id:
# model_evaluation_id = element.name.split("/")[-1]
# # Resource name for the model evaluation.
# model_evaluation_full_id = client.model_evaluation_path(
# project_id, compute_region, model_id, model_evaluation_id
# )
# # Get a model evaluation.
# model_evaluation = client.get_model_evaluation(model_evaluation_full_id)
# class_metrics = model_evaluation.classification_evaluation_metrics
# confidence_metrics_entries = class_metrics.confidence_metrics_entry
# # Showing model score based on threshold of 0.5
# for confidence_metrics_entry in confidence_metrics_entries:
# if confidence_metrics_entry.confidence_threshold == 0.5:
# print("Precision and recall are based on a score threshold of 0.5")
# print(
# "Model Precision: {}%".format(
# round(confidence_metrics_entry.precision * 100, 2)
# )
# )
# print(
# "Model Recall: {}%".format(
# round(confidence_metrics_entry.recall * 100, 2)
# )
# )
# print(
# "Model F1 score: {}%".format(
# round(confidence_metrics_entry.f1_score * 100, 2)
# )
# )
# print(
# "Model Precision@1: {}%".format(
# round(confidence_metrics_entry.precision_at1 * 100, 2)
# )
# )
# print(
# "Model Recall@1: {}%".format(
# round(confidence_metrics_entry.recall_at1 * 100, 2)
# )
# )
# print(
# "Model F1 score@1: {}%".format(
# round(confidence_metrics_entry.f1_score_at1 * 100, 2)
# )
# )
# def delete_model(project_id, compute_region, model_id):
# """Delete a model."""
# client = automl.AutoMlClient()
# # Get the full path of the model.
# model_full_id = client.model_path(project_id, compute_region, model_id)
# # Delete a model.
# response = client.delete_model(model_full_id)
# # synchronous check of operation status.
# print("Model deleted. {}".format(response.result()))
================================================
FILE: ml/kubeflow-pipelines/components/cmle/containers/base/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ubuntu:16.04
RUN apt-get update -y
RUN apt-get install --no-install-recommends -y -q ca-certificates python-dev python-setuptools \
wget unzip git
RUN easy_install pip
RUN pip install tensorflow==1.10
RUN pip install pyyaml==3.12 six==1.11.0
RUN wget -nv https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.zip && \
unzip -qq google-cloud-sdk.zip -d tools && \
rm google-cloud-sdk.zip && \
tools/google-cloud-sdk/install.sh --usage-reporting=false \
--path-update=false --bash-completion=false \
--disable-installation-options && \
tools/google-cloud-sdk/bin/gcloud -q components update \
gcloud core gsutil && \
tools/google-cloud-sdk/bin/gcloud config set component_manager/disable_update_check true && \
touch /tools/google-cloud-sdk/lib/third_party/google.py
ADD build /ml
ENV PATH $PATH:/tools/node/bin:/tools/google-cloud-sdk/bin
================================================
FILE: ml/kubeflow-pipelines/components/cmle/containers/base/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
mkdir -p ./build
rsync -arvp "../../deploy"/ ./build/
docker build -t ml-pipeline-cmle-base .
rm -rf ./build
================================================
FILE: ml/kubeflow-pipelines/components/cmle/containers/cmle_deploy/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ml-pipeline-cmle-base
ENTRYPOINT ["python", "/ml/deploy_model.py"]
================================================
FILE: ml/kubeflow-pipelines/components/cmle/containers/cmle_deploy/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
# build base image
pushd ../base
./build.sh
popd
docker build -t ml-pipeline-cmle-op .
docker tag ml-pipeline-cmle-op gcr.io/${PROJECT_ID}/ml-pipeline-cmle-op
docker push gcr.io/${PROJECT_ID}/ml-pipeline-cmle-op
================================================
FILE: ml/kubeflow-pipelines/components/cmle/deploy/deploy_model.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Deploy a TF model to CMLE."""
import argparse
import os
import subprocess
import time
from tensorflow.python.lib.io import file_io
def main(argv=None):
parser = argparse.ArgumentParser(description='ML Trainer')
parser.add_argument(
'--project',
help='The GCS project to use',
required=True)
parser.add_argument(
'--gcs-path',
help='The GCS path to the trained model. The path should end with "../export/".',
required=True)
parser.add_argument(
'--version-name',
help='The model version name.',
required=True)
parser.add_argument(
'--model-name',
help='The model name.',
default='taxifare')
parser.add_argument(
'--region',
help='The model region.',
default='us-central1'
)
args = parser.parse_args()
# Make sure the model dir exists before proceeding, as sometimes it takes a few seconds to become
# available after training completes.
retries = 0
sleeptime = 5
while retries < 20:
try:
model_location = os.path.join(args.gcs_path, file_io.list_directory(args.gcs_path)[-1])
print("model location: %s" % model_location)
break
except Exception as e:
print(e)
print("Sleeping %s seconds to wait for GCS files..." % sleeptime)
time.sleep(sleeptime)
retries += 1
sleeptime *= 2
if retries >=20:
print("could not get model location subdir from %s, exiting" % args.gcs_path)
exit(1)
model_create_command = ['gcloud', 'ml-engine', 'models', 'create', args.model_name, '--regions',
args.region, '--project', args.project]
print(model_create_command)
result = subprocess.call(model_create_command)
print(result)
proper_version_name = args.version_name.replace('-', '_')
print("using version name: %s" % proper_version_name)
model_deploy_command = ['gcloud', 'ml-engine', 'versions', 'create', proper_version_name,
'--model', args.model_name, '--runtime-version', '1.10', '--project', args.project,
'--origin', model_location
]
print(model_deploy_command)
result2 = subprocess.call(model_deploy_command)
print(result2)
if __name__== "__main__":
main()
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/containers/base/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ubuntu:18.04
RUN apt-get update -y
RUN apt-get -y install build-essential python-pip python2.7
RUN apt-get install --no-install-recommends -y -q ca-certificates python-dev python-setuptools \
wget unzip git
# RUN easy_install pip
RUN pip install --upgrade pip
RUN pip install tensorflow==1.11
RUN pip install pyyaml==3.12 six==1.11.0
# RUN pip install pyyaml six
RUN pip install tensorflow-transform==0.11.0
RUN wget -nv https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.zip && \
unzip -qq google-cloud-sdk.zip -d tools && \
rm google-cloud-sdk.zip && \
tools/google-cloud-sdk/install.sh --usage-reporting=false \
--path-update=false --bash-completion=false \
--disable-installation-options && \
tools/google-cloud-sdk/bin/gcloud -q components update \
gcloud core gsutil && \
tools/google-cloud-sdk/bin/gcloud config set component_manager/disable_update_check true && \
touch /tools/google-cloud-sdk/lib/third_party/google.py
ADD build /ml
ENV PATH $PATH:/tools/node/bin:/tools/google-cloud-sdk/bin
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/containers/base/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
mkdir -p ./build
rsync -arvp "../../tft"/ ./build/
rsync -arvp "../../tfma"/ ./build/
rsync -arvp "../../taxi_schema"/ ./build/
rsync -arvp "../../taxi_schema"/ ./build/transform/
rsync -arvp "../../taxi_schema"/ ./build/analysis/
docker build -t ml-pipeline-dataflow-base .
rm -rf ./build
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/containers/tfma/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ml-pipeline-dataflow-base
RUN apt-get update -y && \
apt-get install --no-install-recommends -y -q build-essential && \
pip install tensorflow-model-analysis==0.9.2 && \
pip install ipywidgets==7.2.1 && \
apt-get --purge autoremove -y build-essential
WORKDIR /ml
ENTRYPOINT ["python", "/ml/model_analysis-taxi.py"]
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/containers/tfma/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
# build base image
pushd ../base
./build.sh
popd
docker build -f Dockerfile -t gcr.io/${PROJECT_ID}/ml-pipeline-dataflow-tfma-taxi .
docker push gcr.io/${PROJECT_ID}/ml-pipeline-dataflow-tfma-taxi
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/containers/tft/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ml-pipeline-dataflow-base
RUN apt-get update -y && \
apt-get install --no-install-recommends -y -q build-essential && \
pip install tensorflow-model-analysis==0.9.2 && \
pip install ipywidgets==7.2.1 && \
apt-get --purge autoremove -y build-essential
WORKDIR /ml
ENTRYPOINT ["python", "/ml/taxi_preprocess_bq.py"]
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/containers/tft/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
# build base image
pushd ../base
./build.sh
popd
docker build -f Dockerfile -t ml-pipeline-dataflow-tftbq-taxi .
docker tag ml-pipeline-dataflow-tftbq-taxi gcr.io/${PROJECT_ID}/ml-pipeline-dataflow-tftbq-taxi
docker push gcr.io/${PROJECT_ID}/ml-pipeline-dataflow-tftbq-taxi
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/taxi_schema/taxi_schema/__init__.py
================================================
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/taxi_schema/taxi_schema/taxi_schema.py
================================================
# Copyright 2018 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Utility and schema methods for the chicago_taxi sample."""
from __future__ import division
from __future__ import print_function
from tensorflow_transform import coders as tft_coders
from tensorflow_transform.tf_metadata import dataset_schema
from tensorflow_transform.tf_metadata import schema_utils
from google.protobuf import text_format
from tensorflow.python.lib.io import file_io
from tensorflow_metadata.proto.v0 import schema_pb2
# Categorical features are assumed to each have a maximum value in the dataset.
MAX_CATEGORICAL_FEATURE_VALUES = [24, 31, 12]
CATEGORICAL_FEATURE_KEYS = [
'trip_start_hour', 'trip_start_day', 'trip_start_month',
'pickup_census_tract', 'dropoff_census_tract', 'pickup_community_area',
'dropoff_community_area'
]
DENSE_FLOAT_FEATURE_KEYS = ['trip_miles', 'fare', 'trip_seconds']
# Number of buckets used by tf.transform for encoding each feature.
FEATURE_BUCKET_COUNT = 10
BUCKET_FEATURE_KEYS = [
'pickup_latitude', 'pickup_longitude', 'dropoff_latitude',
'dropoff_longitude'
]
# Number of vocabulary terms used for encoding VOCAB_FEATURES by tf.transform
VOCAB_SIZE = 1000
# Count of out-of-vocab buckets in which unrecognized VOCAB_FEATURES are hashed.
OOV_SIZE = 10
VOCAB_FEATURE_KEYS = [
'payment_type',
'company',
]
LABEL_KEY = 'tips'
FARE_KEY = 'fare'
CSV_COLUMN_NAMES = [
'pickup_community_area',
'fare',
'trip_start_month',
'trip_start_hour',
'trip_start_day',
'trip_start_timestamp',
'pickup_latitude',
'pickup_longitude',
'dropoff_latitude',
'dropoff_longitude',
'trip_miles',
'pickup_census_tract',
'dropoff_census_tract',
'payment_type',
'company',
'trip_seconds',
'dropoff_community_area',
'tips',
]
def transformed_name(key):
return key + '_xf'
def transformed_names(keys):
return [transformed_name(key) for key in keys]
# Tf.Transform considers these features as "raw"
def get_raw_feature_spec(schema):
return schema_utils.schema_as_feature_spec(schema).feature_spec
def make_proto_coder(schema):
raw_feature_spec = get_raw_feature_spec(schema)
raw_schema = dataset_schema.from_feature_spec(raw_feature_spec)
return tft_coders.ExampleProtoCoder(raw_schema)
def make_csv_coder(schema):
"""Return a coder for tf.transform to read csv files."""
raw_feature_spec = get_raw_feature_spec(schema)
parsing_schema = dataset_schema.from_feature_spec(raw_feature_spec)
return tft_coders.CsvCoder(CSV_COLUMN_NAMES, parsing_schema)
def clean_raw_data_dict(input_dict, raw_feature_spec):
"""Clean raw data dict."""
output_dict = {}
for key in raw_feature_spec:
if key not in input_dict or not input_dict[key]:
output_dict[key] = []
else:
output_dict[key] = [input_dict[key]]
return output_dict
def make_sql(table_name, max_rows=None, for_eval=False):
"""Creates the sql command for pulling data from BigQuery.
Args:
table_name: BigQuery table name
max_rows: if set, limits the number of rows pulled from BigQuery
for_eval: True if this is for evaluation, false otherwise
Returns:
sql command as string
"""
if for_eval:
# 1/3 of the dataset used for eval
where_clause = 'WHERE MOD(FARM_FINGERPRINT(unique_key), 3) = 0'
else:
# 2/3 of the dataset used for training
where_clause = 'WHERE MOD(FARM_FINGERPRINT(unique_key), 3) > 0'
limit_clause = ''
if max_rows:
limit_clause = 'LIMIT {max_rows}'.format(max_rows=max_rows)
return """
SELECT
CAST(pickup_community_area AS string) AS pickup_community_area,
CAST(dropoff_community_area AS string) AS dropoff_community_area,
CAST(pickup_census_tract AS string) AS pickup_census_tract,
CAST(dropoff_census_tract AS string) AS dropoff_census_tract,
fare,
EXTRACT(MONTH FROM trip_start_timestamp) AS trip_start_month,
EXTRACT(HOUR FROM trip_start_timestamp) AS trip_start_hour,
EXTRACT(DAYOFWEEK FROM trip_start_timestamp) AS trip_start_day,
UNIX_SECONDS(trip_start_timestamp) AS trip_start_timestamp,
pickup_latitude,
pickup_longitude,
dropoff_latitude,
dropoff_longitude,
trip_miles,
payment_type,
company,
trip_seconds,
tips
FROM `{table_name}`
{where_clause}
{limit_clause}
""".format(
table_name=table_name, where_clause=where_clause, limit_clause=limit_clause)
def read_schema(path):
"""Reads a schema from the provided location.
Args:
path: The location of the file holding a serialized Schema proto.
Returns:
An instance of Schema or None if the input argument is None
"""
result = schema_pb2.Schema()
contents = file_io.read_file_to_string(path)
text_format.Parse(contents, result)
return result
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/tfma/analysis/setup.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Setup dependencies for deployment of the analyzer."""
import setuptools
if __name__ == '__main__':
setuptools.setup(name='taxi_schema', version='1.0',
packages=setuptools.find_packages(),
install_requires=[
'tensorflow==1.15.4',
'tensorflow-model-analysis==0.9.2',
'tensorflow-serving-api==1.9.0',
'tensorflow-transform==0.11.0'])
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/tfma/model_analysis-taxi.py
================================================
#!/bin/env python
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import argparse
import datetime
import os
import tempfile
import time
import uuid
import apache_beam as beam
import tensorflow as tf
from tensorflow.python.lib.io import file_io
import tensorflow_model_analysis as tfma
from tensorflow_model_analysis.eval_saved_model.post_export_metrics import post_export_metrics
from tensorflow_model_analysis.slicer import slicer
from tensorflow_transform import coders as tft_coders
# from tensorflow_transform.tf_metadata import dataset_schema
from tensorflow_transform.beam import impl as beam_impl
# from tensorflow_transform.coders import example_proto_coder
import taxi_schema.taxi_schema as taxi
# An empty slice spec means the overall slice, that is, the whole dataset.
OVERALL_SLICE_SPEC = tfma.SingleSliceSpec()
# Data can be sliced along a feature column
# In this case, data is sliced along feature column trip_start_hour.
FEATURE_COLUMN_SLICE_SPEC = tfma.SingleSliceSpec(columns=['trip_start_hour'])
FEATURE_COLUMN_SLICE_SPEC2 = tfma.SingleSliceSpec(columns=['company'])
# Data can be sliced by crossing feature columns
# In this case, slices are computed for trip_start_day x trip_start_month.
FEATURE_COLUMN_CROSS_SPEC = tfma.SingleSliceSpec(columns=['trip_start_day', 'trip_start_month'])
# Metrics can be computed for a particular feature value.
# In this case, metrics are computed for all data where trip_start_hour is 12.
FEATURE_VALUE_SPEC = tfma.SingleSliceSpec(features=[('trip_start_hour', 12)])
# It is also possible to mix column cross and feature value cross.
# In this case, data where trip_start_hour is 12 will be sliced by trip_start_day.
COLUMN_CROSS_VALUE_SPEC = tfma.SingleSliceSpec(columns=['trip_start_day'],
features=[('trip_start_hour', 12)])
ALL_SPECS = [
OVERALL_SLICE_SPEC,
FEATURE_COLUMN_SLICE_SPEC,
FEATURE_COLUMN_SLICE_SPEC2,
FEATURE_COLUMN_CROSS_SPEC,
FEATURE_VALUE_SPEC,
COLUMN_CROSS_VALUE_SPEC
]
def run_tfma(slice_spec, eval_model_base_dir, tfma_run_dir, input_csv,
working_dir, mode, project, setup_file, add_metrics_callbacks=None):
"""Does model analysis, using the given spec of how to 'slice', and returns an
EvalResult that can be used with TFMA visualization functions.
"""
print("eval model base dir: %s" % eval_model_base_dir)
# Make sure the model dir exists before proceeding, as sometimes it takes a few seconds to become
# available after training completes.
retries = 0
sleeptime = 5
while retries < 20:
try:
eval_model_dir = os.path.join(
eval_model_base_dir, file_io.list_directory(eval_model_base_dir)[0])
print("eval model dir: %s" % eval_model_dir)
if 'temp' not in eval_model_dir:
break
else:
print("Sleeping %s seconds to sync with GCS..." % sleeptime)
time.sleep(sleeptime)
retries += 1
sleeptime *= 2
except Exception as e:
print(e)
print("Sleeping %s seconds to sync with GCS..." % sleeptime)
time.sleep(sleeptime)
retries += 1
sleeptime *= 2
schema = taxi.read_schema('schema.pbtxt')
temp_dir = os.path.join(working_dir, 'tmp')
if mode == 'local':
print("mode == local")
options = {
'project': project}
pipeline_options = beam.pipeline.PipelineOptions(flags=[], **options)
runner = 'DirectRunner'
elif mode == 'cloud':
print("mode == cloud")
options = {
'job_name': 'tfma-' + str(uuid.uuid4()),
'temp_location': temp_dir,
'project': project,
'save_main_session': True,
'setup_file': setup_file
}
pipeline_options = beam.pipeline.PipelineOptions(flags=[], **options)
runner = 'DataFlowRunner'
else:
raise ValueError("Invalid mode %s." % mode)
display_only_data_location = input_csv
with beam.Pipeline(runner, options=pipeline_options) as pipeline:
with beam_impl.Context(temp_dir=temp_dir):
csv_coder = taxi.make_csv_coder(schema)
raw_data = (
pipeline
| 'ReadFromText' >> beam.io.ReadFromText(
input_csv,
# coder=beam.coders.BytesCoder(),
skip_header_lines=1)
| 'ParseCSV' >> beam.Map(csv_coder.decode))
# Examples must be in clean tf-example format.
coder = taxi.make_proto_coder(schema)
raw_data = (
raw_data
# | 'CleanData' >> beam.Map(taxi.clean_raw_data_dict)
| 'ToSerializedTFExample' >> beam.Map(coder.encode))
_ = raw_data | 'EvaluateAndWriteResults' >> tfma.EvaluateAndWriteResults(
eval_saved_model_path=eval_model_dir,
slice_spec=slice_spec,
output_path=tfma_run_dir,
add_metrics_callbacks=add_metrics_callbacks,
display_only_data_location=input_csv)
return tfma.load_eval_result(output_path=tfma_run_dir)
def parse_arguments():
"""Parse command line arguments."""
parser = argparse.ArgumentParser()
parser.add_argument('--input_csv',
type=str,
required=True,
help='Path to the CSV file to use for eval.')
parser.add_argument('--tfma_run_dir',
type=str,
required=True,
help='Directory for TFMA output')
parser.add_argument('--eval_model_dir',
type=str,
required=True,
help='Path to the model exported for TFMA eval.')
parser.add_argument('--mode',
choices=['local', 'cloud'],
required=True,
help='whether to run the job locally or in Cloud Dataflow.')
parser.add_argument('--setup_file',
type=str,
required=True,
help='Path to setup.py file.')
parser.add_argument('--project',
type=str,
help='The GCP project to run the dataflow job, if running in the `cloud` mode.')
return parser.parse_args()
def main():
tf.logging.set_verbosity(tf.logging.INFO)
args = parse_arguments()
tfma_result = run_tfma(input_csv=args.input_csv,
tfma_run_dir=args.tfma_run_dir,
eval_model_base_dir=args.eval_model_dir,
slice_spec=ALL_SPECS,
working_dir=args.tfma_run_dir,
mode=args.mode, project=args.project,
setup_file=args.setup_file,
add_metrics_callbacks=[
post_export_metrics.calibration_plot_and_prediction_histogram(),
post_export_metrics.auc_plots()]
)
if __name__== "__main__":
main()
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/tfma/tfma_expers.ipynb
================================================
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import apache_beam as beam \n",
"import os\n",
"import shutil\n",
"import tensorflow as tf\n",
"import tensorflow_model_analysis as tfma\n",
"from tensorflow_transform.beam.tft_beam_io import transform_fn_io\n",
"from tensorflow_transform.coders import example_proto_coder\n",
"from tensorflow_transform.saved import saved_transform_io\n",
"from tensorflow_transform.tf_metadata import dataset_schema"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Edit the following, **replacing `` and `` with the correct values**. You can find the name of a given workflow by looking at the `argo submit` output, or in the Argo UI. The workflow name is also reflected in the Kubernetes pod names."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"OUTPUT_PATH_PREFIX = 'gs:////'"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"tfma_result1 = tfma.load_eval_result(\n",
" output_path= OUTPUT_PATH_PREFIX + 'tfma/output')\n",
"tfma_result2 = tfma.load_eval_result(\n",
" output_path=OUTPUT_PATH_PREFIX + 'tfma2/output')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"tfma.view.render_slicing_metrics(\n",
" tfma_result1, slicing_column='trip_start_hour')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"tfma.view.render_slicing_metrics(\n",
" tfma_result2, slicing_column='trip_start_hour')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"# An empty slice spec means the overall slice, that is, the whole dataset.# An em \n",
"OVERALL_SLICE_SPEC = tfma.SingleSliceSpec()\n",
"\n",
"# Data can be sliced along a feature column\n",
"# In this case, data is sliced along feature column trip_start_hour.\n",
"FEATURE_COLUMN_SLICE_SPEC = tfma.SingleSliceSpec(columns=['trip_start_hour'])\n",
"\n",
"# Data can be sliced by crossing feature columns\n",
"# In this case, slices are computed for trip_start_day x trip_start_month.\n",
"FEATURE_COLUMN_CROSS_SPEC = tfma.SingleSliceSpec(columns=['trip_start_day', 'trip_start_month'])\n",
"\n",
"# Metrics can be computed for a particular feature value.\n",
"# In this case, metrics is computed for all data where trip_start_hour is 12.\n",
"FEATURE_VALUE_SPEC = tfma.SingleSliceSpec(features=[('trip_start_hour', 12)])\n",
"\n",
"# It is also possible to mix column cross and feature value cross.\n",
"# In this case, data where trip_start_hour is 12 will be sliced by trip_start_day.\n",
"COLUMN_CROSS_VALUE_SPEC = tfma.SingleSliceSpec(columns=['trip_start_day'], features=[('trip_start_hour', 12)])\n",
"\n",
"ALL_SPECS = [\n",
" OVERALL_SLICE_SPEC,\n",
" FEATURE_COLUMN_SLICE_SPEC, \n",
" FEATURE_COLUMN_CROSS_SPEC, \n",
" FEATURE_VALUE_SPEC, \n",
" COLUMN_CROSS_VALUE_SPEC \n",
"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Show metrics sliced by COLUMN_CROSS_VALUE_SPEC above.\n",
"tfma.view.render_slicing_metrics(tfma_result1, slicing_spec=COLUMN_CROSS_VALUE_SPEC)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Show overall metrics.\n",
"tfma.view.render_slicing_metrics(tfma_result1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Show overall metrics.\n",
"tfma.view.render_slicing_metrics(tfma_result2)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Visualize the results in a Time Series. In this case, we are showing the slice specified.\n",
"eval_results_from_disk = tfma.load_eval_results([\n",
" OUTPUT_PATH_PREFIX + 'tfma/output', \n",
" OUTPUT_PATH_PREFIX + 'tfma2/output'\n",
"], \n",
" tfma.constants.MODEL_CENTRIC_MODE)\n",
"tfma.view.render_time_series(eval_results_from_disk, FEATURE_VALUE_SPEC)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Copyright 2018 Google Inc. All Rights Reserved.\n",
"\n",
"Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"you may not use this file except in compliance with the License.\n",
"You may obtain a copy of the License at\n",
"\n",
"http://www.apache.org/licenses/LICENSE-2.0\n",
"\n",
"Unless required by applicable law or agreed to in writing, software\n",
"distributed under the License is distributed on an \"AS IS\" BASIS,\n",
"WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
"See the License for the specific language governing permissions and\n",
"limitations under the License."
]
}
],
"metadata": {
},
"nbformat": 4,
"nbformat_minor": 2
}
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/tft/mcsv_coder.py
================================================
# Copyright 2017 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Coder classes for encoding/decoding CSV into tf.Transform datasets.
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import csv
import numpy as np
import six
from six import moves
import tensorflow as tf
# This is in agreement with Tensorflow conversions for Unicode values for both
# Python 2 and 3 (and also works for non-Unicode objects). It is also in
# agreement with the testWithUnicode of the Beam impl.
def _utf8(s):
if s is None:
return ''
else:
return s if isinstance(s, bytes) else s.encode('utf-8')
def _to_string(x):
"""Encodes x as a (list of) utf-8 string when applicable."""
return map(_utf8, x) if isinstance(x, (list, np.ndarray)) else _utf8(x)
def _make_cast_fn(dtype):
"""Return a function to extract the typed value from the feature.
For performance reasons it is preferred to have the cast fn
constructed once (for each handler).
For boolean values the function will only accept "True" or "False" as input.
Args:
dtype: The type of the Tensorflow feature.
Returns:
A function to extract the value field from a string depending on dtype.
"""
def to_boolean(value):
if value == 'True':
return True
elif value == 'False':
return False
else:
raise ValueError('expected "True" or "False" as inputs.')
if dtype.is_integer:
# In Python 2, if the value is too large to fit into an int, int(..) returns
# a long, but ints are cheaper to use when possible.
return int
elif dtype.is_floating:
return float
elif dtype.is_bool:
return to_boolean
else:
return _to_string
def _decode_with_reader(value, reader):
"""Parse the input value into a list of strings.
Args:
value: A string to be decoded.
reader: A optional reader for splitting the input string.
Returns:
A list of strings.
Raises:
DecodeError: An error occurred when parsing the value with reader.
"""
try:
result = reader.read_record(value)
except Exception as e: # pylint: disable=broad-except
raise DecodeError('%s: %s' % (e, value))
return result
class _FixedLenFeatureHandler(object):
"""Handler for `FixedLenFeature` values.
`FixedLenFeature` values will be parsed as a scalar or an array of the
corresponding dtype. In case the value is missing the default_value will
be returned. If the default value is not present a ValueError will be raised.
"""
def __init__(self, name, feature_spec, index, reader=None, encoder=None):
self._name = name
self._cast_fn = _make_cast_fn(feature_spec.dtype)
self._default_value = feature_spec.default_value
self._index = index
self._reader = reader
self._encoder = encoder
self._dtype = feature_spec.dtype
self._shape = feature_spec.shape
self._rank = len(feature_spec.shape)
self._size = 1
for dim in feature_spec.shape:
self._size *= dim
# Check that the size of the feature matches the valency.
if self._size != 1 and not self._reader:
raise ValueError(
'FixedLenFeature %r was not multivalent (see CsvCoder constructor) '
'but had shape %r whose size was not 1' % (name, feature_spec.shape))
@property
def name(self):
return self._name
def parse_value(self, string_list):
"""Parse the value of this feature from string list split from CSV line."""
value_str = string_list[self._index]
if value_str and self._reader:
# NOTE: The default value is ignored when self._reader is set.
values = map(self._cast_fn, _decode_with_reader(value_str, self._reader))
elif value_str:
values = [self._cast_fn(value_str)]
elif self._default_value is not None:
values = [self._default_value]
else:
values = []
if len(values) != self._size:
if self._reader:
raise ValueError(
'FixedLenFeature %r got wrong number of values. Expected'
' %d but got %d' % (self._name, self._size, len(values)))
else:
# If there is no reader and size of values doesn't match, then this
# must be because the value was missing.
raise ValueError('expected a value on column %r' % self._name)
if self._rank == 0:
# Encode the values as a scalar if shape == [].
return values[0]
elif self._rank == 1:
# Short-circuit the reshaping logic needed for rank > 1.
return np.asarray(values)
else:
return np.asarray(values).reshape(self._shape)
def encode_value(self, string_list, values):
"""Encode the value of this feature into the CSV line."""
if self._rank == 0:
flattened_values = [values]
elif self._rank == 1:
# Short-circuit the reshaping logic needed for rank > 1.
flattened_values = values
else:
flattened_values = np.asarray(values).reshape(-1)
if len(flattened_values) != self._size:
raise ValueError('FixedLenFeature %r got wrong number of values. Expected'
' %d but got %d' %
(self._name, self._size, len(flattened_values)))
if self._encoder:
string_list[self._index] = self._encoder.encode_record(
map(str, flattened_values))
else:
string_list[self._index] = str(flattened_values[0])
class _VarLenFeatureHandler(object):
"""Handler for `VarLenFeature` values.
`VarLenFeature` values will be parsed as an array of values of the
corresponding dtype. In case the value is missing an empty array
will be returned.
"""
def __init__(self, name, feature_spec, index, reader=None, encoder=None):
self._name = name
self._cast_fn = _make_cast_fn(feature_spec.dtype)
self._index = index
self._reader = reader
self._encoder = encoder
@property
def name(self):
return self._name
def parse_value(self, string_list):
"""Parse the value of this feature from string list split from CSV line."""
value_str = string_list[self._index]
if value_str and self._reader:
values = map(self._cast_fn, _decode_with_reader(value_str, self._reader))
elif value_str:
values = [self._cast_fn(value_str)]
else:
values = []
return np.asarray(values)
def encode_value(self, string_list, values):
"""Encode the value of this feature into the CSV line."""
if self._encoder:
string_list[self._index] = self._encoder.encode_record(map(str, values))
else:
string_list[self._index] = str(values[0]) if values else None
class _SparseFeatureHandler(object):
"""Handler for `SparseFeature` values.
`SparseFeature` values will be parsed as a tuple of 1-D arrays where the first
array corresponds to their indices and the second to the values.
"""
def __init__(self, name, feature_spec, value_index, index_index,
reader=None, encoder=None):
self._name = name
self._cast_fn = _make_cast_fn(feature_spec.dtype)
self._value_index = value_index
self._value_name = feature_spec.value_key
self._index_index = index_index
self._index_name = feature_spec.index_key
self._size = feature_spec.size
self._reader = reader
self._encoder = encoder
@property
def name(self):
return self._name
def parse_value(self, string_list):
"""Parse the value of this feature from string list split from CSV line."""
value_str = string_list[self._value_index]
index_str = string_list[self._index_index]
if value_str and self._reader:
values = map(self._cast_fn, _decode_with_reader(value_str, self._reader))
elif value_str:
values = [self._cast_fn(value_str)]
else:
values = []
# In Python 2, if the value is too large to fit into an int, int(..) returns
# a long, but ints are cheaper to use when possible.
if index_str and self._reader:
indices = map(int, _decode_with_reader(index_str, self._reader))
elif index_str:
indices = [int(index_str)]
else:
indices = []
# Check that all indices are in range.
if indices:
i_min, i_max = min(indices), max(indices)
if i_min < 0 or i_max >= self._size:
i_bad = i_min if i_min < 0 else i_max
raise ValueError('SparseFeature %r has index %d out of range [0, %d)'
% (self._name, i_bad, self._size))
if len(values) != len(indices):
raise ValueError(
'SparseFeature %r has indices and values of different lengths: '
'values: %r, indices: %r' % (self._name, values, indices))
return (np.asarray(indices), np.asarray(values))
def encode_value(self, string_list, sparse_value):
"""Encode the value of this feature into the CSV line."""
index, value = sparse_value
if len(value) == len(index):
if self._encoder:
string_list[self._value_index] = self._encoder.encode_record(
map(str, value))
string_list[self._index_index] = self._encoder.encode_record(
map(str, index))
else:
string_list[self._value_index] = str(value[0]) if value else ''
string_list[self._index_index] = str(index[0]) if index else ''
else:
raise ValueError(
'SparseFeature %r has value and index unaligned %r vs %r.' %
(self._name, value, index))
class DecodeError(Exception):
"""Base decode error."""
pass
class EncodeError(Exception):
"""Base encode error."""
pass
class _LineGenerator(object):
"""A csv line generator that allows feeding lines to a csv.DictReader."""
def __init__(self):
self._lines = []
def push_line(self, line):
# This API currently supports only one line at a time.
assert not self._lines
self._lines.append(line)
def __iter__(self):
return self
def next(self):
# This API currently supports only one line at a time.
# If this ever supports more than one row be aware that DictReader might
# attempt to read more than one record if one of the records is empty line
line_length = len(self._lines)
if line_length == 0:
raise DecodeError(
'Columns do not match specified csv headers: empty line was found')
assert line_length == 1, 'Unexpected number of lines %d' % line_length
# This doesn't maintain insertion order to the list, which is fine
# because the list has only 1 element. If there were more and we wanted
# to maintain order and timecomplexity we would switch to deque.popleft.
return self._lines.pop()
class CsvCoder(object):
"""A coder to encode and decode CSV formatted data."""
class _ReaderWrapper(object):
"""A wrapper for csv.reader to make it picklable."""
def __init__(self, delimiter):
self._state = (delimiter)
self._line_generator = _LineGenerator()
self._reader = csv.reader(self._line_generator, delimiter=str(delimiter))
def read_record(self, x):
self._line_generator.push_line(_to_string(x))
return self._reader.next()
def __getstate__(self):
return self._state
def __setstate__(self, state):
self.__init__(*state)
class _WriterWrapper(object):
"""A wrapper for csv.writer to make it picklable."""
def __init__(self, delimiter):
"""Initializes the writer wrapper.
Args:
delimiter: A one-character string used to separate fields.
"""
self._state = (delimiter)
self._buffer = moves.cStringIO()
# Since we use self._writer to encode individual rows, we set
# lineterminator='' so that self._writer doesn't add a newline.
self._writer = csv.writer(
self._buffer,
lineterminator='',
delimiter=delimiter)
def encode_record(self, record):
self._writer.writerow(_to_string(record))
result = self._buffer.getvalue()
# Reset the buffer.
self._buffer.seek(0)
self._buffer.truncate(0)
return result
def __getstate__(self):
return self._state
def __setstate__(self, state):
self.__init__(*state)
def __init__(self, column_names, schema, delimiter=',',
secondary_delimiter=None, multivalent_columns=None):
"""Initializes CsvCoder.
Args:
column_names: Tuple of strings. Order must match the order in the file.
schema: A `Schema` object.
delimiter: A one-character string used to separate fields.
secondary_delimiter: A one-character string used to separate values within
the same field.
multivalent_columns: A list of names for multivalent columns that need
to be split based on secondary delimiter.
Raises:
ValueError: If `schema` is invalid.
"""
self._column_names = column_names
self._schema = schema
self._delimiter = delimiter
self._secondary_delimiter = secondary_delimiter
self._multivalent_columns = multivalent_columns
self._reader = self._ReaderWrapper(delimiter)
self._encoder = self._WriterWrapper(delimiter)
if multivalent_columns is None:
multivalent_columns = []
if secondary_delimiter:
secondary_reader = self._ReaderWrapper(secondary_delimiter)
secondary_encoder = self._WriterWrapper(secondary_delimiter)
elif multivalent_columns:
raise ValueError('secondary_delimiter unspecified for multivalent'
'columns %r' % multivalent_columns)
secondary_reader_by_name = {
name: secondary_reader for name in multivalent_columns
}
secondary_encoder_by_name = {
name: secondary_encoder for name in multivalent_columns
}
indices_by_name = {
name: index for index, name in enumerate(self._column_names)
}
def index(name):
index = indices_by_name.get(name)
if index is None:
raise ValueError('Column not found: %r' % name)
else:
return index
self._feature_handlers = []
for name, feature_spec in six.iteritems(schema.as_feature_spec()):
if isinstance(feature_spec, tf.FixedLenFeature):
self._feature_handlers.append(
_FixedLenFeatureHandler(name, feature_spec, index(name),
secondary_reader_by_name.get(name),
secondary_encoder_by_name.get(name)))
elif isinstance(feature_spec, tf.VarLenFeature):
self._feature_handlers.append(
_VarLenFeatureHandler(name, feature_spec, index(name),
secondary_reader_by_name.get(name),
secondary_encoder_by_name.get(name)))
elif isinstance(feature_spec, tf.SparseFeature):
self._feature_handlers.append(
_SparseFeatureHandler(name, feature_spec,
index(feature_spec.value_key),
index(feature_spec.index_key),
secondary_reader_by_name.get(name),
secondary_encoder_by_name.get(name)))
else:
raise ValueError('feature_spec should be one of tf.FixedLenFeature, '
'tf.VarLenFeature or tf.SparseFeature: %r was %r' %
(name, type(feature_spec)))
def __reduce__(self):
return CsvCoder, (self._column_names,
self._schema,
self._delimiter,
self._secondary_delimiter,
self._multivalent_columns)
def encode(self, instance):
"""Encode a tf.transform encoded dict to a csv-formatted string.
Args:
instance: A python dictionary where the keys are the column names and
the values are fixed len or var len encoded features.
Returns:
A csv-formatted string. The order of the columns is given by column_names.
"""
string_list = [None] * len(self._column_names)
for feature_handler in self._feature_handlers:
try:
feature_handler.encode_value(string_list,
instance[feature_handler.name])
except TypeError as e:
raise TypeError('%s while encoding feature "%s"' %
(e, feature_handler.name))
return self._encoder.encode_record(string_list)
# Please run tensorflow_transform/coders/benchmark_coders_test.py
# if you make any changes on these methods.
def decode(self, csv_string):
"""Decodes the given string record according to the schema.
Missing value handling is as follows:
1.a) If FixedLenFeature and has a default value, use that value for missing
entries.
1.b) If FixedLenFeature and doesn't has default value throw an Exception on
missing entries.
2) For VarLenFeature return an empty array.
3) For SparseFeature throw an Exception if only one of the indices or values
has a missing entry. If both indices and values are missing, return
a tuple of 2 empty arrays.
For the case of multivalent columns a ValueError will occur if
FixedLenFeature gets the wrong number of values, or a SparseFeature gets
different length indices and values.
Args:
csv_string: String to be decoded.
Returns:
Dictionary of column name to value.
Raises:
DecodeError: If columns do not match specified csv headers.
ValueError: If some numeric column has non-numeric data, if a
SparseFeature has missing indices but not values or vice versa or
multivalent data has the wrong length.
"""
try:
raw_values = self._reader.read_record(csv_string)
except Exception as e: # pylint: disable=broad-except
raise DecodeError('%s: %s' % (e, csv_string))
# An empty string when we expect a single column is potentially valid. This
# is probably more permissive than the csv standard but is useful for
# testing so that we can test single column CSV lines.
if not raw_values and len(self._column_names) == 1:
raw_values = ['']
# Check record length mismatches.
if len(raw_values) != len(self._column_names):
raise DecodeError(
'Columns do not match specified csv headers: %s -> %s' % (
self._column_names, raw_values))
return {feature_handler.name: feature_handler.parse_value(raw_values)
for feature_handler in self._feature_handlers}
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/tft/preprocessing.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Preprocessing function, for applying tf.transform to the chicago_taxi data."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import argparse
import datetime
import uuid
import os
import apache_beam as beam
import tensorflow as tf
import tensorflow_transform as transform
from tensorflow.python.lib.io import file_io
from tensorflow_transform.beam import impl as beam_impl
from tensorflow_transform.beam.tft_beam_io import transform_fn_io
from tensorflow_transform.coders import example_proto_coder
from tensorflow_transform.tf_metadata import dataset_metadata
from tensorflow_transform.tf_metadata import dataset_schema
from tensorflow_transform import coders as tft_coders
import taxi_schema.taxi_schema as taxi
# Number of buckets used by tf.transform for encoding each feature.
FEATURE_BUCKET_COUNT = 10
# Number of vocabulary terms used for encoding VOCAB_FEATURES by tf.transform
VOCAB_SIZE = 1000
# Count of out-of-vocab buckets in which unrecognized VOCAB_FEATURES are hashed.
OOV_SIZE = 10
def _fill_in_missing(x):
"""Replace missing values in a SparseTensor.
Fills in missing values of `x` with '' or 0, and converts to a dense tensor.
Args:
x: A `SparseTensor` of rank 2. Its dense shape should have size at most 1
in the second dimension.
Returns:
A rank 1 tensor where missing values of `x` have been filled in.
"""
default_value = '' if x.dtype == tf.string else 0
return tf.squeeze(
tf.sparse_to_dense(x.indices, [x.dense_shape[0], 1], x.values,
default_value),
axis=1)
def preprocessing_fn(inputs):
"""tf.transform's callback function for preprocessing inputs.
Args:
inputs: map from feature keys to raw not-yet-transformed features.
Returns:
Map from string feature key to transformed feature operations.
"""
outputs = {}
for key in taxi.DENSE_FLOAT_FEATURE_KEYS:
# Preserve this feature as a dense float, setting nan's to the mean.
outputs[taxi.transformed_name(key)] = transform.scale_to_z_score(
_fill_in_missing(inputs[key]))
for key in taxi.VOCAB_FEATURE_KEYS:
# Build a vocabulary for this feature.
outputs[
taxi.transformed_name(key)] = transform.compute_and_apply_vocabulary(
_fill_in_missing(inputs[key]),
top_k=taxi.VOCAB_SIZE,
num_oov_buckets=taxi.OOV_SIZE)
for key in taxi.BUCKET_FEATURE_KEYS:
outputs[taxi.transformed_name(key)] = transform.bucketize(
_fill_in_missing(inputs[key]), taxi.FEATURE_BUCKET_COUNT)
for key in taxi.CATEGORICAL_FEATURE_KEYS:
outputs[taxi.transformed_name(key)] = _fill_in_missing(inputs[key])
# Was this passenger a big tipper?
taxi_fare = _fill_in_missing(inputs[taxi.FARE_KEY])
tips = _fill_in_missing(inputs[taxi.LABEL_KEY])
outputs[taxi.transformed_name(taxi.LABEL_KEY)] = tf.where(
tf.is_nan(taxi_fare),
tf.cast(tf.zeros_like(taxi_fare), tf.int64),
# Test if the tip was > 20% of the fare.
tf.cast(
tf.greater(tips, tf.multiply(taxi_fare, tf.constant(0.2))),
tf.int64))
return outputs
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/tft/preprocessing2.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Preprocessing function, for applying tf.transform to the chicago_taxi data."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import argparse
import datetime
import uuid
import os
import apache_beam as beam
import tensorflow as tf
import tensorflow_transform as transform
from tensorflow.python.lib.io import file_io
from tensorflow_transform.beam import impl as beam_impl
from tensorflow_transform.beam.tft_beam_io import transform_fn_io
from tensorflow_transform.coders import example_proto_coder
from tensorflow_transform.tf_metadata import dataset_metadata
from tensorflow_transform.tf_metadata import dataset_schema
from tensorflow_transform import coders as tft_coders
import taxi_schema.taxi_schema as taxi
# Number of buckets used by tf.transform for encoding each feature.
FEATURE_BUCKET_COUNT = 2
# Number of vocabulary terms used for encoding VOCAB_FEATURES by tf.transform
VOCAB_SIZE = 10
# Count of out-of-vocab buckets in which unrecognized VOCAB_FEATURES are hashed.
OOV_SIZE = 1
def _fill_in_missing(x):
"""Replace missing values in a SparseTensor.
Fills in missing values of `x` with '' or 0, and converts to a dense tensor.
Args:
x: A `SparseTensor` of rank 2. Its dense shape should have size at most 1
in the second dimension.
Returns:
A rank 1 tensor where missing values of `x` have been filled in.
"""
default_value = '' if x.dtype == tf.string else 0
return tf.squeeze(
tf.sparse_to_dense(x.indices, [x.dense_shape[0], 1], x.values,
default_value),
axis=1)
def preprocessing_fn(inputs):
"""tf.transform's callback function for preprocessing inputs.
Args:
inputs: map from feature keys to raw not-yet-transformed features.
Returns:
Map from string feature key to transformed feature operations.
"""
outputs = {}
for key in taxi.DENSE_FLOAT_FEATURE_KEYS:
# Preserve this feature as a dense float, setting nan's to the mean.
outputs[taxi.transformed_name(key)] = transform.scale_to_z_score(
_fill_in_missing(inputs[key]))
for key in taxi.VOCAB_FEATURE_KEYS:
# Build a vocabulary for this feature.
outputs[
taxi.transformed_name(key)] = transform.compute_and_apply_vocabulary(
_fill_in_missing(inputs[key]),
top_k=taxi.VOCAB_SIZE,
num_oov_buckets=taxi.OOV_SIZE)
for key in taxi.BUCKET_FEATURE_KEYS:
outputs[taxi.transformed_name(key)] = transform.bucketize(
_fill_in_missing(inputs[key]), taxi.FEATURE_BUCKET_COUNT)
for key in taxi.CATEGORICAL_FEATURE_KEYS:
outputs[taxi.transformed_name(key)] = _fill_in_missing(inputs[key])
# Was this passenger a big tipper?
taxi_fare = _fill_in_missing(inputs[taxi.FARE_KEY])
tips = _fill_in_missing(inputs[taxi.LABEL_KEY])
outputs[taxi.transformed_name(taxi.LABEL_KEY)] = tf.where(
tf.is_nan(taxi_fare),
tf.cast(tf.zeros_like(taxi_fare), tf.int64),
# Test if the tip was > 5% of the fare.
tf.cast(
tf.greater(tips, tf.multiply(taxi_fare, tf.constant(0.05))),
tf.int64))
return outputs
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/tft/schema.pbtxt
================================================
feature {
name: "fare"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_start_hour"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "pickup_census_tract"
type: BYTES
presence {
min_count: 0
}
}
feature {
name: "dropoff_census_tract"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "company"
value_count {
min: 1
max: 1
}
type: BYTES
domain: "company"
presence {
min_count: 1
}
}
feature {
name: "trip_start_timestamp"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "pickup_longitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_start_month"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_miles"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "dropoff_longitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "dropoff_community_area"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "pickup_community_area"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "payment_type"
value_count {
min: 1
max: 1
}
type: BYTES
domain: "payment_type"
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_seconds"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "trip_start_day"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "tips"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "pickup_latitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "dropoff_latitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
string_domain {
name: "company"
value: "0118 - 42111 Godfrey S.Awir"
value: "0694 - 59280 Chinesco Trans Inc"
value: "1085 - 72312 N and W Cab Co"
value: "2733 - 74600 Benny Jona"
value: "2809 - 95474 C & D Cab Co Inc."
value: "3011 - 66308 JBL Cab Inc."
value: "3152 - 97284 Crystal Abernathy"
value: "3201 - C&D Cab Co Inc"
value: "3201 - CID Cab Co Inc"
value: "3253 - 91138 Gaither Cab Co."
value: "3385 - 23210 Eman Cab"
value: "3623 - 72222 Arrington Enterprises"
value: "3897 - Ilie Malec"
value: "4053 - Adwar H. Nikola"
value: "4197 - 41842 Royal Star"
value: "4615 - 83503 Tyrone Henderson"
value: "4615 - Tyrone Henderson"
value: "4623 - Jay Kim"
value: "5006 - 39261 Salifu Bawa"
value: "5006 - Salifu Bawa"
value: "5074 - 54002 Ahzmi Inc"
value: "5074 - Ahzmi Inc"
value: "5129 - 87128"
value: "5129 - 98755 Mengisti Taxi"
value: "5129 - Mengisti Taxi"
value: "5724 - KYVI Cab Inc"
value: "585 - Valley Cab Co"
value: "5864 - 73614 Thomas Owusu"
value: "5864 - Thomas Owusu"
value: "5874 - 73628 Sergey Cab Corp."
value: "5997 - 65283 AW Services Inc."
value: "5997 - AW Services Inc."
value: "6488 - 83287 Zuha Taxi"
value: "6743 - Luhak Corp"
value: "Blue Ribbon Taxi Association Inc."
value: "C & D Cab Co Inc"
value: "Chicago Elite Cab Corp."
value: "Chicago Elite Cab Corp. (Chicago Carriag"
value: "Chicago Medallion Leasing INC"
value: "Chicago Medallion Management"
value: "Choice Taxi Association"
value: "Dispatch Taxi Affiliation"
value: "KOAM Taxi Association"
value: "Northwest Management LLC"
value: "Taxi Affiliation Services"
value: "Top Cab Affiliation"
}
string_domain {
name: "payment_type"
value: "Cash"
value: "Credit Card"
value: "Dispute"
value: "No Charge"
value: "Pcard"
value: "Unknown"
}
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/tft/taxi_preprocess_bq.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Preprocessor applying tf.transform to the chicago_taxi data."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import argparse
import datetime
import uuid
import os
import apache_beam as beam
import tensorflow as tf
import tensorflow_transform as transform
from tensorflow.python.lib.io import file_io
from tensorflow_transform.beam import impl as beam_impl
from tensorflow_transform.beam.tft_beam_io import transform_fn_io
from tensorflow_transform.coders import example_proto_coder
from tensorflow_transform.tf_metadata import dataset_metadata
from tensorflow_transform.tf_metadata import dataset_schema
from tensorflow_transform import coders as tft_coders
import taxi_schema.taxi_schema as taxi
import mcsv_coder
def make_mcsv_coder(schema):
"""Return a coder for tf.transform to read csv files."""
raw_feature_spec = taxi.get_raw_feature_spec(schema)
parsing_schema = dataset_schema.from_feature_spec(raw_feature_spec)
return mcsv_coder.CsvCoder(taxi.CSV_COLUMN_NAMES, parsing_schema)
def _fill_in_missing(x):
"""Replace missing values in a SparseTensor.
Fills in missing values of `x` with '' or 0, and converts to a dense tensor.
Args:
x: A `SparseTensor` of rank 2. Its dense shape should have size at most 1
in the second dimension.
Returns:
A rank 1 tensor where missing values of `x` have been filled in.
"""
default_value = '' if x.dtype == tf.string else 0
return tf.squeeze(
tf.sparse_to_dense(x.indices, [x.dense_shape[0], 1], x.values,
default_value),
axis=1)
def make_sql(table_name, ts1, ts2, stage, max_rows=None, for_eval=False):
"""Creates the sql command for pulling data from BigQuery.
Args:
table_name: BigQuery table name
max_rows: if set, limits the number of rows pulled from BigQuery
for_eval: True if this is for evaluation, false otherwise
Returns:
sql command as string
"""
if ts1 and ts2:
if stage == 'eval':
# 1/3 of the dataset used for eval
where_clause = ('WHERE pickup_latitude is not NULL and MOD(FARM_FINGERPRINT(unique_key), 3) = 0' +
" AND UNIX_SECONDS(trip_start_timestamp) > UNIX_SECONDS('%s') AND UNIX_SECONDS(trip_start_timestamp) < UNIX_SECONDS('%s')" % (ts1, ts2))
else:
# 2/3 of the dataset used for training
where_clause = ('WHERE pickup_latitude is not NULL and MOD(FARM_FINGERPRINT(unique_key), 3) > 0 ' +
" AND UNIX_SECONDS(trip_start_timestamp) > UNIX_SECONDS('%s') AND UNIX_SECONDS(trip_start_timestamp) < UNIX_SECONDS('%s')" % (ts1, ts2))
else:
if stage == 'eval':
# 1/3 of the dataset used for eval
where_clause = ('WHERE pickup_latitude is not NULL and MOD(FARM_FINGERPRINT(unique_key), 3) = 0')
else:
# 2/3 of the dataset used for training
where_clause = ('WHERE pickup_latitude is not NULL and MOD(FARM_FINGERPRINT(unique_key), 3) > 0 ')
limit_clause = ''
if max_rows:
limit_clause = 'LIMIT {max_rows}'.format(max_rows=max_rows)
return """
SELECT
CAST(pickup_community_area AS string) AS pickup_community_area,
CAST(dropoff_community_area AS string) AS dropoff_community_area,
CAST(pickup_census_tract AS string) AS pickup_census_tract,
CAST(dropoff_census_tract AS string) AS dropoff_census_tract,
fare,
EXTRACT(MONTH FROM trip_start_timestamp) AS trip_start_month,
EXTRACT(HOUR FROM trip_start_timestamp) AS trip_start_hour,
EXTRACT(DAYOFWEEK FROM trip_start_timestamp) AS trip_start_day,
UNIX_SECONDS(trip_start_timestamp) AS trip_start_timestamp,
pickup_latitude,
pickup_longitude,
dropoff_latitude,
dropoff_longitude,
trip_miles,
payment_type,
company,
trip_seconds,
tips
FROM `{table_name}`
{where_clause}
{limit_clause}
""".format(table_name=table_name,
where_clause=where_clause,
limit_clause=limit_clause)
def transform_data(input_handle,
outfile_prefix,
working_dir,
setup_file, ts1, ts2,
project=None,
max_rows=None,
mode=None,
stage=None,
preprocessing_fn=None):
"""The main tf.transform method which analyzes and transforms data.
Args:
input_handle: BigQuery table name to process specified as
DATASET.TABLE or path to csv file with input data.
outfile_prefix: Filename prefix for emitted transformed examples
working_dir: Directory in which transformed examples and transform
function will be emitted.
max_rows: Number of rows to query from BigQuery
pipeline_args: additional DataflowRunner or DirectRunner args passed to the
beam pipeline.
"""
def def_preprocessing_fn(inputs):
"""tf.transform's callback function for preprocessing inputs.
Args:
inputs: map from feature keys to raw not-yet-transformed features.
Returns:
Map from string feature key to transformed feature operations.
"""
outputs = {}
for key in taxi.DENSE_FLOAT_FEATURE_KEYS:
# Preserve this feature as a dense float, setting nan's to the mean.
outputs[taxi.transformed_name(key)] = transform.scale_to_z_score(
_fill_in_missing(inputs[key]))
for key in taxi.VOCAB_FEATURE_KEYS:
# Build a vocabulary for this feature.
outputs[
taxi.transformed_name(key)] = transform.compute_and_apply_vocabulary(
_fill_in_missing(inputs[key]),
top_k=taxi.VOCAB_SIZE,
num_oov_buckets=taxi.OOV_SIZE)
for key in taxi.BUCKET_FEATURE_KEYS:
outputs[taxi.transformed_name(key)] = transform.bucketize(
_fill_in_missing(inputs[key]), taxi.FEATURE_BUCKET_COUNT)
for key in taxi.CATEGORICAL_FEATURE_KEYS:
outputs[taxi.transformed_name(key)] = _fill_in_missing(inputs[key])
# Was this passenger a big tipper?
taxi_fare = _fill_in_missing(inputs[taxi.FARE_KEY])
tips = _fill_in_missing(inputs[taxi.LABEL_KEY])
outputs[taxi.transformed_name(taxi.LABEL_KEY)] = tf.where(
tf.is_nan(taxi_fare),
tf.cast(tf.zeros_like(taxi_fare), tf.int64),
# Test if the tip was > 20% of the fare.
tf.cast(
tf.greater(tips, tf.multiply(taxi_fare, tf.constant(0.2))),
tf.int64))
return outputs
preprocessing_fn = preprocessing_fn or def_preprocessing_fn
print('ts1 %s, ts2 %s' % (ts1,ts2))
schema = taxi.read_schema('./schema.pbtxt')
raw_feature_spec = taxi.get_raw_feature_spec(schema)
raw_schema = dataset_schema.from_feature_spec(raw_feature_spec)
raw_data_metadata = dataset_metadata.DatasetMetadata(raw_schema)
transform_dir = None
temp_dir = os.path.join(working_dir, 'tmp')
if stage is None:
stage = 'train'
if mode == 'local':
options = {
'project': project}
pipeline_options = beam.pipeline.PipelineOptions(flags=[], **options)
runner = 'DirectRunner'
elif mode == 'cloud':
options = {
'job_name': 'tft-' + stage + '-' + str(uuid.uuid4()),
'temp_location': temp_dir,
'project': project,
'save_main_session': True,
'setup_file': setup_file
}
pipeline_options = beam.pipeline.PipelineOptions(flags=[], **options)
runner = 'DataFlowRunner'
else:
raise ValueError("Invalid mode %s." % mode)
with beam.Pipeline(runner, options=pipeline_options) as pipeline:
with beam_impl.Context(temp_dir=temp_dir):
csv_coder = taxi.make_csv_coder(schema)
# temp tft bug workaround
mcsv_coder = make_mcsv_coder(schema)
if 'csv' in input_handle.lower():
# if input_handle.lower().endswith('csv'):
raw_data = (
pipeline
| 'ReadFromText' >> beam.io.ReadFromText(
input_handle, skip_header_lines=1)
| 'ParseCSV' >> beam.Map(csv_coder.decode))
else:
query = make_sql(input_handle, ts1, ts2, stage, max_rows=max_rows, for_eval=False)
raw_data1 = (
pipeline
| 'ReadBigQuery' >> beam.io.Read(
beam.io.BigQuerySource(query=query, use_standard_sql=True)))
raw_data = (
raw_data1
| 'CleanData' >> beam.Map(
lambda x: (taxi.clean_raw_data_dict(x, raw_feature_spec))))
if transform_dir is None:
transform_fn = (
(raw_data, raw_data_metadata)
| ('Analyze' >> beam_impl.AnalyzeDataset(preprocessing_fn)))
_ = (
transform_fn
| ('WriteTransformFn' >>
transform_fn_io.WriteTransformFn(working_dir)))
else:
transform_fn = pipeline | transform_fn_io.ReadTransformFn(transform_dir)
# Shuffling the data before materialization will improve Training
# effectiveness downstream.
shuffled_data = raw_data | 'RandomizeData' >> beam.transforms.Reshuffle()
(transformed_data, transformed_metadata) = (
((shuffled_data, raw_data_metadata), transform_fn)
| 'Transform' >> beam_impl.TransformDataset())
if 'csv' not in input_handle.lower(): # if querying BQ
_ = (
raw_data
| beam.Map(mcsv_coder.encode)
| beam.io.WriteToText(os.path.join(working_dir, '{}.csv'.format(stage)), num_shards=1)
)
coder = example_proto_coder.ExampleProtoCoder(transformed_metadata.schema)
_ = (
transformed_data
| 'SerializeExamples' >> beam.Map(coder.encode)
| 'WriteExamples' >> beam.io.WriteToTFRecord(
os.path.join(working_dir, outfile_prefix), file_name_suffix='.gz')
)
def main():
tf.logging.set_verbosity(tf.logging.INFO)
parser = argparse.ArgumentParser()
parser.add_argument(
'--input_handle',
help=('Input BigQuery table to process specified as: '
'DATASET.TABLE or path to csv file with input data.'))
# for preprocessing
parser.add_argument(
'--working_dir',
help=('Directory in which transformed examples and function '
'will be emitted.'))
parser.add_argument(
'--outfile_prefix',
help='Filename prefix for emitted transformed examples')
parser.add_argument('--project',
type=str,
required=True,
help='The GCP project in which to run the dataflow job.')
parser.add_argument('--mode',
choices=['local', 'cloud'],
help='whether to run the job locally or in Cloud Dataflow.')
parser.add_argument('--stage',
choices=['train', 'eval'],
required=True,
help='Whether this is training or eval data.')
parser.add_argument('--setup_file',
type=str,
required=True,
help='Path to setup.py file.')
parser.add_argument('--ts1',
type=str,
help="When generating data via a BigQuery query, the lower bound on 'trip_start_timestamp'")
parser.add_argument('--ts2',
type=str,
help="When generating data via a BigQuery query, the upper bound on 'trip_start_timestamp'")
parser.add_argument('--preprocessing_module',
type=str,
required=False,
help=('GCS path to a python file defining '
'a "preprocess" function.'))
parser.add_argument(
'--max_rows',
help='Number of rows to query from BigQuery',
default=None,
type=int)
known_args, pipeline_args = parser.parse_known_args()
preprocessing_fcn = None
if known_args.preprocessing_module:
module_dir = os.path.abspath(os.path.dirname(__file__))
preprocessing_module_path = os.path.join(module_dir, 'preprocessing.py')
with open(preprocessing_module_path, 'w+') as preprocessing_file:
preprocessing_file.write(
file_io.read_file_to_string(known_args.preprocessing_module))
import preprocessing
def wrapped_preprocessing_fn(inputs):
outputs = preprocessing.preprocessing_fn(inputs)
for key in outputs:
if outputs[key].dtype == tf.bool:
outputs[key] = tft.string_to_int(tf.as_string(outputs[key]),
vocab_filename='vocab_' + key)
return outputs
preprocessing_fcn = wrapped_preprocessing_fn
transform_data(
input_handle=known_args.input_handle,
outfile_prefix=known_args.outfile_prefix,
working_dir=known_args.working_dir,
setup_file=known_args.setup_file,
ts1=known_args.ts1, ts2=known_args.ts2,
project=known_args.project,
max_rows=known_args.max_rows,
mode=known_args.mode,
stage=known_args.stage,
preprocessing_fn=preprocessing_fcn)
if __name__ == '__main__':
main()
================================================
FILE: ml/kubeflow-pipelines/components/older/dataflow/tft/transform/setup.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Setup dependencies for cloud deployment."""
import setuptools
if __name__ == '__main__':
setuptools.setup(name='taxi_schema', version='1.0',
packages=setuptools.find_packages(),
install_requires=[
'jupyter==1.0',
'tensorflow==1.15.4',
'tensorflow-model-analysis==0.9.2',
'tensorflow-serving-api==1.9.0',
'tensorflow-transform==0.11.0'])
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/containers/launcher/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ubuntu:16.04
RUN apt-get update -y
RUN apt-get install --no-install-recommends -y -q ca-certificates python-dev python-setuptools wget unzip git
RUN easy_install pip
RUN pip install pyyaml==3.12 six==1.11.0 requests==2.18.4 tensorflow==1.10.0 \
kubernetes google-api-python-client retrying
RUN pip install google-cloud-storage
RUN wget -nv https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.zip && \
unzip -qq google-cloud-sdk.zip -d tools && \
rm google-cloud-sdk.zip && \
tools/google-cloud-sdk/install.sh --usage-reporting=false \
--path-update=false --bash-completion=false \
--disable-installation-options && \
tools/google-cloud-sdk/bin/gcloud -q components update \
gcloud core gsutil && \
tools/google-cloud-sdk/bin/gcloud -q components install kubectl && \
tools/google-cloud-sdk/bin/gcloud config set component_manager/disable_update_check true && \
touch /tools/google-cloud-sdk/lib/third_party/google.py
RUN wget -nv https://github.com/ksonnet/ksonnet/releases/download/v0.13.1/ks_0.13.1_linux_amd64.tar.gz && \
tar -xvzf ks_0.13.1_linux_amd64.tar.gz && \
mkdir -p /tools/ks/bin && \
cp ./ks_0.13.1_linux_amd64/ks /tools/ks/bin && \
rm ks_0.13.1_linux_amd64.tar.gz && \
rm -r ks_0.13.1_linux_amd64
RUN wget https://github.com/kubeflow/tf-operator/archive/v0.4.0-rc.1.zip && \
unzip v0.4.0-rc.1.zip && \
mv tf-operator-0.4.0-rc.1 tf-operator
ENV PYTHONPATH $PYTHONPATH:/tf-operator
RUN wget https://github.com/kubeflow/testing/archive/master.zip && \
unzip master.zip && \
mv testing-master testing
ENV PYTHONPATH $PYTHONPATH:/testing/py
ENV PATH $PATH:/tools/google-cloud-sdk/bin:/tools/ks/bin
ADD build /ml
ENTRYPOINT ["python", "/ml/train.py"]
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/containers/launcher/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
mkdir -p ./build
rsync -arvp "../../launcher"/ ./build/
docker build -t ml-pipeline-kubeflow-tf-taxi .
rm -rf ./build
docker tag ml-pipeline-kubeflow-tf-taxi gcr.io/${PROJECT_ID}/ml-pipeline-kubeflow-tf-taxi
docker push gcr.io/${PROJECT_ID}/ml-pipeline-kubeflow-tf-taxi
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/containers/tf-serving/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ubuntu:16.04
RUN apt-get update -y
RUN apt-get install --no-install-recommends -y -q ca-certificates python-dev python-setuptools wget unzip
RUN easy_install pip
RUN pip install pyyaml==3.12 six==1.11.0 requests==2.18.4 tensorflow==1.11.0
RUN wget -nv https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.zip && \
unzip -qq google-cloud-sdk.zip -d tools && \
rm google-cloud-sdk.zip && \
tools/google-cloud-sdk/install.sh --usage-reporting=false \
--path-update=false --bash-completion=false \
--disable-installation-options && \
tools/google-cloud-sdk/bin/gcloud -q components update \
gcloud core gsutil && \
tools/google-cloud-sdk/bin/gcloud -q components install kubectl && \
tools/google-cloud-sdk/bin/gcloud config set component_manager/disable_update_check true && \
touch /tools/google-cloud-sdk/lib/third_party/google.py
RUN wget -nv https://github.com/ksonnet/ksonnet/releases/download/v0.11.0/ks_0.11.0_linux_amd64.tar.gz && \
tar -xvzf ks_0.11.0_linux_amd64.tar.gz && \
mkdir -p /tools/ks/bin && \
cp ./ks_0.11.0_linux_amd64/ks /tools/ks/bin && \
rm ks_0.11.0_linux_amd64.tar.gz && \
rm -r ks_0.11.0_linux_amd64
ENV PATH $PATH:/tools/google-cloud-sdk/bin:/tools/ks/bin
ADD build /ml
ENTRYPOINT ["python", "/ml/deploy-tf-serve.py"]
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/containers/tf-serving/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
mkdir -p ./build
rsync -arvp "../../tf-serving"/ ./build/
docker build -t ml-pipeline-kubeflow-tfserve-taxi .
rm -rf ./build
docker tag ml-pipeline-kubeflow-tfserve-taxi gcr.io/${PROJECT_ID}/ml-pipeline-kubeflow-tfserve-taxi
docker push gcr.io/${PROJECT_ID}/ml-pipeline-kubeflow-tfserve-taxi
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/containers/tf-serving-gh/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ubuntu:16.04
RUN apt-get update -y
RUN apt-get install --no-install-recommends -y -q ca-certificates python-dev python-setuptools wget unzip
RUN easy_install pip
RUN pip install pyyaml==3.12 six==1.11.0 requests==2.18.4 tensorflow==1.11.0
RUN wget -nv https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.zip && \
unzip -qq google-cloud-sdk.zip -d tools && \
rm google-cloud-sdk.zip && \
tools/google-cloud-sdk/install.sh --usage-reporting=false \
--path-update=false --bash-completion=false \
--disable-installation-options && \
tools/google-cloud-sdk/bin/gcloud -q components update \
gcloud core gsutil && \
tools/google-cloud-sdk/bin/gcloud -q components install kubectl && \
tools/google-cloud-sdk/bin/gcloud config set component_manager/disable_update_check true && \
touch /tools/google-cloud-sdk/lib/third_party/google.py
RUN wget -nv https://github.com/ksonnet/ksonnet/releases/download/v0.11.0/ks_0.11.0_linux_amd64.tar.gz && \
tar -xvzf ks_0.11.0_linux_amd64.tar.gz && \
mkdir -p /tools/ks/bin && \
cp ./ks_0.11.0_linux_amd64/ks /tools/ks/bin && \
rm ks_0.11.0_linux_amd64.tar.gz && \
rm -r ks_0.11.0_linux_amd64
ENV PATH $PATH:/tools/google-cloud-sdk/bin:/tools/ks/bin
ADD build /ml
ENTRYPOINT ["python", "/ml/deploy-tf-serve.py"]
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/containers/tf-serving-gh/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
mkdir -p ./build
rsync -arvp "../../tf-serving-gh"/ ./build/
docker build -t ml-pipeline-kubeflow-tfserve .
rm -rf ./build
docker tag ml-pipeline-kubeflow-tfserve gcr.io/${PROJECT_ID}/ml-pipeline-kubeflow-tfserve
docker push gcr.io/${PROJECT_ID}/ml-pipeline-kubeflow-tfserve
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/containers/trainer/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM tensorflow/tensorflow:1.11.0
RUN apt-get update -y && \
apt-get install --no-install-recommends -y -q build-essential && \
pip install pyyaml==3.12 six==1.11.0 \
tensorflow-transform==0.11.0 \
tensorflow-model-analysis==0.9.2 && \
apt-get --purge autoremove -y build-essential
ADD build /ml
WORKDIR /ml
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/containers/trainer/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
mkdir -p ./build
rsync -arvp "../../taxi_model"/ ./build/
docker build -f Dockerfile -t ml-pipeline-kubeflow-trainer-taxi .
rm -rf ./build
docker tag ml-pipeline-kubeflow-trainer-taxi gcr.io/${PROJECT_ID}/ml-pipeline-kubeflow-trainer-taxi
docker push gcr.io/${PROJECT_ID}/ml-pipeline-kubeflow-trainer-taxi
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/launcher/train.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Launch a potentially distributed TensorFlow training job using the Kubeflow tf-jobs API."""
import argparse
import datetime
import json
import os
import logging
import requests
import subprocess
import six
from tensorflow.python.lib.io import file_io
import time
# import uuid
import yaml
from py import tf_job_client
from kubernetes import client as k8s_client
from kubernetes import config
def _generate_train_yaml(src_filename, tfjob_ns, workers, pss, args_list):
"""_generate_train_yaml generates train yaml files based on train.template.yaml"""
with open(src_filename, 'r') as f:
content = yaml.load(f)
content['metadata']['generateName'] = 'trainer-'
content['metadata']['namespace'] = tfjob_ns
if workers and pss:
content['spec']['tfReplicaSpecs']['PS']['replicas'] = pss
content['spec']['tfReplicaSpecs']['PS']['template']['spec']['containers'][0]['command'].extend(args_list)
content['spec']['tfReplicaSpecs']['Worker']['replicas'] = workers
content['spec']['tfReplicaSpecs']['Worker']['template']['spec']['containers'][0]['command'].extend(args_list)
content['spec']['tfReplicaSpecs']['Master']['template']['spec']['containers'][0]['command'].extend(args_list)
else:
# If no workers and pss set, default is 1.
master_spec = content['spec']['tfReplicaSpecs']['Master']
worker_spec = content['spec']['tfReplicaSpecs']['Worker']
ps_spec = content['spec']['tfReplicaSpecs']['PS']
master_spec['template']['spec']['containers'][0]['command'].extend(args_list)
worker_spec['template']['spec']['containers'][0]['command'].extend(args_list)
ps_spec['template']['spec']['containers'][0]['command'].extend(args_list)
return content
def main(argv=None):
parser = argparse.ArgumentParser(description='ML Trainer')
parser.add_argument(
'--working-dir',
help='Training job working directory.',
required=True)
parser.add_argument(
'--train-files-dir',
help='Path to training data',
required=True)
parser.add_argument(
'--train-files-prefix',
help='The prefix of the training input files.',
required=True)
parser.add_argument(
'--tf-transform-dir',
help='Tf-transform directory with model from preprocessing step',
required=True)
parser.add_argument(
'--output-dir',
help="""\
Directory under which which the serving model (under /serving_model_dir)\
and the tf-mode-analysis model (under /eval_model_dir) will be written\
""",
required=True)
parser.add_argument(
'--eval-files-dir',
help='Path to evaluation data',
required=True
)
parser.add_argument(
'--eval-files-prefix',
help='The prefix of the eval input files.',
required=True)
# Training arguments
parser.add_argument(
'--job-dir',
help='GCS location to write checkpoints and export models',
required=True)
# Argument to turn on all logging
parser.add_argument(
'--verbosity',
choices=['DEBUG', 'ERROR', 'FATAL', 'INFO', 'WARN'],
default='INFO',
)
# Experiment arguments
parser.add_argument(
'--train-steps',
help='Count of steps to run the training job for',
required=True,
type=int)
parser.add_argument(
'--eval-steps',
help='Number of steps to run evalution for at each checkpoint',
default=100,
type=int)
parser.add_argument('--workers', type=int, default=0)
parser.add_argument('--pss', type=int, default=0)
parser.add_argument('--cluster', type=str,
help='GKE cluster set up for kubeflow. If set, zone must be provided. ' +
'If not set, assuming this runs in a GKE container and current ' +
'cluster is used.')
parser.add_argument('--zone', type=str, help='zone of the kubeflow cluster.')
parser.add_argument('--kfversion', type=str,
default='v1beta1',
help='The version of the deployed kubeflow. ' +
'If not set, the default version is v1beta1')
parser.add_argument('--tfjob-ns', type=str,
default='kubeflow',
help='The namespace where the tfjob is submitted' +
'If not set, the namespace is kubeflow')
parser.add_argument('--tfjob-timeout-minutes', type=int,
default=20,
help='Time in minutes to wait for the TFJob to complete')
args = parser.parse_args()
logging.getLogger().setLevel(logging.INFO)
args_dict = vars(args)
if args.cluster and args.zone:
cluster = args_dict.pop('cluster')
zone = args_dict.pop('zone')
else:
# Get cluster name and zone from metadata
metadata_server = "http://metadata/computeMetadata/v1/instance/"
metadata_flavor = {'Metadata-Flavor' : 'Google'}
cluster = requests.get(metadata_server + "attributes/cluster-name",
headers = metadata_flavor).text
zone = requests.get(metadata_server + "zone",
headers = metadata_flavor).text.split('/')[-1]
# logging.info('Getting credentials for GKE cluster %s.' % cluster)
# subprocess.call(['gcloud', 'container', 'clusters', 'get-credentials', cluster,
# '--zone', zone])
# Create metadata.json file for visualization.
tb_dir = args_dict.pop('working_dir') # don't pass this arg to the training module
metadata = {
'outputs' : [{
'type': 'tensorboard',
'source': tb_dir,
}]
}
with file_io.FileIO('/mlpipeline-ui-metadata.json', 'w') as f:
json.dump(metadata, f)
workers = args_dict.pop('workers')
pss = args_dict.pop('pss')
kf_version = args_dict.pop('kfversion')
tfjob_ns = args_dict.pop('tfjob_ns')
tfjob_timeout_minutes = args_dict.pop('tfjob_timeout_minutes')
args_list = ['--%s=%s' % (k.replace('_', '-'),v)
for k,v in six.iteritems(args_dict) if v is not None]
logging.info('Generating training template.')
template_file = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'train.template.yaml')
content_yaml = _generate_train_yaml(template_file, tfjob_ns, workers, pss, args_list)
logging.info('Start training.')
# Set up handler for k8s clients
config.load_incluster_config()
api_client = k8s_client.ApiClient()
create_response = tf_job_client.create_tf_job(api_client, content_yaml, version=kf_version)
job_name = create_response['metadata']['name']
wait_response = tf_job_client.wait_for_job(
api_client, tfjob_ns, job_name, kf_version,
timeout=datetime.timedelta(minutes=tfjob_timeout_minutes))
succ = True
# TODO: update this failure checking after tf-operator has the condition checking function.
if 'Worker' in wait_response['status']['replicaStatuses']:
if 'Failed' in wait_response['status']['replicaStatuses']['Worker']:
logging.error('Training failed since workers failed.')
succ = False
if 'PS' in wait_response['status']['replicaStatuses']:
if 'Failed' in wait_response['status']['replicaStatuses']['PS']:
logging.error('Training failed since PSs failed.')
succ = False
if 'Master' in wait_response['status']['replicaStatuses']:
if 'Failed' in wait_response['status']['replicaStatuses']['Master']:
logging.error('Training failed since Master failed.')
succ = False
# #TODO: remove this after kubeflow fixes the wait_for_job issue
# # because the wait_for_job returns when the worker finishes but the master might not be complete yet.
# if 'Master' in wait_response['status']['replicaStatuses'] and 'active' in wait_response['status']['replicaStatuses']['Master']:
# master_active = True
# while master_active:
# # Wait for master to finish
# time.sleep(2)
# wait_response = tf_job_client.wait_for_job(api_client, tfjob_ns, job_name, kf_version,
# timeout=datetime.timedelta(minutes=tfjob_timeout_minutes))
# if 'active' not in wait_response['status']['tfReplicaStatuses']['Master']:
# master_active = False
if succ:
logging.info('Training success.')
tf_job_client.delete_tf_job(api_client, tfjob_ns, job_name, version=kf_version)
with open('/output.txt', 'w') as f:
f.write(args.job_dir)
if __name__== "__main__":
main()
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/launcher/train.template.yaml
================================================
# Copyright 2018 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
apiVersion: kubeflow.org/v1beta1
kind: TFJob
metadata:
generateName: tfjob
namespace: default
spec:
tfReplicaSpecs:
PS:
replicas: 1
restartPolicy: OnFailure
template:
spec:
containers:
- name: tensorflow
image: gcr.io/google-samples/ml-pipeline-kubeflow-trainer-taxi
command:
- python
- -m
- trainer.task
env:
- name: GOOGLE_APPLICATION_CREDENTIALS
value: "/etc/secrets/user-gcp-sa.json"
volumeMounts:
- name: sa
mountPath: "/etc/secrets"
readOnly: true
volumes:
- name: sa
secret:
secretName: user-gcp-sa
Worker:
replicas: 1
restartPolicy: OnFailure
template:
spec:
containers:
- name: tensorflow
image: gcr.io/google-samples/ml-pipeline-kubeflow-trainer-taxi
command:
- python
- -m
- trainer.task
env:
- name: GOOGLE_APPLICATION_CREDENTIALS
value: "/etc/secrets/user-gcp-sa.json"
volumeMounts:
- name: sa
mountPath: "/etc/secrets"
readOnly: true
volumes:
- name: sa
secret:
secretName: user-gcp-sa
Master:
replicas: 1
restartPolicy: OnFailure
template:
spec:
containers:
- name: tensorflow
image: gcr.io/google-samples/ml-pipeline-kubeflow-trainer-taxi
command:
- python
- -m
- trainer.task
env:
- name: GOOGLE_APPLICATION_CREDENTIALS
value: "/etc/secrets/user-gcp-sa.json"
volumeMounts:
- name: sa
mountPath: "/etc/secrets"
readOnly: true
volumes:
- name: sa
secret:
secretName: user-gcp-sa
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/taxi_model/__init__.py
================================================
# Copyright 2018 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/taxi_model/data/eval/data.csv
================================================
pickup_community_area,fare,trip_start_month,trip_start_hour,trip_start_day,trip_start_timestamp,pickup_latitude,pickup_longitude,dropoff_latitude,dropoff_longitude,trip_miles,pickup_census_tract,dropoff_census_tract,payment_type,company,trip_seconds,dropoff_community_area,tips
60,27.05,10,2,3,1380593700,41.836150155,-87.648787952,,,12.6,,,Cash,Taxi Affiliation Services,1380,,0.0
10,5.85,10,1,2,1382319000,41.985015101,-87.804532006,,,0.0,,,Cash,Taxi Affiliation Services,180,,0.0
14,16.65,5,7,5,1369897200,41.968069,-87.721559063,,,0.0,,,Cash,Dispatch Taxi Affiliation,1080,,0.0
13,16.45,11,12,3,1446554700,41.983636307,-87.723583185,,,6.9,,,Cash,,780,,0.0
16,32.05,12,1,1,1417916700,41.953582125,-87.72345239,,,15.4,,,Cash,,1200,,0.0
30,38.45,10,10,5,1444301100,41.839086906,-87.714003807,,,14.6,,,Cash,,2580,,0.0
11,14.65,1,1,3,1358213400,41.978829526,-87.771166703,,,5.81,,,Cash,,1080,,0.0
33,3.25,5,17,1,1368985500,41.849246754,-87.624135298,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
19,47.65,6,15,4,1372258800,41.927260956,-87.765501609,,,0.0,,,Cash,Taxi Affiliation Services,3480,,0.0
25,6.85,3,9,6,1426239900,41.890608853,-87.756046711,,,2.0,,,Cash,,420,,0.0
13,14.45,6,7,1,1403421300,41.983636307,-87.723583185,,,5.3,,,Cash,,1020,,0.0
33,9.85,6,11,6,1371812400,41.849246754,-87.624135298,,,2.81,,,Credit Card,,840,,3.0
25,3.05,2,6,2,1360565100,41.890608853,-87.756046711,,,0.4,,,Cash,,120,,0.0
18,20.85,12,17,4,1386782100,41.929297368,-87.798032181,,,6.3,,,Cash,,2100,,0.0
8,8.05,10,18,7,1382208300,41.907412816,-87.640901525,,,1.63,,,Cash,,840,,0.0
32,6.85,4,13,6,1397222100,41.87101588,-87.631406525,,,2.1,,,Cash,Taxi Affiliation Services,240,,0.0
2,0.0,11,0,7,1448669700,42.001571027,-87.695012589,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,,0.0
3,12.25,8,19,5,1375384500,41.958154876,-87.653021789,,,4.51,,,Cash,,600,,0.0
33,3.25,5,17,1,1368983700,41.849246754,-87.624135298,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
14,8.85,4,19,7,1367091000,41.968069,-87.721559063,,,2.72,,,Cash,,540,,0.0
7,5.85,2,0,7,1360972800,41.921778356,-87.641459759,,,1.26,,,Cash,,300,,0.0
8,7.25,1,20,7,1357416900,41.904935302,-87.649907226,,,1.62,,,Cash,,540,,0.0
33,10.65,4,19,7,1367091000,41.849246754,-87.624135298,,,3.28,,,Cash,,840,,0.0
33,46.85,3,1,1,1393723800,41.857183858,-87.620334624,,,22.9,,,Cash,Northwest Management LLC,3180,,0.0
33,34.45,11,19,6,1385148600,41.857183858,-87.620334624,,,0.0,,,Cash,Taxi Affiliation Services,2640,,0.0
33,23.85,1,2,2,1357524000,41.857183858,-87.620334624,,,10.5,,,Cash,,1200,,0.0
6,12.25,10,1,1,1476579600,41.952822916,-87.653243992,41.920451512,-87.679954768,3.5,,17031832200,Credit Card,,900,22,3.0
24,3.85,3,15,6,1427469300,41.89967018,-87.669837798,41.920451512,-87.679954768,0.23,,17031832200,Cash,,120,22,0.0
24,6.05,8,23,5,1439509500,41.906025969,-87.675311622,41.920451512,-87.679954768,1.1,,17031832200,Cash,Taxi Affiliation Services,360,22,0.0
24,7.25,10,21,7,1412458200,41.906650766,-87.66533766,41.920451512,-87.679954768,1.7,,17031832200,Credit Card,,480,22,2.0
32,7.85,11,11,2,1383562800,41.87101588,-87.631406525,41.849246754,-87.624135298,1.8,,17031841000,Cash,,540,33,0.0
33,13.05,9,17,2,1412010000,41.849246754,-87.624135298,41.849246754,-87.624135298,3.0,,17031841000,Cash,,1500,33,0.0
2,5.05,11,20,2,1415651400,42.001571027,-87.695012589,42.001571027,-87.695012589,0.73,,,Cash,,180,2,0.0
4,7.45,3,12,1,1395576000,41.975170943,-87.687515515,42.001571027,-87.695012589,0.1,,,Cash,Taxi Affiliation Services,420,2,0.0
2,3.45,7,18,5,1374775200,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,,60,2,0.0
2,4.65,12,15,1,1419781500,42.001571027,-87.695012589,42.001571027,-87.695012589,0.7,,,Cash,Taxi Affiliation Services,180,2,0.0
2,6.25,7,11,1,1405251000,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,Taxi Affiliation Services,360,2,0.0
2,10.05,3,20,6,1395433800,42.001571027,-87.695012589,42.001571027,-87.695012589,3.13,,,Cash,,660,2,0.0
2,3.25,8,19,2,1441047600,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,60,2,0.0
2,3.25,3,6,2,1394432100,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,,0,2,0.0
14,9.85,6,18,3,1370973600,41.968069,-87.721559063,42.001571027,-87.695012589,2.4,,,Cash,,900,2,0.0
4,9.45,3,22,5,1426805100,41.975170943,-87.687515515,42.001571027,-87.695012589,3.1,,,Cash,,600,2,0.0
2,5.85,10,0,7,1412985600,42.001571027,-87.695012589,42.001571027,-87.695012589,0.95,,,Credit Card,,300,2,0.88
2,3.25,1,9,1,1422179100,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,2,0.0
2,3.25,5,17,4,1432143000,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,Taxi Affiliation Services,0,2,0.0
21,10.45,12,23,1,1387151100,41.938666196,-87.711210593,41.901206994,-87.676355989,3.2,,,Cash,Taxi Affiliation Services,720,24,0.0
3,5.25,10,17,7,1382202000,41.972709547,-87.657341107,41.972437081,-87.671109526,0.0,,17031031000,Cash,Blue Ribbon Taxi Association Inc.,360,3,0.0
6,7.45,6,17,1,1370195100,41.952719111,-87.660503502,41.972437081,-87.671109526,1.9,,17031031000,Cash,,480,3,0.0
3,6.65,8,15,1,1438527600,41.972437081,-87.671109526,41.972437081,-87.671109526,0.7,,17031031000,Cash,,540,3,0.0
24,12.25,1,2,1,1389492000,41.908378669,-87.670945075,41.972437081,-87.671109526,0.2,,17031031000,Cash,Taxi Affiliation Services,720,3,0.0
8,6.05,7,21,3,1374009300,41.905857769,-87.630865027,41.892507781,-87.626214906,0.0,,17031081500,Cash,Choice Taxi Association,420,8,0.0
8,8.45,2,21,5,1424984400,41.907412816,-87.640901525,41.892507781,-87.626214906,1.9,,17031081500,Cash,Taxi Affiliation Services,780,8,0.0
7,12.65,12,20,5,1386878400,41.926811182,-87.642605247,41.892507781,-87.626214906,0.2,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,1320,8,0.0
7,8.85,9,19,1,1379877300,41.921854911,-87.646210977,41.892507781,-87.626214906,2.5,,17031081500,Credit Card,Dispatch Taxi Affiliation,660,8,2.0
6,11.25,7,0,7,1435968000,41.938391258,-87.63857492,41.892507781,-87.626214906,3.8,,17031081500,Cash,,660,8,0.0
7,10.45,11,13,1,1383483600,41.921701492,-87.655911848,41.892507781,-87.626214906,0.1,,17031081500,Cash,Taxi Affiliation Services,960,8,0.0
6,11.25,10,8,5,1444896900,41.943155086,-87.640698076,41.892507781,-87.626214906,3.4,,17031081500,Cash,,840,8,0.0
28,11.25,12,12,2,1386592200,41.867902418,-87.642958665,41.892507781,-87.626214906,0.2,,17031081500,Credit Card,Taxi Affiliation Services,720,8,2.8
7,8.65,12,0,6,1418947200,41.92926299,-87.635890954,41.892507781,-87.626214906,0.1,,17031081500,Cash,Taxi Affiliation Services,360,8,0.0
6,16.45,2,23,7,1423351800,41.957530922,-87.66661144,41.892507781,-87.626214906,6.6,,17031081500,Cash,Chicago Medallion Management,960,8,0.0
6,12.65,3,23,7,1363474800,41.934659157,-87.646729729,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,780,8,2.5
24,6.45,4,22,4,1366843500,41.892658108,-87.652534484,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,360,8,0.0
7,9.45,12,11,4,1450868400,41.92926299,-87.635890954,41.892507781,-87.626214906,3.1,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
6,11.05,3,14,1,1394373600,41.942691844,-87.651770507,41.892507781,-87.626214906,0.2,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
33,11.75,9,12,2,1474891200,41.849246754,-87.624135298,41.892507781,-87.626214906,3.2,,17031081500,Credit Card,,720,8,2.0
3,5.25,3,18,7,1394907300,41.958154876,-87.653021789,41.957530922,-87.66661144,0.06,,17031060100,Credit Card,,360,6,2.0
22,9.05,2,21,2,1392671700,41.928619051,-87.685362024,41.957735565,-87.683718102,2.8,,17031050200,Cash,Dispatch Taxi Affiliation,600,5,0.0
6,6.05,4,0,7,1428107400,41.949139771,-87.656803909,41.957735565,-87.683718102,1.3,,17031050200,Cash,Dispatch Taxi Affiliation,300,5,0.0
7,5.65,1,19,1,1421610300,41.929046937,-87.651310877,41.921877461,-87.66407824,1.1,,17031832500,Cash,Taxi Affiliation Services,300,7,0.0
7,5.65,11,21,6,1448055900,41.921854911,-87.646210977,41.921877461,-87.66407824,1.0,,17031832500,Credit Card,Northwest Management LLC,300,7,2.0
41,26.05,3,15,1,1427038200,41.790506261,-87.583143717,41.921877461,-87.66407824,11.9,,17031832500,Cash,Top Cab Affiliation,1500,7,0.0
6,8.05,11,1,1,1385256600,41.94258518,-87.656644092,41.921877461,-87.66407824,0.0,,17031832500,Credit Card,Taxi Affiliation Services,540,7,1.5
6,9.25,2,14,7,1423924200,41.934762456,-87.639853859,41.921877461,-87.66407824,2.6,,17031832500,Credit Card,,780,7,1.25
22,5.65,7,22,7,1374962400,41.916005274,-87.675095116,41.921877461,-87.66407824,1.3,,17031832500,Credit Card,Taxi Affiliation Services,300,7,2.0
6,6.65,6,20,1,1402865100,41.942577185,-87.647078509,41.963633169,-87.652365359,1.4,,17031031502,Cash,,420,3,0.0
24,9.65,4,1,2,1397439000,41.906025969,-87.675311622,41.892042136,-87.63186395,0.2,,17031081700,Credit Card,Taxi Affiliation Services,420,8,2.1
7,12.85,9,21,1,1378071000,41.929077655,-87.646293476,41.892042136,-87.63186395,0.2,,17031081700,Credit Card,Taxi Affiliation Services,960,8,2.0
7,9.65,2,19,6,1393010100,41.922082541,-87.634156093,41.892042136,-87.63186395,2.3,,17031081700,Credit Card,,900,8,2.0
7,11.85,2,19,5,1360266300,41.929046937,-87.651310877,41.892042136,-87.63186395,3.6,,17031081700,Cash,,1140,8,0.0
24,8.45,7,20,7,1404592200,41.906025969,-87.675311622,41.892042136,-87.63186395,2.6,,17031081700,Cash,Top Cab Affiliation,420,8,0.0
22,10.65,2,20,6,1423253700,41.91922505,-87.671445766,41.892042136,-87.63186395,3.3,,17031081700,Cash,Taxi Affiliation Services,720,8,0.0
7,10.85,3,20,5,1362688200,41.921778188,-87.651061884,41.892042136,-87.63186395,3.2,,17031081700,Cash,,960,8,0.0
24,5.85,8,10,7,1440240300,41.892658108,-87.652534484,41.892042136,-87.63186395,1.9,,17031081700,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,5.85,1,3,7,1422068400,41.905857769,-87.630865027,41.892042136,-87.63186395,1.3,,17031081700,Cash,Dispatch Taxi Affiliation,360,8,0.0
24,5.85,1,22,5,1389909600,41.892658108,-87.652534484,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,2.0
7,10.65,6,18,6,1371840300,41.929077655,-87.646293476,41.892042136,-87.63186395,0.0,,17031081700,Cash,Dispatch Taxi Affiliation,1020,8,0.0
6,15.65,8,23,3,1439939700,41.949139771,-87.656803909,41.892042136,-87.63186395,6.1,,17031081700,Credit Card,KOAM Taxi Association,1020,8,3.5
6,16.45,11,19,6,1383334200,41.957530922,-87.66661144,41.892042136,-87.63186395,6.5,,17031081700,Cash,,1080,8,0.0
32,7.85,2,23,7,1393110000,41.87101588,-87.631406525,41.892042136,-87.63186395,1.9,,17031081700,Cash,,600,8,0.0
77,18.45,1,20,6,1390596300,41.979912445,-87.664188242,41.892042136,-87.63186395,8.1,,17031081700,Credit Card,,1020,8,2.0
66,3.25,2,2,6,1425003300,41.771848515,-87.695666342,41.771848515,-87.695666342,0.0,,,Cash,Taxi Affiliation Services,0,66,0.0
33,5.75,4,1,2,1460943900,41.857183858,-87.620334624,41.878865584,-87.625192142,0.8,,,Cash,Taxi Affiliation Services,180,32,0.0
33,7.05,9,23,3,1378854900,41.857183858,-87.620334624,41.878865584,-87.625192142,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,420,32,1.0
4,25.45,2,9,5,1393493400,41.975170943,-87.687515515,41.878865584,-87.625192142,11.0,,,Cash,,1500,32,0.0
16,17.64,6,8,2,1434962700,41.953582125,-87.72345239,41.878865584,-87.625192142,7.2,,,Credit Card,,1620,32,1.5
14,21.25,12,4,4,1417579200,41.968069,-87.721559063,41.878865584,-87.625192142,9.3,,,Cash,,1080,32,0.0
31,11.25,10,18,6,1444416300,41.850266366,-87.667569312,41.878865584,-87.625192142,2.5,,,Credit Card,,1020,32,2.45
31,16.05,9,10,4,1409739300,41.850266366,-87.667569312,41.878865584,-87.625192142,6.5,,,Credit Card,Taxi Affiliation Services,1200,32,2.0
39,17.05,4,20,5,1397764800,41.808916283,-87.596183344,41.878865584,-87.625192142,0.4,,,Cash,Taxi Affiliation Services,1080,32,0.0
4,23.85,3,14,4,1364392800,41.975170943,-87.687515515,41.878865584,-87.625192142,0.6,,,Cash,Taxi Affiliation Services,1380,32,0.0
6,5.25,11,0,1,1384647300,41.950673358,-87.666536281,41.953400044,-87.646007066,0.1,,17031060800,Cash,,240,6,0.0
7,9.25,9,4,7,1379736000,41.929077655,-87.646293476,41.953400044,-87.646007066,0.2,,17031060800,Cash,Taxi Affiliation Services,420,6,0.0
7,3.75,12,20,2,1482177600,41.93057857,-87.642206313,41.93057857,-87.642206313,0.2,,17031070102,Cash,,60,7,0.0
6,6.25,6,3,7,1466824500,41.936310131,-87.651562592,41.93057857,-87.642206313,1.0,,17031070102,Cash,,360,7,0.0
28,38.45,10,9,2,1444036500,41.867902418,-87.642958665,41.97907082,-87.903039661,18.6,,17031980000,Cash,,2460,76,0.0
32,35.85,3,23,7,1425769200,41.87101588,-87.631406525,41.97907082,-87.903039661,17.7,,17031980000,Cash,Northwest Management LLC,1320,76,0.0
8,34.25,9,19,5,1380224700,41.904935302,-87.649907226,41.97907082,-87.903039661,16.7,,17031980000,Credit Card,Top Cab Affiliation,1980,76,7.45
7,32.25,7,10,4,1372846500,41.926811182,-87.642605247,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,1680,76,0.0
33,42.25,6,10,3,1372156200,41.849246754,-87.624135298,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,2040,76,8.85
33,42.45,6,17,4,1403110800,41.849246754,-87.624135298,41.97907082,-87.903039661,20.5,,17031980000,Credit Card,,3300,76,7.0
5,28.85,9,5,2,1410759000,41.950545696,-87.676182496,41.97907082,-87.903039661,13.3,,17031980000,Cash,,1740,76,0.0
7,33.04,1,9,3,1422351900,41.92926299,-87.635890954,41.97907082,-87.903039661,15.7,,17031980000,Credit Card,,1680,76,7.0
8,34.65,6,4,2,1403497800,41.905857769,-87.630865027,41.97907082,-87.903039661,1.71,,17031980000,Credit Card,,1380,76,7.33
8,36.04,4,7,3,1430207100,41.909495669,-87.630963601,41.97907082,-87.903039661,16.5,,17031980000,Cash,,2940,76,0.0
33,50.25,6,15,3,1465314300,41.849246754,-87.624135298,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,3300,76,12.55
16,17.64,10,22,1,1414362600,41.953582125,-87.72345239,42.009622881,-87.670166857,7.0,,,Credit Card,,1380,1,4.66
12,11.45,7,20,5,1406839500,41.993930128,-87.758353588,42.009622881,-87.670166857,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,960,1,0.0
2,6.65,2,7,3,1392103800,42.001571027,-87.695012589,42.009622881,-87.670166857,1.3,,,Cash,,480,1,0.0
13,11.05,4,21,4,1429739100,41.983636307,-87.723583185,42.009622881,-87.670166857,0.2,,,Credit Card,Taxi Affiliation Services,660,1,2.2
23,3.25,9,0,1,1379205000,41.900069603,-87.720918238,41.900069603,-87.720918238,0.0,,,Cash,Choice Taxi Association,0,23,0.0
7,4.45,1,3,1,1390103100,41.921778188,-87.651061884,41.921778356,-87.641459759,0.0,,17031071300,Cash,Blue Ribbon Taxi Association Inc.,180,7,0.0
7,6.05,4,0,1,1365293700,41.92926299,-87.635890954,41.921778356,-87.641459759,1.3,,17031071300,Cash,,420,7,0.0
7,3.85,4,16,1,1430064900,41.92926299,-87.635890954,41.921778356,-87.641459759,0.3,,17031071300,Cash,,60,7,0.0
10,18.45,9,3,7,1443236400,41.985015101,-87.804532006,41.96581197,-87.655878786,0.5,,,Cash,Taxi Affiliation Services,1320,3,0.0
14,9.85,3,1,7,1362793500,41.968069,-87.721559063,41.96581197,-87.655878786,3.4,,,Cash,,540,3,0.0
4,8.65,8,15,5,1408634100,41.975170943,-87.687515515,41.96581197,-87.655878786,0.0,,,Credit Card,Taxi Affiliation Services,720,3,1.0
7,8.45,8,0,7,1377305100,41.93057857,-87.642206313,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,720,8,0.0
6,9.85,6,22,2,1433803500,41.934659157,-87.646729729,41.900265687,-87.63210922,3.1,,17031081000,Credit Card,Dispatch Taxi Affiliation,720,8,2.0
7,5.05,6,19,6,1372447800,41.921778188,-87.651061884,41.914747305,-87.654007029,0.0,,17031832600,Cash,Taxi Affiliation Services,240,7,0.0
8,3.85,12,23,3,1417563000,41.904935302,-87.649907226,41.914747305,-87.654007029,0.2,,17031832600,Credit Card,Choice Taxi Association,120,7,3.0
24,6.25,7,13,5,1372942800,41.906650766,-87.66533766,41.914747305,-87.654007029,0.0,,17031832600,Cash,Taxi Affiliation Services,300,7,0.0
6,6.85,3,3,1,1394334900,41.938232293,-87.646782081,41.914747305,-87.654007029,0.0,,17031832600,Cash,Choice Taxi Association,480,7,0.0
8,3.65,2,17,4,1391620500,41.904935302,-87.649907226,41.914747305,-87.654007029,0.0,,17031832600,Cash,Taxi Affiliation Services,0,7,0.0
6,8.45,10,19,5,1414092600,41.936310131,-87.651562592,41.914747305,-87.654007029,0.1,,17031832600,Credit Card,Taxi Affiliation Services,780,7,3.0
6,7.85,5,20,3,1367959500,41.94258518,-87.656644092,41.914747305,-87.654007029,2.1,,17031832600,Cash,,540,7,0.0
24,7.85,9,0,7,1411776900,41.899589796,-87.674719134,41.928431564,-87.699968591,2.1,,17031220400,Cash,Dispatch Taxi Affiliation,600,22,0.0
6,10.65,8,2,1,1440900900,41.949139771,-87.656803909,41.928431564,-87.699968591,3.6,,17031220400,Credit Card,,780,22,2.0
29,19.65,9,21,6,1442006100,41.860762262,-87.700691903,41.928431564,-87.699968591,8.55,,17031220400,Cash,,1020,22,0.0
16,6.25,6,20,7,1403987400,41.953582125,-87.72345239,41.938666196,-87.711210593,1.3,,,Cash,Northwest Management LLC,300,21,0.0
16,5.25,9,5,1,1378617300,41.953582125,-87.72345239,41.938666196,-87.711210593,1.1,,,Credit Card,,120,21,2.0
16,8.25,10,8,6,1381478400,41.953582125,-87.72345239,41.938666196,-87.711210593,0.0,,,Cash,Taxi Affiliation Services,540,21,0.0
21,4.45,11,9,6,1416561300,41.938666196,-87.711210593,41.938666196,-87.711210593,0.71,,,Cash,,180,21,0.0
21,3.25,11,10,6,1383301800,41.938666196,-87.711210593,41.938666196,-87.711210593,0.0,,,Cash,Taxi Affiliation Services,0,21,0.0
21,7.45,7,10,5,1404986400,41.938666196,-87.711210593,41.938666196,-87.711210593,1.4,,,Credit Card,,540,21,0.0
7,10.05,7,0,1,1406421000,41.921854911,-87.646210977,41.958154876,-87.653021789,3.6,,17031032100,Credit Card,5129 - Mengisti Taxi,540,3,2.4
6,5.25,10,22,7,1445121000,41.942691844,-87.651770507,41.958154876,-87.653021789,0.8,,17031032100,Cash,Top Cab Affiliation,300,3,0.0
3,3.25,9,17,1,1442768400,41.958154876,-87.653021789,41.958154876,-87.653021789,6.5,,17031032100,Cash,Choice Taxi Association,0,3,0.0
6,6.25,6,2,2,1403490600,41.943237122,-87.643470956,41.958154876,-87.653021789,1.4,,17031032100,Cash,,360,3,0.0
59,3.25,1,13,6,1388756700,41.833517886,-87.681355829,41.833517886,-87.681355829,0.0,,17031840300,Cash,Taxi Affiliation Services,0,59,0.0
7,3.25,10,23,5,1383261300,41.928967266,-87.656156831,41.928967266,-87.656156831,0.0,,17031070400,Cash,Blue Ribbon Taxi Association Inc.,0,7,0.0
24,11.25,12,20,6,1386360900,41.899506548,-87.679600287,41.928967266,-87.656156831,3.4,,17031070400,Cash,Taxi Affiliation Services,1020,7,0.0
8,7.25,7,17,7,1405791000,41.907412816,-87.640901525,41.921778188,-87.651061884,1.5,,17031071100,Cash,Dispatch Taxi Affiliation,600,7,0.0
7,4.45,11,1,5,1417050000,41.921854911,-87.646210977,41.921778188,-87.651061884,0.5,,17031071100,Credit Card,Northwest Management LLC,180,7,2.0
7,6.65,3,20,7,1395519300,41.929077655,-87.646293476,41.921778188,-87.651061884,1.6,,17031071100,Credit Card,Taxi Affiliation Services,480,7,2.0
7,5.25,5,3,7,1400298300,41.921854911,-87.646210977,41.921778188,-87.651061884,0.9,,17031071100,Credit Card,Dispatch Taxi Affiliation,240,7,2.0
7,6.05,6,16,6,1403885700,41.922082541,-87.634156093,41.921778188,-87.651061884,1.1,,17031071100,Cash,,420,7,0.0
5,8.45,2,22,7,1424557800,41.94136566,-87.680826903,41.921778188,-87.651061884,2.2,,17031071100,Cash,Dispatch Taxi Affiliation,600,7,0.0
8,6.45,2,20,4,1392237000,41.904935302,-87.649907226,41.914616286,-87.631717366,1.3,,17031071500,Cash,,420,7,0.0
7,4.84,1,21,1,1358717400,41.921854911,-87.646210977,41.914616286,-87.631717366,0.7,,17031071500,Cash,,240,7,0.0
6,7.45,10,18,1,1381688100,41.934762456,-87.639853859,41.914616286,-87.631717366,0.0,,17031071500,Cash,Taxi Affiliation Services,540,7,0.0
7,6.05,10,22,1,1381704300,41.92926299,-87.635890954,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Blue Ribbon Taxi Association Inc.,360,7,2.0
8,8.25,4,17,3,1398187800,41.904935302,-87.649907226,41.914616286,-87.631717366,1.8,,17031071500,Credit Card,,540,7,2.0
7,4.45,7,20,4,1406148300,41.922082541,-87.634156093,41.914616286,-87.631717366,0.4,,17031071500,Cash,,120,7,0.0
7,6.45,2,7,5,1424331900,41.929077655,-87.646293476,41.914616286,-87.631717366,1.5,,17031071500,Cash,Taxi Affiliation Services,360,7,0.0
3,10.65,10,10,6,1413541800,41.962178629,-87.645378762,41.914616286,-87.631717366,0.2,,17031071500,Cash,Taxi Affiliation Services,480,7,0.0
6,8.25,12,1,1,1387676700,41.936310131,-87.651562592,41.914616286,-87.631717366,2.3,,17031071500,Cash,Taxi Affiliation Services,600,7,0.0
6,8.25,7,0,2,1372636800,41.946489764,-87.647113634,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Dispatch Taxi Affiliation,600,7,2.0
8,6.65,6,8,6,1433492100,41.905857769,-87.630865027,41.914616286,-87.631717366,1.6,,17031071500,Credit Card,,360,7,2.0
7,5.05,4,0,5,1430352900,41.929077655,-87.646293476,41.914616286,-87.631717366,1.0,,17031071500,Credit Card,Taxi Affiliation Services,180,7,3.0
7,5.45,9,20,6,1379104200,41.921854911,-87.646210977,41.914616286,-87.631717366,0.0,,17031071500,Cash,Taxi Affiliation Services,300,7,0.0
6,8.45,6,2,7,1370658600,41.941488234,-87.671107656,41.914616286,-87.631717366,0.0,,17031071500,Cash,Dispatch Taxi Affiliation,540,7,0.0
6,8.25,8,18,7,1408212000,41.950673358,-87.666536281,41.972562538,-87.678845966,2.4,,17031040402,Cash,Top Cab Affiliation,480,4,0.0
5,9.05,2,19,6,1391800500,41.945010151,-87.680928225,41.972562538,-87.678845966,0.0,,17031040402,Cash,Northwest Management LLC,840,4,0.0
2,25.05,12,9,3,1386666000,42.001571027,-87.695012589,41.899602111,-87.633308037,9.5,,,Credit Card,,2520,8,5.01
31,13.05,7,21,2,1436823900,41.850266366,-87.667569312,41.899602111,-87.633308037,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,960,8,0.0
33,16.65,12,21,5,1450993500,41.857183858,-87.620334624,41.899602111,-87.633308037,5.8,,,Cash,Taxi Affiliation Services,1260,8,0.0
2,21.05,1,14,4,1389795300,42.001571027,-87.695012589,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,1080,8,4.0
21,16.25,10,7,5,1381993200,41.938666196,-87.711210593,41.899602111,-87.633308037,0.65,,,Cash,,1320,8,0.0
16,18.45,2,15,4,1423669500,41.953582125,-87.72345239,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,1200,8,0.0
33,13.65,12,12,2,1419855300,41.857183858,-87.620334624,41.899602111,-87.633308037,4.0,,,Cash,,1380,8,0.0
6,9.5,5,18,6,1463164200,41.936310131,-87.651562592,41.935988906,-87.670966384,1.5,,17031062600,Cash,Choice Taxi Association,960,6,0.0
7,7.85,3,19,7,1363462200,41.929077655,-87.646293476,41.935988906,-87.670966384,1.5,,17031062600,Cash,,720,6,0.0
22,7.45,4,0,7,1429317000,41.928391397,-87.704907236,41.935983574,-87.675821928,1.8,,17031051300,Credit Card,,420,5,2.0
3,7.85,5,22,6,1399672800,41.958055933,-87.660389456,41.938391258,-87.63857492,2.2,,17031063200,Credit Card,Choice Taxi Association,420,6,2.0
6,6.0,8,18,7,1471717800,41.943155086,-87.640698076,41.938391258,-87.63857492,1.0,,17031063200,Cash,Taxi Affiliation Services,360,6,0.0
3,7.05,9,19,7,1411844400,41.962178629,-87.645378762,41.938391258,-87.63857492,1.4,,17031063200,Cash,Taxi Affiliation Services,540,6,0.0
7,7.45,9,23,6,1379115000,41.914585709,-87.645966207,41.938391258,-87.63857492,0.1,,17031063200,Cash,Taxi Affiliation Services,480,6,0.0
32,5.05,9,18,4,1379529000,41.87101588,-87.631406525,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,300,32,2.0
24,17.85,9,15,7,1410620400,41.904712,-87.701884559,41.877406123,-87.621971652,0.0,,17031320400,Cash,Dispatch Taxi Affiliation,1740,32,0.0
6,14.25,9,9,6,1410515100,41.934762456,-87.639853859,41.877406123,-87.621971652,5.3,,17031320400,Credit Card,Dispatch Taxi Affiliation,960,32,3.0
24,12.65,12,21,3,1388526300,41.892433156,-87.66962393,41.877406123,-87.621971652,3.7,,17031320400,Cash,,1200,32,0.0
7,11.85,8,5,1,1375592400,41.921778188,-87.651061884,41.877406123,-87.621971652,0.0,,17031320400,Cash,Dispatch Taxi Affiliation,660,32,0.0
4,25.45,9,5,2,1380519900,41.975170943,-87.687515515,41.980264315,-87.913624596,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1200,76,0.0
17,21.65,9,21,2,1442264400,41.94651142,-87.806020002,41.980264315,-87.913624596,9.2,,,Cash,Taxi Affiliation Services,1320,76,0.0
4,26.45,8,6,6,1439533800,41.975170943,-87.687515515,41.980264315,-87.913624596,12.3,,,Cash,Dispatch Taxi Affiliation,1380,76,0.0
14,26.05,3,20,6,1362772800,41.968069,-87.721559063,41.980264315,-87.913624596,0.0,,,Cash,Taxi Affiliation Services,1800,76,0.0
34,39.45,2,5,1,1424583000,41.842076117,-87.633973422,41.980264315,-87.913624596,1.2,,,Credit Card,Taxi Affiliation Services,1380,76,7.0
11,14.05,10,16,1,1413132300,41.978829526,-87.771166703,41.980264315,-87.913624596,5.2,,,Cash,Dispatch Taxi Affiliation,1020,76,0.0
10,20.25,9,17,3,1441733400,41.985015101,-87.804532006,41.980264315,-87.913624596,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,2040,76,0.0
14,38.05,6,7,3,1433833200,41.968069,-87.721559063,41.79259236,-87.769615453,17.3,,,Cash,,2640,56,0.0
73,22.05,11,6,2,1384754400,41.717493036,-87.648895072,41.79259236,-87.769615453,10.0,,,Cash,Taxi Affiliation Services,1320,56,0.0
33,19.05,12,9,3,1418118300,41.857183858,-87.620334624,41.79259236,-87.769615453,8.4,,,Cash,6057 - 24657 Richard Addo,840,56,0.0
6,12.45,4,22,6,1428705000,41.950673358,-87.666536281,41.950545696,-87.676182496,4.09,,17031050600,Cash,,900,5,0.0
6,7.45,3,2,1,1426990500,41.942691844,-87.651770507,41.950545696,-87.676182496,1.7,,17031050600,Cash,,600,5,0.0
7,4.25,2,20,7,1392495300,41.921778188,-87.651061884,41.916473316,-87.641183657,0.5,,17031071600,Cash,Choice Taxi Association,180,7,0.0
6,4.25,12,22,7,1387664100,41.942577185,-87.647078509,41.938232293,-87.646782081,0.0,,17031063100,Credit Card,Taxi Affiliation Services,180,6,1.0
6,5.45,1,14,1,1421590500,41.942577185,-87.647078509,41.938232293,-87.646782081,0.9,,17031063100,Credit Card,Choice Taxi Association,300,6,3.0
6,3.25,5,20,7,1399753800,41.938232293,-87.646782081,41.938232293,-87.646782081,0.0,,17031063100,Credit Card,,60,6,3.0
7,10.25,7,2,7,1436580900,41.928967266,-87.656156831,41.89830587,-87.653613982,0.0,,17031842300,Credit Card,Blue Ribbon Taxi Association Inc.,840,24,2.05
24,4.65,3,21,6,1362777300,41.892658108,-87.652534484,41.89830587,-87.653613982,0.0,,17031842300,Cash,Taxi Affiliation Services,180,24,0.0
6,13.45,11,3,7,1414810800,41.94258518,-87.656644092,41.89830587,-87.653613982,3.6,,17031842300,Cash,,1380,24,0.0
24,7.65,1,19,7,1359228600,41.899737388,-87.664953917,41.89830587,-87.653613982,0.18,,17031842300,Cash,,540,24,0.0
22,12.25,7,2,6,1435888800,41.928391397,-87.704907236,41.934762456,-87.639853859,4.3,,17031063302,Credit Card,Dispatch Taxi Affiliation,900,6,1.0
24,12.45,5,17,7,1401558300,41.906650766,-87.66533766,41.934762456,-87.639853859,3.5,,17031063302,Credit Card,,1200,6,2.49
16,33.25,10,5,7,1382159700,41.953582125,-87.72345239,41.985015101,-87.804532006,1.64,,,Credit Card,,1200,10,0.0
7,5.45,2,22,5,1392328800,41.929046937,-87.651310877,41.936159071,-87.661265218,0.9,,17031062800,Credit Card,,300,6,2.0
7,6.25,12,22,3,1387319400,41.921778188,-87.651061884,41.936159071,-87.661265218,1.5,,17031062800,Cash,,360,6,0.0
8,9.65,4,1,7,1428109200,41.905857769,-87.630865027,41.936159071,-87.661265218,2.8,,17031062800,Credit Card,,720,6,1.5
24,16.45,4,22,6,1429308900,41.906025969,-87.675311622,41.936159071,-87.661265218,4.6,,17031062800,Credit Card,,1860,6,0.0
6,8.05,3,20,6,1394223300,41.957903897,-87.671518011,41.936159071,-87.661265218,1.8,,17031062800,Cash,Choice Taxi Association,600,6,0.0
24,5.85,7,0,3,1438044300,41.906025969,-87.675311622,41.904712,-87.701884559,1.2,,17031240900,Cash,,300,24,0.0
6,8.05,6,19,6,1372446000,41.945170453,-87.668794439,41.921701492,-87.655911848,0.0,,17031071000,Cash,Choice Taxi Association,600,7,0.0
6,10.05,6,22,7,1403995500,41.952719111,-87.660503502,41.921701492,-87.655911848,0.0,,17031071000,Cash,Taxi Affiliation Services,780,7,0.0
22,12.05,11,3,1,1385263800,41.928619051,-87.685362024,41.921701492,-87.655911848,0.2,,17031071000,Credit Card,Taxi Affiliation Services,900,7,2.4
7,6.25,9,0,1,1379810700,41.928763006,-87.665676837,41.921701492,-87.655911848,0.0,,17031071000,Cash,Taxi Affiliation Services,360,7,0.0
7,4.45,11,15,7,1416065400,41.921778188,-87.651061884,41.921701492,-87.655911848,0.4,,17031071000,Cash,Choice Taxi Association,180,7,0.0
7,7.25,12,19,2,1418671800,41.921778188,-87.651061884,41.934539716,-87.643022804,1.5,,17031063301,Credit Card,Northwest Management LLC,600,6,0.0
7,5.85,2,0,1,1359849600,41.928967266,-87.656156831,41.934539716,-87.643022804,0.6,,17031063301,Cash,Dispatch Taxi Affiliation,300,6,0.0
24,14.05,3,20,6,1363380300,41.906025969,-87.675311622,41.934539716,-87.643022804,0.2,,17031063301,Credit Card,Blue Ribbon Taxi Association Inc.,1620,6,3.2
6,3.25,11,20,5,1384461900,41.934762456,-87.639853859,41.934539716,-87.643022804,0.0,,17031063301,Cash,,0,6,0.0
6,16.05,12,23,6,1388187000,41.953400044,-87.646007066,41.859349715,-87.617358006,6.7,,17031330100,Credit Card,Choice Taxi Association,840,33,3.2
6,16.05,5,10,6,1431081900,41.943155086,-87.640698076,41.859349715,-87.617358006,6.4,,17031330100,Cash,,900,33,0.0
33,5.45,11,12,6,1384518600,41.849246754,-87.624135298,41.859349715,-87.617358006,0.1,,17031330100,Cash,,240,33,0.0
7,12.45,6,7,2,1370244600,41.922082541,-87.634156093,41.859349715,-87.617358006,0.2,,17031330100,Credit Card,Blue Ribbon Taxi Association Inc.,1020,33,2.45
24,7.05,8,22,4,1377728100,41.906025969,-87.675311622,41.906025969,-87.675311622,0.16,,17031241400,Cash,,480,24,0.0
7,6.65,6,2,1,1404009000,41.921877461,-87.66407824,41.906025969,-87.675311622,1.5,,17031241400,Cash,Dispatch Taxi Affiliation,480,24,0.0
6,11.25,9,23,7,1379201400,41.936159071,-87.661265218,41.906025969,-87.675311622,0.0,,17031241400,Cash,Dispatch Taxi Affiliation,960,24,0.0
22,4.65,11,22,5,1415918700,41.920451512,-87.679954768,41.906025969,-87.675311622,0.0,,17031241400,Credit Card,Taxi Affiliation Services,120,24,2.0
24,3.25,12,3,6,1481252400,41.906025969,-87.675311622,41.906025969,-87.675311622,0.0,,17031241400,Cash,Blue Ribbon Taxi Association Inc.,60,24,0.0
24,4.45,1,1,1,1422150300,41.899506548,-87.679600287,41.906025969,-87.675311622,0.6,,17031241400,Cash,Taxi Affiliation Services,180,24,0.0
24,4.25,10,23,5,1445557500,41.906025969,-87.675311622,41.906025969,-87.675311622,0.4,,17031241400,Cash,Taxi Affiliation Services,120,24,0.0
22,5.85,1,19,7,1420918200,41.91922505,-87.671445766,41.906025969,-87.675311622,0.9,,17031241400,Cash,,420,24,0.0
28,10.25,11,0,1,1415493900,41.867902418,-87.642958665,41.906025969,-87.675311622,0.2,,17031241400,Cash,Taxi Affiliation Services,420,24,0.0
24,7.45,12,1,7,1418435100,41.911972301,-87.683642922,41.892658108,-87.652534484,0.1,,17031243500,Cash,Taxi Affiliation Services,420,24,0.0
8,7.65,2,22,1,1391381100,41.905857769,-87.630865027,41.892658108,-87.652534484,2.2,,17031243500,Cash,Taxi Affiliation Services,480,24,0.0
24,6.45,11,19,7,1416682800,41.899506548,-87.679600287,41.892658108,-87.652534484,0.0,,17031243500,Cash,Taxi Affiliation Services,420,24,0.0
8,9.45,6,20,7,1402777800,41.909495669,-87.630963601,41.892658108,-87.652534484,2.1,,17031243500,Cash,KOAM Taxi Association,840,24,0.0
28,5.25,5,22,6,1367619300,41.87866742,-87.671653621,41.892355048,-87.674506788,1.0,,17031243100,Cash,,240,24,0.0
5,10.65,5,19,6,1401479100,41.935983574,-87.675821928,41.899589796,-87.674719134,0.26,,17031242200,Cash,,1080,24,0.0
7,8.05,5,19,4,1367435700,41.921877461,-87.66407824,41.899589796,-87.674719134,0.0,,17031242200,Cash,Taxi Affiliation Services,600,24,0.0
24,3.25,11,0,6,1415925900,41.899589796,-87.674719134,41.899589796,-87.674719134,0.0,,17031242200,Cash,,0,24,0.0
24,5.05,2,19,2,1392665400,41.911972301,-87.683642922,41.899506548,-87.679600287,0.0,,17031242300,Credit Card,Taxi Affiliation Services,240,24,2.0
24,4.85,10,22,6,1381531500,41.906707792,-87.684685949,41.899506548,-87.679600287,0.0,,17031242300,Cash,Taxi Affiliation Services,240,24,0.0
24,8.65,6,3,7,1372475700,41.906025969,-87.675311622,41.899506548,-87.679600287,2.1,,17031242300,Cash,Dispatch Taxi Affiliation,660,24,0.0
7,11.65,9,21,1,1378071900,41.928945904,-87.66089257,41.907520075,-87.6266589,3.8,,17031080100,Cash,,960,8,0.0
7,7.25,11,23,7,1384038900,41.921701492,-87.655911848,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,540,8,0.0
7,6.65,1,4,7,1390019400,41.921778188,-87.651061884,41.907520075,-87.6266589,0.1,,17031080100,Cash,Taxi Affiliation Services,300,8,0.0
6,9.65,10,21,7,1382822100,41.936310131,-87.651562592,41.907520075,-87.6266589,0.0,,17031080100,Credit Card,Blue Ribbon Taxi Association Inc.,600,8,3.0
3,11.25,11,21,6,1416603600,41.962178629,-87.645378762,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,540,8,0.0
7,8.45,1,3,1,1359255600,41.929046937,-87.651310877,41.907520075,-87.6266589,1.4,,17031080100,Cash,Dispatch Taxi Affiliation,480,8,0.0
32,10.85,9,9,3,1410255000,41.87101588,-87.631406525,41.870415,-87.675085621,3.3,,17031838200,Credit Card,Dispatch Taxi Affiliation,900,28,0.0
28,3.25,8,16,4,1407948300,41.870415,-87.675085621,41.870415,-87.675085621,0.0,,17031838200,Cash,Taxi Affiliation Services,0,28,0.0
41,20.85,4,10,4,1427883300,41.7904694,-87.601285122,41.870415,-87.675085621,0.5,,17031838200,Cash,Blue Ribbon Taxi Association Inc.,1740,28,0.0
27,26.85,2,4,4,1391572800,41.878914496,-87.70589713,41.812948939,-87.617859676,1.2,,,Cash,,1800,38,0.0
39,8.25,6,14,6,1434117600,41.808916283,-87.596183344,41.812948939,-87.617859676,2.3,,,Credit Card,Taxi Affiliation Services,480,38,1.5
19,4.05,5,5,1,1367730000,41.927260956,-87.765501609,41.927260956,-87.765501609,0.0,,,Cash,Taxi Affiliation Services,60,19,0.0
12,15.25,6,17,7,1434819600,41.993930128,-87.758353588,41.927260956,-87.765501609,0.3,,,Cash,Taxi Affiliation Services,1500,19,0.0
30,24.05,4,8,4,1398845700,41.839086906,-87.714003807,41.927260956,-87.765501609,8.7,,,Cash,Taxi Affiliation Services,2520,19,0.0
19,4.25,8,1,7,1409362200,41.927260956,-87.765501609,41.927260956,-87.765501609,0.3,,,Credit Card,,120,19,1.05
21,8.05,4,5,7,1365829200,41.938666196,-87.711210593,41.927260956,-87.765501609,0.0,,,Cash,Taxi Affiliation Services,540,19,0.0
7,9.25,1,2,7,1422671400,41.928967266,-87.656156831,41.928391397,-87.704907236,1.9,,17031220500,Cash,,600,22,0.0
6,6.65,1,21,5,1420750800,41.943237122,-87.643470956,41.936237179,-87.656411531,1.7,,17031062900,Cash,Taxi Affiliation Services,480,6,0.0
6,5.85,7,20,7,1405801800,41.938391258,-87.63857492,41.936237179,-87.656411531,1.2,,17031062900,Cash,,360,6,0.0
6,4.85,1,3,1,1358653500,41.935988906,-87.670966384,41.936237179,-87.656411531,0.0,,17031062900,Credit Card,Dispatch Taxi Affiliation,180,6,4.0
6,5.05,6,0,1,1372551300,41.942691844,-87.651770507,41.936237179,-87.656411531,0.0,,17031062900,Cash,Taxi Affiliation Services,300,6,0.0
24,8.85,6,2,1,1434853800,41.906025969,-87.675311622,41.936237179,-87.656411531,3.0,,17031062900,Cash,,540,6,0.0
6,3.45,3,22,7,1363473000,41.936159071,-87.661265218,41.936237179,-87.656411531,0.0,,17031062900,Cash,Blue Ribbon Taxi Association Inc.,60,6,0.0
5,8.65,11,19,6,1384543800,41.950545696,-87.676182496,41.936237179,-87.656411531,0.0,,17031062900,Cash,Taxi Affiliation Services,780,6,0.0
3,8.85,2,18,1,1424025000,41.962178629,-87.645378762,41.936237179,-87.656411531,2.4,,17031062900,Credit Card,,780,6,2.0
7,7.65,1,1,1,1390093200,41.929046937,-87.651310877,41.905857769,-87.630865027,2.0,,17031080202,Credit Card,,600,8,3.0
7,6.45,9,21,2,1443474000,41.922082541,-87.634156093,41.905857769,-87.630865027,1.5,,17031080202,Cash,,300,8,0.0
5,14.45,10,22,7,1382221800,41.950545696,-87.676182496,41.905857769,-87.630865027,0.3,,17031080202,Cash,Taxi Affiliation Services,840,8,0.0
7,5.65,11,12,5,1385037900,41.916473316,-87.641183657,41.905857769,-87.630865027,0.0,,17031080202,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,3.25,7,6,2,1374472800,41.905857769,-87.630865027,41.905857769,-87.630865027,0.0,,17031080202,Cash,Taxi Affiliation Services,0,8,0.0
24,10.05,6,16,6,1402071300,41.892658108,-87.652534484,41.905857769,-87.630865027,1.7,,17031080202,Cash,Taxi Affiliation Services,1020,8,0.0
6,7.85,10,0,2,1381708800,41.949139771,-87.656803909,41.922082541,-87.634156093,0.1,,17031071400,Cash,Taxi Affiliation Services,600,7,0.0
7,5.65,1,15,1,1420991100,41.921701492,-87.655911848,41.922082541,-87.634156093,0.0,,17031071400,Cash,Blue Ribbon Taxi Association Inc.,300,7,0.0
3,11.75,12,1,1,1480814100,41.958154876,-87.653021789,41.922082541,-87.634156093,3.5,,17031071400,Cash,Taxi Affiliation Services,540,7,0.0
6,5.65,6,23,5,1371771000,41.934659157,-87.646729729,41.922082541,-87.634156093,0.0,,17031071400,Cash,Taxi Affiliation Services,300,7,0.0
6,7.25,11,19,7,1385840700,41.949829346,-87.64396537,41.922082541,-87.634156093,0.0,,17031071400,Cash,Blue Ribbon Taxi Association Inc.,480,7,0.0
7,5.25,2,20,5,1392324300,41.921701492,-87.655911848,41.922082541,-87.634156093,0.0,,17031071400,Cash,Taxi Affiliation Services,300,7,0.0
24,10.45,5,20,5,1399581000,41.89967018,-87.669837798,41.922082541,-87.634156093,2.8,,17031071400,Cash,Taxi Affiliation Services,960,7,0.0
8,7.25,4,8,2,1366013700,41.905857769,-87.630865027,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,480,8,0.0
22,14.45,7,2,1,1436666400,41.921125914,-87.699754406,41.890922026,-87.618868355,0.3,,17031081403,Credit Card,Taxi Affiliation Services,840,8,0.0
3,12.85,10,1,1,1413683100,41.958154876,-87.653021789,41.890922026,-87.618868355,10.4,,17031081403,Cash,3152 - 97284 Crystal Abernathy,600,8,0.0
7,10.65,10,19,3,1444158000,41.922082541,-87.634156093,41.890922026,-87.618868355,0.2,,17031081403,Cash,Taxi Affiliation Services,660,8,0.0
41,18.25,2,14,2,1361196000,41.790506261,-87.583143717,41.890922026,-87.618868355,0.4,,17031081403,Cash,Taxi Affiliation Services,840,8,0.0
6,12.85,11,3,7,1414811700,41.949829346,-87.64396537,41.890922026,-87.618868355,0.2,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,780,8,0.0
6,12.25,7,20,5,1374785100,41.936310131,-87.651562592,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,1020,8,0.0
24,8.45,7,18,7,1374948000,41.899737388,-87.664953917,41.890922026,-87.618868355,0.0,,17031081403,Cash,Northwest Management LLC,480,8,0.0
6,11.45,11,23,3,1385507700,41.938391258,-87.63857492,41.890922026,-87.618868355,0.0,,17031081403,Cash,Choice Taxi Association,600,8,0.0
8,6.05,12,19,2,1387827000,41.905857769,-87.630865027,41.890922026,-87.618868355,1.2,,17031081403,Credit Card,,420,8,1.0
7,10.65,11,15,7,1446909300,41.922082541,-87.634156093,41.890922026,-87.618868355,3.0,,17031081403,Cash,Taxi Affiliation Services,1020,8,0.0
6,11.05,9,3,1,1379818800,41.938391258,-87.63857492,41.890922026,-87.618868355,0.38,,17031081403,Cash,,600,8,0.0
7,8.85,10,20,5,1380833100,41.92926299,-87.635890954,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
6,17.65,7,17,6,1435944600,41.945282331,-87.661545096,41.890922026,-87.618868355,5.8,,17031081403,Credit Card,Taxi Affiliation Services,1800,8,3.5
8,9.45,11,16,7,1384620300,41.904935302,-87.649907226,41.890922026,-87.618868355,0.1,,17031081403,Credit Card,Taxi Affiliation Services,900,8,2.5
7,13.05,7,23,7,1406416500,41.929077655,-87.646293476,41.890922026,-87.618868355,3.0,,17031081403,Cash,Taxi Affiliation Services,1500,8,0.0
22,9.25,5,22,6,1399675500,41.921273105,-87.68508211,41.955771787,-87.701213104,3.0,,17031160602,Credit Card,,600,16,2.0
17,20.85,9,7,7,1379747700,41.94651142,-87.806020002,41.94651142,-87.806020002,0.0,,,Cash,Taxi Affiliation Services,0,17,0.0
16,23.25,4,0,3,1461630600,41.953582125,-87.72345239,41.94651142,-87.806020002,4.7,,,Cash,,2460,17,0.0
6,12.45,6,0,1,1435451400,41.942577185,-87.647078509,41.921125914,-87.699754406,4.1,,17031221300,Cash,,1080,22,0.0
7,9.45,8,4,1,1407038400,41.921854911,-87.646210977,41.921273105,-87.68508211,2.7,,17031221600,Credit Card,Dispatch Taxi Affiliation,720,22,3.0
7,7.85,5,23,7,1368315900,41.921854911,-87.646210977,41.921273105,-87.68508211,2.3,,17031221600,Cash,,540,22,0.0
28,9.45,7,18,5,1435861800,41.870415,-87.675085621,41.899737388,-87.664953917,2.3,,17031242000,Credit Card,4615 - 83503 Tyrone Henderson,720,24,0.0
7,10.05,10,20,6,1414786500,41.921778188,-87.651061884,41.899737388,-87.664953917,2.4,,17031242000,Cash,Choice Taxi Association,960,24,0.0
24,3.85,3,0,1,1363480200,41.89967018,-87.669837798,41.899737388,-87.664953917,0.0,,17031242000,Cash,Dispatch Taxi Affiliation,120,24,0.0
35,8.05,8,14,3,1438696800,41.835117986,-87.618677767,41.792357223,-87.61793138,0.1,,,Cash,Taxi Affiliation Services,480,40,0.0
42,8.65,7,9,3,1375174800,41.77887686,-87.594925439,41.792357223,-87.61793138,0.0,,,Cash,Taxi Affiliation Services,480,40,0.0
24,15.05,5,14,7,1368885600,41.906025969,-87.675311622,41.934659157,-87.646729729,0.2,,17031063400,Cash,Taxi Affiliation Services,1680,6,0.0
6,6.85,12,17,7,1387647000,41.945170453,-87.668794439,41.934659157,-87.646729729,1.6,,17031063400,Credit Card,,480,6,2.0
6,4.25,3,23,7,1427584500,41.942691844,-87.651770507,41.934659157,-87.646729729,0.5,,17031063400,Cash,Taxi Affiliation Services,120,6,0.0
6,11.85,3,1,7,1394847900,41.934762456,-87.639853859,41.934659157,-87.646729729,3.4,,17031063400,Credit Card,Taxi Affiliation Services,1380,6,4.4
7,8.65,5,3,7,1368241200,41.916473316,-87.641183657,41.934659157,-87.646729729,0.0,,17031063400,Credit Card,Taxi Affiliation Services,600,6,2.0
6,7.05,4,21,7,1397943900,41.936310131,-87.651562592,41.928619051,-87.685362024,1.6,,17031830900,Cash,Taxi Affiliation Services,540,22,0.0
6,13.25,5,18,6,1400264100,41.949220914,-87.651970395,41.928619051,-87.685362024,0.2,,17031830900,Cash,Taxi Affiliation Services,1380,22,0.0
6,11.85,7,1,1,1374370200,41.934539716,-87.643022804,41.892536872,-87.659864318,0.0,,17031243400,Cash,Taxi Affiliation Services,1020,24,0.0
24,5.65,10,19,6,1382125500,41.899737388,-87.664953917,41.892536872,-87.659864318,0.0,,17031243400,Cash,Taxi Affiliation Services,300,24,0.0
7,10.25,3,21,7,1394312400,41.929046937,-87.651310877,41.892536872,-87.659864318,3.2,,17031243400,Credit Card,,780,24,2.0
8,6.65,10,21,6,1412371800,41.904935302,-87.649907226,41.892536872,-87.659864318,1.8,,17031243400,Cash,Choice Taxi Association,360,24,0.0
6,13.05,3,10,6,1426847400,41.938391258,-87.63857492,41.884987192,-87.620992913,4.8,,17031320100,Credit Card,Choice Taxi Association,660,32,3.25
33,8.45,3,11,2,1393846200,41.849246754,-87.624135298,41.884987192,-87.620992913,2.3,,17031320100,Credit Card,Northwest Management LLC,600,32,2.0
41,16.65,9,16,5,1411661700,41.790506261,-87.583143717,41.884987192,-87.620992913,7.0,,17031320100,Credit Card,Taxi Affiliation Services,840,32,3.5
8,8.05,4,13,4,1430312400,41.897983898,-87.641491533,41.884987192,-87.620992913,1.8,,17031320100,Cash,,660,32,0.0
6,12.65,3,22,3,1362522600,41.934659157,-87.646729729,41.884987192,-87.620992913,4.9,,17031320100,Credit Card,,600,32,0.0
8,7.85,9,9,4,1443603600,41.909495669,-87.630963601,41.884987192,-87.620992913,0.1,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
6,15.85,8,16,7,1377362700,41.949829346,-87.64396537,41.884987192,-87.620992913,6.1,,17031320100,Credit Card,,1080,32,2.0
33,10.65,5,16,6,1401468300,41.849246754,-87.624135298,41.884987192,-87.620992913,2.8,,17031320100,Credit Card,Taxi Affiliation Services,900,32,3.0
28,6.85,1,11,3,1421146800,41.867902418,-87.642958665,41.884987192,-87.620992913,1.6,,17031320100,Cash,Top Cab Affiliation,480,32,0.0
33,9.65,5,11,3,1401189300,41.849246754,-87.624135298,41.884987192,-87.620992913,2.8,,17031320100,Credit Card,,660,32,3.0
7,12.85,11,7,5,1384415100,41.929077655,-87.646293476,41.884987192,-87.620992913,4.8,,17031320100,Dispute,KOAM Taxi Association,660,32,0.0
77,18.65,2,8,4,1423037700,41.979912445,-87.664188242,41.884987192,-87.620992913,8.2,,17031320100,Cash,KOAM Taxi Association,1200,32,0.0
6,12.65,7,9,2,1372670100,41.934762456,-87.639853859,41.884987192,-87.620992913,0.2,,17031320100,Cash,Taxi Affiliation Services,780,32,0.0
3,16.45,5,8,2,1431937800,41.958055933,-87.660389456,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,1200,32,0.0
6,14.65,9,23,1,1378076400,41.942691844,-87.651770507,41.884987192,-87.620992913,5.8,,17031320100,Cash,,900,32,0.0
7,14.25,1,22,4,1391032800,41.922082541,-87.634156093,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,1260,32,0.0
6,13.45,7,10,7,1405765800,41.949829346,-87.64396537,41.884987192,-87.620992913,4.9,,17031320100,Cash,,960,32,0.0
6,12.65,8,2,6,1440123300,41.942691844,-87.651770507,41.884987192,-87.620992913,5.1,,17031320100,Credit Card,Dispatch Taxi Affiliation,660,32,2.5
28,10.25,4,23,4,1398294900,41.87866742,-87.671653621,41.884987192,-87.620992913,3.0,,17031320100,Credit Card,,720,32,3.0
6,13.65,10,11,5,1382614200,41.943155086,-87.640698076,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,720,32,0.0
7,11.25,8,20,5,1407442500,41.914747305,-87.654007029,41.884987192,-87.620992913,3.1,,17031320100,Cash,,1020,32,0.0
7,12.65,11,3,6,1447988400,41.929046937,-87.651310877,41.884987192,-87.620992913,4.8,,17031320100,Cash,Top Cab Affiliation,720,32,0.0
6,14.05,7,3,1,1436672700,41.936310131,-87.651562592,41.884987192,-87.620992913,0.3,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,840,32,2.8
7,12.25,3,20,6,1394828100,41.921877461,-87.66407824,41.884987192,-87.620992913,3.5,,17031320100,Credit Card,,1140,32,3.0
8,7.85,11,1,5,1448499600,41.905857769,-87.630865027,41.884987192,-87.620992913,0.1,,17031320100,Credit Card,Taxi Affiliation Services,480,32,2.0
8,7.65,5,20,4,1400703300,41.904935302,-87.649907226,41.929272532,-87.673807238,2.0,,17031070700,Cash,,540,7,0.0
16,3.25,8,17,2,1439830800,41.953582125,-87.72345239,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,0,16,0.0
16,4.65,5,20,7,1368302400,41.953582125,-87.72345239,41.953582125,-87.72345239,0.8,,,Cash,,120,16,0.0
16,6.65,12,20,4,1451507400,41.953582125,-87.72345239,41.953582125,-87.72345239,0.5,,,Cash,Dispatch Taxi Affiliation,540,16,0.0
16,3.25,7,7,3,1469516400,41.953582125,-87.72345239,41.953582125,-87.72345239,0.1,,,No Charge,Dispatch Taxi Affiliation,60,16,0.0
4,10.25,2,3,2,1391398200,41.975170943,-87.687515515,41.953582125,-87.72345239,0.2,,,Cash,Taxi Affiliation Services,660,16,0.0
16,3.25,10,21,7,1381007700,41.953582125,-87.72345239,41.953582125,-87.72345239,0.0,,,Cash,Dispatch Taxi Affiliation,0,16,0.0
22,6.65,12,23,7,1386458100,41.921125914,-87.699754406,41.919181737,-87.721248555,1.7,,17031220901,Cash,,420,22,0.0
7,7.05,7,22,7,1405808100,41.928967266,-87.656156831,41.945010151,-87.680928225,1.6,,17031050800,Cash,,480,5,0.0
6,15.65,3,9,6,1395395100,41.936159071,-87.661265218,41.880994471,-87.632746489,6.2,,17031839100,Cash,Dispatch Taxi Affiliation,960,32,0.0
32,6.05,4,14,7,1428156000,41.87101588,-87.631406525,41.880994471,-87.632746489,1.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
6,15.65,7,8,4,1404894600,41.943155086,-87.640698076,41.880994471,-87.632746489,0.3,,17031839100,Credit Card,Taxi Affiliation Services,960,32,3.1
6,15.05,8,16,7,1440866700,41.934762456,-87.639853859,41.880994471,-87.632746489,5.2,,17031839100,Credit Card,,1320,32,3.76
28,5.65,7,10,2,1437388200,41.867902418,-87.642958665,41.880994471,-87.632746489,0.9,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
8,7.85,7,7,4,1406099700,41.905857769,-87.630865027,41.880994471,-87.632746489,2.3,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
6,16.05,6,8,5,1403769600,41.953400044,-87.646007066,41.880994471,-87.632746489,6.2,,17031839100,Cash,,1140,32,0.0
28,6.25,8,2,7,1377915300,41.867902418,-87.642958665,41.880994471,-87.632746489,1.2,,17031839100,Cash,,300,32,0.0
41,18.65,1,15,2,1421679600,41.790506261,-87.583143717,41.880994471,-87.632746489,7.8,,17031839100,Cash,Taxi Affiliation Services,960,32,0.0
6,13.85,3,1,6,1363915800,41.936310131,-87.651562592,41.880994471,-87.632746489,3.4,,17031839100,Credit Card,Dispatch Taxi Affiliation,900,32,4.0
77,20.85,11,9,2,1385371800,41.979912445,-87.664188242,41.880994471,-87.632746489,8.6,,17031839100,Cash,KOAM Taxi Association,1860,32,0.0
24,8.25,5,9,2,1462785300,41.892658108,-87.652534484,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,660,32,0.0
8,8.85,7,17,5,1437672600,41.904935302,-87.649907226,41.880994471,-87.632746489,2.0,,17031839100,Credit Card,,780,32,2.0
7,10.85,6,12,6,1402660800,41.929077655,-87.646293476,41.880994471,-87.632746489,3.4,,17031839100,Cash,Taxi Affiliation Services,900,32,0.0
8,9.44,11,18,6,1417198500,41.904935302,-87.649907226,41.880994471,-87.632746489,2.5,,17031839100,Cash,,840,32,0.0
8,7.85,2,6,5,1360824300,41.905857769,-87.630865027,41.880994471,-87.632746489,2.2,,17031839100,Cash,,480,32,0.0
8,8.05,6,16,4,1403109900,41.905857769,-87.630865027,41.880994471,-87.632746489,1.5,,17031839100,Cash,,720,32,0.0
33,6.05,6,10,4,1433932200,41.861280847,-87.630580061,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,360,32,0.0
39,16.25,8,9,3,1407836700,41.805911699,-87.587479258,41.880994471,-87.632746489,6.3,,17031839100,Credit Card,Taxi Affiliation Services,960,32,4.05
6,16.65,3,17,4,1395250200,41.953400044,-87.646007066,41.880994471,-87.632746489,0.3,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,1140,32,0.0
33,9.45,10,20,2,1444075200,41.849246754,-87.624135298,41.880994471,-87.632746489,2.4,,17031839100,Cash,Top Cab Affiliation,780,32,0.0
8,8.05,6,19,1,1404068400,41.905857769,-87.630865027,41.880994471,-87.632746489,2.1,,17031839100,Cash,Choice Taxi Association,600,32,0.0
7,10.85,9,11,2,1379331900,41.921778356,-87.641459759,41.880994471,-87.632746489,0.2,,17031839100,Credit Card,Taxi Affiliation Services,780,32,3.25
6,12.25,4,10,5,1396520100,41.938391258,-87.63857492,41.880994471,-87.632746489,4.3,,17031839100,Cash,,900,32,0.0
8,8.45,12,14,3,1388500200,41.907412816,-87.640901525,41.880994471,-87.632746489,1.9,,17031839100,Cash,Dispatch Taxi Affiliation,780,32,0.0
3,15.25,7,10,6,1435918500,41.958154876,-87.653021789,41.880994471,-87.632746489,0.4,,17031839100,Credit Card,Taxi Affiliation Services,720,32,3.05
24,7.25,9,7,6,1379056500,41.892658108,-87.652534484,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
28,6.85,9,12,6,1411734600,41.867902418,-87.642958665,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,,420,32,2.0
32,5.85,3,10,6,1396001700,41.87101588,-87.631406525,41.880994471,-87.632746489,0.09,,17031839100,Cash,,420,32,0.0
24,9.65,8,6,3,1408429800,41.906650766,-87.66533766,41.880994471,-87.632746489,3.2,,17031839100,Cash,,600,32,0.0
7,9.85,3,14,1,1425825900,41.922082541,-87.634156093,41.880994471,-87.632746489,3.0,,17031839100,Credit Card,,720,32,3.0
24,7.65,7,4,7,1405137600,41.899737388,-87.664953917,41.88528132,-87.6572332,0.0,,17031833000,Cash,Dispatch Taxi Affiliation,360,28,0.0
8,10.25,3,10,7,1394877600,41.909495669,-87.630963601,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,780,28,0.0
32,9.05,5,11,5,1401363000,41.87101588,-87.631406525,41.88528132,-87.6572332,2.7,,17031833000,No Charge,Dispatch Taxi Affiliation,540,28,0.0
28,4.25,9,19,1,1380482100,41.87866742,-87.671653621,41.88528132,-87.6572332,0.4,,17031833000,Cash,,120,28,0.0
7,12.05,8,11,7,1409396400,41.922082541,-87.634156093,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Blue Ribbon Taxi Association Inc.,1020,28,2.6
6,12.05,10,23,6,1414798200,41.952822916,-87.653243992,41.93749397,-87.709987338,4.4,,17031210601,Credit Card,Choice Taxi Association,840,21,2.6
14,7.05,5,4,7,1369454400,41.968069,-87.721559063,41.993930128,-87.758353588,0.0,,,Cash,Dispatch Taxi Affiliation,300,12,0.0
31,8.05,2,17,7,1361639700,41.850266366,-87.667569312,41.857183858,-87.620334624,0.0,,,Cash,Taxi Affiliation Services,480,33,0.0
31,8.25,3,8,6,1395388800,41.850266366,-87.667569312,41.857183858,-87.620334624,0.1,,,Credit Card,Taxi Affiliation Services,540,33,2.0
39,14.5,5,18,3,1464112800,41.808916283,-87.596183344,41.857183858,-87.620334624,4.6,,,Cash,Taxi Affiliation Services,780,33,0.0
60,12.05,4,9,1,1396777500,41.836150155,-87.648787952,41.857183858,-87.620334624,0.0,,,Cash,Taxi Affiliation Services,600,33,0.0
33,3.85,2,8,6,1424421900,41.857183858,-87.620334624,41.857183858,-87.620334624,0.4,,,Cash,,60,33,0.0
6,5.25,2,2,1,1392517800,41.935988906,-87.670966384,41.928945904,-87.66089257,0.0,,17031070500,Cash,Taxi Affiliation Services,240,7,0.0
7,4.45,8,5,1,1375592400,41.921778356,-87.641459759,41.92926299,-87.635890954,0.7,,17031070101,Cash,,120,7,0.0
7,3.25,9,15,7,1410018300,41.92926299,-87.635890954,41.92926299,-87.635890954,0.0,,17031070101,Credit Card,,0,7,0.65
6,6.45,8,12,7,1406983500,41.942691844,-87.651770507,41.92926299,-87.635890954,1.2,,17031070101,Credit Card,Dispatch Taxi Affiliation,480,7,1.5
7,6.05,8,21,6,1440795600,41.922082541,-87.634156093,41.92926299,-87.635890954,0.0,,17031070101,Cash,Blue Ribbon Taxi Association Inc.,480,7,0.0
7,3.25,6,16,1,1435508100,41.92926299,-87.635890954,41.92926299,-87.635890954,0.0,,17031070101,Cash,Taxi Affiliation Services,0,7,0.0
8,7.45,5,3,1,1367722800,41.905857769,-87.630865027,41.92926299,-87.635890954,1.7,,17031070101,Cash,,480,7,0.0
7,11.65,7,20,6,1373055300,41.921877461,-87.66407824,41.891971508,-87.612945414,3.8,,17031081402,Credit Card,Choice Taxi Association,960,8,3.25
7,12.65,8,1,1,1440897300,41.928967266,-87.656156831,41.891971508,-87.612945414,4.1,,17031081402,Credit Card,Dispatch Taxi Affiliation,1020,8,1.9
41,17.45,12,18,7,1387044000,41.790506261,-87.583143717,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,900,8,0.0
6,6.05,5,23,5,1400802300,41.934659157,-87.646729729,41.946294536,-87.654298084,1.1,,17031832000,Cash,Northwest Management LLC,360,6,0.0
7,10.25,6,16,1,1370795400,41.914747305,-87.654007029,41.946294536,-87.654298084,2.6,,17031832000,Cash,,900,6,0.0
6,4.65,10,21,1,1381698000,41.936237179,-87.656411531,41.946294536,-87.654298084,0.0,,17031832000,Cash,Blue Ribbon Taxi Association Inc.,180,6,0.0
6,5.45,4,23,7,1429399800,41.936310131,-87.651562592,41.946294536,-87.654298084,0.7,,17031832000,Credit Card,,300,6,3.0
6,6.05,11,22,6,1415400300,41.957530922,-87.66661144,41.946294536,-87.654298084,1.0,,17031832000,Cash,,420,6,0.0
6,4.25,10,2,7,1414205100,41.942691844,-87.651770507,41.946294536,-87.654298084,0.4,,17031832000,Cash,Dispatch Taxi Affiliation,180,6,0.0
7,5.25,1,0,7,1390608000,41.929077655,-87.646293476,41.921854911,-87.646210977,0.0,,17031071200,Cash,Taxi Affiliation Services,360,7,0.0
7,7.45,3,22,7,1363473900,41.929272532,-87.673807238,41.921854911,-87.646210977,0.0,,17031071200,Cash,Taxi Affiliation Services,660,7,0.0
5,8.65,12,2,1,1418522400,41.94136566,-87.680826903,41.921854911,-87.646210977,2.3,,17031071200,Credit Card,Dispatch Taxi Affiliation,660,7,3.0
7,4.84,7,0,1,1406421000,41.921778356,-87.641459759,41.921854911,-87.646210977,0.8,,17031071200,Cash,,240,7,0.0
6,7.85,9,2,2,1378088100,41.942691844,-87.651770507,41.921854911,-87.646210977,0.0,,17031071200,Cash,Taxi Affiliation Services,600,7,0.0
7,4.65,4,22,5,1365115500,41.914747305,-87.654007029,41.921854911,-87.646210977,0.0,,17031071200,Credit Card,Blue Ribbon Taxi Association Inc.,180,7,1.0
7,5.05,3,2,7,1362794400,41.929046937,-87.651310877,41.921854911,-87.646210977,0.0,,17031071200,Cash,Taxi Affiliation Services,300,7,0.0
6,10.05,5,23,7,1433027700,41.945170453,-87.668794439,41.978875058,-87.657871263,0.1,,17031030703,Cash,Taxi Affiliation Services,840,77,0.0
34,20.85,4,23,2,1366672500,41.842076117,-87.633973422,41.944226601,-87.655998182,0.0,,,Cash,Dispatch Taxi Affiliation,1080,6,0.0
21,11.65,3,16,7,1393690500,41.938666196,-87.711210593,41.944226601,-87.655998182,3.4,,,Cash,Dispatch Taxi Affiliation,1020,6,0.0
21,13.05,6,13,1,1404046800,41.938666196,-87.711210593,41.944226601,-87.655998182,0.0,,,Cash,Northwest Management LLC,1140,6,0.0
33,20.05,5,16,2,1400517900,41.857183858,-87.620334624,41.944226601,-87.655998182,7.5,,,Credit Card,Taxi Affiliation Services,1680,6,4.2
4,10.25,3,23,2,1396308600,41.975170943,-87.687515515,41.944226601,-87.655998182,3.3,,,Cash,Taxi Affiliation Services,840,6,0.0
33,17.64,4,20,4,1428525000,41.857183858,-87.620334624,41.944226601,-87.655998182,6.9,,,Credit Card,,1200,6,3.73
4,12.05,5,2,7,1401501600,41.975170943,-87.687515515,41.944226601,-87.655998182,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,960,6,0.0
4,7.25,9,14,1,1379254500,41.975170943,-87.687515515,41.944226601,-87.655998182,1.7,,,Cash,KOAM Taxi Association,480,6,0.0
33,19.25,2,21,7,1359841500,41.857183858,-87.620334624,41.944226601,-87.655998182,8.2,,,Cash,,1140,6,0.0
7,16.25,4,3,1,1396755000,41.929046937,-87.651310877,41.871689474,-87.654092652,0.3,,17031833300,Credit Card,Taxi Affiliation Services,1020,28,0.75
8,3.45,9,1,7,1380331800,41.907412816,-87.640901525,41.907412816,-87.640901525,0.0,,17031080400,Cash,Taxi Affiliation Services,0,8,0.0
6,10.05,6,22,6,1403302500,41.934762456,-87.639853859,41.907412816,-87.640901525,3.1,,17031080400,Cash,,660,8,0.0
22,6.65,6,0,7,1435363200,41.929329713,-87.711974254,41.915741193,-87.692256326,1.8,,17031832400,Cash,,360,22,0.0
6,11.65,7,23,6,1405121400,41.949220914,-87.651970395,41.915741193,-87.692256326,4.2,,17031832400,Credit Card,,900,22,2.0
22,10.25,11,1,1,1446341400,41.928619051,-87.685362024,41.915741193,-87.692256326,0.0,,17031832400,Cash,Taxi Affiliation Services,840,22,0.0
24,7.25,3,2,7,1362191400,41.908378669,-87.670945075,41.915741193,-87.692256326,0.0,,17031832400,Cash,Dispatch Taxi Affiliation,540,22,0.0
3,8.25,9,11,7,1380368700,41.958055933,-87.660389456,41.936310131,-87.651562592,22.0,,17031063000,Cash,Taxi Affiliation Services,540,6,0.0
7,5.25,8,2,7,1376102700,41.928763006,-87.665676837,41.936310131,-87.651562592,0.0,,17031063000,Credit Card,Taxi Affiliation Services,180,6,2.0
24,0.0,5,19,5,1368732600,41.906650766,-87.66533766,41.936310131,-87.651562592,0.0,,17031063000,Cash,Taxi Affiliation Services,960,6,0.0
3,8.85,1,17,7,1390669200,41.967011761,-87.670621043,41.936310131,-87.651562592,0.23,,17031063000,Cash,,780,6,0.0
7,6.65,12,4,1,1417924800,41.921701492,-87.655911848,41.906650766,-87.66533766,0.0,,17031241600,Cash,Dispatch Taxi Affiliation,360,24,0.0
6,6.65,7,3,7,1405740600,41.952822916,-87.653243992,41.936086535,-87.666110694,1.5,,17031062700,Cash,Dispatch Taxi Affiliation,420,6,0.0
6,22.25,6,1,1,1402191000,41.936086535,-87.666110694,41.936086535,-87.666110694,0.4,,17031062700,Cash,Taxi Affiliation Services,2580,6,0.0
8,12.05,7,22,7,1406414700,41.905857769,-87.630865027,41.936086535,-87.666110694,0.2,,17031062700,Credit Card,Taxi Affiliation Services,1080,6,1.95
6,11.85,5,23,1,1369609200,41.936086535,-87.666110694,41.936086535,-87.666110694,0.0,,17031062700,Cash,Chicago Elite Cab Corp.,900,6,0.0
36,3.25,3,0,4,1427244300,41.82371281,-87.602350437,41.82371281,-87.602350437,0.0,,,Credit Card,Taxi Affiliation Services,0,36,3.5
31,16.05,12,23,4,1386804600,41.850266366,-87.667569312,41.82371281,-87.602350437,5.4,,,Credit Card,Taxi Affiliation Services,1320,36,4.0
7,8.05,2,3,1,1392519600,41.929077655,-87.646293476,41.962178629,-87.645378762,2.1,,17031031400,Credit Card,Dispatch Taxi Affiliation,480,3,2.0
6,4.85,6,1,7,1371260700,41.949829346,-87.64396537,41.962178629,-87.645378762,0.7,,17031031400,Cash,Dispatch Taxi Affiliation,180,3,0.0
7,12.85,1,19,7,1358019000,41.914747305,-87.654007029,41.962178629,-87.645378762,0.2,,17031031400,Cash,Taxi Affiliation Services,1020,3,0.0
6,8.65,6,2,1,1434853800,41.936310131,-87.651562592,41.962178629,-87.645378762,2.7,,17031031400,Cash,Taxi Affiliation Services,540,3,0.0
6,7.25,8,1,1,1407029400,41.936237179,-87.656411531,41.943155086,-87.640698076,0.0,,17031061902,Cash,Taxi Affiliation Services,600,6,0.0
6,3.25,11,22,5,1416521700,41.943155086,-87.640698076,41.943155086,-87.640698076,0.0,,17031061902,Cash,,0,6,0.0
21,12.45,6,22,6,1435356900,41.93749397,-87.709987338,41.943155086,-87.640698076,3.9,,17031061902,Credit Card,Dispatch Taxi Affiliation,1260,6,2.0
24,6.65,2,22,6,1360363500,41.89967018,-87.669837798,41.90156691,-87.638404012,0.0,,17031838300,Cash,Taxi Affiliation Services,360,8,0.0
39,7.45,4,14,3,1396362600,41.808916283,-87.596183344,41.794090253,-87.592310855,1.9,,,Cash,Taxi Affiliation Services,420,41,0.0
35,11.65,9,8,2,1410770700,41.835117986,-87.618677767,41.794090253,-87.592310855,3.8,,,Cash,Dispatch Taxi Affiliation,900,41,0.0
42,6.05,7,19,6,1373658300,41.77887686,-87.594925439,41.794090253,-87.592310855,0.0,,,Credit Card,Taxi Affiliation Services,420,41,4.0
28,5.25,12,22,2,1450131300,41.87866742,-87.671653621,41.879066994,-87.657005027,0.8,,17031833100,Credit Card,Taxi Affiliation Services,240,28,2.0
24,6.45,4,3,1,1397358000,41.892658108,-87.652534484,41.879066994,-87.657005027,1.2,,17031833100,Cash,,420,28,0.0
6,21.75,7,21,7,1468098900,41.946489764,-87.647113634,41.879066994,-87.657005027,6.6,,17031833100,Cash,Taxi Affiliation Services,1800,28,0.0
24,6.65,12,23,6,1386975600,41.892433156,-87.66962393,41.879066994,-87.657005027,1.6,,17031833100,Cash,,360,28,0.0
28,4.85,1,23,2,1358810100,41.87866742,-87.671653621,41.879066994,-87.657005027,0.0,,17031833100,Cash,Dispatch Taxi Affiliation,120,28,0.0
24,9.65,1,2,7,1389408300,41.899589796,-87.674719134,41.879066994,-87.657005027,0.1,,17031833100,Cash,Taxi Affiliation Services,600,28,0.0
6,19.25,5,19,7,1399145400,41.952719111,-87.660503502,41.879066994,-87.657005027,8.3,,17031833100,Cash,,1080,28,0.0
7,6.85,3,17,5,1394126100,41.914747305,-87.654007029,41.900221297,-87.629105186,0.0,,17031081100,Cash,Taxi Affiliation Services,540,8,0.0
32,7.65,1,8,7,1420878600,41.87101588,-87.631406525,41.900221297,-87.629105186,0.1,,17031081100,Cash,Taxi Affiliation Services,360,8,0.0
8,3.65,11,1,6,1416533400,41.905857769,-87.630865027,41.900221297,-87.629105186,0.1,,17031081100,Cash,,60,8,0.0
7,6.85,8,18,2,1407177900,41.922082541,-87.634156093,41.900221297,-87.629105186,1.4,,17031081100,Credit Card,,480,8,1.0
6,8.85,2,23,2,1392075900,41.942577185,-87.647078509,41.965141709,-87.676578071,2.7,,17031830800,Cash,Choice Taxi Association,540,4,0.0
24,13.45,5,20,4,1369253700,41.912364354,-87.675062757,41.972667956,-87.663865496,4.7,,17031031100,Cash,,1080,3,0.0
77,7.05,7,21,6,1406323800,41.994442248,-87.665224776,41.972667956,-87.663865496,1.7,,17031031100,Cash,Taxi Affiliation Services,420,3,0.0
6,11.05,11,1,1,1446340500,41.942577185,-87.647078509,41.972667956,-87.663865496,2.6,,17031031100,Credit Card,Choice Taxi Association,1140,3,2.2
41,5.65,10,10,6,1414751400,41.797965209,-87.589607031,41.7904694,-87.601285122,1.0,,17031836200,Cash,Taxi Affiliation Services,360,41,0.0
24,3.25,10,20,7,1413663300,41.911972301,-87.683642922,41.911972301,-87.683642922,0.0,,17031240500,Cash,Dispatch Taxi Affiliation,0,24,0.0
7,7.05,6,0,6,1403224200,41.921778188,-87.651061884,41.911972301,-87.683642922,1.8,,17031240500,Cash,Dispatch Taxi Affiliation,480,24,0.0
8,6.45,12,16,7,1419092100,41.904935302,-87.649907226,41.911972301,-87.683642922,1.3,,17031240500,Cash,,420,24,0.0
45,20.45,5,20,5,1431633600,41.744199535,-87.586348318,41.745757713,-87.708365704,7.3,,,Cash,,1740,70,0.0
13,3.25,9,14,1,1442154600,41.983636307,-87.723583185,41.983636307,-87.723583185,0.0,,,Cash,Taxi Affiliation Services,0,13,0.0
14,6.05,8,2,2,1438569000,41.968069,-87.721559063,41.983636307,-87.723583185,1.7,,,Cash,Dispatch Taxi Affiliation,300,13,0.0
4,10.05,12,16,4,1449072900,41.975170943,-87.687515515,41.983636307,-87.723583185,0.0,,,Credit Card,Dispatch Taxi Affiliation,840,13,0.55
6,5.05,6,22,1,1372629600,41.957530922,-87.66661144,41.949139771,-87.656803909,0.8,,17031061100,Credit Card,,240,6,2.0
3,10.25,3,23,7,1426980600,41.972667956,-87.663865496,41.949139771,-87.656803909,2.9,,17031061100,Cash,,960,6,0.0
6,5.25,9,0,7,1409963400,41.936159071,-87.661265218,41.949139771,-87.656803909,0.0,,17031061100,Cash,Taxi Affiliation Services,300,6,0.0
6,4.84,9,1,1,1411866900,41.942691844,-87.651770507,41.949220914,-87.651970395,0.7,,17031061000,Cash,,180,6,0.0
6,7.85,12,22,3,1388529900,41.936159071,-87.661265218,41.949220914,-87.651970395,0.0,,17031061000,Cash,Taxi Affiliation Services,780,6,0.0
6,8.65,8,18,7,1377369900,41.934659157,-87.646729729,41.949220914,-87.651970395,1.9,,17031061000,Cash,Dispatch Taxi Affiliation,720,6,0.0
6,4.45,7,3,1,1406432700,41.949139771,-87.656803909,41.949220914,-87.651970395,0.4,,17031061000,Credit Card,KOAM Taxi Association,240,6,2.0
7,14.65,9,9,4,1441184400,41.929046937,-87.651310877,41.879255084,-87.642648998,0.2,,17031281900,Cash,Taxi Affiliation Services,1560,28,0.0
7,11.25,7,11,7,1405767600,41.914747305,-87.654007029,41.879255084,-87.642648998,3.6,,17031281900,Credit Card,Taxi Affiliation Services,900,28,3.05
28,6.65,9,22,5,1380232800,41.869274453,-87.664047241,41.879255084,-87.642648998,0.0,,17031281900,Cash,Northwest Management LLC,420,28,0.0
6,17.65,4,7,4,1396423800,41.942577185,-87.647078509,41.879255084,-87.642648998,0.67,,17031281900,Cash,,1380,28,0.0
6,15.85,12,9,7,1387617300,41.943155086,-87.640698076,41.879255084,-87.642648998,0.3,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,960,28,0.0
7,15.25,9,19,6,1443210300,41.929046937,-87.651310877,41.879255084,-87.642648998,0.2,,17031281900,Cash,Taxi Affiliation Services,1680,28,0.0
41,18.05,8,16,3,1439309700,41.790506261,-87.583143717,41.879255084,-87.642648998,8.0,,17031281900,Credit Card,Dispatch Taxi Affiliation,1080,28,2.0
8,8.05,12,12,6,1417782600,41.904935302,-87.649907226,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,600,28,0.0
77,20.65,6,22,1,1404081900,41.979795551,-87.671445547,41.879255084,-87.642648998,9.2,,17031281900,Credit Card,Taxi Affiliation Services,1020,28,2.0
32,6.45,9,17,4,1380128400,41.87101588,-87.631406525,41.879255084,-87.642648998,1.2,,17031281900,Cash,,420,28,0.0
6,16.65,9,20,7,1379191500,41.936237179,-87.656411531,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,1020,28,4.0
6,14.85,5,14,1,1430664300,41.943155086,-87.640698076,41.879255084,-87.642648998,0.3,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,1080,28,3.7
32,6.45,11,20,3,1415133000,41.87101588,-87.631406525,41.879255084,-87.642648998,1.3,,17031281900,Credit Card,,420,28,0.0
3,19.65,4,2,7,1429323300,41.972709547,-87.657341107,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,1140,28,4.1
32,5.65,1,10,3,1390905000,41.87101588,-87.631406525,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,240,28,0.0
58,3.25,1,11,6,1390563900,41.817366208,-87.698860797,41.817366208,-87.698860797,0.0,,,Cash,Choice Taxi Association,0,58,0.0
7,5.45,10,3,1,1445742000,41.929077655,-87.646293476,41.929046937,-87.651310877,1.0,,17031070300,Cash,Dispatch Taxi Affiliation,300,7,0.0
7,4.45,5,0,1,1367712000,41.921778188,-87.651061884,41.929046937,-87.651310877,0.0,,17031070300,Credit Card,Northwest Management LLC,180,7,2.0
6,7.25,9,20,6,1380313800,41.949829346,-87.64396537,41.929046937,-87.651310877,0.1,,17031070300,Cash,Blue Ribbon Taxi Association Inc.,540,7,0.0
7,6.05,7,23,6,1436569200,41.921877461,-87.66407824,41.929046937,-87.651310877,0.0,,17031070300,Cash,Blue Ribbon Taxi Association Inc.,420,7,0.0
7,5.25,9,21,5,1409867100,41.92926299,-87.635890954,41.929046937,-87.651310877,0.9,,17031070300,Credit Card,,240,7,3.0
6,7.85,2,20,7,1361651400,41.950673358,-87.666536281,41.929046937,-87.651310877,0.0,,17031070300,Credit Card,Taxi Affiliation Services,600,7,2.0
6,6.45,1,23,5,1390518900,41.942691844,-87.651770507,41.929046937,-87.651310877,1.4,,17031070300,Cash,Taxi Affiliation Services,360,7,0.0
6,6.05,3,19,4,1425497400,41.9416281,-87.661443368,41.928763006,-87.665676837,1.2,,17031070600,Cash,,360,7,0.0
24,6.65,7,23,6,1374881400,41.899737388,-87.664953917,41.928763006,-87.665676837,0.0,,17031070600,Credit Card,Blue Ribbon Taxi Association Inc.,360,7,1.0
8,8.25,8,21,3,1439327700,41.904935302,-87.649907226,41.908378669,-87.670945075,2.0,,17031241500,Cash,,600,24,0.0
6,10.05,8,23,7,1376177400,41.938391258,-87.63857492,41.902788048,-87.62614559,0.2,,17031081202,Credit Card,Taxi Affiliation Services,480,8,2.0
24,9.45,11,20,3,1415131200,41.906650766,-87.66533766,41.902788048,-87.62614559,0.1,,17031081202,Cash,Blue Ribbon Taxi Association Inc.,960,8,0.0
8,7.65,3,18,5,1427392800,41.904935302,-87.649907226,41.902788048,-87.62614559,1.4,,17031081202,Cash,,720,8,0.0
6,11.05,7,0,6,1435882500,41.936310131,-87.651562592,41.902788048,-87.62614559,3.9,,17031081202,Cash,,600,8,0.0
6,15.45,7,19,7,1406402100,41.950673358,-87.666536281,41.902788048,-87.62614559,0.0,,17031081202,Cash,Taxi Affiliation Services,1500,8,0.0
7,12.05,7,21,7,1436045400,41.921877461,-87.66407824,41.902788048,-87.62614559,3.5,,17031081202,Cash,,1200,8,0.0
60,3.25,7,19,6,1435950000,41.836150155,-87.648787952,41.836150155,-87.648787952,0.0,,,Credit Card,Choice Taxi Association,0,60,3.0
33,10.25,8,17,7,1438448400,41.857183858,-87.620334624,41.836150155,-87.648787952,3.4,,,Credit Card,,720,60,2.0
6,9.25,10,19,5,1412278200,41.942691844,-87.651770507,41.972709547,-87.657341107,2.5,,17031031200,Credit Card,Taxi Affiliation Services,840,3,1.0
6,7.85,1,19,6,1390592700,41.942577185,-87.647078509,41.972709547,-87.657341107,1.9,,17031031200,Cash,Taxi Affiliation Services,600,3,0.0
6,10.65,5,20,4,1369254600,41.934762456,-87.639853859,41.972709547,-87.657341107,0.1,,17031031200,Cash,Taxi Affiliation Services,780,3,0.0
16,8.45,8,21,7,1407015900,41.953582125,-87.72345239,41.947791586,-87.683834942,2.8,,,Cash,Taxi Affiliation Services,480,5,0.0
22,8.85,2,23,7,1391900400,41.916005274,-87.675095116,41.914585709,-87.645966207,0.0,,17031071800,Cash,Taxi Affiliation Services,660,7,0.0
6,6.45,9,17,1,1410715800,41.934659157,-87.646729729,41.914585709,-87.645966207,1.4,,17031071800,Credit Card,,360,7,0.0
2,3.25,3,13,2,1427722200,42.001315924,-87.693637494,42.001315924,-87.693637494,0.0,,17031020602,Cash,,0,2,0.0
32,7.05,7,0,1,1405814400,41.87101588,-87.631406525,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,540,8,0.0
6,12.05,9,0,7,1379116800,41.949829346,-87.64396537,41.892072635,-87.628874157,4.8,,17031081600,Credit Card,,600,8,2.0
7,10.25,3,22,7,1362867300,41.921778188,-87.651061884,41.892072635,-87.628874157,0.1,,17031081600,Cash,Taxi Affiliation Services,900,8,0.0
6,12.65,11,18,7,1415471400,41.936159071,-87.661265218,41.892072635,-87.628874157,3.62,,17031081600,Cash,,1140,8,0.0
7,10.25,3,19,3,1363722300,41.92926299,-87.635890954,41.892072635,-87.628874157,2.3,,17031081600,Cash,Dispatch Taxi Affiliation,540,8,0.0
7,9.25,7,21,2,1375133400,41.922082541,-87.634156093,41.892072635,-87.628874157,0.0,,17031081600,Cash,Choice Taxi Association,720,8,0.0
21,3.25,11,14,4,1447251300,41.942859303,-87.717503858,41.942859303,-87.717503858,0.0,,17031831100,Cash,Taxi Affiliation Services,0,21,0.0
21,3.25,9,15,2,1380554100,41.942859303,-87.717503858,41.942859303,-87.717503858,0.0,,17031831100,Cash,Taxi Affiliation Services,60,21,0.0
21,3.25,12,12,4,1419423300,41.942859303,-87.717503858,41.942859303,-87.717503858,0.0,,17031831100,Cash,Taxi Affiliation Services,0,21,0.0
21,5.45,1,11,4,1390389300,41.942859303,-87.717503858,41.942859303,-87.717503858,0.0,,17031831100,Cash,Taxi Affiliation Services,420,21,0.0
3,3.25,1,20,4,1391027400,41.958055933,-87.660389456,41.958055933,-87.660389456,0.0,,17031830700,Cash,,0,3,0.0
14,9.05,5,2,7,1369449900,41.968069,-87.721559063,41.954027649,-87.763399032,3.0,,,Cash,,420,15,0.0
69,8.25,7,13,6,1373030100,41.763246799,-87.616134111,41.763246799,-87.616134111,2.0,,,Cash,,660,69,0.0
39,19.85,9,0,7,1379116800,41.808916283,-87.596183344,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,840,28,0.0
33,11.65,5,15,5,1399563000,41.857183858,-87.620334624,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,900,28,1.0
34,7.85,10,17,1,1413739800,41.842076117,-87.633973422,41.874005383,-87.66351755,0.1,,,Cash,Taxi Affiliation Services,600,28,0.0
33,5.05,3,13,1,1427031000,41.857183858,-87.620334624,41.874005383,-87.66351755,0.4,,,Cash,3094 - 24059 G.L.B. Cab Co,300,28,0.0
4,10.45,11,16,3,1415116800,41.975170943,-87.687515515,41.874005383,-87.66351755,2.6,,,Cash,,960,28,0.0
71,27.9,1,5,6,1391144400,41.744205146,-87.656305986,41.874005383,-87.66351755,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,960,28,0.0
71,27.9,2,4,2,1424665800,41.744205146,-87.656305986,41.874005383,-87.66351755,0.0,,,Unknown,Blue Ribbon Taxi Association Inc.,1140,28,0.0
35,13.25,3,9,1,1394355600,41.835117986,-87.618677767,41.874005383,-87.66351755,0.3,,,Cash,Taxi Affiliation Services,540,28,0.0
19,19.85,9,19,7,1380396600,41.927260956,-87.765501609,41.874005383,-87.66351755,7.3,,,Cash,Dispatch Taxi Affiliation,1680,28,0.0
43,3.45,2,8,5,1360830600,41.761577908,-87.572781987,41.761577908,-87.572781987,0.0,,,Cash,Taxi Affiliation Services,60,43,0.0
3,5.05,7,0,1,1373155200,41.962178629,-87.645378762,41.965445784,-87.66319585,0.0,,17031031700,Cash,Taxi Affiliation Services,240,3,0.0
6,7.85,1,0,1,1420935300,41.936159071,-87.661265218,41.965445784,-87.66319585,2.3,,17031031700,Credit Card,,540,3,1.5
4,15.25,11,23,6,1383952500,41.963184966,-87.683854556,41.89967018,-87.669837798,0.55,,17031242100,Cash,,1200,24,0.0
24,4.65,11,3,1,1384055100,41.906025969,-87.675311622,41.89967018,-87.669837798,0.6,,17031242100,Credit Card,Dispatch Taxi Affiliation,180,24,4.0
24,6.05,8,21,6,1377292500,41.912364354,-87.675062757,41.89967018,-87.669837798,1.3,,17031242100,Cash,,300,24,0.0
6,8.85,3,23,6,1362179700,41.935988906,-87.670966384,41.89967018,-87.669837798,2.5,,17031242100,Cash,,660,24,0.0
6,14.05,1,2,7,1390010400,41.936310131,-87.651562592,41.89967018,-87.669837798,0.0,,17031242100,Cash,Blue Ribbon Taxi Association Inc.,1200,24,0.0
7,11.05,7,20,7,1437251400,41.93057857,-87.642206313,41.89967018,-87.669837798,3.4,,17031242100,Credit Card,,900,24,1.08
6,11.05,10,3,1,1382240700,41.942691844,-87.651770507,41.89967018,-87.669837798,0.2,,17031242100,Cash,Taxi Affiliation Services,720,24,0.0
6,10.85,12,19,7,1418499000,41.938232293,-87.646782081,41.912364354,-87.675062757,3.2,,17031240300,Cash,,960,24,0.0
6,11.45,12,2,1,1387677600,41.94258518,-87.656644092,41.94258518,-87.656644092,3.7,,17031062200,Credit Card,,960,6,8.0
77,7.05,6,1,1,1404006300,41.979912445,-87.664188242,41.983330806,-87.681993542,1.9,,17031040100,Cash,Northwest Management LLC,360,4,0.0
8,8.05,12,8,6,1417766400,41.905857769,-87.630865027,41.885300022,-87.642808466,1.9,,17031280100,Credit Card,,660,28,2.0
32,9.44,12,23,5,1388099700,41.87101588,-87.631406525,41.885300022,-87.642808466,1.2,,17031280100,Cash,,420,28,0.0
8,5.45,6,16,7,1371916800,41.904935302,-87.649907226,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Dispatch Taxi Affiliation,300,28,2.0
22,10.05,2,23,6,1392419700,41.916005274,-87.675095116,41.885300022,-87.642808466,3.3,,17031280100,Cash,Chicago Medallion Management,600,28,0.0
6,15.85,2,22,7,1423349100,41.945282331,-87.661545096,41.885300022,-87.642808466,5.9,,17031280100,Credit Card,,1260,28,4.21
6,15.65,9,7,5,1441266300,41.949829346,-87.64396537,41.885300022,-87.642808466,6.0,,17031280100,Credit Card,,1200,28,3.13
8,8.45,1,7,5,1420700400,41.909495669,-87.630963601,41.885300022,-87.642808466,2.3,,17031280100,Cash,Taxi Affiliation Services,540,28,0.0
6,14.05,10,10,6,1414751400,41.943155086,-87.640698076,41.885300022,-87.642808466,5.6,,17031280100,Cash,,660,28,0.0
28,7.85,9,1,3,1443488400,41.87866742,-87.671653621,41.885300022,-87.642808466,1.8,,17031280100,Cash,Choice Taxi Association,600,28,0.0
7,8.65,9,19,1,1441567800,41.916473316,-87.641183657,41.885300022,-87.642808466,2.6,,17031280100,Cash,Taxi Affiliation Services,660,28,0.0
7,12.05,7,7,6,1374219900,41.92926299,-87.635890954,41.885300022,-87.642808466,3.8,,17031280100,Cash,,1020,28,0.0
6,6.05,6,22,4,1435184100,41.942691844,-87.651770507,41.929077655,-87.646293476,1.1,,17031070200,Credit Card,,360,7,2.0
7,4.45,12,3,7,1387595700,41.921854911,-87.646210977,41.929077655,-87.646293476,0.6,,17031070200,Cash,KOAM Taxi Association,120,7,0.0
24,9.05,10,0,7,1380931200,41.906650766,-87.66533766,41.929077655,-87.646293476,0.0,,17031070200,Credit Card,Taxi Affiliation Services,660,7,1.5
7,4.45,8,0,6,1440721800,41.921778188,-87.651061884,41.929077655,-87.646293476,0.6,,17031070200,Credit Card,Choice Taxi Association,180,7,2.0
6,6.25,9,12,7,1379160900,41.936237179,-87.656411531,41.929077655,-87.646293476,0.0,,17031070200,Cash,Taxi Affiliation Services,420,7,0.0
29,2.25,1,0,5,1357173000,41.860190019,-87.7172201,41.860190019,-87.7172201,0.0,,,Cash,,0,29,0.0
29,3.25,9,8,5,1379577600,41.860190019,-87.7172201,41.860190019,-87.7172201,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,29,0.0
29,3.25,3,20,3,1364328000,41.860190019,-87.7172201,41.860190019,-87.7172201,0.0,,,Cash,Taxi Affiliation Services,0,29,0.0
23,5.85,7,3,5,1406775600,41.900069603,-87.720918238,41.878594358,-87.730232428,1.3,,,Cash,Dispatch Taxi Affiliation,300,26,0.0
35,0.0,7,23,4,1436399100,41.84201118,-87.622036461,41.84201118,-87.622036461,0.0,,17031839200,Cash,Chicago Elite Cab Corp. (Chicago Carriag,0,35,0.0
7,5.85,12,17,1,1450026000,41.92926299,-87.635890954,41.909495669,-87.630963601,1.2,,17031080201,Cash,Choice Taxi Association,300,8,0.0
7,6.05,11,1,7,1414804500,41.921778356,-87.641459759,41.909495669,-87.630963601,1.1,,17031080201,Cash,,360,8,0.0
7,12.05,1,7,5,1389858300,41.929077655,-87.646293476,41.909495669,-87.630963601,3.8,,17031080201,Credit Card,,1140,8,2.0
14,15.65,10,1,5,1381368600,41.968069,-87.721559063,41.922686284,-87.649488729,5.8,,,Credit Card,Dispatch Taxi Affiliation,1200,7,4.65
4,12.05,2,18,2,1360000800,41.975170943,-87.687515515,41.922686284,-87.649488729,3.7,,,Cash,Taxi Affiliation Services,1140,7,0.0
33,18.25,10,2,1,1413079200,41.857183858,-87.620334624,41.922686284,-87.649488729,7.2,,,Cash,KOAM Taxi Association,1260,7,0.0
7,7.65,2,23,5,1423782900,41.929046937,-87.651310877,41.952822916,-87.653243992,1.8,,17031832100,Cash,Taxi Affiliation Services,600,6,0.0
3,3.85,9,7,5,1379574900,41.958154876,-87.653021789,41.952822916,-87.653243992,0.0,,17031832100,Cash,Choice Taxi Association,60,6,0.0
3,4.45,5,19,1,1430682300,41.958154876,-87.653021789,41.952822916,-87.653243992,0.4,,17031832100,Cash,Dispatch Taxi Affiliation,180,6,0.0
11,4.85,11,6,2,1447049700,41.978829526,-87.771166703,41.978829526,-87.771166703,0.9,,,Cash,Taxi Affiliation Services,120,11,0.0
11,3.25,1,1,7,1357348500,41.978829526,-87.771166703,41.978829526,-87.771166703,0.0,,,Cash,Taxi Affiliation Services,0,11,0.0
6,9.25,11,10,6,1446805800,41.934762456,-87.639853859,41.89503345,-87.619710672,3.1,,17031081401,Credit Card,Taxi Affiliation Services,420,8,3.0
7,10.45,9,8,6,1410510600,41.921778356,-87.641459759,41.89503345,-87.619710672,3.2,,17031081401,Cash,Dispatch Taxi Affiliation,720,8,0.0
8,6.65,12,9,6,1386926100,41.905857769,-87.630865027,41.89503345,-87.619710672,1.3,,17031081401,Cash,,480,8,0.0
6,13.25,9,8,5,1441873800,41.952719111,-87.660503502,41.89503345,-87.619710672,0.3,,17031081401,Credit Card,Taxi Affiliation Services,960,8,2.65
8,7.0,3,11,4,1458127800,41.904935302,-87.649907226,41.89503345,-87.619710672,1.2,,17031081401,Credit Card,,480,8,2.0
6,11.05,9,2,7,1442024100,41.938232293,-87.646782081,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,660,8,0.0
6,11.65,6,7,2,1401695100,41.934762456,-87.639853859,41.89503345,-87.619710672,3.6,,17031081401,Credit Card,Taxi Affiliation Services,840,8,2.3
7,10.05,9,8,3,1379405700,41.929077655,-87.646293476,41.89503345,-87.619710672,3.3,,17031081401,Cash,Choice Taxi Association,660,8,0.0
8,6.85,4,14,7,1396706400,41.905857769,-87.630865027,41.89503345,-87.619710672,1.7,,17031081401,Cash,Dispatch Taxi Affiliation,420,8,0.0
6,11.85,7,8,3,1404806400,41.953400044,-87.646007066,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
7,10.45,6,1,7,1435367700,41.929046937,-87.651310877,41.89503345,-87.619710672,0.2,,17031081401,Cash,Taxi Affiliation Services,540,8,0.0
8,8.25,9,1,1,1442108700,41.907412816,-87.640901525,41.89503345,-87.619710672,2.0,,17031081401,Cash,,600,8,0.0
14,6.85,7,3,1,1405220400,41.968069,-87.721559063,41.968069,-87.721559063,0.1,,,Cash,Taxi Affiliation Services,360,14,0.0
14,3.25,11,18,3,1384281900,41.968069,-87.721559063,41.968069,-87.721559063,0.0,,,Cash,Dispatch Taxi Affiliation,0,14,0.0
14,5.05,9,0,5,1378339200,41.968069,-87.721559063,41.968069,-87.721559063,0.8,,,Cash,Dispatch Taxi Affiliation,240,14,0.0
14,3.65,10,3,7,1414206900,41.968069,-87.721559063,41.968069,-87.721559063,0.0,,,Cash,,60,14,0.0
4,8.05,1,19,2,1422298800,41.975170943,-87.687515515,41.968069,-87.721559063,3.4,,,No Charge,Choice Taxi Association,780,14,0.0
11,8.05,1,18,6,1420828200,41.978829526,-87.771166703,41.968069,-87.721559063,2.0,,,Cash,,660,14,0.0
4,8.44,4,5,1,1367125200,41.975170943,-87.687515515,41.968069,-87.721559063,2.7,,,Cash,,600,14,0.0
14,12.85,10,7,2,1382339700,41.968069,-87.721559063,41.968069,-87.721559063,0.0,,,Credit Card,Taxi Affiliation Services,1080,14,4.45
14,5.85,12,23,2,1417474800,41.968069,-87.721559063,41.968069,-87.721559063,1.3,,,Cash,,300,14,0.0
24,5.65,6,2,1,1435456800,41.906025969,-87.675311622,41.899422254,-87.684490122,0.0,,17031242400,Cash,Blue Ribbon Taxi Association Inc.,300,24,0.0
6,15.85,5,12,5,1400157000,41.942577185,-87.647078509,41.870607372,-87.622172937,0.4,,17031320600,Credit Card,Taxi Affiliation Services,780,32,3.95
6,18.05,4,21,3,1396991700,41.949139771,-87.656803909,41.870607372,-87.622172937,7.1,,17031320600,Credit Card,Taxi Affiliation Services,1260,32,4.5
7,12.45,12,5,1,1418534100,41.921778188,-87.651061884,41.870607372,-87.622172937,0.3,,17031320600,Cash,Taxi Affiliation Services,600,32,0.0
33,6.65,8,23,5,1408058100,41.849246754,-87.624135298,41.870607372,-87.622172937,1.6,,17031320600,Credit Card,,300,32,2.0
7,16.85,2,1,7,1425087000,41.929077655,-87.646293476,41.870607372,-87.622172937,6.0,,17031320600,Cash,Dispatch Taxi Affiliation,1380,32,0.0
24,10.45,12,1,1,1418520600,41.906025969,-87.675311622,41.870607372,-87.622172937,0.2,,17031320600,Credit Card,Taxi Affiliation Services,420,32,2.25
6,18.65,10,23,7,1446332400,41.936086535,-87.666110694,41.87101588,-87.631406525,5.5,,17031839000,Cash,Taxi Affiliation Services,2160,32,0.0
6,11.05,9,16,5,1409848200,41.953400044,-87.646007066,41.899155613,-87.626210532,0.2,,17031081201,Cash,Taxi Affiliation Services,540,8,0.0
24,7.85,6,1,1,1370134800,41.899737388,-87.664953917,41.899155613,-87.626210532,2.2,,17031081201,Credit Card,,360,8,2.0
7,7.25,8,6,7,1438411500,41.922082541,-87.634156093,41.899155613,-87.626210532,1.9,,17031081201,Credit Card,Northwest Management LLC,360,8,2.0
24,8.65,1,11,5,1420111800,41.906650766,-87.66533766,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
3,12.05,7,20,5,1405629000,41.962178629,-87.645378762,41.899155613,-87.626210532,0.1,,17031081201,Cash,Dispatch Taxi Affiliation,600,8,0.0
7,7.85,9,21,7,1410644700,41.922082541,-87.634156093,41.899155613,-87.626210532,2.45,,17031081201,Cash,,360,8,0.0
7,8.05,7,14,7,1404571500,41.914747305,-87.654007029,41.899155613,-87.626210532,2.2,,17031081201,Cash,,540,8,0.0
24,10.25,10,9,7,1413623700,41.906650766,-87.66533766,41.899155613,-87.626210532,2.3,,17031081201,Cash,,1020,8,0.0
7,7.65,4,11,7,1398510000,41.914747305,-87.654007029,41.899155613,-87.626210532,1.9,,17031081201,Cash,Choice Taxi Association,600,8,0.0
7,9.45,10,22,6,1446244200,41.929046937,-87.651310877,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,660,8,0.0
6,4.05,5,20,3,1431463500,41.949220914,-87.651970395,41.942691844,-87.651770507,0.4,,17031062100,Credit Card,Dispatch Taxi Affiliation,120,6,0.75
6,6.45,10,20,6,1444422600,41.949829346,-87.64396537,41.942691844,-87.651770507,0.0,,17031062100,Cash,Taxi Affiliation Services,420,6,0.0
6,5.05,12,20,3,1388520900,41.949060526,-87.661642904,41.942691844,-87.651770507,0.6,,17031062100,Cash,KOAM Taxi Association,300,6,0.0
7,7.05,8,23,3,1439335800,41.914585709,-87.645966207,41.942691844,-87.651770507,1.8,,17031062100,Cash,Taxi Affiliation Services,420,6,0.0
6,7.65,11,23,5,1416524400,41.938232293,-87.646782081,41.942691844,-87.651770507,1.8,,17031062100,Credit Card,Dispatch Taxi Affiliation,600,6,0.0
6,5.65,3,16,7,1393690500,41.952719111,-87.660503502,41.942691844,-87.651770507,0.7,,17031062100,Cash,,360,6,0.0
24,13.05,9,22,6,1410561900,41.899737388,-87.664953917,41.942691844,-87.651770507,0.0,,17031062100,Cash,Taxi Affiliation Services,1200,6,0.0
6,3.25,3,22,1,1395009000,41.942691844,-87.651770507,41.942691844,-87.651770507,0.0,,17031062100,Cash,,0,6,0.0
5,6.45,3,21,7,1394917200,41.945010151,-87.680928225,41.935749459,-87.680980301,1.0,,17031051400,Cash,Taxi Affiliation Services,480,5,0.0
7,22.45,5,15,7,1431185400,41.92926299,-87.635890954,41.834480698,-87.632959635,8.6,,17031340500,Cash,Taxi Affiliation Services,1260,34,0.0
68,0.0,4,11,3,1398771000,41.777196255,-87.642497527,41.77887686,-87.594925439,2.0,,,Cash,Taxi Affiliation Services,1140,42,0.0
42,27.9,10,15,4,1412176500,41.77887686,-87.594925439,41.77887686,-87.594925439,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,42,0.0
6,12.05,7,1,1,1406423700,41.949139771,-87.656803909,41.9725808,-87.694001061,0.2,,17031040201,Credit Card,Taxi Affiliation Services,960,4,0.0
24,5.25,2,0,7,1392422400,41.899589796,-87.674719134,41.892276708,-87.679397479,0.11,,17031243000,Credit Card,,180,24,2.0
6,4.45,12,2,1,1387072800,41.936159071,-87.661265218,41.945282331,-87.661545096,0.7,,17031061500,Credit Card,Choice Taxi Association,180,6,2.0
24,10.45,5,0,1,1400977800,41.908378669,-87.670945075,41.945282331,-87.661545096,3.3,,17031061500,Credit Card,Taxi Affiliation Services,780,6,2.45
3,37.65,6,11,5,1370518200,41.958154876,-87.653021789,41.785998518,-87.750934289,17.9,,17031980100,Credit Card,,2220,56,4.0
7,32.25,11,6,2,1384150500,41.922082541,-87.634156093,41.785998518,-87.750934289,15.4,,17031980100,Cash,,1440,56,0.0
7,35.05,8,17,4,1377104400,41.914747305,-87.654007029,41.785998518,-87.750934289,0.9,,17031980100,Credit Card,Taxi Affiliation Services,2820,56,5.0
33,22.45,6,14,6,1403272800,41.849246754,-87.624135298,41.785998518,-87.750934289,0.6,,17031980100,Cash,Taxi Affiliation Services,1680,56,0.0
33,23.05,6,15,2,1433173500,41.849246754,-87.624135298,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Blue Ribbon Taxi Association Inc.,1920,56,5.0
6,33.05,3,7,2,1396251000,41.945170453,-87.668794439,41.785998518,-87.750934289,0.9,,17031980100,Cash,Blue Ribbon Taxi Association Inc.,1860,56,0.0
3,37.65,9,13,6,1409924700,41.958154876,-87.653021789,41.785998518,-87.750934289,18.4,,17031980100,Credit Card,Choice Taxi Association,1980,56,9.9
28,25.85,8,14,6,1408112100,41.867902418,-87.642958665,41.785998518,-87.750934289,10.8,,17031980100,Cash,,2160,56,0.0
6,34.85,1,5,5,1389246300,41.938391258,-87.63857492,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Choice Taxi Association,1560,56,7.35
77,15.85,5,23,7,1400370300,41.979795551,-87.671445547,41.921084583,-87.704648384,0.3,,17031221200,Credit Card,Blue Ribbon Taxi Association Inc.,1260,22,4.0
6,11.85,2,11,1,1359889200,41.943155086,-87.640698076,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,720,8,3.2
24,7.85,8,18,7,1407609000,41.89967018,-87.669837798,41.89321636,-87.63784421,2.0,,17031081800,Cash,,540,8,0.0
24,7.65,3,21,7,1396128600,41.892493167,-87.664745836,41.89321636,-87.63784421,2.0,,17031081800,Cash,,480,8,0.0
6,11.65,4,3,6,1429844400,41.942691844,-87.651770507,41.89321636,-87.63784421,4.3,,17031081800,Cash,Northwest Management LLC,540,8,0.0
7,7.85,11,4,1,1384058700,41.921778188,-87.651061884,41.89321636,-87.63784421,0.0,,17031081800,Cash,Dispatch Taxi Affiliation,540,8,0.0
32,9.85,4,1,1,1366508700,41.87101588,-87.631406525,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Northwest Management LLC,540,8,1.5
6,16.05,4,23,7,1397343600,41.94258518,-87.656644092,41.89321636,-87.63784421,5.8,,17031081800,Credit Card,Taxi Affiliation Services,1140,8,5.0
7,8.65,7,9,3,1373965200,41.929077655,-87.646293476,41.89321636,-87.63784421,2.5,,17031081800,Credit Card,Choice Taxi Association,600,8,2.0
7,11.05,3,15,7,1363447800,41.929046937,-87.651310877,41.89321636,-87.63784421,3.3,,17031081800,Cash,,960,8,0.0
24,7.85,3,18,3,1426012200,41.906025969,-87.675311622,41.89321636,-87.63784421,2.3,,17031081800,Credit Card,Taxi Affiliation Services,420,8,2.0
6,10.65,11,1,7,1414805400,41.938232293,-87.646782081,41.89321636,-87.63784421,3.6,,17031081800,Cash,,840,8,0.0
6,11.25,1,22,6,1420841700,41.936310131,-87.651562592,41.89321636,-87.63784421,3.5,,17031081800,Cash,,1080,8,0.0
7,8.75,8,20,5,1472156100,41.914747305,-87.654007029,41.89321636,-87.63784421,2.1,,17031081800,Cash,,540,8,0.0
6,20.0,7,22,3,1468967400,41.949139771,-87.656803909,41.89321636,-87.63784421,6.5,,17031081800,Credit Card,,1260,8,4.4
22,14.45,4,21,6,1398459600,41.929329713,-87.711974254,41.89321636,-87.63784421,5.8,,17031081800,Cash,,840,8,0.0
25,2.45,3,13,1,1364736600,41.890608853,-87.756046711,41.890608853,-87.756046711,0.1,,,Cash,,0,25,0.0
77,3.25,6,13,2,1404133200,41.99438102,-87.672538401,41.99438102,-87.672538401,0.0,,17031030300,Cash,Blue Ribbon Taxi Association Inc.,0,77,0.0
77,3.25,4,17,2,1398706200,41.99438102,-87.672538401,41.99438102,-87.672538401,0.0,,17031030300,Cash,Taxi Affiliation Services,0,77,0.0
4,4.84,2,7,7,1424502900,41.975170943,-87.687515515,41.975170943,-87.687515515,0.6,,,Cash,,240,4,0.0
4,3.25,2,14,2,1392647400,41.975170943,-87.687515515,41.975170943,-87.687515515,0.0,,,No Charge,Dispatch Taxi Affiliation,0,4,0.0
4,4.45,3,2,6,1427422500,41.975170943,-87.687515515,41.975170943,-87.687515515,0.7,,,Cash,Dispatch Taxi Affiliation,120,4,0.0
2,13.25,8,18,7,1439057700,42.001571027,-87.695012589,41.975170943,-87.687515515,5.0,,,Cash,Taxi Affiliation Services,540,4,0.0
4,5.65,12,4,4,1386734400,41.975170943,-87.687515515,41.975170943,-87.687515515,0.13,,,Cash,,300,4,0.0
4,7.65,3,20,4,1426106700,41.975170943,-87.687515515,41.975170943,-87.687515515,1.7,,,Credit Card,,660,4,3.0
21,8.05,12,2,1,1388282400,41.938666196,-87.711210593,41.92276062,-87.699155343,2.3,,,Credit Card,Taxi Affiliation Services,420,22,1.0
16,9.65,4,13,2,1398086100,41.953582125,-87.72345239,41.92276062,-87.699155343,2.5,,,Cash,,720,22,0.0
33,19.85,3,19,6,1395428400,41.857183858,-87.620334624,41.92276062,-87.699155343,0.4,,,Cash,Taxi Affiliation Services,1620,22,0.0
23,5.05,11,23,1,1417391100,41.900069603,-87.720918238,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,240,22,0.0
4,8.05,5,21,3,1400620500,41.975170943,-87.687515515,41.92276062,-87.699155343,2.5,,,Cash,KOAM Taxi Association,420,22,0.0
31,15.25,9,0,7,1410566400,41.850266366,-87.667569312,41.92276062,-87.699155343,6.2,,,Credit Card,Taxi Affiliation Services,780,22,3.0
23,12.85,5,8,6,1430469000,41.900069603,-87.720918238,41.92276062,-87.699155343,3.0,,,Credit Card,Taxi Affiliation Services,1440,22,0.0
16,8.85,1,6,4,1421820000,41.953582125,-87.72345239,41.92276062,-87.699155343,2.9,,,Cash,Taxi Affiliation Services,420,22,0.0
2,7.05,1,21,3,1389733200,42.001571027,-87.695012589,41.9867118,-87.663416405,0.1,,,Cash,Taxi Affiliation Services,420,77,0.0
2,8.05,10,6,2,1381730400,42.001571027,-87.695012589,41.9867118,-87.663416405,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,540,77,0.0
5,4.85,9,1,1,1442712600,41.950545696,-87.676182496,41.945170453,-87.668794439,0.9,,17031831900,Cash,Dispatch Taxi Affiliation,180,6,0.0
22,8.85,5,23,6,1401490800,41.916005274,-87.675095116,41.926811182,-87.642605247,2.6,,17031070103,Credit Card,,660,7,2.0
7,5.05,9,1,1,1410052500,41.921778188,-87.651061884,41.926811182,-87.642605247,0.0,,17031070103,Cash,Taxi Affiliation Services,240,7,0.0
6,8.05,4,18,7,1366482600,41.949139771,-87.656803909,41.926811182,-87.642605247,1.7,,17031070103,Cash,,600,7,0.0
6,5.05,2,3,7,1424488500,41.938232293,-87.646782081,41.926811182,-87.642605247,0.9,,17031070103,Cash,Taxi Affiliation Services,240,7,0.0
39,3.25,5,17,3,1368550800,41.808916283,-87.596183344,41.808916283,-87.596183344,0.0,,,Cash,Taxi Affiliation Services,0,39,0.0
39,4.85,6,18,7,1434823200,41.808916283,-87.596183344,41.808916283,-87.596183344,0.8,,,Cash,Taxi Affiliation Services,300,39,0.0
33,13.25,9,17,4,1409766300,41.857183858,-87.620334624,41.850266366,-87.667569312,4.3,,,Cash,Taxi Affiliation Services,1140,31,0.0
31,25.0,9,13,6,1443188700,41.850266366,-87.667569312,41.850266366,-87.667569312,0.0,,,Credit Card,,0,31,6.25
33,6.45,4,5,2,1367211600,41.857183858,-87.620334624,41.850266366,-87.667569312,0.1,,,Cash,Taxi Affiliation Services,240,31,0.0
31,6.25,11,0,6,1385683200,41.850266366,-87.667569312,41.850266366,-87.667569312,0.0,,,Cash,Chicago Elite Cab Corp. (Chicago Carriag,180,31,0.0
24,4.45,12,1,1,1387071000,41.912364354,-87.675062757,41.915909788,-87.68382594,0.0,,17031222200,Cash,Blue Ribbon Taxi Association Inc.,180,22,0.0
6,3.85,4,21,7,1397337300,41.950673358,-87.666536281,41.950673358,-87.666536281,0.4,,17031060400,Cash,,60,6,0.0
6,3.25,12,21,4,1386797400,41.942577185,-87.647078509,41.942577185,-87.647078509,0.0,,17031062000,Cash,Taxi Affiliation Services,0,6,0.0
6,5.45,3,20,7,1426365900,41.942691844,-87.651770507,41.942577185,-87.647078509,0.6,,17031062000,Credit Card,KOAM Taxi Association,360,6,2.0
22,10.25,2,0,1,1422750600,41.915909788,-87.68382594,41.942577185,-87.647078509,3.3,,17031062000,Credit Card,Taxi Affiliation Services,780,6,2.45
6,5.25,9,3,1,1410666300,41.934659157,-87.646729729,41.942577185,-87.647078509,0.6,,17031062000,Cash,Dispatch Taxi Affiliation,300,6,0.0
6,5.25,11,21,7,1448140500,41.934539716,-87.643022804,41.942577185,-87.647078509,0.7,,17031062000,Credit Card,,300,6,1.0
6,4.25,3,0,1,1362268800,41.942577185,-87.647078509,41.942577185,-87.647078509,0.3,,17031062000,Cash,,180,6,0.0
35,3.25,11,11,7,1385810100,41.835117986,-87.618677767,41.835117986,-87.618677767,0.0,,,Cash,Taxi Affiliation Services,0,35,0.0
6,10.05,4,0,1,1429401600,41.936310131,-87.651562592,41.898331794,-87.620762865,3.4,,17031081300,Cash,Taxi Affiliation Services,660,8,0.0
33,11.45,6,20,2,1433191500,41.849246754,-87.624135298,41.898331794,-87.620762865,3.5,,17031081300,Credit Card,Taxi Affiliation Services,960,8,2.55
3,11.85,2,19,6,1393614900,41.958154876,-87.653021789,41.898331794,-87.620762865,4.6,,17031081300,Cash,Dispatch Taxi Affiliation,600,8,0.0
7,10.25,2,12,1,1392552900,41.929046937,-87.651310877,41.898331794,-87.620762865,3.3,,17031081300,Cash,,660,8,0.0
6,4.65,1,19,7,1389468600,41.946489764,-87.647113634,41.949829346,-87.64396537,0.5,,17031060900,Cash,,180,6,0.0
6,5.85,9,22,3,1378850400,41.936310131,-87.651562592,41.949829346,-87.64396537,1.3,,17031060900,Cash,,300,6,0.0
6,3.25,6,22,3,1435701600,41.949829346,-87.64396537,41.949829346,-87.64396537,0.0,,17031060900,Cash,Dispatch Taxi Affiliation,60,6,0.0
6,6.25,5,1,1,1433035800,41.950605232,-87.671332488,41.949829346,-87.64396537,1.7,,17031060900,Cash,,360,6,0.0
7,5.25,1,1,7,1357954200,41.922082541,-87.634156093,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,300,8,0.0
24,7.45,2,11,7,1424519100,41.906650766,-87.66533766,41.90749193,-87.63576009,1.7,,17031080300,Cash,Dispatch Taxi Affiliation,540,8,0.0
7,8.05,1,13,7,1390654800,41.928967266,-87.656156831,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,720,8,0.0
24,10.25,9,23,6,1409958000,41.906025969,-87.675311622,41.90749193,-87.63576009,3.0,,17031080300,Cash,Dispatch Taxi Affiliation,900,8,0.0
6,9.05,6,2,7,1403318700,41.936237179,-87.656411531,41.90749193,-87.63576009,0.1,,17031080300,Credit Card,Taxi Affiliation Services,840,8,0.01
24,8.45,11,23,6,1415401200,41.892658108,-87.652534484,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,600,8,0.0
8,4.25,4,2,1,1397356200,41.904935302,-87.649907226,41.90749193,-87.63576009,0.6,,17031080300,Cash,Dispatch Taxi Affiliation,120,8,0.0
3,12.85,9,8,4,1443600000,41.958154876,-87.653021789,41.90749193,-87.63576009,4.1,,17031080300,Credit Card,,1140,8,2.0
7,6.85,4,23,7,1428793200,41.914585709,-87.645966207,41.90749193,-87.63576009,1.1,,17031080300,Cash,,540,8,0.0
7,11.25,9,2,1,1441505700,41.929046937,-87.651310877,41.90749193,-87.63576009,3.8,,17031080300,Cash,Dispatch Taxi Affiliation,960,8,0.0
7,7.45,12,1,1,1417914000,41.921877461,-87.66407824,41.90749193,-87.63576009,0.0,,17031080300,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
22,10.25,12,1,7,1418432400,41.916005274,-87.675095116,41.90749193,-87.63576009,3.0,,17031080300,Cash,Choice Taxi Association,840,8,0.0
5,12.85,8,17,7,1407605400,41.94136566,-87.680826903,41.90749193,-87.63576009,3.8,,17031080300,Cash,,1140,8,0.0
7,12.65,6,18,7,1434219300,41.929077655,-87.646293476,41.979912445,-87.664188242,4.2,,17031030800,Credit Card,,960,77,3.0
7,16.25,10,22,6,1413585900,41.921877461,-87.66407824,41.867902418,-87.642958665,6.3,,17031841900,Credit Card,Top Cab Affiliation,1140,28,3.25
76,35.45,4,9,4,1429089300,41.982272929,-87.841586432,41.867902418,-87.642958665,13.8,,17031841900,Credit Card,Taxi Affiliation Services,4140,28,3.5
32,5.85,8,19,5,1409253300,41.87101588,-87.631406525,41.867902418,-87.642958665,1.0,,17031841900,Credit Card,Dispatch Taxi Affiliation,300,28,2.0
33,8.25,6,14,5,1435243500,41.849246754,-87.624135298,41.867902418,-87.642958665,2.2,,17031841900,Credit Card,,540,28,3.0
7,15.45,1,18,6,1389379500,41.929077655,-87.646293476,41.87866742,-87.671653621,5.1,,17031838100,Cash,,1740,28,0.0
6,20.85,4,15,4,1398267900,41.936310131,-87.651562592,41.87866742,-87.671653621,8.1,,17031838100,Cash,,1740,28,0.0
24,6.25,3,20,2,1362428100,41.892493167,-87.664745836,41.87866742,-87.671653621,0.0,,17031838100,Cash,Dispatch Taxi Affiliation,360,28,0.0
24,7.85,12,22,6,1450478700,41.906025969,-87.675311622,41.920801704,-87.694532342,2.0,,17031221400,Cash,,480,22,0.0
33,5.05,9,14,6,1409926500,41.857183858,-87.620334624,41.842076117,-87.633973422,0.7,,,Credit Card,,240,34,2.0
74,19.45,11,18,6,1446835500,41.694878966,-87.713192497,41.694878966,-87.713192497,4.3,,,Credit Card,,2460,74,4.19
5,3.25,8,14,7,1408198500,41.957651916,-87.691530248,41.957651916,-87.691530248,0.0,,17031050300,Cash,,0,5,0.0
3,12.25,8,10,7,1439632800,41.958154876,-87.653021789,41.91922505,-87.671445766,3.9,,17031832300,Cash,,1020,22,0.0
22,5.05,1,21,1,1359322200,41.920801704,-87.694532342,41.91922505,-87.671445766,0.0,,17031832300,Cash,Dispatch Taxi Affiliation,240,22,0.0
24,5.65,12,2,1,1386469800,41.899589796,-87.674719134,41.91922505,-87.671445766,0.0,,17031832300,Cash,Taxi Affiliation Services,240,22,0.0
6,10.05,8,11,7,1377342900,41.949829346,-87.64396537,41.91922505,-87.671445766,0.0,,17031832300,Cash,Taxi Affiliation Services,720,22,0.0
24,7.05,9,0,1,1411864200,41.899506548,-87.679600287,41.91922505,-87.671445766,1.0,,17031832300,Cash,Taxi Affiliation Services,540,22,0.0
6,13.05,9,1,6,1378429200,41.949139771,-87.656803909,41.904935302,-87.649907226,0.3,,17031842200,Cash,Taxi Affiliation Services,780,8,0.0
7,7.05,8,20,7,1377981000,41.929046937,-87.651310877,41.904935302,-87.649907226,0.0,,17031842200,Credit Card,Taxi Affiliation Services,540,8,3.0
8,10.65,10,20,5,1443729600,41.904935302,-87.649907226,41.904935302,-87.649907226,0.1,,17031842200,Cash,Blue Ribbon Taxi Association Inc.,1200,8,0.0
6,7.65,11,20,7,1385841600,41.936310131,-87.651562592,41.904935302,-87.649907226,2.0,,17031842200,Cash,Taxi Affiliation Services,600,8,0.0
8,5.25,5,0,6,1400805000,41.905857769,-87.630865027,41.904935302,-87.649907226,0.9,,17031842200,Cash,Dispatch Taxi Affiliation,240,8,0.0
32,11.65,4,9,2,1428312600,41.87101588,-87.631406525,41.904935302,-87.649907226,0.0,,17031842200,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
7,4.45,1,1,1,1358038800,41.914747305,-87.654007029,41.904935302,-87.649907226,0.0,,17031842200,Credit Card,Northwest Management LLC,120,8,1.0
6,7.25,2,22,7,1391294700,41.936159071,-87.661265218,41.904935302,-87.649907226,1.7,,17031842200,Cash,,540,8,0.0
24,6.65,11,21,6,1384551000,41.901206994,-87.676355989,,,1.52,,,Cash,,420,,0.0
24,10.45,3,7,4,1363765500,41.901206994,-87.676355989,,,3.0,,,Cash,,960,,0.0
24,4.65,2,20,3,1392151500,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,180,24,0.0
24,3.25,3,4,2,1457929800,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,0,24,0.0
24,18.5,6,2,1,1466906400,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1500,24,0.0
24,5.05,9,22,6,1379110500,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Credit Card,Taxi Affiliation Services,240,24,1.0
24,3.25,11,20,2,1416255300,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,0,24,0.0
24,6.25,8,23,5,1375399800,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Northwest Management LLC,360,24,0.0
24,4.45,1,6,2,1390803300,41.901206994,-87.676355989,41.901206994,-87.676355989,0.4,,,Cash,,180,24,0.0
24,6.45,7,0,4,1406681100,41.901206994,-87.676355989,41.901206994,-87.676355989,1.6,,,Cash,,360,24,0.0
24,4.65,2,2,1,1392516900,41.901206994,-87.676355989,41.901206994,-87.676355989,0.7,,,Cash,Taxi Affiliation Services,120,24,0.0
24,4.05,6,18,1,1403461800,41.901206994,-87.676355989,41.901206994,-87.676355989,0.4,,,Cash,Taxi Affiliation Services,60,24,0.0
24,5.65,9,0,3,1410826500,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Credit Card,Taxi Affiliation Services,240,24,2.0
24,7.65,2,20,1,1361132100,41.901206994,-87.676355989,41.901206994,-87.676355989,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,420,24,0.0
24,5.25,9,2,5,1411612200,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Credit Card,Taxi Affiliation Services,180,24,2.0
24,4.25,3,8,1,1427013900,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,120,24,0.0
24,6.45,12,13,7,1419083100,41.901206994,-87.676355989,41.901206994,-87.676355989,1.5,,,Cash,Taxi Affiliation Services,360,24,0.0
24,7.85,6,5,1,1370150100,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,420,24,0.0
24,5.45,6,1,1,1434849300,41.901206994,-87.676355989,41.901206994,-87.676355989,0.9,,,Cash,,360,24,0.0
24,11.05,9,3,5,1441856700,41.901206994,-87.676355989,41.901206994,-87.676355989,3.5,,,Cash,Taxi Affiliation Services,780,24,0.0
24,5.05,4,0,2,1365984900,41.901206994,-87.676355989,41.901206994,-87.676355989,0.3,,,Cash,Dispatch Taxi Affiliation,240,24,0.0
24,5.85,12,19,1,1418583600,41.901206994,-87.676355989,41.901206994,-87.676355989,1.2,,,Credit Card,,300,24,2.0
24,4.65,5,12,2,1369053000,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,180,24,2.0
24,6.05,9,21,6,1411161300,41.901206994,-87.676355989,41.901206994,-87.676355989,1.5,,,Cash,,240,24,0.0
24,8.65,5,22,6,1431123300,41.901206994,-87.676355989,41.901206994,-87.676355989,2.9,,,Credit Card,Choice Taxi Association,540,24,0.0
24,5.05,8,20,2,1375734600,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Northwest Management LLC,120,24,0.0
24,6.05,7,2,7,1374286500,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,300,24,0.0
24,11.05,5,3,3,1369710000,41.901206994,-87.676355989,41.878865584,-87.625192142,4.2,,,Credit Card,Dispatch Taxi Affiliation,420,32,4.0
24,5.85,8,14,3,1438696800,41.901206994,-87.676355989,41.878865584,-87.625192142,1.2,,,Cash,Taxi Affiliation Services,300,32,0.0
24,7.25,9,9,7,1378546200,41.901206994,-87.676355989,41.878865584,-87.625192142,0.0,,,Credit Card,Taxi Affiliation Services,420,32,0.0
24,21.05,2,23,6,1423870200,41.901206994,-87.676355989,42.009622881,-87.670166857,7.7,,,Cash,,1860,1,0.0
24,8.44,3,0,1,1393719300,41.901206994,-87.676355989,41.900069603,-87.720918238,2.6,,,Cash,,540,23,0.0
24,19.0,5,13,5,1464270300,41.901206994,-87.676355989,41.96581197,-87.655878786,0.3,,,Credit Card,Taxi Affiliation Services,1740,3,4.0
24,7.85,7,23,4,1404947700,41.901206994,-87.676355989,41.938666196,-87.711210593,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,540,21,0.0
24,12.65,1,23,6,1388792700,41.901206994,-87.676355989,41.938666196,-87.711210593,4.2,,,Cash,Taxi Affiliation Services,1020,21,0.0
24,7.65,1,12,4,1420632900,41.901206994,-87.676355989,41.899602111,-87.633308037,1.8,,,Credit Card,Taxi Affiliation Services,540,8,3.0
24,7.85,5,23,1,1399849200,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,480,8,2.0
24,7.85,4,14,7,1365257700,41.901206994,-87.676355989,41.899602111,-87.633308037,1.6,,,Cash,,660,8,0.0
24,9.05,1,13,3,1421155800,41.901206994,-87.676355989,41.899602111,-87.633308037,2.8,,,Cash,Northwest Management LLC,600,8,0.0
24,10.65,8,20,1,1407701700,41.901206994,-87.676355989,41.899602111,-87.633308037,3.7,,,Credit Card,Taxi Affiliation Services,660,8,1.5
24,8.65,1,12,5,1359031500,41.901206994,-87.676355989,41.899602111,-87.633308037,2.5,,,Cash,,480,8,0.0
24,6.65,12,22,4,1418248800,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,420,8,0.0
24,10.65,2,19,6,1423854900,41.901206994,-87.676355989,41.899602111,-87.633308037,3.1,,,Cash,KOAM Taxi Association,840,8,0.0
24,10.25,4,13,2,1396878300,41.901206994,-87.676355989,41.899602111,-87.633308037,3.2,,,Credit Card,Taxi Affiliation Services,660,8,1.0
24,8.85,8,10,6,1376043300,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,660,8,2.0
24,5.45,3,8,4,1363163400,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,300,8,1.55
24,8.65,2,14,4,1424268900,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,600,8,2.0
24,12.25,8,17,6,1376673300,41.901206994,-87.676355989,41.899602111,-87.633308037,0.2,,,Cash,Taxi Affiliation Services,1020,8,0.0
24,33.85,2,14,3,1392129900,41.901206994,-87.676355989,41.980264315,-87.913624596,16.2,,,Cash,,1800,76,0.0
24,13.65,8,22,4,1440626400,41.901206994,-87.676355989,41.953582125,-87.72345239,4.7,,,Credit Card,,1080,16,2.73
24,12.65,8,22,5,1376604000,41.901206994,-87.676355989,41.944226601,-87.655998182,0.0,,,Cash,Choice Taxi Association,960,6,0.0
24,10.25,10,1,5,1412816400,41.901206994,-87.676355989,41.944226601,-87.655998182,3.1,,,Credit Card,Dispatch Taxi Affiliation,720,6,2.05
24,14.45,8,21,2,1407793500,41.901206994,-87.676355989,41.944226601,-87.655998182,5.0,,,Cash,,1260,6,0.0
24,13.25,6,0,4,1402444800,41.901206994,-87.676355989,41.944226601,-87.655998182,4.4,,,Cash,Dispatch Taxi Affiliation,1140,6,0.0
24,12.05,8,19,6,1377891900,41.901206994,-87.676355989,41.944226601,-87.655998182,3.8,,,Cash,,1080,6,0.0
24,20.65,10,20,6,1414787400,41.901206994,-87.676355989,41.944226601,-87.655998182,7.5,,,Credit Card,Taxi Affiliation Services,2100,6,4.0
24,12.25,9,15,6,1409931000,41.901206994,-87.676355989,41.944226601,-87.655998182,0.2,,,Credit Card,Taxi Affiliation Services,1140,6,2.45
24,15.05,12,23,6,1419030000,41.901206994,-87.676355989,41.836150155,-87.648787952,0.3,,,Cash,Taxi Affiliation Services,1140,60,0.0
24,7.85,8,15,1,1407684600,41.901206994,-87.676355989,41.947791586,-87.683834942,2.1,,,Cash,,480,5,0.0
24,10.05,9,11,7,1441451700,41.901206994,-87.676355989,41.947791586,-87.683834942,3.0,,,Cash,Choice Taxi Association,840,5,0.0
24,12.45,8,20,6,1406925000,41.901206994,-87.676355989,41.947791586,-87.683834942,4.1,,,Cash,Taxi Affiliation Services,900,5,0.0
24,9.05,9,23,2,1378769400,41.901206994,-87.676355989,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,660,5,0.0
24,11.45,2,9,5,1424942100,41.901206994,-87.676355989,41.874005383,-87.66351755,3.2,,,Credit Card,Northwest Management LLC,1080,28,3.0
24,6.85,4,8,2,1428307200,41.901206994,-87.676355989,41.874005383,-87.66351755,1.7,,,Cash,Top Cab Affiliation,420,28,0.0
24,8.85,6,20,1,1402862400,41.901206994,-87.676355989,41.874005383,-87.66351755,2.8,,,Cash,,480,28,0.0
24,6.05,10,18,6,1414780200,41.901206994,-87.676355989,41.874005383,-87.66351755,1.0,,,Cash,,420,28,0.0
24,8.65,5,7,1,1430639100,41.901206994,-87.676355989,41.874005383,-87.66351755,2.3,,,Cash,Taxi Affiliation Services,600,28,0.0
24,7.05,11,17,4,1385573400,41.901206994,-87.676355989,41.874005383,-87.66351755,1.7,,,Credit Card,4615 - Tyrone Henderson,480,28,2.0
24,18.65,2,1,1,1361667600,41.901206994,-87.676355989,41.874005383,-87.66351755,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1500,28,0.0
24,9.05,1,14,1,1359297000,41.901206994,-87.676355989,41.922686284,-87.649488729,2.6,,,Credit Card,,660,7,2.0
24,8.65,11,23,2,1415056500,41.901206994,-87.676355989,41.922686284,-87.649488729,2.4,,,Cash,Taxi Affiliation Services,600,7,0.0
24,8.05,1,0,5,1358381700,41.901206994,-87.676355989,41.922686284,-87.649488729,2.3,,,Credit Card,Dispatch Taxi Affiliation,480,7,1.0
24,12.65,8,23,7,1376781300,41.901206994,-87.676355989,41.922686284,-87.649488729,0.0,,,Credit Card,Taxi Affiliation Services,1140,7,2.7
24,24.65,5,16,2,1401120000,41.901206994,-87.676355989,41.968069,-87.721559063,11.1,,,Cash,,780,14,0.0
24,10.05,1,11,7,1359198000,41.901206994,-87.676355989,41.92276062,-87.699155343,2.9,,,Cash,,840,22,0.0
24,6.25,1,4,7,1421467200,41.901206994,-87.676355989,41.92276062,-87.699155343,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,360,22,4.0
24,7.45,5,18,7,1367691300,41.901206994,-87.676355989,41.92276062,-87.699155343,0.0,,,Unknown,Taxi Affiliation Services,360,22,2.5
24,9.44,10,1,7,1382751900,41.901206994,-87.676355989,41.92276062,-87.699155343,2.9,,,Credit Card,,600,22,1.0
24,7.25,9,20,4,1379536200,41.901206994,-87.676355989,41.92276062,-87.699155343,0.0,,,Cash,Dispatch Taxi Affiliation,480,22,0.0
24,9.85,9,15,3,1410880500,41.901206994,-87.676355989,41.92276062,-87.699155343,2.7,,,Credit Card,,840,22,2.0
24,10.25,6,4,5,1402546500,41.901206994,-87.676355989,41.92276062,-87.699155343,3.7,,,Credit Card,Taxi Affiliation Services,660,22,2.8
24,22.25,6,9,4,1371633300,41.901206994,-87.676355989,41.9867118,-87.663416405,8.4,,,Cash,,2040,77,0.0
24,13.05,10,3,6,1414726200,41.901206994,-87.676355989,41.850266366,-87.667569312,5.0,,,Cash,,600,31,0.0
24,12.65,12,4,5,1419482700,41.901206994,-87.676355989,41.850266366,-87.667569312,5.2,,,Cash,Dispatch Taxi Affiliation,480,31,0.0
24,11.75,9,0,7,1473465600,41.901206994,-87.676355989,41.850266366,-87.667569312,3.1,,,Cash,,780,31,0.0
8,9.05,4,14,5,1429195500,41.892507781,-87.626214906,,,0.0,,,Cash,Taxi Affiliation Services,840,,0.0
8,38.45,12,14,3,1419345000,41.892507781,-87.626214906,,,16.5,,,Cash,,3960,,0.0
8,4.65,10,22,1,1382306400,41.892507781,-87.626214906,,,0.68,,,Credit Card,,180,,1.0
8,3.25,5,7,3,1462261500,41.892507781,-87.626214906,,,0.0,,,Cash,,0,,0.0
8,14.45,1,10,3,1422353700,41.892507781,-87.626214906,41.849246754,-87.624135298,0.0,,17031841000,Cash,Taxi Affiliation Services,1620,33,0.0
8,15.0,6,9,5,1465463700,41.892507781,-87.626214906,41.849246754,-87.624135298,0.0,,17031841000,Credit Card,Top Cab Affiliation,1380,33,3.0
8,9.85,6,9,5,1371114000,41.892507781,-87.626214906,41.849246754,-87.624135298,3.0,,17031841000,Cash,Northwest Management LLC,660,33,0.0
8,3.25,3,22,7,1396132200,41.892507781,-87.626214906,41.892507781,-87.626214906,0.1,,17031081500,Cash,,60,8,0.0
8,3.65,10,12,3,1444737600,41.892507781,-87.626214906,41.892507781,-87.626214906,0.2,,17031081500,Cash,,120,8,0.0
8,8.25,6,8,4,1433924100,41.892507781,-87.626214906,41.892507781,-87.626214906,1.4,,17031081500,Credit Card,Taxi Affiliation Services,720,8,3.0
8,3.65,9,19,1,1441568700,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,60,8,2.0
8,3.25,3,15,1,1393773300,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,,60,8,0.0
8,3.65,11,18,7,1384020000,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,60,8,0.0
8,14.25,2,23,6,1359761400,41.892507781,-87.626214906,41.892507781,-87.626214906,4.6,,17031081500,Cash,,1020,8,0.0
8,7.25,1,15,6,1422026100,41.892507781,-87.626214906,41.892507781,-87.626214906,1.8,,17031081500,Cash,Top Cab Affiliation,480,8,0.0
8,3.65,2,22,4,1393452900,41.892507781,-87.626214906,41.892507781,-87.626214906,0.2,,17031081500,Cash,Taxi Affiliation Services,120,8,0.0
8,18.65,11,1,7,1385170200,41.892507781,-87.626214906,41.892507781,-87.626214906,0.75,,17031081500,Cash,,1200,8,0.0
8,3.85,7,0,2,1404693000,41.892507781,-87.626214906,41.892507781,-87.626214906,0.1,,17031081500,Cash,,120,8,0.0
8,3.25,1,16,7,1390061700,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,,0,8,0.0
8,3.25,7,10,2,1406541600,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,Choice Taxi Association,0,8,0.0
8,6.0,9,18,3,1473792300,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
8,20.85,12,16,4,1451491200,41.892507781,-87.626214906,41.892507781,-87.626214906,7.3,,17031081500,Cash,,1860,8,0.0
8,4.25,2,21,3,1393363800,41.892507781,-87.626214906,41.892042136,-87.63186395,0.3,,17031081700,Credit Card,KOAM Taxi Association,120,8,2.0
8,5.05,12,23,6,1388185200,41.892507781,-87.626214906,41.892042136,-87.63186395,0.5,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
8,4.65,6,19,6,1435346100,41.892507781,-87.626214906,41.892042136,-87.63186395,0.2,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
8,4.45,10,3,6,1412910900,41.892507781,-87.626214906,41.892042136,-87.63186395,0.3,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
8,4.65,6,8,1,1434271500,41.892507781,-87.626214906,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Blue Ribbon Taxi Association Inc.,180,8,2.0
8,13.05,1,20,5,1420747200,41.892507781,-87.626214906,41.953400044,-87.646007066,4.6,,17031060800,Credit Card,Taxi Affiliation Services,1140,6,2.5
8,43.0,5,11,3,1464695100,41.892507781,-87.626214906,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,1680,76,8.8
8,37.45,9,15,1,1379259900,41.892507781,-87.626214906,41.97907082,-87.903039661,17.6,,17031980000,Cash,Dispatch Taxi Affiliation,2640,76,0.0
8,35.65,9,11,2,1380540600,41.892507781,-87.626214906,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,1440,76,5.0
8,40.25,3,15,6,1396020600,41.892507781,-87.626214906,41.97907082,-87.903039661,18.4,,17031980000,Credit Card,Dispatch Taxi Affiliation,2700,76,7.0
8,44.25,7,9,6,1467969300,41.892507781,-87.626214906,41.97907082,-87.903039661,178.7,,17031980000,Cash,,1570,76,0.0
8,36.65,2,14,2,1424701800,41.892507781,-87.626214906,41.97907082,-87.903039661,18.0,,17031980000,Credit Card,KOAM Taxi Association,1560,76,6.0
8,36.85,10,12,2,1413808200,41.892507781,-87.626214906,41.97907082,-87.903039661,17.65,,17031980000,Credit Card,,1860,76,7.97
8,35.05,5,11,3,1400586300,41.892507781,-87.626214906,41.97907082,-87.903039661,17.4,,17031980000,Cash,Taxi Affiliation Services,1680,76,0.0
8,35.65,9,7,6,1441350000,41.892507781,-87.626214906,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,Choice Taxi Association,1500,76,7.5
8,36.65,9,10,4,1379498400,41.892507781,-87.626214906,41.97907082,-87.903039661,17.6,,17031980000,Credit Card,Choice Taxi Association,2100,76,7.7
8,36.25,6,17,7,1402767000,41.892507781,-87.626214906,41.97907082,-87.903039661,17.6,,17031980000,Cash,Taxi Affiliation Services,1740,76,0.0
8,35.65,12,14,1,1419170400,41.892507781,-87.626214906,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,1620,76,9.65
8,34.25,1,6,6,1421388900,41.892507781,-87.626214906,41.97907082,-87.903039661,17.1,,17031980000,Cash,,1560,76,0.0
8,37.04,6,13,6,1371215700,41.892507781,-87.626214906,41.97907082,-87.903039661,17.1,,17031980000,Cash,,2400,76,0.0
8,34.85,1,8,2,1358757900,41.892507781,-87.626214906,41.97907082,-87.903039661,17.3,,17031980000,Cash,,1140,76,0.0
8,9.25,1,19,3,1420571700,41.892507781,-87.626214906,41.921778356,-87.641459759,0.1,,17031071300,Credit Card,Taxi Affiliation Services,780,7,2.0
8,11.25,4,19,2,1397502000,41.892507781,-87.626214906,41.856309817,-87.644209287,0.2,,17031310200,Credit Card,Taxi Affiliation Services,840,31,2.25
8,9.45,7,19,4,1437593400,41.892507781,-87.626214906,41.900265687,-87.63210922,0.0,,17031081000,Cash,Blue Ribbon Taxi Association Inc.,840,8,0.0
8,5.45,10,22,6,1443825900,41.892507781,-87.626214906,41.900265687,-87.63210922,0.9,,17031081000,Cash,Top Cab Affiliation,300,8,0.0
8,9.25,3,8,1,1425803400,41.892507781,-87.626214906,41.921778188,-87.651061884,2.6,,17031071100,Credit Card,,720,7,2.0
8,9.05,4,23,5,1398380400,41.892507781,-87.626214906,41.914616286,-87.631717366,2.7,,17031071500,Credit Card,,660,7,3.0
8,7.85,9,19,2,1443466800,41.892507781,-87.626214906,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Choice Taxi Association,600,7,2.0
8,6.65,2,21,6,1425071700,41.892507781,-87.626214906,41.914616286,-87.631717366,2.0,,17031071500,Credit Card,Dispatch Taxi Affiliation,420,7,2.0
8,11.45,4,20,3,1397593800,41.892507781,-87.626214906,41.856333217,-87.659564239,0.0,,17031310600,Credit Card,Taxi Affiliation Services,780,31,3.4
8,9.85,2,22,7,1392502500,41.892507781,-87.626214906,41.938391258,-87.63857492,3.4,,17031063200,Cash,,480,6,0.0
8,14.25,7,17,6,1374858000,41.892507781,-87.626214906,41.938391258,-87.63857492,4.9,,17031063200,Cash,,1140,6,0.0
8,7.45,7,22,1,1437343200,41.892507781,-87.626214906,41.877406123,-87.621971652,1.3,,17031320400,Cash,,600,32,0.0
8,4.85,9,1,7,1378517400,41.892507781,-87.626214906,41.877406123,-87.621971652,0.6,,17031320400,Cash,Dispatch Taxi Affiliation,180,32,0.0
8,7.65,2,11,3,1392723900,41.892507781,-87.626214906,41.877406123,-87.621971652,0.0,,17031320400,Cash,Choice Taxi Association,600,32,0.0
8,4.84,3,15,7,1395501300,41.892507781,-87.626214906,41.877406123,-87.621971652,0.8,,17031320400,Cash,,180,32,0.0
8,5.25,9,13,3,1412083800,41.892507781,-87.626214906,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,360,32,0.0
8,6.45,2,9,5,1392886800,41.892507781,-87.626214906,41.877406123,-87.621971652,1.1,,17031320400,Cash,Choice Taxi Association,480,32,0.0
8,6.25,4,23,4,1398901500,41.892507781,-87.626214906,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,300,32,0.0
8,8.25,4,18,6,1397845800,41.892507781,-87.626214906,41.89830587,-87.653613982,1.8,,17031842300,Credit Card,KOAM Taxi Association,660,24,2.0
8,10.25,1,21,4,1453931100,41.892507781,-87.626214906,41.934762456,-87.639853859,3.1,,17031063302,Credit Card,Taxi Affiliation Services,420,6,2.05
8,10.25,5,10,1,1400409900,41.892507781,-87.626214906,41.934762456,-87.639853859,3.3,,17031063302,Cash,,600,6,0.0
8,10.45,7,14,2,1436191200,41.892507781,-87.626214906,41.859349715,-87.617358006,2.6,,17031330100,Cash,,960,33,0.0
8,11.05,3,12,2,1393850700,41.892507781,-87.626214906,41.859349715,-87.617358006,3.3,,17031330100,Cash,,900,33,0.0
8,12.25,7,13,2,1373895900,41.892507781,-87.626214906,41.859349715,-87.617358006,3.6,,17031330100,Cash,,960,33,0.0
8,15.45,2,16,1,1392566400,41.892507781,-87.626214906,41.859349715,-87.617358006,5.8,,17031330100,Cash,,1080,33,0.0
8,13.45,11,10,3,1447150500,41.892507781,-87.626214906,41.859349715,-87.617358006,3.1,,17031330100,Credit Card,,1380,33,3.0
8,7.45,10,9,6,1412326800,41.892507781,-87.626214906,41.859349715,-87.617358006,1.9,,17031330100,Cash,,480,33,0.0
8,12.85,6,20,1,1434918600,41.892507781,-87.626214906,41.859349715,-87.617358006,0.0,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,1080,33,0.0
8,8.5,1,22,3,1453243500,41.892507781,-87.626214906,41.859349715,-87.617358006,2.0,,17031330100,Credit Card,Taxi Affiliation Services,420,33,2.0
8,8.85,10,21,7,1444510800,41.892507781,-87.626214906,41.899589796,-87.674719134,2.8,,17031242200,Credit Card,,420,24,2.0
8,5.0,2,12,1,1454846400,41.892507781,-87.626214906,41.890922026,-87.618868355,0.7,,17031081403,Cash,Taxi Affiliation Services,180,8,0.0
8,5.85,1,17,4,1390411800,41.892507781,-87.626214906,41.890922026,-87.618868355,0.1,,17031081403,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,4.85,2,19,2,1360005300,41.892507781,-87.626214906,41.890922026,-87.618868355,7.0,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
8,4.85,3,14,2,1427121000,41.892507781,-87.626214906,41.890922026,-87.618868355,0.5,,17031081403,Credit Card,Dispatch Taxi Affiliation,240,8,2.0
8,4.85,1,15,1,1422198000,41.892507781,-87.626214906,41.890922026,-87.618868355,0.6,,17031081403,Cash,,240,8,0.0
8,5.05,7,20,5,1437681600,41.892507781,-87.626214906,41.890922026,-87.618868355,0.6,,17031081403,Credit Card,Taxi Affiliation Services,300,8,2.0
8,5.25,8,15,7,1408807800,41.892507781,-87.626214906,41.890922026,-87.618868355,0.5,,17031081403,Cash,Northwest Management LLC,360,8,0.0
8,14.25,4,19,4,1461786300,41.892507781,-87.626214906,41.934659157,-87.646729729,0.2,,17031063400,Credit Card,Taxi Affiliation Services,1380,6,2.85
8,13.85,6,2,1,1434854700,41.892507781,-87.626214906,41.928619051,-87.685362024,5.6,,17031830900,Credit Card,2192 - 73487 Zeymane Corp,600,22,2.95
8,5.85,12,16,1,1386519300,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,5.05,1,15,7,1420299900,41.892507781,-87.626214906,41.884987192,-87.620992913,0.7,,17031320100,Credit Card,Taxi Affiliation Services,240,32,2.8
8,6.25,3,11,3,1458644400,41.892507781,-87.626214906,41.884987192,-87.620992913,0.7,,17031320100,Cash,,420,32,0.0
8,6.25,8,21,6,1440192600,41.892507781,-87.626214906,41.884987192,-87.620992913,1.3,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
8,4.65,4,1,1,1365901200,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,180,32,0.0
8,4.85,6,19,2,1402343100,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
8,7.45,6,18,4,1433961000,41.892507781,-87.626214906,41.884987192,-87.620992913,0.6,,17031320100,Cash,,720,32,0.0
8,4.25,8,17,4,1407951000,41.892507781,-87.626214906,41.884987192,-87.620992913,0.4,,17031320100,Cash,Choice Taxi Association,180,32,0.0
8,4.45,3,22,3,1363126500,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,180,32,3.0
8,6.05,7,11,3,1373975100,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
8,5.85,10,0,4,1445993100,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,360,32,0.0
8,4.45,6,21,6,1402695900,41.892507781,-87.626214906,41.884987192,-87.620992913,0.4,,17031320100,Cash,Taxi Affiliation Services,180,32,0.0
8,4.65,2,7,5,1360827000,41.892507781,-87.626214906,41.884987192,-87.620992913,0.3,,17031320100,Cash,Dispatch Taxi Affiliation,240,32,0.0
8,4.65,1,20,2,1390248000,41.892507781,-87.626214906,41.884987192,-87.620992913,0.6,,17031320100,Cash,Dispatch Taxi Affiliation,180,32,0.0
8,6.45,3,20,7,1396124100,41.892507781,-87.626214906,41.884987192,-87.620992913,1.3,,17031320100,Credit Card,,480,32,2.0
8,7.25,9,19,3,1409685300,41.892507781,-87.626214906,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,Choice Taxi Association,540,32,1.0
8,5.45,1,11,7,1389438000,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,300,32,4.0
8,6.05,1,17,3,1420564500,41.892507781,-87.626214906,41.880994471,-87.632746489,0.9,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,8.05,4,10,3,1364896800,41.892507781,-87.626214906,41.880994471,-87.632746489,1.8,,17031839100,Credit Card,,540,32,2.0
8,7.05,7,16,4,1373472000,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,540,32,2.0
8,6.45,5,12,4,1368016200,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,6.05,5,10,5,1368095400,41.892507781,-87.626214906,41.880994471,-87.632746489,1.2,,17031839100,Cash,Northwest Management LLC,360,32,0.0
8,7.05,7,11,5,1373540400,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,600,32,3.0
8,6.25,9,17,4,1442425500,41.892507781,-87.626214906,41.880994471,-87.632746489,0.6,,17031839100,Cash,,540,32,0.0
8,7.45,5,9,6,1399626000,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,600,32,0.0
8,7.25,11,10,2,1385374500,41.892507781,-87.626214906,41.880994471,-87.632746489,1.5,,17031839100,Credit Card,,540,32,3.0
8,5.05,6,13,1,1433682000,41.892507781,-87.626214906,41.880994471,-87.632746489,0.7,,17031839100,Cash,,180,32,0.0
8,7.45,10,22,4,1380752100,41.892507781,-87.626214906,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,540,32,2.0
8,6.45,4,8,2,1367225100,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,6.45,8,21,7,1440882900,41.892507781,-87.626214906,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,Taxi Affiliation Services,420,32,1.0
8,8.25,11,8,4,1415176200,41.892507781,-87.626214906,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,,780,32,3.0
8,5.45,7,9,3,1374570900,41.892507781,-87.626214906,41.880994471,-87.632746489,0.5,,17031839100,Cash,,360,32,0.0
8,6.45,10,17,4,1444843800,41.892507781,-87.626214906,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,,480,32,2.0
8,8.05,4,8,2,1367225100,41.892507781,-87.626214906,41.880994471,-87.632746489,1.4,,17031839100,Cash,,720,32,0.0
8,3.85,3,10,4,1395828900,41.892507781,-87.626214906,41.880994471,-87.632746489,0.2,,17031839100,Cash,Taxi Affiliation Services,120,32,0.0
8,6.05,9,18,2,1411411500,41.892507781,-87.626214906,41.880994471,-87.632746489,0.7,,17031839100,Cash,,480,32,0.0
8,6.05,2,9,5,1392282000,41.892507781,-87.626214906,41.880994471,-87.632746489,1.1,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,9.25,5,18,5,1369937700,41.892507781,-87.626214906,41.880994471,-87.632746489,1.6,,17031839100,Cash,,900,32,0.0
8,8.65,3,18,3,1363716900,41.892507781,-87.626214906,41.880994471,-87.632746489,1.9,,17031839100,Cash,,600,32,0.0
8,7.05,11,12,3,1385467200,41.892507781,-87.626214906,41.880994471,-87.632746489,1.5,,17031839100,Cash,Northwest Management LLC,480,32,0.0
8,7.85,4,15,3,1398178800,41.892507781,-87.626214906,41.880994471,-87.632746489,1.7,,17031839100,Cash,Northwest Management LLC,600,32,0.0
8,7.45,6,18,6,1402080300,41.892507781,-87.626214906,41.880994471,-87.632746489,1.4,,17031839100,Cash,,660,32,0.0
8,5.85,4,18,7,1397325600,41.892507781,-87.626214906,41.880994471,-87.632746489,0.7,,17031839100,Cash,Dispatch Taxi Affiliation,420,32,0.0
8,9.0,7,8,3,1468312200,41.892507781,-87.626214906,41.880994471,-87.632746489,1.6,,17031839100,Cash,Dispatch Taxi Affiliation,780,32,0.0
8,8.05,2,7,5,1424331000,41.892507781,-87.626214906,41.880994471,-87.632746489,1.3,,17031839100,Credit Card,,720,32,2.0
8,7.25,1,8,4,1358323200,41.892507781,-87.626214906,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Blue Ribbon Taxi Association Inc.,420,28,3.0
8,7.25,5,22,5,1368139500,41.892507781,-87.626214906,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,420,28,0.0
8,11.25,3,19,5,1394739000,41.892507781,-87.626214906,41.88528132,-87.6572332,1.7,,17031833000,Cash,Choice Taxi Association,1320,28,0.0
8,8.85,11,14,6,1415975400,41.892507781,-87.626214906,41.92926299,-87.635890954,2.9,,17031070101,Credit Card,,420,7,2.0
8,6.25,12,16,1,1417970700,41.892507781,-87.626214906,41.891971508,-87.612945414,1.3,,17031081402,Cash,Northwest Management LLC,360,8,0.0
8,4.05,6,13,2,1403531100,41.892507781,-87.626214906,41.900221297,-87.629105186,0.4,,17031081100,Credit Card,,120,8,0.81
8,4.85,5,13,4,1400074200,41.892507781,-87.626214906,41.900221297,-87.629105186,0.5,,17031081100,Cash,Choice Taxi Association,240,8,0.0
8,7.25,8,19,3,1471376700,41.892507781,-87.626214906,41.900221297,-87.629105186,0.0,,17031081100,Credit Card,Blue Ribbon Taxi Association Inc.,540,8,2.0
8,3.25,6,17,4,1372268700,41.892507781,-87.626214906,41.900221297,-87.629105186,0.0,,17031081100,Cash,,0,8,0.0
8,21.25,5,13,1,1400419800,41.892507781,-87.626214906,41.7904694,-87.601285122,9.3,,17031836200,Credit Card,,1200,41,4.45
8,7.65,7,7,5,1438241400,41.892507781,-87.626214906,41.879255084,-87.642648998,1.6,,17031281900,Credit Card,KOAM Taxi Association,540,28,2.0
8,6.45,12,22,3,1419373800,41.892507781,-87.626214906,41.879255084,-87.642648998,1.3,,17031281900,Cash,,480,28,0.0
8,7.05,5,17,6,1400867100,41.892507781,-87.626214906,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,540,28,0.0
8,8.45,1,8,3,1358843400,41.892507781,-87.626214906,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,600,28,0.0
8,10.25,2,17,4,1392831000,41.892507781,-87.626214906,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,1080,28,0.0
8,8.65,12,8,6,1418371200,41.892507781,-87.626214906,41.879255084,-87.642648998,0.16,,17031281900,Credit Card,,780,28,3.0
8,8.05,8,18,4,1375899300,41.892507781,-87.626214906,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,780,28,0.0
8,7.45,12,21,1,1388352600,41.892507781,-87.626214906,41.879255084,-87.642648998,1.8,,17031281900,Cash,Northwest Management LLC,540,28,0.0
8,9.65,10,8,5,1444898700,41.892507781,-87.626214906,41.879255084,-87.642648998,1.8,,17031281900,Credit Card,KOAM Taxi Association,900,28,4.0
8,7.25,11,7,3,1416900600,41.892507781,-87.626214906,41.879255084,-87.642648998,1.6,,17031281900,Cash,,540,28,0.0
8,7.05,2,12,1,1361708100,41.892507781,-87.626214906,41.879255084,-87.642648998,1.5,,17031281900,Cash,,420,28,0.0
8,7.65,7,13,2,1406555100,41.892507781,-87.626214906,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,600,28,0.0
8,7.65,3,9,3,1363081500,41.892507781,-87.626214906,41.879255084,-87.642648998,1.6,,17031281900,Credit Card,,540,28,2.0
8,11.25,11,12,7,1416660300,41.892507781,-87.626214906,41.908378669,-87.670945075,3.5,,17031241500,Cash,Dispatch Taxi Affiliation,840,24,0.0
8,6.05,12,23,5,1450395000,41.892507781,-87.626214906,41.902788048,-87.62614559,0.0,,17031081202,Cash,Choice Taxi Association,420,8,0.0
8,6.05,9,20,6,1409948100,41.892507781,-87.626214906,41.902788048,-87.62614559,0.8,,17031081202,Credit Card,Northwest Management LLC,480,8,3.0
8,17.05,7,2,6,1438310700,41.892507781,-87.626214906,41.972709547,-87.657341107,7.4,,17031031200,Cash,Taxi Affiliation Services,720,3,0.0
8,9.05,12,15,6,1450451700,41.892507781,-87.626214906,41.914585709,-87.645966207,2.5,,17031071800,Cash,Choice Taxi Association,660,7,0.0
8,7.45,1,18,2,1390242600,41.892507781,-87.626214906,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,660,28,0.0
8,6.65,10,13,2,1381150800,41.892507781,-87.626214906,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Taxi Affiliation Services,360,28,2.0
8,6.85,6,16,6,1370620800,41.892507781,-87.626214906,41.885300022,-87.642808466,0.0,,17031280100,Cash,Dispatch Taxi Affiliation,480,28,0.0
8,6.25,4,9,3,1396947600,41.892507781,-87.626214906,41.909495669,-87.630963601,1.2,,17031080201,Cash,,360,8,0.0
8,5.25,12,8,2,1385973000,41.892507781,-87.626214906,41.89503345,-87.619710672,0.8,,17031081401,Cash,,300,8,0.0
8,8.25,8,19,2,1438631100,41.892507781,-87.626214906,41.870607372,-87.622172937,1.7,,17031320600,Cash,Taxi Affiliation Services,780,32,0.0
8,8.85,5,13,3,1431436500,41.892507781,-87.626214906,41.870607372,-87.622172937,1.7,,17031320600,Credit Card,Taxi Affiliation Services,840,32,1.15
8,7.25,5,16,6,1400860800,41.892507781,-87.626214906,41.870607372,-87.622172937,1.7,,17031320600,Credit Card,Choice Taxi Association,480,32,4.0
8,7.75,11,23,2,1478559600,41.892507781,-87.626214906,41.870607372,-87.622172937,1.7,,17031320600,Credit Card,Northwest Management LLC,420,32,4.0
8,5.45,6,19,4,1434569400,41.892507781,-87.626214906,41.899155613,-87.626210532,0.8,,17031081201,Cash,Taxi Affiliation Services,360,8,0.0
8,5.65,2,18,4,1391625000,41.892507781,-87.626214906,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Blue Ribbon Taxi Association Inc.,420,8,0.45
8,4.45,8,21,5,1377207000,41.892507781,-87.626214906,41.899155613,-87.626210532,0.6,,17031081201,Cash,,180,8,0.0
8,5.05,2,5,7,1392440400,41.892507781,-87.626214906,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,300,8,0.0
8,5.05,10,10,6,1380880800,41.892507781,-87.626214906,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,300,8,0.0
8,4.05,9,10,6,1441966500,41.892507781,-87.626214906,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,120,8,0.0
8,8.25,6,18,7,1434825900,41.892507781,-87.626214906,41.899155613,-87.626210532,1.0,,17031081201,Cash,,840,8,0.0
8,13.05,9,19,7,1410030000,41.892507781,-87.626214906,41.942691844,-87.651770507,4.2,,17031062100,Cash,,960,6,0.0
8,28.85,9,7,5,1380179700,41.892507781,-87.626214906,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Taxi Affiliation Services,1740,56,6.15
8,27.65,11,10,7,1416046500,41.892507781,-87.626214906,41.785998518,-87.750934289,12.9,,17031980100,Cash,Taxi Affiliation Services,1200,56,0.0
8,5.25,11,9,3,1415696400,41.892507781,-87.626214906,41.89321636,-87.63784421,0.6,,17031081800,Credit Card,,300,8,2.0
8,5.85,11,14,6,1384524000,41.892507781,-87.626214906,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,6.85,10,19,6,1445022900,41.892507781,-87.626214906,41.89321636,-87.63784421,1.4,,17031081800,Credit Card,,540,8,2.0
8,5.85,7,23,4,1405551600,41.892507781,-87.626214906,41.89321636,-87.63784421,0.9,,17031081800,Credit Card,KOAM Taxi Association,420,8,1.0
8,4.85,10,23,6,1445641200,41.892507781,-87.626214906,41.89321636,-87.63784421,0.6,,17031081800,Credit Card,KOAM Taxi Association,240,8,1.25
8,6.05,5,17,5,1400173200,41.892507781,-87.626214906,41.89321636,-87.63784421,0.8,,17031081800,Credit Card,,420,8,2.0
8,6.05,4,20,7,1365281100,41.892507781,-87.626214906,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,5.65,7,17,2,1436203800,41.892507781,-87.626214906,41.89321636,-87.63784421,0.9,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
8,14.25,5,15,6,1401464700,41.892507781,-87.626214906,41.950673358,-87.666536281,5.3,,17031060400,Credit Card,Taxi Affiliation Services,1020,6,1.5
8,10.85,10,22,1,1381702500,41.892507781,-87.626214906,41.942577185,-87.647078509,4.1,,17031062000,Credit Card,Dispatch Taxi Affiliation,480,6,3.0
8,10.65,8,23,1,1407711600,41.892507781,-87.626214906,41.942577185,-87.647078509,0.2,,17031062000,Cash,Taxi Affiliation Services,480,6,0.0
8,6.05,8,17,1,1407086100,41.892507781,-87.626214906,41.898331794,-87.620762865,1.0,,17031081300,Credit Card,Choice Taxi Association,360,8,2.0
8,4.5,12,12,7,1480767300,41.892507781,-87.626214906,41.898331794,-87.620762865,0.3,,17031081300,Cash,,240,8,0.0
8,4.65,9,20,2,1412023500,41.892507781,-87.626214906,41.898331794,-87.620762865,0.6,,17031081300,Credit Card,,240,8,0.0
8,5.65,7,17,1,1406481300,41.892507781,-87.626214906,41.898331794,-87.620762865,1.0,,17031081300,Cash,Taxi Affiliation Services,300,8,0.0
8,6.45,6,20,7,1371329100,41.892507781,-87.626214906,41.90749193,-87.63576009,0.14,,17031080300,Credit Card,,420,8,1.99
8,11.0,8,9,6,1470992400,41.892507781,-87.626214906,41.867902418,-87.642958665,1.7,,17031841900,Credit Card,Taxi Affiliation Services,1200,28,2.2
8,10.05,4,21,5,1366923600,41.892507781,-87.626214906,41.867902418,-87.642958665,0.0,,17031841900,Cash,Taxi Affiliation Services,840,28,0.0
8,11.45,4,17,6,1365787800,41.892507781,-87.626214906,41.87866742,-87.671653621,3.0,,17031838100,Cash,,1080,28,0.0
8,8.85,5,14,3,1400596200,41.892507781,-87.626214906,41.904935302,-87.649907226,2.2,,17031842200,Credit Card,,720,8,1.0
8,11.25,11,18,1,1415556900,41.892042136,-87.63186395,41.849246754,-87.624135298,3.2,,17031841000,Cash,,960,33,0.0
8,4.65,2,2,7,1392430500,41.892042136,-87.63186395,41.892507781,-87.626214906,0.4,,17031081500,Cash,KOAM Taxi Association,180,8,0.0
8,6.85,8,18,2,1441045800,41.892042136,-87.63186395,41.892507781,-87.626214906,0.9,,17031081500,Credit Card,Taxi Affiliation Services,600,8,1.0
8,4.65,12,19,4,1387395000,41.892042136,-87.63186395,41.892507781,-87.626214906,0.3,,17031081500,Cash,Choice Taxi Association,240,8,0.0
8,5.05,8,14,7,1408804200,41.892042136,-87.63186395,41.892507781,-87.626214906,0.6,,17031081500,Cash,,300,8,0.0
8,4.85,12,23,2,1417475700,41.892042136,-87.63186395,41.892507781,-87.626214906,0.6,,17031081500,Cash,KOAM Taxi Association,240,8,0.0
8,4.85,8,21,7,1377378900,41.892042136,-87.63186395,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,5.25,4,14,6,1366987500,41.892042136,-87.63186395,41.892507781,-87.626214906,0.6,,17031081500,Cash,,240,8,0.0
8,5.25,7,10,3,1374573600,41.892042136,-87.63186395,41.892507781,-87.626214906,0.6,,17031081500,Credit Card,,300,8,2.0
8,4.65,3,21,4,1427318100,41.892042136,-87.63186395,41.892507781,-87.626214906,0.5,,17031081500,Cash,,180,8,0.0
8,5.25,5,19,7,1368298800,41.892042136,-87.63186395,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
8,5.25,5,18,6,1368813600,41.892042136,-87.63186395,41.892507781,-87.626214906,0.6,,17031081500,Cash,,300,8,0.0
8,5.05,2,17,6,1392399900,41.892042136,-87.63186395,41.892507781,-87.626214906,0.5,,17031081500,Cash,KOAM Taxi Association,300,8,0.0
8,4.05,10,22,5,1414102500,41.892042136,-87.63186395,41.892507781,-87.626214906,0.4,,17031081500,Cash,,120,8,0.0
8,5.65,12,17,2,1387820700,41.892042136,-87.63186395,41.892042136,-87.63186395,0.7,,17031081700,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,5.0,6,2,7,1466821800,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,300,8,1.0
8,3.25,7,15,4,1406732400,41.892042136,-87.63186395,41.892042136,-87.63186395,0.1,,17031081700,Cash,,0,8,0.0
8,3.65,9,2,1,1411267500,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,120,8,0.0
8,3.25,2,22,5,1392933600,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,0,8,0.0
8,4.05,6,1,6,1371174300,41.892042136,-87.63186395,41.892042136,-87.63186395,0.4,,17031081700,Credit Card,,60,8,2.0
8,3.25,1,4,7,1390624200,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,0,8,0.0
8,24.0,6,15,2,1402328700,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,,0,8,4.8
8,3.85,1,4,1,1421554500,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,60,8,0.0
8,5.65,3,19,4,1425496500,41.892042136,-87.63186395,41.892042136,-87.63186395,1.0,,17031081700,Credit Card,Choice Taxi Association,360,8,3.0
8,4.45,11,3,7,1416626100,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,180,8,0.0
8,4.65,4,20,7,1398542400,41.892042136,-87.63186395,41.892042136,-87.63186395,0.5,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
8,3.25,7,23,6,1436571000,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,0,8,0.0
8,9.25,2,18,6,1393007400,41.892042136,-87.63186395,41.93057857,-87.642206313,2.5,,17031070102,Credit Card,,780,7,2.0
8,36.65,3,14,6,1426257900,41.892042136,-87.63186395,41.97907082,-87.903039661,17.1,,17031980000,Cash,Choice Taxi Association,2280,76,0.0
8,36.45,10,7,3,1381823100,41.892042136,-87.63186395,41.97907082,-87.903039661,0.1,,17031980000,Credit Card,Dispatch Taxi Affiliation,3300,76,9.85
8,34.25,1,12,1,1390738500,41.892042136,-87.63186395,41.97907082,-87.903039661,17.3,,17031980000,Credit Card,,1200,76,7.25
8,34.65,10,5,5,1414042200,41.892042136,-87.63186395,41.97907082,-87.903039661,17.4,,17031980000,Credit Card,,1140,76,0.0
8,14.05,6,20,2,1404160200,41.892042136,-87.63186395,41.949060526,-87.661642904,5.6,,17031061200,Credit Card,,900,6,3.0
8,9.65,6,18,5,1434048300,41.892042136,-87.63186395,41.921778356,-87.641459759,2.3,,17031071300,Credit Card,Dispatch Taxi Affiliation,900,7,2.0
8,4.85,5,15,6,1370014200,41.892042136,-87.63186395,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,120,8,0.0
8,5.05,10,22,2,1381183200,41.892042136,-87.63186395,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,240,8,0.0
8,4.85,6,18,6,1371235500,41.892042136,-87.63186395,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,240,8,0.0
8,8.85,6,2,1,1433643300,41.892042136,-87.63186395,41.914747305,-87.654007029,2.3,,17031832600,Cash,Dispatch Taxi Affiliation,720,7,0.0
8,11.65,11,3,1,1384659000,41.892042136,-87.63186395,41.928967266,-87.656156831,3.6,,17031070400,Cash,Dispatch Taxi Affiliation,900,7,0.0
8,10.65,6,18,6,1372444200,41.892042136,-87.63186395,41.921778188,-87.651061884,2.5,,17031071100,Credit Card,Dispatch Taxi Affiliation,960,7,2.65
8,11.25,3,14,7,1394894700,41.892042136,-87.63186395,41.921778188,-87.651061884,0.0,,17031071100,Cash,Taxi Affiliation Services,1020,7,0.0
8,5.45,12,12,2,1419856200,41.892042136,-87.63186395,41.877406123,-87.621971652,0.8,,17031320400,Cash,Taxi Affiliation Services,300,32,0.0
8,7.65,6,14,5,1403792100,41.892042136,-87.63186395,41.877406123,-87.621971652,1.2,,17031320400,Credit Card,Dispatch Taxi Affiliation,660,32,1.0
8,10.5,1,0,1,1452386700,41.892042136,-87.63186395,41.877406123,-87.621971652,1.1,,17031320400,Cash,,1080,32,0.0
8,6.65,1,13,4,1420636500,41.892042136,-87.63186395,41.877406123,-87.621971652,1.5,,17031320400,Cash,Taxi Affiliation Services,480,32,0.0
8,5.25,5,0,4,1431476100,41.892042136,-87.63186395,41.877406123,-87.621971652,0.8,,17031320400,Cash,Northwest Management LLC,240,32,0.0
8,10.65,6,1,3,1402363800,41.892042136,-87.63186395,41.900560384,-87.69419737,0.2,,17031242600,Credit Card,Taxi Affiliation Services,720,24,3.45
8,13.45,4,22,6,1429913700,41.892042136,-87.63186395,41.938232293,-87.646782081,0.2,,17031063100,Credit Card,Taxi Affiliation Services,1020,6,2.0
8,12.05,12,22,7,1419718500,41.892042136,-87.63186395,41.938232293,-87.646782081,4.3,,17031063100,Cash,Taxi Affiliation Services,780,6,0.0
8,6.05,5,12,7,1400933700,41.892042136,-87.63186395,41.89830587,-87.653613982,0.0,,17031842300,Credit Card,Taxi Affiliation Services,360,24,3.0
8,5.05,6,5,1,1433654100,41.892042136,-87.63186395,41.89830587,-87.653613982,0.8,,17031842300,Credit Card,Taxi Affiliation Services,240,24,2.0
8,6.65,11,19,5,1384456500,41.892042136,-87.63186395,41.89830587,-87.653613982,1.4,,17031842300,Cash,,420,24,0.0
8,14.65,7,1,1,1437270300,41.892042136,-87.63186395,41.936159071,-87.661265218,0.0,,17031062800,Cash,Blue Ribbon Taxi Association Inc.,1140,6,0.0
8,15.25,5,18,5,1400176800,41.892042136,-87.63186395,41.936159071,-87.661265218,3.9,,17031062800,Credit Card,KOAM Taxi Association,1680,6,4.05
8,8.65,5,12,1,1431864000,41.892042136,-87.63186395,41.859349715,-87.617358006,2.1,,17031330100,Credit Card,Taxi Affiliation Services,600,33,2.0
8,9.05,8,5,1,1377406800,41.892042136,-87.63186395,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,660,33,0.0
8,10.45,1,14,7,1358604900,41.892042136,-87.63186395,41.859349715,-87.617358006,0.1,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,960,33,0.0
8,9.05,7,2,7,1437792300,41.892042136,-87.63186395,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,660,33,0.0
8,6.25,9,19,5,1441306800,41.892042136,-87.63186395,41.892658108,-87.652534484,1.2,,17031243500,Cash,Taxi Affiliation Services,420,24,0.0
8,6.65,4,0,6,1365120000,41.892042136,-87.63186395,41.907520075,-87.6266589,1.7,,17031080100,Credit Card,,360,8,1.0
8,7.75,6,17,5,1465493400,41.892042136,-87.63186395,41.907520075,-87.6266589,1.7,,17031080100,Credit Card,,540,8,3.0
8,5.65,8,21,7,1375565400,41.892042136,-87.63186395,41.905857769,-87.630865027,0.0,,17031080202,Credit Card,Choice Taxi Association,240,8,3.0
8,8.65,8,13,2,1439213400,41.892042136,-87.63186395,41.922082541,-87.634156093,0.1,,17031071400,Cash,Taxi Affiliation Services,720,7,0.0
8,6.65,8,10,3,1409049900,41.892042136,-87.63186395,41.890922026,-87.618868355,1.6,,17031081403,Credit Card,Taxi Affiliation Services,420,8,2.0
8,5.85,2,12,4,1391604300,41.892042136,-87.63186395,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,300,8,0.0
8,5.25,7,1,7,1374888600,41.892042136,-87.63186395,41.890922026,-87.618868355,0.9,,17031081403,Cash,,240,8,0.0
8,6.0,8,10,7,1471083300,41.892042136,-87.63186395,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,360,8,2.0
8,4.84,5,13,2,1399902300,41.892042136,-87.63186395,41.890922026,-87.618868355,0.6,,17031081403,Cash,,240,8,0.0
8,4.84,10,2,1,1444528800,41.892042136,-87.63186395,41.890922026,-87.618868355,0.8,,17031081403,Credit Card,,180,8,3.0
8,4.84,4,19,2,1397504700,41.892042136,-87.63186395,41.890922026,-87.618868355,0.7,,17031081403,Cash,,240,8,0.0
8,9.05,12,2,7,1449283500,41.892042136,-87.63186395,41.890922026,-87.618868355,1.54,,17031081403,Cash,,780,8,0.0
8,5.65,5,1,2,1432517400,41.892042136,-87.63186395,41.890922026,-87.618868355,0.9,,17031081403,Cash,,300,8,0.0
8,11.85,5,21,7,1431811800,41.892042136,-87.63186395,41.934659157,-87.646729729,0.2,,17031063400,Credit Card,Taxi Affiliation Services,960,6,2.35
8,9.85,8,23,3,1407886200,41.892042136,-87.63186395,41.934659157,-87.646729729,3.0,,17031063400,Cash,Taxi Affiliation Services,720,6,0.0
8,5.05,11,23,6,1416007800,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,180,32,1.0
8,5.85,5,13,7,1430573400,41.892042136,-87.63186395,41.884987192,-87.620992913,0.8,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
8,6.85,6,17,1,1371402000,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,6.05,2,21,3,1424206800,41.892042136,-87.63186395,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,,420,32,2.0
8,5.45,8,17,6,1440177300,41.892042136,-87.63186395,41.884987192,-87.620992913,0.8,,17031320100,Cash,,300,32,0.0
8,5.25,4,17,2,1366652700,41.892042136,-87.63186395,41.884987192,-87.620992913,0.8,,17031320100,Cash,Choice Taxi Association,300,32,0.0
8,7.05,6,13,7,1371301200,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
8,7.25,9,1,3,1378777500,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,7.65,1,1,7,1421459100,41.892042136,-87.63186395,41.884987192,-87.620992913,2.0,,17031320100,Credit Card,,600,32,2.0
8,5.25,10,17,4,1383154200,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Northwest Management LLC,300,32,1.0
8,5.65,9,20,4,1379534400,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Northwest Management LLC,420,32,0.0
8,5.65,8,12,4,1409141700,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,420,32,3.0
8,5.85,4,13,5,1427979600,41.892042136,-87.63186395,41.884987192,-87.620992913,0.7,,17031320100,Credit Card,,420,32,2.0
8,7.05,11,14,2,1385388000,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,6.85,9,13,5,1441892700,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
8,5.65,3,2,3,1362450600,41.892042136,-87.63186395,41.884987192,-87.620992913,1.1,,17031320100,Cash,,240,32,0.0
8,6.65,2,20,7,1425154500,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,5.65,10,2,6,1414116000,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,5.65,7,3,7,1404530100,41.892042136,-87.63186395,41.884987192,-87.620992913,0.9,,17031320100,No Charge,Northwest Management LLC,360,32,0.0
8,4.85,4,12,6,1429274700,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
8,5.05,1,21,2,1390251600,41.892042136,-87.63186395,41.884987192,-87.620992913,0.06,,17031320100,Cash,,240,32,0.0
8,6.85,10,17,2,1414429200,41.892042136,-87.63186395,41.880994471,-87.632746489,0.9,,17031839100,Cash,,600,32,0.0
8,6.25,9,10,4,1378895400,41.892042136,-87.63186395,41.880994471,-87.632746489,1.1,,17031839100,Cash,Northwest Management LLC,420,32,0.0
8,5.25,3,13,4,1394025300,41.892042136,-87.63186395,41.880994471,-87.632746489,0.8,,17031839100,Cash,Choice Taxi Association,240,32,0.0
8,5.45,7,15,5,1437663600,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,5.65,8,11,5,1440070200,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Cash,,360,32,0.0
8,5.05,5,11,6,1432294200,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,3897 - 57856 Ilie Malec,240,32,3.0
8,6.45,3,14,3,1427811300,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,Northwest Management LLC,480,32,1.55
8,5.05,3,23,5,1363909500,41.892042136,-87.63186395,41.880994471,-87.632746489,0.4,,17031839100,Cash,Dispatch Taxi Affiliation,240,32,0.0
8,5.45,7,9,2,1437383700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Cash,,360,32,0.0
8,5.65,5,11,1,1368357300,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,7.25,10,11,2,1445253300,41.892042136,-87.63186395,41.880994471,-87.632746489,1.4,,17031839100,Cash,,540,32,0.0
8,6.05,3,21,5,1362692700,41.892042136,-87.63186395,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,,300,32,3.0
8,4.85,8,13,4,1377697500,41.892042136,-87.63186395,41.880994471,-87.632746489,0.07,,17031839100,Cash,,180,32,0.0
8,5.45,3,13,4,1426079700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,,300,32,2.0
8,4.65,3,11,5,1426158000,41.892042136,-87.63186395,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,Northwest Management LLC,240,32,2.0
8,4.45,12,14,6,1418393700,41.892042136,-87.63186395,41.880994471,-87.632746489,1.3,,17031839100,Cash,Choice Taxi Association,180,32,0.0
8,6.05,6,14,7,1402149600,41.892042136,-87.63186395,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,Taxi Affiliation Services,360,32,2.0
8,7.25,6,17,5,1434044700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,,660,32,1.0
8,5.65,2,22,5,1392933600,41.892042136,-87.63186395,41.880994471,-87.632746489,0.9,,17031839100,Cash,KOAM Taxi Association,360,32,0.0
8,7.05,3,10,6,1363344300,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,660,32,4.0
8,8.65,4,9,4,1365586200,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,900,32,2.0
8,4.85,10,22,6,1444428000,41.892042136,-87.63186395,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Taxi Affiliation Services,180,28,1.5
8,8.25,3,20,5,1458245700,41.892042136,-87.63186395,41.88528132,-87.6572332,1.9,,17031833000,Cash,Top Cab Affiliation,540,28,0.0
8,6.85,8,18,6,1438971300,41.892042136,-87.63186395,41.88528132,-87.6572332,1.2,,17031833000,Credit Card,,480,28,2.0
8,9.5,9,18,6,1473446700,41.892042136,-87.63186395,41.88528132,-87.6572332,0.1,,17031833000,Credit Card,Taxi Affiliation Services,840,28,1.0
8,10.05,9,11,7,1443267900,41.892042136,-87.63186395,41.92926299,-87.635890954,2.9,,17031070101,Cash,Choice Taxi Association,900,7,0.0
8,6.25,10,23,1,1477871100,41.892042136,-87.63186395,41.891971508,-87.612945414,1.0,,17031081402,Credit Card,Northwest Management LLC,360,8,2.0
8,6.45,4,21,5,1365715800,41.892042136,-87.63186395,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,480,8,0.0
8,14.65,2,0,7,1391820300,41.892042136,-87.63186395,41.946294536,-87.654298084,0.0,,17031832000,Credit Card,Dispatch Taxi Affiliation,1140,6,0.8
8,8.65,1,12,5,1420115400,41.892042136,-87.63186395,41.921854911,-87.646210977,2.5,,17031071200,Cash,KOAM Taxi Association,540,7,0.0
8,9.45,12,23,7,1449963900,41.892042136,-87.63186395,41.921854911,-87.646210977,2.7,,17031071200,Cash,Taxi Affiliation Services,780,7,0.0
8,15.25,4,23,7,1397948400,41.892042136,-87.63186395,41.936086535,-87.666110694,6.1,,17031062700,Cash,,1020,6,0.0
8,7.45,2,17,7,1391879700,41.892042136,-87.63186395,41.879066994,-87.657005027,0.17,,17031833100,Cash,,540,28,0.0
8,5.05,5,11,5,1401361200,41.892042136,-87.63186395,41.900221297,-87.629105186,0.0,,17031081100,Credit Card,Taxi Affiliation Services,240,8,2.0
8,4.05,12,17,3,1418751900,41.892042136,-87.63186395,41.900221297,-87.629105186,0.4,,17031081100,Cash,,120,8,0.0
8,7.45,8,3,1,1440298800,41.892042136,-87.63186395,41.900221297,-87.629105186,0.0,,17031081100,No Charge,Dispatch Taxi Affiliation,600,8,0.0
8,10.85,7,22,5,1404427500,41.892042136,-87.63186395,41.911972301,-87.683642922,0.2,,17031240500,Credit Card,Blue Ribbon Taxi Association Inc.,660,24,2.15
8,10.85,12,18,6,1386352800,41.892042136,-87.63186395,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,1320,28,2.15
8,6.45,9,11,1,1442142000,41.892042136,-87.63186395,41.879255084,-87.642648998,1.3,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
8,7.45,12,17,6,1449248400,41.892042136,-87.63186395,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,600,28,0.0
8,5.65,11,9,2,1384162200,41.892042136,-87.63186395,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,360,28,0.0
8,7.65,12,15,6,1449241200,41.892042136,-87.63186395,41.879255084,-87.642648998,1.4,,17031281900,Cash,Taxi Affiliation Services,660,28,0.0
8,6.25,7,16,7,1437840900,41.892042136,-87.63186395,41.879255084,-87.642648998,0.9,,17031281900,Cash,,420,28,0.0
8,6.25,4,1,1,1396748700,41.892042136,-87.63186395,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,420,28,0.0
8,5.25,5,20,5,1399581900,41.892042136,-87.63186395,41.879255084,-87.642648998,0.9,,17031281900,Credit Card,Dispatch Taxi Affiliation,240,28,2.0
8,10.05,9,3,1,1411875000,41.892042136,-87.63186395,41.929046937,-87.651310877,3.1,,17031070300,Cash,Taxi Affiliation Services,720,7,0.0
8,10.25,11,4,7,1385181000,41.892042136,-87.63186395,41.929046937,-87.651310877,0.2,,17031070300,Credit Card,Blue Ribbon Taxi Association Inc.,600,7,1.0
8,19.45,1,20,1,1421006400,41.892042136,-87.63186395,41.790506261,-87.583143717,8.4,,17031411000,Credit Card,Choice Taxi Association,1140,41,4.0
8,15.45,6,19,7,1372532400,41.892042136,-87.63186395,41.972709547,-87.657341107,0.0,,17031031200,Credit Card,Taxi Affiliation Services,780,3,3.0
8,3.85,2,0,7,1361580300,41.892042136,-87.63186395,41.892072635,-87.628874157,0.1,,17031081600,Cash,,120,8,0.0
8,3.45,10,0,1,1382228100,41.892042136,-87.63186395,41.892072635,-87.628874157,0.2,,17031081600,Cash,,60,8,0.0
8,5.05,6,17,2,1370886300,41.892042136,-87.63186395,41.892072635,-87.628874157,0.5,,17031081600,Credit Card,,240,8,3.0
8,4.25,4,1,1,1365903000,41.892042136,-87.63186395,41.892072635,-87.628874157,0.3,,17031081600,Cash,,120,8,0.0
8,4.85,9,1,1,1411868700,41.892042136,-87.63186395,41.892072635,-87.628874157,0.3,,17031081600,Credit Card,Northwest Management LLC,300,8,3.0
8,5.45,7,18,6,1373048100,41.892042136,-87.63186395,41.892072635,-87.628874157,0.7,,17031081600,Cash,,360,8,0.0
8,18.45,10,2,7,1413599400,41.892042136,-87.63186395,41.942859303,-87.717503858,0.0,,17031831100,Credit Card,Dispatch Taxi Affiliation,1680,21,3.65
8,8.85,9,19,7,1410032700,41.892042136,-87.63186395,41.89967018,-87.669837798,2.1,,17031242100,Credit Card,,780,24,1.14
8,11.05,8,20,6,1409343300,41.892042136,-87.63186395,41.89967018,-87.669837798,3.4,,17031242100,Cash,Northwest Management LLC,960,24,0.0
8,4.45,7,23,3,1406070900,41.892042136,-87.63186395,41.885300022,-87.642808466,0.6,,17031280100,Cash,,180,28,0.0
8,5.05,8,0,3,1376354700,41.892042136,-87.63186395,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Dispatch Taxi Affiliation,180,28,2.0
8,9.25,11,23,4,1385594100,41.892042136,-87.63186395,41.885300022,-87.642808466,0.1,,17031280100,Credit Card,Dispatch Taxi Affiliation,780,28,3.05
8,7.75,12,18,4,1481136300,41.892042136,-87.63186395,41.885300022,-87.642808466,1.1,,17031280100,Credit Card,Taxi Affiliation Services,660,28,2.0
8,7.05,7,18,4,1406745900,41.892042136,-87.63186395,41.885300022,-87.642808466,0.8,,17031280100,Credit Card,Taxi Affiliation Services,600,28,1.0
8,7.05,5,20,1,1401049800,41.892042136,-87.63186395,41.885300022,-87.642808466,1.5,,17031280100,Cash,Taxi Affiliation Services,480,28,0.0
8,5.45,10,21,3,1444770900,41.892042136,-87.63186395,41.885300022,-87.642808466,0.9,,17031280100,Credit Card,Taxi Affiliation Services,300,28,1.0
8,7.45,7,2,1,1437271200,41.892042136,-87.63186395,41.909495669,-87.630963601,1.6,,17031080201,Cash,Dispatch Taxi Affiliation,600,8,0.0
8,8.05,4,20,2,1396900800,41.892042136,-87.63186395,41.909495669,-87.630963601,2.0,,17031080201,Cash,Dispatch Taxi Affiliation,660,8,0.0
8,7.05,12,16,3,1418141700,41.892042136,-87.63186395,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,540,8,0.0
8,6.85,5,18,6,1430505900,41.892042136,-87.63186395,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
8,5.65,7,14,2,1404742500,41.892042136,-87.63186395,41.89503345,-87.619710672,0.7,,17031081401,Cash,,420,8,0.0
8,5.45,4,5,1,1429422300,41.892042136,-87.63186395,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,240,8,2.0
8,5.05,4,15,2,1398698100,41.892042136,-87.63186395,41.89503345,-87.619710672,0.7,,17031081401,Cash,,300,8,0.0
8,7.45,10,22,7,1382826600,41.892042136,-87.63186395,41.870607372,-87.622172937,1.9,,17031320600,Cash,Choice Taxi Association,540,32,0.0
8,7.25,6,0,3,1433203200,41.892042136,-87.63186395,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,480,32,0.0
8,9.25,11,19,7,1415475900,41.892042136,-87.63186395,41.870607372,-87.622172937,2.1,,17031320600,Cash,,780,32,0.0
8,7.85,11,1,1,1414891800,41.892042136,-87.63186395,41.870607372,-87.622172937,1.8,,17031320600,Credit Card,Choice Taxi Association,600,32,3.0
8,6.65,9,1,6,1380246300,41.892042136,-87.63186395,41.870607372,-87.622172937,0.0,,17031320600,Cash,Blue Ribbon Taxi Association Inc.,360,32,0.0
8,8.05,8,22,1,1376258400,41.892042136,-87.63186395,41.870607372,-87.622172937,0.0,,17031320600,Credit Card,Northwest Management LLC,660,32,2.0
8,6.85,12,2,6,1417744800,41.892042136,-87.63186395,41.87101588,-87.631406525,1.4,,17031839000,Credit Card,Northwest Management LLC,420,32,1.0
8,7.05,1,23,7,1422747900,41.892042136,-87.63186395,41.87101588,-87.631406525,1.7,,17031839000,Cash,Taxi Affiliation Services,480,32,0.0
8,7.05,1,14,7,1422712800,41.892042136,-87.63186395,41.87101588,-87.631406525,1.4,,17031839000,Credit Card,,480,32,2.0
8,6.65,7,1,5,1406770200,41.892042136,-87.63186395,41.87101588,-87.631406525,0.0,,17031839000,Cash,Blue Ribbon Taxi Association Inc.,660,32,0.0
8,5.45,9,1,7,1443230100,41.892042136,-87.63186395,41.899155613,-87.626210532,0.7,,17031081201,Credit Card,,300,8,1.09
8,6.25,10,19,5,1414697400,41.892042136,-87.63186395,41.899155613,-87.626210532,1.0,,17031081201,Credit Card,Top Cab Affiliation,420,8,2.0
8,6.45,12,10,6,1417776300,41.892042136,-87.63186395,41.899155613,-87.626210532,1.0,,17031081201,Cash,,420,8,0.0
8,6.45,6,10,6,1402656300,41.892042136,-87.63186395,41.899155613,-87.626210532,0.0,,17031081201,Cash,Choice Taxi Association,480,8,0.0
8,31.65,2,18,2,1424716200,41.892042136,-87.63186395,41.785998518,-87.750934289,0.8,,17031980100,Credit Card,Taxi Affiliation Services,2820,56,6.7
8,27.85,7,14,1,1373811300,41.892042136,-87.63186395,41.785998518,-87.750934289,12.7,,17031980100,Credit Card,,1500,56,6.17
8,5.85,2,8,6,1360917000,41.892042136,-87.63186395,41.89321636,-87.63784421,1.1,,17031081800,Cash,Choice Taxi Association,300,8,0.0
8,3.25,6,16,2,1402934400,41.892042136,-87.63186395,41.89321636,-87.63784421,0.0,,17031081800,Cash,,60,8,0.0
8,4.25,10,18,7,1413052200,41.892042136,-87.63186395,41.89321636,-87.63784421,0.5,,17031081800,Credit Card,,120,8,2.0
8,4.65,5,23,2,1399333500,41.892042136,-87.63186395,41.89321636,-87.63784421,0.6,,17031081800,Cash,,180,8,0.0
8,5.45,2,8,4,1360744200,41.892042136,-87.63186395,41.89321636,-87.63784421,0.7,,17031081800,Cash,,360,8,0.0
8,5.65,3,23,7,1394927100,41.892042136,-87.63186395,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
8,5.25,5,1,1,1367718300,41.892042136,-87.63186395,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
8,5.25,4,2,7,1398479400,41.892042136,-87.63186395,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,240,8,0.0
8,5.45,5,20,1,1430685000,41.892042136,-87.63186395,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
8,5.65,10,23,1,1382914800,41.892042136,-87.63186395,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,360,8,0.0
8,6.65,12,16,6,1388160900,41.892042136,-87.63186395,41.898331794,-87.620762865,1.2,,17031081300,Cash,,540,8,0.0
8,8.25,11,18,7,1417284000,41.892042136,-87.63186395,41.898331794,-87.620762865,1.3,,17031081300,Cash,Taxi Affiliation Services,780,8,0.0
8,12.65,12,22,4,1449095400,41.892042136,-87.63186395,41.949829346,-87.64396537,4.8,,17031060900,Credit Card,,780,6,2.53
8,5.25,9,20,4,1411589700,41.892042136,-87.63186395,41.90749193,-87.63576009,0.0,,17031080300,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,4.65,5,22,7,1399761000,41.892042136,-87.63186395,41.90749193,-87.63576009,0.6,,17031080300,Cash,,180,8,0.0
8,11.65,3,19,7,1394306100,41.892042136,-87.63186395,41.91922505,-87.671445766,3.9,,17031832300,Cash,,780,22,0.0
8,6.45,10,2,1,1413684000,41.892042136,-87.63186395,41.904935302,-87.649907226,1.1,,17031842200,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,6.85,2,16,6,1361550600,41.892042136,-87.63186395,41.904935302,-87.649907226,0.0,,17031842200,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
8,9.05,6,2,7,1403920800,41.892042136,-87.63186395,41.904935302,-87.649907226,0.0,,17031842200,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
32,24.65,7,12,4,1374063300,41.878865584,-87.625192142,,,11.0,,,Cash,,1440,,0.0
32,43.65,11,15,7,1415459700,41.878865584,-87.625192142,,,20.1,,,Cash,,2640,,0.0
32,36.05,5,13,5,1368710100,41.878865584,-87.625192142,,,169.0,,,Cash,Taxi Affiliation Services,2040,,0.0
32,20.45,7,2,6,1435889700,41.878865584,-87.625192142,,,0.5,,,Credit Card,Taxi Affiliation Services,960,,6.1
32,18.25,8,20,5,1408047300,41.878865584,-87.625192142,,,7.9,,,Cash,,840,,0.0
32,49.65,2,4,2,1361160000,41.878865584,-87.625192142,,,25.1,,,Cash,,2100,,0.0
32,41.05,7,13,6,1373029200,41.878865584,-87.625192142,,,0.0,,,Cash,Taxi Affiliation Services,2940,,0.0
32,42.05,1,22,3,1390342500,41.878865584,-87.625192142,,,21.2,,,Cash,,1620,,0.0
32,28.05,7,14,4,1404916200,41.878865584,-87.625192142,42.001571027,-87.695012589,16.7,,,Cash,Dispatch Taxi Affiliation,1260,2,0.0
32,12.85,9,21,4,1409779800,41.878865584,-87.625192142,41.901206994,-87.676355989,4.3,,,Credit Card,Dispatch Taxi Affiliation,960,24,2.75
32,12.45,10,13,6,1382103000,41.878865584,-87.625192142,41.901206994,-87.676355989,0.41,,,Cash,,960,24,0.0
32,19.64,12,9,5,1450948500,41.878865584,-87.625192142,41.901206994,-87.676355989,2.8,,,Cash,,2400,24,0.0
32,11.45,5,20,3,1432671300,41.878865584,-87.625192142,41.901206994,-87.676355989,4.0,,,Cash,Top Cab Affiliation,960,24,0.0
32,8.05,1,22,3,1389736800,41.878865584,-87.625192142,41.901206994,-87.676355989,0.1,,,Credit Card,Taxi Affiliation Services,360,24,3.0
32,11.05,2,21,3,1424811600,41.878865584,-87.625192142,41.901206994,-87.676355989,3.5,,,Cash,,840,24,0.0
32,15.25,7,1,2,1436145300,41.878865584,-87.625192142,41.901206994,-87.676355989,3.9,,,Cash,Northwest Management LLC,1020,24,0.0
32,10.25,1,19,5,1389900600,41.878865584,-87.625192142,41.901206994,-87.676355989,3.4,,,Cash,,480,24,0.0
32,12.25,1,13,3,1420550100,41.878865584,-87.625192142,41.901206994,-87.676355989,4.2,,,Cash,,840,24,0.0
32,9.85,10,10,2,1445855400,41.878865584,-87.625192142,41.901206994,-87.676355989,3.5,,,Credit Card,,480,24,1.0
32,13.85,6,23,7,1402788600,41.878865584,-87.625192142,41.901206994,-87.676355989,4.5,,,Cash,,1200,24,0.0
32,14.05,10,18,5,1414692000,41.878865584,-87.625192142,41.901206994,-87.676355989,4.0,,,Cash,Taxi Affiliation Services,1320,24,0.0
32,13.05,3,22,5,1426803300,41.878865584,-87.625192142,41.901206994,-87.676355989,4.7,,,Cash,,840,24,0.0
32,3.85,11,13,1,1384695000,41.878865584,-87.625192142,41.878865584,-87.625192142,0.3,,,Cash,Taxi Affiliation Services,120,32,0.0
32,5.05,1,11,1,1358679600,41.878865584,-87.625192142,41.878865584,-87.625192142,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,240,32,0.0
32,5.45,1,2,3,1390875300,41.878865584,-87.625192142,41.878865584,-87.625192142,0.06,,,Cash,,360,32,0.0
32,6.85,7,1,5,1373505300,41.878865584,-87.625192142,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,480,32,0.0
32,23.65,6,21,4,1403125200,41.878865584,-87.625192142,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,1560,1,0.0
32,19.05,6,19,5,1434655800,41.878865584,-87.625192142,41.96581197,-87.655878786,7.8,,,Cash,,1080,3,0.0
32,18.05,12,23,2,1449531900,41.878865584,-87.625192142,41.96581197,-87.655878786,7.9,,,Cash,Dispatch Taxi Affiliation,900,3,0.0
32,5.85,6,22,6,1435358700,41.878865584,-87.625192142,41.96581197,-87.655878786,1.1,,,Cash,,360,3,0.0
32,15.45,5,18,3,1367949600,41.878865584,-87.625192142,41.96581197,-87.655878786,0.3,,,Cash,Taxi Affiliation Services,1260,3,0.0
32,18.05,6,13,7,1402146900,41.878865584,-87.625192142,41.938666196,-87.711210593,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1380,21,0.0
32,15.25,11,21,6,1384551000,41.878865584,-87.625192142,41.938666196,-87.711210593,6.1,,,Credit Card,Taxi Affiliation Services,960,21,3.05
32,8.85,5,18,6,1368815400,41.878865584,-87.625192142,41.899602111,-87.633308037,1.9,,,Credit Card,Northwest Management LLC,780,8,0.04
32,8.45,5,2,2,1432519200,41.878865584,-87.625192142,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
32,7.65,11,17,2,1447695000,41.878865584,-87.625192142,41.899602111,-87.633308037,1.5,,,Credit Card,,660,8,2.0
32,8.45,10,18,3,1414520100,41.878865584,-87.625192142,41.899602111,-87.633308037,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,780,8,0.0
32,8.85,6,6,3,1372142700,41.878865584,-87.625192142,41.899602111,-87.633308037,0.1,,,Credit Card,Taxi Affiliation Services,600,8,1.3
32,8.45,10,0,5,1381968000,41.878865584,-87.625192142,41.899602111,-87.633308037,2.0,,,Credit Card,Choice Taxi Association,660,8,2.0
32,11.85,5,17,4,1431537300,41.878865584,-87.625192142,41.899602111,-87.633308037,2.1,,,Credit Card,,1380,8,3.0
32,8.65,10,22,4,1446071400,41.878865584,-87.625192142,41.899602111,-87.633308037,2.3,,,Credit Card,Taxi Affiliation Services,660,8,2.0
32,3.25,8,11,5,1438859700,41.878865584,-87.625192142,41.829922304,-87.672502646,0.0,,,Cash,,0,59,0.0
32,10.45,1,20,3,1421784000,41.878865584,-87.625192142,41.812948939,-87.617859676,3.7,,,Cash,,600,38,0.0
32,18.05,7,2,6,1406256300,41.878865584,-87.625192142,41.953582125,-87.72345239,10.1,,,Credit Card,Northwest Management LLC,780,16,3.8
32,19.05,4,21,4,1396475100,41.878865584,-87.625192142,41.953582125,-87.72345239,0.4,,,Credit Card,Taxi Affiliation Services,1200,16,4.75
32,4.84,10,1,7,1413594900,41.878865584,-87.625192142,41.857183858,-87.620334624,0.9,,,Credit Card,,120,33,3.0
32,7.65,8,2,4,1408502700,41.878865584,-87.625192142,41.857183858,-87.620334624,2.0,,,Credit Card,Top Cab Affiliation,480,33,4.0
32,19.65,11,15,6,1448032500,41.878865584,-87.625192142,41.944226601,-87.655998182,8.0,,,Cash,Taxi Affiliation Services,1260,6,0.0
32,14.25,8,19,4,1439407800,41.878865584,-87.625192142,41.944226601,-87.655998182,3.8,,,Credit Card,Top Cab Affiliation,1560,6,2.85
32,14.85,9,23,6,1441408500,41.878865584,-87.625192142,41.944226601,-87.655998182,6.1,,,Credit Card,KOAM Taxi Association,840,6,2.0
32,16.65,5,12,4,1432123200,41.878865584,-87.625192142,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,960,6,3.0
32,17.85,5,16,3,1400603400,41.878865584,-87.625192142,41.944226601,-87.655998182,6.5,,,Credit Card,,1560,6,3.57
32,22.45,4,13,4,1398863700,41.878865584,-87.625192142,41.944226601,-87.655998182,9.9,,,Cash,Dispatch Taxi Affiliation,1320,6,0.0
32,20.85,9,15,7,1411227900,41.878865584,-87.625192142,41.944226601,-87.655998182,8.9,,,Credit Card,Taxi Affiliation Services,1320,6,4.15
32,14.45,3,21,3,1395783000,41.878865584,-87.625192142,41.944226601,-87.655998182,0.3,,,Cash,Taxi Affiliation Services,1080,6,0.0
32,14.45,6,16,4,1402502400,41.878865584,-87.625192142,41.944226601,-87.655998182,5.6,,,Credit Card,,900,6,3.0
32,14.85,8,15,5,1440084600,41.878865584,-87.625192142,41.944226601,-87.655998182,5.4,,,Credit Card,,1080,6,2.0
32,15.65,9,11,7,1441452600,41.878865584,-87.625192142,41.944226601,-87.655998182,6.3,,,Cash,Top Cab Affiliation,1020,6,0.0
32,13.05,5,0,2,1399248900,41.878865584,-87.625192142,41.944226601,-87.655998182,0.0,,,Credit Card,Dispatch Taxi Affiliation,780,6,1.0
32,14.85,9,17,2,1442251800,41.878865584,-87.625192142,41.944226601,-87.655998182,4.5,,,Credit Card,,1500,6,3.17
32,18.45,4,2,1,1429408800,41.878865584,-87.625192142,41.794090253,-87.592310855,7.3,,,Credit Card,Taxi Affiliation Services,1020,41,3.85
32,17.05,8,20,4,1438807500,41.878865584,-87.625192142,41.794090253,-87.592310855,0.4,,,Credit Card,Taxi Affiliation Services,780,41,3.4
32,19.85,1,9,5,1389865500,41.878865584,-87.625192142,41.794090253,-87.592310855,8.7,,,Credit Card,Taxi Affiliation Services,960,41,2.0
32,22.05,6,16,4,1433952900,41.878865584,-87.625192142,41.794090253,-87.592310855,8.5,,,Cash,KOAM Taxi Association,1680,41,0.0
32,20.45,1,6,4,1357109100,41.878865584,-87.625192142,41.794090253,-87.592310855,0.0,,,Cash,Taxi Affiliation Services,1200,41,0.0
32,20.25,8,9,6,1375434900,41.878865584,-87.625192142,41.794090253,-87.592310855,0.5,,,Cash,Blue Ribbon Taxi Association Inc.,1320,41,0.0
32,14.25,10,18,5,1380825000,41.878865584,-87.625192142,41.836150155,-87.648787952,4.3,,,Cash,Taxi Affiliation Services,1380,60,0.0
32,16.05,10,20,1,1413751500,41.878865584,-87.625192142,41.836150155,-87.648787952,6.7,,,Credit Card,Choice Taxi Association,900,60,3.0
32,12.85,8,20,5,1439497800,41.878865584,-87.625192142,41.836150155,-87.648787952,0.3,,,Credit Card,Taxi Affiliation Services,720,60,2.75
32,9.85,3,12,7,1362831300,41.878865584,-87.625192142,41.836150155,-87.648787952,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,600,60,0.0
32,21.25,5,16,7,1431792900,41.878865584,-87.625192142,41.947791586,-87.683834942,7.2,,,Cash,Taxi Affiliation Services,2100,5,0.0
32,15.25,6,18,7,1434824100,41.878865584,-87.625192142,41.947791586,-87.683834942,6.0,,,Cash,Choice Taxi Association,1080,5,0.0
32,15.85,4,14,2,1366036200,41.878865584,-87.625192142,41.947791586,-87.683834942,5.8,,,Cash,Choice Taxi Association,1200,5,0.0
32,18.65,6,20,2,1404158400,41.878865584,-87.625192142,41.947791586,-87.683834942,7.6,,,Credit Card,Taxi Affiliation Services,1260,5,4.0
32,34.04,7,18,3,1372788000,41.878865584,-87.625192142,41.947791586,-87.683834942,13.1,,,Cash,,3360,5,0.0
32,21.25,7,8,2,1406536200,41.878865584,-87.625192142,41.954027649,-87.763399032,9.6,,,Credit Card,,1140,15,4.25
32,10.05,4,23,2,1364858100,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,480,28,0.0
32,5.05,11,0,2,1448236800,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,240,28,0.0
32,8.44,3,8,7,1363420800,41.878865584,-87.625192142,41.874005383,-87.66351755,2.6,,,Credit Card,,420,28,1.5
32,8.85,3,16,2,1395679500,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,480,28,0.0
32,9.85,9,20,4,1411589700,41.878865584,-87.625192142,41.874005383,-87.66351755,3.3,,,Cash,Dispatch Taxi Affiliation,540,28,0.0
32,8.85,8,19,6,1438976700,41.878865584,-87.625192142,41.874005383,-87.66351755,2.3,,,Credit Card,Taxi Affiliation Services,660,28,2.25
32,9.05,7,11,6,1405681200,41.878865584,-87.625192142,41.874005383,-87.66351755,2.4,,,Cash,Taxi Affiliation Services,720,28,0.0
32,15.05,7,1,4,1438133400,41.878865584,-87.625192142,41.860190019,-87.7172201,0.0,,,Cash,Choice Taxi Association,840,29,0.0
32,13.05,1,17,3,1420563600,41.878865584,-87.625192142,41.922686284,-87.649488729,4.6,,,Cash,,900,7,0.0
32,8.05,12,5,2,1450071000,41.878865584,-87.625192142,41.922686284,-87.649488729,2.2,,,Credit Card,,480,7,1.0
32,12.45,9,9,6,1441964700,41.878865584,-87.625192142,41.922686284,-87.649488729,4.5,,,Cash,,720,7,0.0
32,13.0,12,16,6,1481904900,41.878865584,-87.625192142,41.922686284,-87.649488729,3.0,,,Credit Card,,1380,7,0.0
32,21.45,11,22,5,1447368300,41.878865584,-87.625192142,41.968069,-87.721559063,0.5,,,Credit Card,Taxi Affiliation Services,1020,14,4.25
32,24.65,9,20,4,1380141000,41.878865584,-87.625192142,41.890608853,-87.756046711,10.9,,,Credit Card,Northwest Management LLC,1560,25,0.0
32,20.85,4,14,6,1428071400,41.878865584,-87.625192142,41.975170943,-87.687515515,8.1,,,Cash,,1620,4,0.0
32,22.25,4,19,5,1430421300,41.878865584,-87.625192142,41.975170943,-87.687515515,8.6,,,Cash,,1680,4,0.0
32,12.25,4,22,4,1398292200,41.878865584,-87.625192142,41.92276062,-87.699155343,4.6,,,Cash,Taxi Affiliation Services,600,22,0.0
32,16.45,8,10,6,1376649900,41.878865584,-87.625192142,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,1140,22,0.0
32,14.45,6,17,3,1402421400,41.878865584,-87.625192142,41.92276062,-87.699155343,3.5,,,Cash,Taxi Affiliation Services,1560,22,0.0
32,15.05,6,22,6,1372458600,41.878865584,-87.625192142,41.92276062,-87.699155343,5.7,,,Cash,,960,22,0.0
32,15.85,7,4,7,1435984200,41.878865584,-87.625192142,41.92276062,-87.699155343,6.0,,,Cash,Taxi Affiliation Services,960,22,0.0
32,12.05,3,10,2,1363601700,41.878865584,-87.625192142,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,840,22,0.0
32,19.45,12,12,2,1451306700,41.878865584,-87.625192142,41.9867118,-87.663416405,8.5,,,Cash,,1380,77,0.0
32,21.45,5,9,2,1432545300,41.878865584,-87.625192142,41.9867118,-87.663416405,9.4,,,Credit Card,Taxi Affiliation Services,1020,77,5.35
32,18.45,7,21,3,1373404500,41.878865584,-87.625192142,41.9867118,-87.663416405,7.9,,,Cash,,840,77,0.0
32,17.85,4,6,7,1397888100,41.878865584,-87.625192142,41.9867118,-87.663416405,7.9,,,Cash,KOAM Taxi Association,780,77,0.0
32,19.85,2,3,1,1361070900,41.878865584,-87.625192142,41.9867118,-87.663416405,8.9,,,Cash,,960,77,0.0
32,18.45,7,14,4,1436366700,41.878865584,-87.625192142,41.9867118,-87.663416405,7.8,,,Credit Card,Dispatch Taxi Affiliation,1080,77,3.65
32,8.85,12,17,6,1386954000,41.878865584,-87.625192142,41.850266366,-87.667569312,2.6,,,Credit Card,Dispatch Taxi Affiliation,660,31,2.0
32,16.5,1,10,3,1451988000,41.878865584,-87.625192142,41.850266366,-87.667569312,5.0,,,Credit Card,Dispatch Taxi Affiliation,1080,31,0.0
32,10.75,3,19,3,1459278000,41.878865584,-87.625192142,41.850266366,-87.667569312,2.8,,,Credit Card,,660,31,0.0
32,10.85,10,12,3,1413895500,41.878865584,-87.625192142,41.850266366,-87.667569312,3.1,,,Cash,,900,31,0.0
32,10.25,11,8,6,1446799500,41.878865584,-87.625192142,41.835117986,-87.618677767,3.1,,,Cash,Dispatch Taxi Affiliation,780,35,0.0
32,9.85,4,1,6,1366938900,41.878865584,-87.625192142,41.835117986,-87.618677767,2.9,,,Credit Card,,660,35,2.0
32,9.85,3,20,1,1395000900,41.878865584,-87.625192142,41.835117986,-87.618677767,3.2,,,Cash,Taxi Affiliation Services,720,35,0.0
32,15.25,5,19,7,1430593200,41.878865584,-87.625192142,41.835117986,-87.618677767,0.3,,,Cash,Taxi Affiliation Services,1020,35,0.0
32,6.05,1,22,5,1421359200,41.878865584,-87.625192142,41.842076117,-87.633973422,1.5,,,Cash,Taxi Affiliation Services,240,34,0.0
32,8.44,10,7,4,1380697200,41.878865584,-87.625192142,41.842076117,-87.633973422,2.2,,,Cash,,540,34,0.0
32,15.25,11,10,1,1479033000,41.878865584,-87.625192142,41.842076117,-87.633973422,4.49,,,Cash,,1140,34,0.0
76,41.75,6,20,3,1466541900,41.97907082,-87.903039661,,,1.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1380,,14.3
76,78.45,6,15,4,1402500600,41.97907082,-87.903039661,,,3.87,,,Cash,,5460,,0.0
76,45.65,9,21,3,1442956500,41.97907082,-87.903039661,,,0.0,,,Cash,Dispatch Taxi Affiliation,1920,,0.0
76,35.65,9,10,1,1443348900,41.97907082,-87.903039661,,,17.9,,,Credit Card,,1320,,11.53
76,39.85,8,13,6,1440162000,41.97907082,-87.903039661,,,19.6,,,Cash,,1860,,0.0
76,32.04,3,21,1,1393794900,41.97907082,-87.903039661,,,15.8,,,Credit Card,,1380,,10.91
76,42.85,6,12,5,1403180100,41.97907082,-87.903039661,,,21.9,,,Credit Card,Dispatch Taxi Affiliation,1560,,2.0
76,46.65,12,1,2,1385947800,41.97907082,-87.903039661,,,24.0,,,Cash,Dispatch Taxi Affiliation,1800,,0.0
76,29.25,8,16,4,1440000900,41.97907082,-87.903039661,,,13.7,,,Credit Card,Taxi Affiliation Services,1560,,9.85
76,28.45,1,8,3,1359449100,41.97907082,-87.903039661,,,13.8,,,Credit Card,,1080,,5.0
76,28.65,8,11,4,1408533300,41.97907082,-87.903039661,,,13.5,,,Credit Card,,1140,,0.0
76,32.25,3,17,3,1426007700,41.97907082,-87.903039661,,,15.6,,,Credit Card,Taxi Affiliation Services,1680,,5.0
76,38.25,2,19,5,1424373300,41.97907082,-87.903039661,,,18.0,,,Credit Card,Taxi Affiliation Services,3000,,8.05
76,23.65,12,12,2,1387197900,41.97907082,-87.903039661,,,1.03,,,Cash,,1500,,0.0
76,64.85,1,9,5,1420710300,41.97907082,-87.903039661,,,39.0,,,Credit Card,Northwest Management LLC,2760,,0.0
76,67.75,6,23,3,1465945200,41.97907082,-87.903039661,,,1.7,,,Credit Card,Taxi Affiliation Services,1980,,10.0
76,29.85,8,13,3,1439904600,41.97907082,-87.903039661,,,14.4,,17031804603,Credit Card,KOAM Taxi Association,1320,,9.15
76,32.05,11,22,3,1447797600,41.97907082,-87.903039661,,,0.9,,,Credit Card,Blue Ribbon Taxi Association Inc.,1500,,10.4
76,43.25,10,14,2,1412604000,41.97907082,-87.903039661,41.849246754,-87.624135298,1.3,,17031841000,Credit Card,Taxi Affiliation Services,2340,33,7.5
76,50.75,6,18,6,1464977700,41.97907082,-87.903039661,41.849246754,-87.624135298,20.6,,17031841000,Credit Card,,2940,33,10.95
76,39.05,8,17,4,1376499600,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Cash,Choice Taxi Association,4380,8,0.0
76,35.65,11,11,3,1383651900,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,1680,8,0.0
76,36.25,11,10,2,1447669800,41.97907082,-87.903039661,41.892507781,-87.626214906,17.9,,17031081500,Credit Card,,1560,8,7.65
76,37.25,7,20,4,1405541700,41.97907082,-87.903039661,41.892507781,-87.626214906,1.75,,17031081500,Cash,,2460,8,0.0
76,43.25,6,23,3,1467155700,41.97907082,-87.903039661,41.892507781,-87.626214906,17.6,,17031081500,Credit Card,,1320,8,9.55
76,40.45,9,8,3,1441701000,41.97907082,-87.903039661,41.892507781,-87.626214906,18.3,,17031081500,Credit Card,,3360,8,8.79
76,35.65,9,20,3,1441139400,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,1620,8,7.5
76,41.05,6,11,2,1402311600,41.97907082,-87.903039661,41.892507781,-87.626214906,18.4,,17031081500,Cash,Taxi Affiliation Services,3180,8,0.0
76,35.04,9,22,1,1410128100,41.97907082,-87.903039661,41.892507781,-87.626214906,17.4,,17031081500,Credit Card,,1260,8,9.26
76,35.85,5,13,7,1430574300,41.97907082,-87.903039661,41.892507781,-87.626214906,17.3,,17031081500,Credit Card,,1740,8,7.77
76,35.25,8,19,1,1408302900,41.97907082,-87.903039661,41.892507781,-87.626214906,17.4,,17031081500,Credit Card,KOAM Taxi Association,1560,8,9.3
76,38.25,6,16,5,1433436300,41.97907082,-87.903039661,41.892507781,-87.626214906,17.4,,17031081500,Credit Card,,3420,8,8.25
76,38.05,9,14,4,1443624300,41.97907082,-87.903039661,41.892507781,-87.626214906,17.3,,17031081500,Cash,,3180,8,0.0
76,36.05,4,15,4,1396450800,41.97907082,-87.903039661,41.892507781,-87.626214906,17.6,,17031081500,Credit Card,Dispatch Taxi Affiliation,1800,8,7.8
76,44.25,10,16,4,1476895500,41.97907082,-87.903039661,41.892507781,-87.626214906,17.5,,17031081500,Credit Card,Northwest Management LLC,2760,8,10.08
76,35.05,2,12,4,1393417800,41.97907082,-87.903039661,41.892507781,-87.626214906,17.4,,17031081500,Credit Card,Taxi Affiliation Services,1680,8,7.4
76,35.25,4,20,1,1430080200,41.97907082,-87.903039661,41.892507781,-87.626214906,17.3,,17031081500,Cash,Dispatch Taxi Affiliation,1560,8,0.0
76,35.85,7,16,5,1372953600,41.97907082,-87.903039661,41.892507781,-87.626214906,17.4,,17031081500,Credit Card,,1380,8,0.0
76,47.0,1,16,6,1453478400,41.97907082,-87.903039661,41.892507781,-87.626214906,18.8,,17031081500,Cash,,2460,8,0.0
76,37.25,9,19,3,1410894900,41.97907082,-87.903039661,41.892507781,-87.626214906,17.7,,17031081500,Credit Card,Taxi Affiliation Services,3000,8,5.0
76,36.45,7,10,4,1374057000,41.97907082,-87.903039661,41.892507781,-87.626214906,1.78,,17031081500,Credit Card,,2100,8,7.69
76,35.05,7,13,1,1373203800,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,1620,8,0.0
76,35.45,1,6,5,1421303400,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,1320,8,7.45
76,36.85,8,20,5,1408653900,41.97907082,-87.903039661,41.892507781,-87.626214906,1.0,,17031081500,Cash,Taxi Affiliation Services,1980,8,0.0
76,32.05,2,23,5,1391727600,41.97907082,-87.903039661,41.921877461,-87.66407824,14.9,,17031832500,Cash,Top Cab Affiliation,1860,7,0.0
76,36.25,10,17,2,1382374800,41.97907082,-87.903039661,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Blue Ribbon Taxi Association Inc.,2580,8,5.0
76,36.05,5,9,3,1432633500,41.97907082,-87.903039661,41.892042136,-87.63186395,17.5,,17031081700,Credit Card,,1920,8,5.71
76,36.05,4,12,6,1398429900,41.97907082,-87.903039661,41.892042136,-87.63186395,1.0,,17031081700,Credit Card,Taxi Affiliation Services,1740,8,7.6
76,34.85,1,15,7,1388849400,41.97907082,-87.903039661,41.892042136,-87.63186395,1.0,,17031081700,Credit Card,Blue Ribbon Taxi Association Inc.,1620,8,7.35
76,41.25,10,15,6,1444403700,41.97907082,-87.903039661,41.892042136,-87.63186395,17.3,,17031081700,Credit Card,,4860,8,10.81
76,31.85,3,22,5,1426805100,41.97907082,-87.903039661,41.953400044,-87.646007066,0.0,,17031060800,Credit Card,Blue Ribbon Taxi Association Inc.,2040,6,5.0
76,4.45,9,13,4,1379509200,41.97907082,-87.903039661,41.97907082,-87.903039661,0.7,,17031980000,Cash,,120,76,0.0
76,39.25,6,13,5,1401975900,41.97907082,-87.903039661,41.97907082,-87.903039661,17.7,,17031980000,Cash,,3000,76,0.0
76,29.85,1,5,4,1389763800,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Chicago Elite Cab Corp. (Chicago Carriag,1080,76,0.0
76,4.05,10,23,3,1413933300,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,120,76,0.0
76,3.25,7,17,5,1436461200,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,60,76,47.0
76,5.85,10,14,5,1443708900,41.97907082,-87.903039661,41.97907082,-87.903039661,0.1,,17031980000,Cash,,480,76,0.0
76,58.45,2,18,1,1361731500,41.97907082,-87.903039661,41.97907082,-87.903039661,29.6,,17031980000,Cash,,3120,76,0.0
76,54.05,12,18,4,1451500200,41.97907082,-87.903039661,41.97907082,-87.903039661,23.9,,17031980000,Cash,,4380,76,0.0
76,5.85,9,11,3,1378812600,41.97907082,-87.903039661,41.97907082,-87.903039661,1.4,,17031980000,Cash,,0,76,0.0
76,3.25,4,10,6,1428661800,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,0,76,0.0
76,3.25,11,11,1,1414926900,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,0,76,0.0
76,9.25,11,19,4,1447271100,41.97907082,-87.903039661,41.97907082,-87.903039661,1.3,,17031980000,Cash,Dispatch Taxi Affiliation,900,76,0.0
76,3.25,6,19,3,1401824700,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,0,76,0.0
76,33.45,10,6,2,1381731300,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Chicago Elite Cab Corp. (Chicago Carriag,1260,76,0.0
76,3.25,12,18,6,1419013800,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,0,76,0.0
76,3.25,7,19,5,1467918900,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,0,76,0.0
76,8.25,2,8,3,1360657800,41.97907082,-87.903039661,41.97907082,-87.903039661,1.3,,17031980000,Cash,,660,76,0.0
76,19.45,9,14,5,1380205800,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,1440,76,0.0
76,3.25,12,18,3,1418149800,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,60,76,0.0
76,3.65,9,0,7,1443225600,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,120,76,0.0
76,3.85,1,0,6,1420763400,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,120,76,0.0
76,3.25,6,15,1,1434294900,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Blue Ribbon Taxi Association Inc.,0,76,0.0
76,3.85,7,1,4,1373418000,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Northwest Management LLC,120,76,0.0
76,3.45,5,0,6,1400199300,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Choice Taxi Association,60,76,0.0
76,3.25,6,22,6,1466808300,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Top Cab Affiliation,60,76,0.0
76,3.45,7,4,4,1404881100,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,0,76,0.0
76,41.0,11,22,2,1479160800,41.97907082,-87.903039661,41.921778356,-87.641459759,16.1,,17031071300,Credit Card,Choice Taxi Association,1560,7,6.0
76,36.45,3,0,7,1362788100,41.97907082,-87.903039661,41.900265687,-87.63210922,18.0,,17031081000,Cash,,1380,8,0.0
76,37.85,5,17,4,1432143000,41.97907082,-87.903039661,41.914747305,-87.654007029,0.9,,17031832600,Credit Card,Blue Ribbon Taxi Association Inc.,4860,7,7.95
76,33.45,7,16,1,1437323400,41.97907082,-87.903039661,41.914747305,-87.654007029,15.6,,17031832600,Cash,Northwest Management LLC,2820,7,0.0
76,30.65,9,20,1,1378672200,41.97907082,-87.903039661,41.914747305,-87.654007029,14.7,,17031832600,Cash,Dispatch Taxi Affiliation,1440,7,0.0
76,31.25,5,19,1,1401047100,41.97907082,-87.903039661,41.914616286,-87.631717366,14.8,,17031071500,Credit Card,Taxi Affiliation Services,1500,7,8.3
76,32.45,1,23,2,1421708400,41.97907082,-87.903039661,41.914616286,-87.631717366,15.7,,17031071500,Credit Card,KOAM Taxi Association,1320,7,7.05
76,34.05,9,23,5,1443135600,41.97907082,-87.903039661,41.914616286,-87.631717366,1.0,,17031071500,Credit Card,Taxi Affiliation Services,1500,7,7.2
76,38.05,10,21,2,1445289300,41.97907082,-87.903039661,41.856333217,-87.659564239,19.2,,17031310600,Credit Card,,1440,31,8.01
76,30.85,11,22,1,1383518700,41.97907082,-87.903039661,41.938391258,-87.63857492,0.0,,17031063200,Credit Card,Taxi Affiliation Services,1560,6,6.75
76,35.65,4,14,4,1364998500,41.97907082,-87.903039661,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Dispatch Taxi Affiliation,2040,32,7.0
76,44.65,9,17,5,1378403100,41.97907082,-87.903039661,41.859349715,-87.617358006,0.0,,17031330100,Cash,Choice Taxi Association,4440,33,0.0
76,42.65,9,12,1,1411906500,41.97907082,-87.903039661,41.851017824,-87.635091856,21.4,,17031841100,Cash,Taxi Affiliation Services,2520,34,0.0
76,38.85,2,15,6,1359732600,41.97907082,-87.903039661,41.905857769,-87.630865027,16.5,,17031080202,Credit Card,,3900,8,10.21
76,34.05,6,13,4,1371646800,41.97907082,-87.903039661,41.905857769,-87.630865027,1.6,,17031080202,Cash,,2640,8,0.0
76,33.25,3,15,1,1427641200,41.97907082,-87.903039661,41.922082541,-87.634156093,16.0,,17031071400,Cash,,1920,7,0.0
76,32.65,3,21,6,1425677400,41.97907082,-87.903039661,41.922082541,-87.634156093,15.5,,17031071400,Credit Card,,1680,7,6.93
76,38.85,7,16,6,1436544000,41.97907082,-87.903039661,41.890922026,-87.618868355,18.0,,17031081403,Credit Card,Taxi Affiliation Services,3780,8,5.0
76,33.45,11,20,1,1414959300,41.97907082,-87.903039661,41.890922026,-87.618868355,16.3,,17031081403,Credit Card,,1320,8,5.0
76,51.85,11,16,5,1447948800,41.97907082,-87.903039661,41.890922026,-87.618868355,18.4,,17031081403,Credit Card,,4260,8,10.77
76,37.85,5,17,5,1400778000,41.97907082,-87.903039661,41.890922026,-87.618868355,16.9,,17031081403,Credit Card,Choice Taxi Association,3780,8,7.95
76,36.65,6,6,6,1433486700,41.97907082,-87.903039661,41.890922026,-87.618868355,17.8,,17031081403,Credit Card,,2100,8,7.73
76,36.45,12,20,4,1418849100,41.97907082,-87.903039661,41.890922026,-87.618868355,17.9,,17031081403,Credit Card,,1560,8,7.69
76,37.45,12,9,4,1417599000,41.97907082,-87.903039661,41.890922026,-87.618868355,17.7,,17031081403,Cash,,2640,8,0.0
76,37.04,10,11,5,1446116400,41.97907082,-87.903039661,41.890922026,-87.618868355,17.7,,17031081403,Credit Card,,1800,8,7.81
76,42.45,9,19,6,1380309300,41.97907082,-87.903039661,41.890922026,-87.618868355,17.6,,17031081403,Cash,Choice Taxi Association,3720,8,0.0
76,32.85,2,21,5,1393534800,41.97907082,-87.903039661,41.892536872,-87.659864318,0.9,,17031243400,Credit Card,Taxi Affiliation Services,1380,24,7.15
76,37.45,5,11,4,1400065200,41.97907082,-87.903039661,41.884987192,-87.620992913,1.1,,17031320100,Cash,Taxi Affiliation Services,2160,32,0.0
76,37.25,3,12,2,1426507200,41.97907082,-87.903039661,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,Taxi Affiliation Services,1680,32,7.85
76,47.45,9,10,4,1410345000,41.97907082,-87.903039661,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,4320,32,5.0
76,37.65,10,12,4,1446033600,41.97907082,-87.903039661,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,Taxi Affiliation Services,2460,32,7.9
76,37.05,9,10,2,1442224800,41.97907082,-87.903039661,41.884987192,-87.620992913,18.1,,17031320100,Credit Card,,1920,32,8.31
76,37.45,5,14,7,1431180000,41.97907082,-87.903039661,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,1980,32,5.0
76,37.65,7,20,4,1375301700,41.97907082,-87.903039661,41.884987192,-87.620992913,17.8,,17031320100,Credit Card,Northwest Management LLC,2520,32,8.1
76,44.85,5,21,5,1401399900,41.97907082,-87.903039661,41.884987192,-87.620992913,18.1,,17031320100,Credit Card,,3840,32,9.37
76,35.85,9,23,5,1441926000,41.97907082,-87.903039661,41.884987192,-87.620992913,17.9,,17031320100,Credit Card,,1560,32,9.46
76,36.25,4,13,4,1397653200,41.97907082,-87.903039661,41.884987192,-87.620992913,17.4,,17031320100,Credit Card,Dispatch Taxi Affiliation,1740,32,7.65
76,38.85,5,22,1,1431901800,41.97907082,-87.903039661,41.884987192,-87.620992913,19.0,,17031320100,Cash,Dispatch Taxi Affiliation,1860,32,0.0
76,35.45,11,20,3,1415133900,41.97907082,-87.903039661,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,Taxi Affiliation Services,1740,32,5.0
76,40.05,3,19,4,1425496500,41.97907082,-87.903039661,41.884987192,-87.620992913,18.4,,17031320100,Credit Card,Choice Taxi Association,3120,32,2.0
76,38.65,10,13,6,1445605200,41.97907082,-87.903039661,41.884987192,-87.620992913,18.1,,17031320100,Credit Card,Taxi Affiliation Services,2160,32,8.3
76,38.25,12,17,4,1449075600,41.97907082,-87.903039661,41.880994471,-87.632746489,17.8,,17031839100,Credit Card,,3240,32,6.0
76,37.85,6,19,3,1433877300,41.97907082,-87.903039661,41.880994471,-87.632746489,17.6,,17031839100,Credit Card,Taxi Affiliation Services,3120,32,7.95
76,36.65,9,15,2,1442244600,41.97907082,-87.903039661,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Choice Taxi Association,2580,32,4.2
76,34.85,8,13,2,1439819100,41.97907082,-87.903039661,41.880994471,-87.632746489,16.8,,17031839100,Cash,Dispatch Taxi Affiliation,2280,32,0.0
76,36.85,10,23,5,1382051700,41.97907082,-87.903039661,41.880994471,-87.632746489,17.9,,17031839100,Credit Card,Choice Taxi Association,1560,32,6.0
76,34.45,12,10,2,1385978400,41.97907082,-87.903039661,41.880994471,-87.632746489,17.2,,17031839100,Credit Card,,1320,32,7.29
76,34.45,1,0,4,1358901900,41.97907082,-87.903039661,41.880994471,-87.632746489,10.6,,17031839100,Credit Card,Dispatch Taxi Affiliation,1140,32,7.25
76,42.05,11,17,2,1384794000,41.97907082,-87.903039661,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,4020,32,0.0
76,38.05,10,20,3,1382474700,41.97907082,-87.903039661,41.880994471,-87.632746489,18.4,,17031839100,Credit Card,Dispatch Taxi Affiliation,1680,32,8.0
76,48.25,12,13,3,1387286100,41.97907082,-87.903039661,41.880994471,-87.632746489,17.6,,17031839100,Credit Card,,1920,32,12.56
76,35.85,6,23,5,1402011000,41.97907082,-87.903039661,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,Taxi Affiliation Services,1320,32,7.55
76,36.25,10,8,1,1444552200,41.97907082,-87.903039661,41.880994471,-87.632746489,1.0,,17031839100,Cash,Taxi Affiliation Services,1560,32,0.0
76,35.85,12,10,4,1449050400,41.97907082,-87.903039661,41.880994471,-87.632746489,17.4,,17031839100,Credit Card,,2040,32,9.46
76,34.45,5,11,4,1368012600,41.97907082,-87.903039661,41.880994471,-87.632746489,17.4,,17031839100,Credit Card,,1500,32,7.29
76,37.05,10,21,6,1443819600,41.97907082,-87.903039661,41.880994471,-87.632746489,17.6,,17031839100,Credit Card,Taxi Affiliation Services,2580,32,9.95
76,36.45,4,14,4,1429109100,41.97907082,-87.903039661,41.880994471,-87.632746489,17.5,,17031839100,Credit Card,Choice Taxi Association,2400,32,5.0
76,36.25,2,14,5,1423749600,41.97907082,-87.903039661,41.880994471,-87.632746489,17.3,,17031839100,Credit Card,,2640,32,7.65
76,44.0,4,16,2,1460392200,41.97907082,-87.903039661,41.880994471,-87.632746489,17.6,,17031839100,Cash,Dispatch Taxi Affiliation,2640,32,0.0
76,36.45,10,22,4,1381960800,41.97907082,-87.903039661,41.880994471,-87.632746489,1.77,,17031839100,Credit Card,,1740,32,7.69
76,38.85,8,8,5,1408005000,41.97907082,-87.903039661,41.880994471,-87.632746489,18.0,,17031839100,Credit Card,,3000,32,8.17
76,39.05,7,19,4,1374692400,41.97907082,-87.903039661,41.880994471,-87.632746489,0.0,,17031839100,Cash,Top Cab Affiliation,3900,32,0.0
76,34.65,12,13,6,1418994000,41.97907082,-87.903039661,41.880994471,-87.632746489,16.9,,17031839100,Credit Card,KOAM Taxi Association,1560,32,0.0
76,35.05,11,16,1,1414944000,41.97907082,-87.903039661,41.880994471,-87.632746489,17.2,,17031839100,Credit Card,Taxi Affiliation Services,1860,32,5.0
76,36.25,6,12,4,1402490700,41.97907082,-87.903039661,41.880994471,-87.632746489,17.6,,17031839100,Cash,,1860,32,0.0
76,35.85,8,12,6,1440765900,41.97907082,-87.903039661,41.880994471,-87.632746489,17.2,,17031839100,Credit Card,,1920,32,7.57
76,36.85,6,13,4,1403099100,41.97907082,-87.903039661,41.880994471,-87.632746489,1.7,,17031839100,Credit Card,Dispatch Taxi Affiliation,2760,32,5.0
76,37.65,11,21,6,1415396700,41.97907082,-87.903039661,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,1920,32,8.1
76,42.25,12,14,4,1417617000,41.97907082,-87.903039661,41.880994471,-87.632746489,1.92,,17031839100,Credit Card,,3540,32,8.85
76,35.65,5,20,2,1430771400,41.97907082,-87.903039661,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,Taxi Affiliation Services,1500,32,7.5
76,34.85,7,10,3,1437472800,41.97907082,-87.903039661,41.880994471,-87.632746489,17.2,,17031839100,Credit Card,,1560,32,7.37
76,35.05,10,15,1,1443973500,41.97907082,-87.903039661,41.880994471,-87.632746489,1710.0,,17031839100,Credit Card,,2100,32,5.56
76,36.85,10,13,2,1382965200,41.97907082,-87.903039661,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,1680,32,7.95
76,34.45,8,21,3,1409088600,41.97907082,-87.903039661,41.88528132,-87.6572332,16.9,,17031833000,Cash,Top Cab Affiliation,1440,28,0.0
76,35.45,9,19,6,1379101500,41.97907082,-87.903039661,41.88528132,-87.6572332,17.0,,17031833000,Cash,,2280,28,0.0
76,38.25,11,18,2,1415038500,41.97907082,-87.903039661,41.891971508,-87.612945414,18.0,,17031081402,Credit Card,,2760,8,8.05
76,39.45,7,22,5,1438295400,41.97907082,-87.903039661,41.891971508,-87.612945414,0.0,,17031081402,No Charge,Dispatch Taxi Affiliation,3120,8,0.0
76,37.85,2,19,5,1361475000,41.97907082,-87.903039661,41.891971508,-87.612945414,18.2,,17031081402,Cash,Choice Taxi Association,3060,8,0.0
76,30.45,7,23,4,1404948600,41.97907082,-87.903039661,41.936310131,-87.651562592,14.5,,17031063000,Cash,,1320,6,0.0
76,30.25,1,0,7,1388794500,41.97907082,-87.903039661,41.943155086,-87.640698076,0.8,,17031061902,Cash,Taxi Affiliation Services,1620,6,0.0
76,16.05,3,18,1,1362336300,41.97907082,-87.903039661,41.982272929,-87.841586432,6.4,,17031760801,Cash,,1260,76,0.0
76,34.45,3,14,2,1393856100,41.97907082,-87.903039661,41.879255084,-87.642648998,17.0,,17031281900,Credit Card,,1560,28,7.29
76,35.85,5,14,2,1431353700,41.97907082,-87.903039661,41.879255084,-87.642648998,34.5,,17031281900,Credit Card,Choice Taxi Association,2160,28,7.0
76,35.85,5,18,1,1430677800,41.97907082,-87.903039661,41.879255084,-87.642648998,17.4,,17031281900,Cash,Dispatch Taxi Affiliation,2820,28,0.0
76,8.85,11,21,4,1384983900,41.97907082,-87.903039661,41.982775009,-87.8773054,0.0,,17031770700,Cash,Taxi Affiliation Services,540,,0.0
76,8.65,10,22,3,1381271400,41.97907082,-87.903039661,41.982775009,-87.8773054,2.9,,17031770700,Cash,Taxi Affiliation Services,420,,0.0
76,13.05,6,10,2,1371463200,41.97907082,-87.903039661,41.982775009,-87.8773054,0.0,,17031770700,Credit Card,Taxi Affiliation Services,780,,4.5
76,9.05,5,23,4,1431558900,41.97907082,-87.903039661,41.982775009,-87.8773054,3.1,,17031770700,Credit Card,,420,,0.0
76,15.05,7,21,3,1373405400,41.97907082,-87.903039661,41.982775009,-87.8773054,6.0,,17031770700,Cash,,540,,0.0
76,35.85,2,22,5,1360276200,41.97907082,-87.903039661,41.902788048,-87.62614559,0.0,,17031081202,Cash,Dispatch Taxi Affiliation,1740,8,0.0
76,37.05,8,15,1,1440948600,41.97907082,-87.903039661,41.902788048,-87.62614559,1.0,,17031081202,Credit Card,Taxi Affiliation Services,2040,8,7.8
76,37.45,5,21,2,1399326300,41.97907082,-87.903039661,41.902788048,-87.62614559,18.3,,17031081202,Cash,Taxi Affiliation Services,1920,8,0.0
76,36.85,10,18,5,1445537700,41.97907082,-87.903039661,41.892072635,-87.628874157,17.4,,17031081600,Cash,,2700,8,0.0
76,34.05,10,14,1,1444572900,41.97907082,-87.903039661,41.892072635,-87.628874157,16.7,,17031081600,Cash,2823 - 73307 Seung Lee,1500,8,0.0
76,36.45,11,21,4,1416431700,41.97907082,-87.903039661,41.892072635,-87.628874157,26.7,,17031081600,Credit Card,Choice Taxi Association,1560,8,9.6
76,27.65,6,21,3,1403040600,41.97907082,-87.903039661,41.958055933,-87.660389456,0.8,,17031830700,Cash,Taxi Affiliation Services,1620,3,0.0
76,28.25,4,21,5,1396559700,41.97907082,-87.903039661,41.941488234,-87.671107656,3.3,,17031062500,Credit Card,Choice Taxi Association,1440,6,5.0
76,35.45,12,16,2,1418055300,41.97907082,-87.903039661,41.885300022,-87.642808466,17.4,,17031280100,Credit Card,Taxi Affiliation Services,2160,28,7.45
76,42.75,1,21,5,1453411800,41.97907082,-87.903039661,41.885300022,-87.642808466,17.2,,17031280100,Credit Card,,1560,28,9.35
76,33.25,3,14,3,1427813100,41.97907082,-87.903039661,41.885300022,-87.642808466,16.5,,17031280100,Credit Card,Dispatch Taxi Affiliation,1800,28,7.05
76,31.65,3,0,2,1425257100,41.97907082,-87.903039661,41.929077655,-87.646293476,15.5,,17031070200,Credit Card,Dispatch Taxi Affiliation,1320,7,4.0
76,37.85,8,10,5,1408010400,41.97907082,-87.903039661,41.89503345,-87.619710672,17.7,,17031081401,Credit Card,KOAM Taxi Association,2820,8,8.15
76,37.25,9,18,2,1410201900,41.97907082,-87.903039661,41.89503345,-87.619710672,18.2,,17031081401,Credit Card,,2100,8,7.85
76,37.45,2,22,2,1361227500,41.97907082,-87.903039661,41.89503345,-87.619710672,18.2,,17031081401,Credit Card,,1620,8,7.99
76,46.25,3,13,7,1458999000,41.97907082,-87.903039661,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Blue Ribbon Taxi Association Inc.,1680,8,12.55
76,37.04,8,9,3,1376386200,41.97907082,-87.903039661,41.89503345,-87.619710672,17.6,,17031081401,Cash,,1980,8,0.0
76,37.05,3,18,1,1427049900,41.97907082,-87.903039661,41.870607372,-87.622172937,18.6,,17031320600,Credit Card,Taxi Affiliation Services,1860,32,7.8
76,36.85,4,2,6,1366336800,41.97907082,-87.903039661,41.870607372,-87.622172937,18.4,,17031320600,Cash,,1080,32,0.0
76,37.45,2,23,2,1422918000,41.97907082,-87.903039661,41.870607372,-87.622172937,18.5,,17031320600,Credit Card,,1320,32,9.86
76,38.45,10,17,1,1443978000,41.97907082,-87.903039661,41.870607372,-87.622172937,18.79,,17031320600,Cash,,2040,32,0.0
76,36.85,10,22,7,1445724900,41.97907082,-87.903039661,41.899155613,-87.626210532,17.8,,17031081201,Credit Card,Choice Taxi Association,1560,8,7.75
76,37.45,10,20,6,1412971200,41.97907082,-87.903039661,41.899155613,-87.626210532,18.0,,17031081201,Cash,,1800,8,0.0
76,36.65,6,13,5,1434030300,41.97907082,-87.903039661,41.899155613,-87.626210532,17.6,,17031081201,Credit Card,Dispatch Taxi Affiliation,2760,8,5.0
76,35.25,4,19,3,1397588400,41.97907082,-87.903039661,41.899155613,-87.626210532,17.7,,17031081201,Credit Card,,1680,8,7.45
76,35.85,4,20,3,1430253000,41.97907082,-87.903039661,41.899155613,-87.626210532,17.6,,17031081201,Credit Card,Dispatch Taxi Affiliation,2100,8,7.55
76,36.05,11,12,1,1417348800,41.97907082,-87.903039661,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Choice Taxi Association,1440,8,6.0
76,35.65,6,12,2,1403524800,41.97907082,-87.903039661,41.899155613,-87.626210532,17.7,,17031081201,Credit Card,Dispatch Taxi Affiliation,1440,8,10.0
76,36.85,9,12,1,1410698700,41.97907082,-87.903039661,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,1620,8,0.0
76,36.45,4,10,3,1396953000,41.97907082,-87.903039661,41.899155613,-87.626210532,17.5,,17031081201,Credit Card,,1680,8,7.69
76,17.25,11,7,4,1415777400,41.97907082,-87.903039661,41.942872538,-87.701330291,6.4,,17031210100,Credit Card,,1140,21,2.5
76,35.25,12,13,4,1386162900,41.97907082,-87.903039661,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Choice Taxi Association,2160,8,7.45
76,37.85,7,17,5,1374167700,41.97907082,-87.903039661,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,3300,8,0.0
76,35.85,7,21,3,1372798800,41.97907082,-87.903039661,41.89321636,-87.63784421,17.9,,17031081800,Credit Card,Choice Taxi Association,1380,8,7.55
76,34.85,1,13,2,1358773200,41.97907082,-87.903039661,41.89321636,-87.63784421,17.3,,17031081800,Credit Card,,1200,8,7.37
76,35.45,7,16,3,1404836100,41.97907082,-87.903039661,41.89321636,-87.63784421,1.0,,17031081800,Credit Card,Taxi Affiliation Services,2640,8,4.0
76,35.45,8,11,3,1407239100,41.97907082,-87.903039661,41.89321636,-87.63784421,1.0,,17031081800,Credit Card,Blue Ribbon Taxi Association Inc.,1680,8,7.45
76,34.85,8,0,4,1440548100,41.97907082,-87.903039661,41.89321636,-87.63784421,1.0,,17031081800,Cash,Taxi Affiliation Services,1200,8,0.0
76,39.25,10,19,4,1476904500,41.97907082,-87.903039661,41.942577185,-87.647078509,0.0,,17031062000,Credit Card,Taxi Affiliation Services,3420,6,8.65
76,37.05,1,22,1,1359325800,41.97907082,-87.903039661,41.898331794,-87.620762865,18.1,,17031081300,Credit Card,Dispatch Taxi Affiliation,1860,8,7.8
76,40.85,2,15,6,1360942200,41.97907082,-87.903039661,41.898331794,-87.620762865,18.2,,17031081300,Cash,,4140,8,0.0
76,37.25,4,15,3,1428418800,41.97907082,-87.903039661,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,1920,8,0.0
76,37.25,1,21,2,1420491600,41.97907082,-87.903039661,41.898331794,-87.620762865,18.3,,17031081300,Cash,Choice Taxi Association,2100,8,0.0
76,37.45,8,11,2,1376912700,41.97907082,-87.903039661,41.898331794,-87.620762865,18.1,,17031081300,Credit Card,Dispatch Taxi Affiliation,1800,8,8.05
76,38.65,10,17,6,1380908700,41.97907082,-87.903039661,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Taxi Affiliation Services,3660,8,8.1
76,37.05,4,16,2,1365437700,41.97907082,-87.903039661,41.898331794,-87.620762865,18.4,,17031081300,Credit Card,Choice Taxi Association,1860,8,10.25
76,41.25,8,17,6,1439574300,41.97907082,-87.903039661,41.898331794,-87.620762865,18.1,,17031081300,Cash,Choice Taxi Association,4260,8,0.0
76,38.65,3,18,7,1394906400,41.97907082,-87.903039661,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,2760,8,0.0
76,40.65,1,20,3,1357073100,41.97907082,-87.903039661,41.898331794,-87.620762865,0.0,,17031081300,Cash,Dispatch Taxi Affiliation,2220,8,0.0
76,50.05,3,10,2,1362996000,41.97907082,-87.903039661,41.898331794,-87.620762865,18.6,,17031081300,Credit Card,Dispatch Taxi Affiliation,3180,8,0.0
76,32.05,11,12,1,1416141000,41.97907082,-87.903039661,41.949829346,-87.64396537,0.9,,17031060900,Credit Card,Taxi Affiliation Services,1920,6,8.75
76,32.85,8,19,4,1407956400,41.97907082,-87.903039661,41.949829346,-87.64396537,14.9,,17031060900,Credit Card,,2880,6,6.97
76,37.25,3,9,5,1362648600,41.97907082,-87.903039661,41.867902418,-87.642958665,17.0,,17031841900,Cash,Northwest Management LLC,3420,28,0.0
1,8.45,10,20,5,1380832200,42.009622881,-87.670166857,,,0.88,,,Cash,,900,,0.0
1,13.85,5,15,1,1431270900,42.009622881,-87.670166857,,,0.0,,,Cash,Taxi Affiliation Services,1140,,0.0
1,3.25,4,4,2,1430109900,42.009622881,-87.670166857,,,0.03,,,Cash,,0,,0.0
1,5.65,4,1,6,1365729300,42.009622881,-87.670166857,,,0.0,,,Cash,Taxi Affiliation Services,240,,0.0
1,34.45,12,20,5,1386275400,42.009622881,-87.670166857,42.001571027,-87.695012589,3.3,,,Cash,Taxi Affiliation Services,5160,2,0.0
1,21.05,8,12,4,1407933900,42.009622881,-87.670166857,41.878865584,-87.625192142,9.6,,,Cash,Taxi Affiliation Services,960,32,0.0
1,3.25,10,22,3,1444773600,42.009622881,-87.670166857,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,0,1,0.0
1,4.45,2,5,4,1424236500,42.009622881,-87.670166857,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,180,1,0.0
1,4.45,3,8,5,1427358600,42.009622881,-87.670166857,42.009622881,-87.670166857,0.07,,,Cash,,180,1,0.0
1,5.05,10,0,4,1381884300,42.009622881,-87.670166857,42.009622881,-87.670166857,0.7,,,Cash,Taxi Affiliation Services,120,1,0.0
1,3.25,10,12,7,1381579200,42.009622881,-87.670166857,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,0,1,0.0
1,3.25,5,14,2,1431355500,42.009622881,-87.670166857,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,0,1,0.0
1,3.85,3,8,1,1425804300,42.009622881,-87.670166857,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,120,1,0.0
1,11.75,9,9,5,1473932700,42.009622881,-87.670166857,41.96581197,-87.655878786,2.9,,,Cash,Taxi Affiliation Services,1080,3,0.0
1,8.25,3,11,1,1394364600,42.009622881,-87.670166857,41.96581197,-87.655878786,2.4,,,Credit Card,,540,3,3.0
1,17.85,9,7,3,1379403900,42.009622881,-87.670166857,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,840,8,0.0
1,29.65,8,10,7,1408184100,42.009622881,-87.670166857,41.980264315,-87.913624596,0.8,,,Cash,Taxi Affiliation Services,1860,76,0.0
1,12.45,3,1,1,1426987800,42.009622881,-87.670166857,41.944226601,-87.655998182,4.7,,,Cash,Taxi Affiliation Services,660,6,0.0
1,15.25,2,15,5,1456413300,42.009622881,-87.670166857,41.944226601,-87.655998182,4.4,,,Credit Card,,1140,6,3.05
1,18.85,8,6,1,1376805600,42.009622881,-87.670166857,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,1680,7,0.0
1,12.25,8,6,1,1408860900,42.009622881,-87.670166857,41.968069,-87.721559063,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,900,14,0.0
1,10.05,3,0,2,1427068800,42.009622881,-87.670166857,41.975170943,-87.687515515,3.6,,,Cash,,600,4,0.0
1,6.05,11,19,6,1415389500,42.009622881,-87.670166857,41.9867118,-87.663416405,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,420,77,0.0
1,6.05,7,18,7,1404584100,42.009622881,-87.670166857,41.9867118,-87.663416405,1.3,,,Cash,,360,77,0.0
1,8.44,10,12,4,1381321800,42.009622881,-87.670166857,41.9867118,-87.663416405,1.6,,,Credit Card,,780,77,2.0
3,51.85,3,20,2,1396297800,41.96581197,-87.655878786,,,24.4,,,Cash,,3540,,0.0
3,13.5,3,23,4,1458171900,41.96581197,-87.655878786,,,4.4,,,Cash,Taxi Affiliation Services,780,,0.0
3,14.05,2,18,1,1391365800,41.96581197,-87.655878786,,,5.0,,,Cash,Taxi Affiliation Services,1080,,0.0
3,18.85,12,20,3,1388520900,41.96581197,-87.655878786,,,6.9,,,Credit Card,Taxi Affiliation Services,2100,,10.0
3,8.65,11,15,7,1383406200,41.96581197,-87.655878786,42.001571027,-87.695012589,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,720,2,0.0
3,10.85,12,18,3,1388514600,41.96581197,-87.655878786,42.001571027,-87.695012589,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1020,2,0.0
3,16.65,12,22,4,1449698400,41.96581197,-87.655878786,41.901206994,-87.676355989,0.3,,,Cash,Taxi Affiliation Services,1440,24,0.0
3,13.05,10,8,1,1413103500,41.96581197,-87.655878786,41.901206994,-87.676355989,4.4,,,Credit Card,Taxi Affiliation Services,1020,24,5.0
3,16.25,4,16,1,1461513600,41.96581197,-87.655878786,41.901206994,-87.676355989,4.9,,,Cash,,1260,24,0.0
3,14.45,7,7,5,1437032700,41.96581197,-87.655878786,41.878865584,-87.625192142,5.9,,,Cash,Taxi Affiliation Services,540,32,0.0
3,8.25,2,3,1,1361677500,41.96581197,-87.655878786,42.009622881,-87.670166857,0.1,,,Credit Card,Blue Ribbon Taxi Association Inc.,480,1,2.22
3,9.65,6,21,5,1403818200,41.96581197,-87.655878786,42.009622881,-87.670166857,3.2,,,Cash,Taxi Affiliation Services,540,1,0.0
3,11.0,12,19,1,1482692400,41.96581197,-87.655878786,42.009622881,-87.670166857,3.0,,,Cash,Choice Taxi Association,720,1,0.0
3,5.05,12,11,3,1419333300,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,240,3,0.0
3,4.05,1,23,6,1391211000,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,120,3,0.0
3,7.75,6,23,7,1466291700,41.96581197,-87.655878786,41.96581197,-87.655878786,1.8,,,Credit Card,,420,3,2.0
3,3.25,9,7,3,1379403000,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,0,3,0.0
3,3.25,8,2,1,1439088300,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,0,3,0.0
3,10.45,11,15,7,1417275000,41.96581197,-87.655878786,41.96581197,-87.655878786,3.6,,,Credit Card,,660,3,2.0
3,3.25,9,16,7,1379779200,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,,0,3,0.0
3,3.25,12,18,2,1418063400,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,0,3,0.0
3,3.85,5,14,3,1400596200,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,60,3,0.0
3,3.25,5,22,4,1369261800,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,0,3,0.0
3,5.05,1,8,4,1358928900,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,240,3,0.0
3,6.5,9,9,7,1472895000,41.96581197,-87.655878786,41.96581197,-87.655878786,1.1,,,Cash,,420,3,0.0
3,14.85,12,11,6,1449831600,41.96581197,-87.655878786,41.899602111,-87.633308037,6.1,,,Cash,,720,8,0.0
3,12.25,1,13,7,1358600400,41.96581197,-87.655878786,41.899602111,-87.633308037,4.8,,,Credit Card,,600,8,2.0
3,12.05,10,17,4,1382547600,41.96581197,-87.655878786,41.899602111,-87.633308037,4.7,,,Cash,,540,8,0.0
3,40.85,2,7,6,1392968700,41.96581197,-87.655878786,41.980264315,-87.913624596,15.5,,,Credit Card,,3960,76,8.57
3,20.25,5,13,6,1399038300,41.96581197,-87.655878786,41.94651142,-87.806020002,7.2,,,Cash,Taxi Affiliation Services,1920,17,0.0
3,12.25,11,21,4,1446670800,41.96581197,-87.655878786,41.953582125,-87.72345239,3.8,,,Cash,Taxi Affiliation Services,900,16,0.0
3,10.05,4,1,5,1430355600,41.96581197,-87.655878786,41.953582125,-87.72345239,0.0,,,Cash,Choice Taxi Association,660,16,0.0
3,6.65,1,12,5,1390478400,41.96581197,-87.655878786,41.944226601,-87.655998182,1.5,,,Cash,,480,6,0.0
3,6.65,2,9,3,1424769300,41.96581197,-87.655878786,41.944226601,-87.655998182,1.4,,,Credit Card,Taxi Affiliation Services,420,6,1.0
3,7.65,7,16,3,1406652300,41.96581197,-87.655878786,41.944226601,-87.655998182,2.1,,,Credit Card,Taxi Affiliation Services,480,6,2.0
3,7.85,6,20,3,1435695300,41.96581197,-87.655878786,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,480,6,0.0
3,10.45,10,13,7,1446296400,41.96581197,-87.655878786,41.944226601,-87.655998182,1.6,,,Credit Card,,1200,6,3.0
3,5.25,6,11,7,1402140600,41.96581197,-87.655878786,41.944226601,-87.655998182,0.9,,,Cash,Choice Taxi Association,240,6,0.0
3,8.05,6,9,7,1433581200,41.96581197,-87.655878786,41.944226601,-87.655998182,2.6,,,Cash,Dispatch Taxi Affiliation,420,6,0.0
3,3.65,3,14,4,1395843300,41.96581197,-87.655878786,41.944226601,-87.655998182,0.3,,,Cash,Taxi Affiliation Services,60,6,0.0
3,5.05,10,10,6,1446201000,41.96581197,-87.655878786,41.944226601,-87.655998182,0.8,,,Credit Card,Taxi Affiliation Services,240,6,2.0
3,11.65,10,13,1,1445780700,41.96581197,-87.655878786,41.944226601,-87.655998182,3.8,,,Cash,Taxi Affiliation Services,900,6,0.0
3,5.45,4,12,1,1397995200,41.96581197,-87.655878786,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,300,6,0.0
3,4.25,10,9,7,1443863700,41.96581197,-87.655878786,41.944226601,-87.655998182,0.5,,,Cash,2733 - 74600 Benny Jona,120,6,0.0
3,4.85,8,19,5,1438888500,41.96581197,-87.655878786,41.944226601,-87.655998182,0.8,,,Cash,,240,6,0.0
3,6.65,4,19,4,1398279600,41.96581197,-87.655878786,41.947791586,-87.683834942,0.0,,,Credit Card,Taxi Affiliation Services,480,5,2.0
3,7.85,3,16,4,1427300100,41.96581197,-87.655878786,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,540,5,0.0
3,9.25,3,12,4,1394628300,41.96581197,-87.655878786,41.947791586,-87.683834942,2.7,,,Cash,Choice Taxi Association,660,5,0.0
3,8.25,9,11,3,1442920500,41.96581197,-87.655878786,41.947791586,-87.683834942,2.2,,,Cash,,600,5,0.0
3,21.65,6,8,2,1404117000,41.96581197,-87.655878786,41.874005383,-87.66351755,8.6,,,Credit Card,Taxi Affiliation Services,1500,28,4.3
3,10.45,5,8,1,1400402700,41.96581197,-87.655878786,41.922686284,-87.649488729,0.2,,,Cash,Taxi Affiliation Services,780,7,0.0
3,12.25,8,22,5,1439504100,41.96581197,-87.655878786,41.922686284,-87.649488729,3.4,,,Credit Card,,1200,7,2.0
3,9.65,8,23,7,1440889200,41.96581197,-87.655878786,41.975170943,-87.687515515,3.2,,,Credit Card,Taxi Affiliation Services,660,4,2.0
3,4.25,1,5,1,1390110300,41.96581197,-87.655878786,41.975170943,-87.687515515,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,180,4,0.0
3,9.05,4,16,3,1398183300,41.96581197,-87.655878786,41.975170943,-87.687515515,2.4,,,Cash,Taxi Affiliation Services,780,4,0.0
3,13.25,10,10,2,1414406700,41.96581197,-87.655878786,41.92276062,-87.699155343,4.3,,,Credit Card,Dispatch Taxi Affiliation,1140,22,2.65
3,11.25,5,15,3,1368544500,41.96581197,-87.655878786,41.9867118,-87.663416405,0.0,,,Cash,Dispatch Taxi Affiliation,1020,77,0.0
3,9.0,11,10,1,1478428200,41.96581197,-87.655878786,41.9867118,-87.663416405,2.54,,,Cash,,679,77,0.0
3,6.85,6,10,1,1370772000,41.96581197,-87.655878786,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,360,77,0.0
3,7.25,11,15,7,1384616700,41.96581197,-87.655878786,41.9867118,-87.663416405,1.5,,,Cash,Dispatch Taxi Affiliation,540,77,0.0
8,35.45,9,5,1,1411882200,41.900265687,-87.63210922,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,,1200,76,7.49
8,38.85,1,13,1,1357479900,41.900265687,-87.63210922,41.97907082,-87.903039661,19.4,,17031980000,Cash,,4260,76,0.0
8,3.45,1,18,7,1422125100,41.900265687,-87.63210922,41.900265687,-87.63210922,0.0,,17031081000,Cash,,60,8,0.0
8,4.45,1,22,2,1421100900,41.900265687,-87.63210922,41.907520075,-87.6266589,0.4,,17031080100,Cash,,180,8,0.0
8,3.5,1,19,2,1453145400,41.900265687,-87.63210922,41.905857769,-87.630865027,0.1,,17031080202,Cash,Dispatch Taxi Affiliation,60,8,0.0
8,7.05,5,22,5,1368139500,41.900265687,-87.63210922,41.922082541,-87.634156093,0.1,,17031071400,Cash,Taxi Affiliation Services,480,7,0.0
8,7.05,6,16,5,1371139200,41.900265687,-87.63210922,41.922082541,-87.634156093,0.0,,17031071400,Cash,Dispatch Taxi Affiliation,480,7,0.0
8,6.25,5,3,1,1400988600,41.900265687,-87.63210922,41.890922026,-87.618868355,1.2,,17031081403,Credit Card,,420,8,3.0
8,7.25,5,19,7,1399145400,41.900265687,-87.63210922,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
8,7.65,3,13,5,1362663900,41.900265687,-87.63210922,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
8,7.05,6,17,1,1434907800,41.900265687,-87.63210922,41.884987192,-87.620992913,1.3,,17031320100,Cash,2733 - 74600 Benny Jona,480,32,0.0
8,8.25,9,9,4,1441185300,41.900265687,-87.63210922,41.880994471,-87.632746489,1.5,,17031839100,Cash,,720,32,0.0
8,9.25,7,8,2,1436776200,41.900265687,-87.63210922,41.880994471,-87.632746489,0.1,,17031839100,Credit Card,Taxi Affiliation Services,900,32,2.0
8,9.65,7,8,5,1374135300,41.900265687,-87.63210922,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,,1080,32,2.0
8,7.25,5,9,2,1400490000,41.900265687,-87.63210922,41.880994471,-87.632746489,1.5,,17031839100,Cash,Dispatch Taxi Affiliation,540,32,0.0
8,7.05,7,13,3,1406641500,41.900265687,-87.63210922,41.880994471,-87.632746489,1.4,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
8,7.05,6,16,4,1372262400,41.900265687,-87.63210922,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,480,32,1.0
8,11.85,6,21,4,1371678300,41.900265687,-87.63210922,41.88528132,-87.6572332,0.2,,17031833000,Credit Card,Taxi Affiliation Services,1020,28,2.55
8,9.65,7,9,5,1373534100,41.900265687,-87.63210922,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,960,28,0.0
8,5.45,9,11,4,1378897200,41.900265687,-87.63210922,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,240,8,0.0
8,6.45,8,22,5,1377209700,41.900265687,-87.63210922,41.885300022,-87.642808466,1.5,,17031280100,Cash,,360,28,0.0
8,7.45,6,6,2,1435560300,41.900265687,-87.63210922,41.885300022,-87.642808466,1.6,,17031280100,Credit Card,,600,28,2.0
8,19.65,6,20,2,1435004100,41.900265687,-87.63210922,41.909495669,-87.630963601,6.8,,17031080201,Cash,Taxi Affiliation Services,1920,8,0.0
8,4.85,11,10,2,1384164000,41.900265687,-87.63210922,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,6.25,3,22,7,1394318700,41.900265687,-87.63210922,41.89503345,-87.619710672,0.9,,17031081401,Credit Card,Dispatch Taxi Affiliation,480,8,2.0
8,29.85,11,12,2,1448885700,41.900265687,-87.63210922,41.785998518,-87.750934289,0.8,,17031980100,Credit Card,Taxi Affiliation Services,2040,56,6.35
8,3.25,1,19,5,1389898800,41.900265687,-87.63210922,41.89321636,-87.63784421,0.0,,17031081800,Cash,,0,8,0.0
8,6.25,1,16,1,1421597700,41.900265687,-87.63210922,41.89321636,-87.63784421,1.3,,17031081800,Credit Card,,420,8,3.0
8,5.45,6,0,5,1434585600,41.900265687,-87.63210922,41.898331794,-87.620762865,0.8,,17031081300,Cash,,360,8,0.0
8,11.25,4,1,7,1396661400,41.900265687,-87.63210922,41.949829346,-87.64396537,4.1,,17031060900,Credit Card,,600,6,2.0
8,4.84,1,18,7,1357411500,41.900265687,-87.63210922,41.90749193,-87.63576009,0.7,,17031080300,Cash,,180,8,0.0
8,10.45,6,10,6,1402048800,41.900265687,-87.63210922,41.867902418,-87.642958665,0.1,,17031841900,Cash,Taxi Affiliation Services,900,28,0.0
8,5.5,8,1,7,1470447900,41.900265687,-87.63210922,41.904935302,-87.649907226,0.7,,17031842200,Cash,,300,8,0.0
7,7.05,5,20,7,1368907200,41.914616286,-87.631717366,,,1.79,,,Cash,,360,,0.0
7,50.25,12,4,1,1386476100,41.914616286,-87.631717366,,,1.5,,,Credit Card,Taxi Affiliation Services,2100,,15.05
7,27.65,11,22,7,1416694500,41.914616286,-87.631717366,41.892507781,-87.626214906,12.5,,17031081500,Cash,,1680,8,0.0
7,8.65,6,17,3,1372179600,41.914616286,-87.631717366,41.892507781,-87.626214906,0.0,,17031081500,Cash,Northwest Management LLC,720,8,0.0
7,7.45,7,20,7,1404591300,41.914616286,-87.631717366,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,600,8,0.0
7,7.65,4,18,1,1398017700,41.914616286,-87.631717366,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
7,7.45,2,9,2,1392630300,41.914616286,-87.631717366,41.892507781,-87.626214906,1.9,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
7,6.05,2,20,6,1392408900,41.914616286,-87.631717366,41.93057857,-87.642206313,1.2,,17031070102,Cash,,420,7,0.0
7,32.85,9,7,3,1442906100,41.914616286,-87.631717366,41.97907082,-87.903039661,15.5,,17031980000,Credit Card,Taxi Affiliation Services,2340,76,5.0
7,35.85,10,13,3,1380632400,41.914616286,-87.631717366,41.97907082,-87.903039661,0.0,,17031980000,Cash,Choice Taxi Association,2340,76,0.0
7,5.65,7,2,1,1374372000,41.914616286,-87.631717366,41.900265687,-87.63210922,1.0,,17031081000,Cash,,240,8,0.0
7,11.45,7,19,6,1437767100,41.914616286,-87.631717366,41.914616286,-87.631717366,3.39,,17031071500,Cash,,900,7,0.0
7,3.25,3,15,2,1425311100,41.914616286,-87.631717366,41.914616286,-87.631717366,0.0,,17031071500,Cash,,0,7,0.0
7,5.45,9,18,3,1441735200,41.914616286,-87.631717366,41.914616286,-87.631717366,0.8,,17031071500,Cash,,240,7,0.0
7,4.45,11,3,1,1384658100,41.914616286,-87.631717366,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Taxi Affiliation Services,180,7,2.0
7,17.85,7,17,7,1373736600,41.914616286,-87.631717366,41.859349715,-87.617358006,6.1,,17031330100,Cash,Dispatch Taxi Affiliation,1440,33,0.0
7,13.65,10,12,1,1414325700,41.914616286,-87.631717366,41.859349715,-87.617358006,4.8,,17031330100,Cash,,900,33,0.0
7,4.65,7,15,1,1436108400,41.914616286,-87.631717366,41.907520075,-87.6266589,0.0,,17031080100,Cash,Northwest Management LLC,180,8,0.0
7,13.05,1,20,3,1389127500,41.914616286,-87.631717366,41.928391397,-87.704907236,4.4,,17031220500,Credit Card,KOAM Taxi Association,1140,22,3.0
7,7.65,2,23,1,1423436400,41.914616286,-87.631717366,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
7,9.85,7,23,5,1372979700,41.914616286,-87.631717366,41.890922026,-87.618868355,0.2,,17031081403,Cash,,1020,8,0.0
7,8.85,7,22,6,1436567400,41.914616286,-87.631717366,41.884987192,-87.620992913,0.1,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,840,32,0.0
7,9.5,6,18,7,1465668000,41.914616286,-87.631717366,41.880994471,-87.632746489,2.2,,17031839100,Cash,Dispatch Taxi Affiliation,720,32,0.0
7,8.85,5,10,4,1368008100,41.914616286,-87.631717366,41.880994471,-87.632746489,2.5,,17031839100,Credit Card,Dispatch Taxi Affiliation,600,32,0.0
7,8.65,3,6,3,1427179500,41.914616286,-87.631717366,41.880994471,-87.632746489,2.42,,17031839100,Cash,,540,32,0.0
7,9.25,9,18,6,1443204000,41.914616286,-87.631717366,41.880994471,-87.632746489,1.9,,17031839100,Credit Card,,840,32,2.0
7,8.85,8,19,4,1377112500,41.914616286,-87.631717366,41.891971508,-87.612945414,0.0,,17031081402,Cash,Northwest Management LLC,600,8,0.0
7,10.25,10,0,7,1475886600,41.914616286,-87.631717366,41.943237122,-87.643470956,2.9,,17031061901,Cash,,360,6,0.0
7,8.25,2,11,1,1361100600,41.914616286,-87.631717366,41.936310131,-87.651562592,0.0,,17031063000,Cash,Dispatch Taxi Affiliation,540,6,0.0
7,9.05,6,19,6,1372446900,41.914616286,-87.631717366,41.962178629,-87.645378762,0.0,,17031031400,Cash,Dispatch Taxi Affiliation,300,3,0.0
7,6.45,11,22,6,1416004200,41.914616286,-87.631717366,41.900221297,-87.629105186,0.0,,17031081100,Credit Card,Taxi Affiliation Services,480,8,2.0
7,10.25,7,17,6,1404493200,41.914616286,-87.631717366,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,780,28,0.0
7,5.65,8,20,7,1407615300,41.914616286,-87.631717366,41.902788048,-87.62614559,1.2,,17031081202,Cash,,300,8,0.0
7,8.65,3,18,1,1394390700,41.914616286,-87.631717366,41.885300022,-87.642808466,2.7,,17031280100,Cash,,540,28,0.0
7,8.45,11,10,6,1448013600,41.914616286,-87.631717366,41.89503345,-87.619710672,1.9,,17031081401,Credit Card,Taxi Affiliation Services,720,8,3.0
7,14.05,5,21,5,1369342800,41.914616286,-87.631717366,41.87101588,-87.631406525,5.1,,17031839000,Credit Card,,960,32,2.0
7,6.85,4,9,5,1365066900,41.914616286,-87.631717366,41.899155613,-87.626210532,1.4,,17031081201,Credit Card,Dispatch Taxi Affiliation,480,8,2.0
7,6.05,8,15,3,1407856500,41.914616286,-87.631717366,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,300,8,0.0
7,7.65,6,20,7,1403381700,41.914616286,-87.631717366,41.899155613,-87.626210532,1.3,,17031081201,Cash,KOAM Taxi Association,660,8,0.0
7,6.05,3,12,3,1426594500,41.914616286,-87.631717366,41.899155613,-87.626210532,1.4,,17031081201,Credit Card,,240,8,3.0
7,7.65,4,16,6,1366389900,41.914616286,-87.631717366,41.89321636,-87.63784421,0.0,,17031081800,Cash,Choice Taxi Association,540,8,0.0
7,8.05,12,11,1,1449399600,41.914616286,-87.631717366,41.89321636,-87.63784421,2.2,,17031081800,Prcard,,540,8,0.0
8,38.25,8,7,3,1377587700,41.899602111,-87.633308037,,,17.2,,,Credit Card,,3360,,9.56
8,27.25,4,11,7,1397906100,41.899602111,-87.633308037,,,12.1,,,No Charge,KOAM Taxi Association,1860,,0.0
8,53.05,4,20,6,1365192900,41.899602111,-87.633308037,,,0.0,,,Credit Card,Taxi Affiliation Services,3000,,13.3
8,29.25,1,22,2,1389652200,41.899602111,-87.633308037,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1200,,0.0
8,36.04,6,17,1,1402246800,41.899602111,-87.633308037,,,17.0,,,Cash,,2460,,0.0
8,26.25,7,21,4,1438204500,41.899602111,-87.633308037,,,11.8,,,Credit Card,Northwest Management LLC,1800,,5.25
8,48.05,3,5,2,1396243800,41.899602111,-87.633308037,,,24.6,,,Credit Card,,1680,,14.41
8,25.25,12,7,4,1418802300,41.899602111,-87.633308037,,,10.2,,,Credit Card,,2220,,5.05
8,25.25,9,19,2,1378755900,41.899602111,-87.633308037,,,0.0,,,Cash,Northwest Management LLC,1800,,0.0
8,24.65,4,1,7,1365815700,41.899602111,-87.633308037,42.001571027,-87.695012589,0.0,,,Cash,Taxi Affiliation Services,2400,2,0.0
8,18.05,2,0,1,1423960200,41.899602111,-87.633308037,42.001571027,-87.695012589,7.6,,,Credit Card,,960,2,3.81
8,23.65,8,1,3,1407200400,41.899602111,-87.633308037,42.001571027,-87.695012589,0.6,,,Cash,Taxi Affiliation Services,1440,2,0.0
8,7.25,2,10,5,1456397100,41.899602111,-87.633308037,41.901206994,-87.676355989,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,360,24,0.0
8,9.65,2,5,1,1392529500,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,660,24,0.0
8,7.05,8,1,2,1407115800,41.899602111,-87.633308037,41.901206994,-87.676355989,0.1,,,Credit Card,Blue Ribbon Taxi Association Inc.,300,24,3.0
8,10.45,4,0,6,1429835400,41.899602111,-87.633308037,41.901206994,-87.676355989,3.2,,,Cash,Top Cab Affiliation,840,24,0.0
8,17.45,5,0,1,1400976000,41.899602111,-87.633308037,41.901206994,-87.676355989,6.4,,,Cash,Dispatch Taxi Affiliation,1500,24,0.0
8,10.45,5,13,1,1431870300,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Credit Card,Taxi Affiliation Services,900,24,1.0
8,8.25,4,7,5,1397113200,41.899602111,-87.633308037,41.901206994,-87.676355989,2.5,,,Cash,Taxi Affiliation Services,420,24,0.0
8,4.85,6,4,5,1435204800,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Choice Taxi Association,240,24,0.0
8,7.45,2,19,2,1423511100,41.899602111,-87.633308037,41.901206994,-87.676355989,2.1,,,Cash,,300,24,0.0
8,11.65,9,18,5,1411064100,41.899602111,-87.633308037,41.901206994,-87.676355989,3.1,,,Credit Card,Taxi Affiliation Services,1260,24,2.9
8,7.85,3,11,4,1426676400,41.899602111,-87.633308037,41.901206994,-87.676355989,2.3,,,Credit Card,Taxi Affiliation Services,480,24,2.0
8,8.85,2,20,1,1391372100,41.899602111,-87.633308037,41.901206994,-87.676355989,2.7,,,Cash,,600,24,0.0
8,7.25,3,6,2,1396246500,41.899602111,-87.633308037,41.901206994,-87.676355989,0.14,,,Cash,,480,24,0.0
8,8.45,7,21,6,1405115100,41.899602111,-87.633308037,41.901206994,-87.676355989,0.1,,,Cash,Taxi Affiliation Services,660,24,0.0
8,9.25,8,13,1,1439127000,41.899602111,-87.633308037,41.901206994,-87.676355989,0.1,,,Cash,Taxi Affiliation Services,660,24,0.0
8,6.85,8,1,6,1377219600,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,300,24,0.0
8,10.45,4,2,3,1430187300,41.899602111,-87.633308037,41.901206994,-87.676355989,2.8,,,Cash,,780,24,0.0
8,10.85,5,21,5,1369949400,41.899602111,-87.633308037,41.901206994,-87.676355989,3.1,,,Credit Card,Northwest Management LLC,900,24,2.45
8,9.05,11,13,2,1384781400,41.899602111,-87.633308037,41.901206994,-87.676355989,3.0,,,Cash,,540,24,0.0
8,15.65,10,21,5,1445549400,41.899602111,-87.633308037,41.901206994,-87.676355989,4.0,,,Credit Card,Taxi Affiliation Services,1800,24,3.1
8,10.05,1,3,6,1390535100,41.899602111,-87.633308037,41.901206994,-87.676355989,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,600,24,0.0
8,8.05,4,23,4,1398296700,41.899602111,-87.633308037,41.901206994,-87.676355989,1.9,,,Cash,,600,24,0.0
8,8.85,11,22,3,1384901100,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Choice Taxi Association,480,24,0.0
8,9.65,2,14,1,1423406700,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,780,24,0.0
8,11.25,2,0,6,1423181700,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,720,24,2.8
8,6.05,3,21,2,1363641300,41.899602111,-87.633308037,41.901206994,-87.676355989,1.4,,,Credit Card,,240,24,2.0
8,8.25,12,18,2,1451327400,41.899602111,-87.633308037,41.901206994,-87.676355989,2.5,,,Cash,,540,24,0.0
8,10.05,6,14,2,1402324200,41.899602111,-87.633308037,41.901206994,-87.676355989,3.1,,,Cash,,600,24,0.0
8,11.65,5,10,4,1432721700,41.899602111,-87.633308037,41.901206994,-87.676355989,0.2,,,Credit Card,Taxi Affiliation Services,1140,24,2.3
8,9.5,6,3,5,1465443000,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Credit Card,Taxi Affiliation Services,420,24,1.5
8,8.25,7,21,2,1436823900,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,600,24,3.0
8,11.05,4,3,7,1429931700,41.899602111,-87.633308037,41.901206994,-87.676355989,3.1,,,Cash,,900,24,0.0
8,8.05,5,16,4,1369843200,41.899602111,-87.633308037,41.878865584,-87.625192142,1.7,,,Cash,,660,32,0.0
8,10.85,6,12,5,1403179200,41.899602111,-87.633308037,41.878865584,-87.625192142,2.7,,,Cash,,1080,32,0.0
8,7.05,3,14,5,1426776300,41.899602111,-87.633308037,41.878865584,-87.625192142,1.6,,,Cash,KOAM Taxi Association,540,32,0.0
8,7.05,11,3,3,1416884400,41.899602111,-87.633308037,41.878865584,-87.625192142,0.1,,,Cash,Taxi Affiliation Services,360,32,0.0
8,9.85,3,14,5,1363874400,41.899602111,-87.633308037,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,960,32,0.0
8,5.25,3,9,6,1395999000,41.899602111,-87.633308037,41.878865584,-87.625192142,0.07,,,Credit Card,,300,32,2.0
8,21.45,5,22,6,1399674600,41.899602111,-87.633308037,42.009622881,-87.670166857,9.6,,,Cash,Taxi Affiliation Services,1260,1,0.0
8,21.65,7,21,1,1437945300,41.899602111,-87.633308037,42.009622881,-87.670166857,9.5,,,Credit Card,Taxi Affiliation Services,1200,1,4.3
8,23.85,5,22,4,1369260900,41.899602111,-87.633308037,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,1380,1,0.0
8,15.05,12,2,4,1387333800,41.899602111,-87.633308037,41.900069603,-87.720918238,5.7,,,Cash,KOAM Taxi Association,1020,23,0.0
8,15.45,11,12,1,1447589700,41.899602111,-87.633308037,41.96581197,-87.655878786,6.3,,,Cash,Taxi Affiliation Services,840,3,0.0
8,32.25,12,12,2,1419249600,41.899602111,-87.633308037,41.96581197,-87.655878786,10.0,,,Cash,,3240,3,0.0
8,14.85,9,4,1,1411274700,41.899602111,-87.633308037,41.96581197,-87.655878786,5.9,,,Cash,,660,3,0.0
8,16.64,12,21,4,1419457500,41.899602111,-87.633308037,41.924347077,-87.734739754,6.8,,,Cash,,960,20,0.0
8,17.85,6,6,7,1434782700,41.899602111,-87.633308037,41.938666196,-87.711210593,6.8,,,Cash,,1140,21,0.0
8,14.85,12,4,1,1450584000,41.899602111,-87.633308037,41.938666196,-87.711210593,5.7,,,Cash,Taxi Affiliation Services,840,21,0.0
8,5.85,3,12,7,1396097100,41.899602111,-87.633308037,41.899602111,-87.633308037,0.4,,,Cash,,480,8,0.0
8,6.05,4,5,7,1428126300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,360,8,0.0
8,5.65,12,8,1,1419756300,41.899602111,-87.633308037,41.899602111,-87.633308037,1.1,,,Cash,,300,8,0.0
8,6.85,8,21,4,1377723600,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,4.45,11,20,4,1383768000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,180,8,0.0
8,4.65,2,10,7,1359800100,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,300,8,0.0
8,7.5,3,22,5,1458254700,41.899602111,-87.633308037,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,420,8,0.0
8,5.05,9,22,3,1378246500,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,240,8,2.0
8,5.45,12,0,5,1419467400,41.899602111,-87.633308037,41.899602111,-87.633308037,1.0,,,Credit Card,Dispatch Taxi Affiliation,240,8,1.0
8,4.75,11,6,4,1478067300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,120,8,0.01
8,8.44,4,10,7,1397904300,41.899602111,-87.633308037,41.899602111,-87.633308037,2.1,,,Credit Card,,660,8,2.0
8,5.5,10,15,5,1475767800,41.899602111,-87.633308037,41.899602111,-87.633308037,0.8,,,Cash,Taxi Affiliation Services,240,8,0.0
8,6.85,10,15,2,1381160700,41.899602111,-87.633308037,41.899602111,-87.633308037,0.1,,,Credit Card,Dispatch Taxi Affiliation,540,8,1.0
8,6.45,2,7,6,1423812600,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,480,8,2.0
8,5.45,4,6,5,1366264800,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,3.25,6,19,5,1434655800,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,,0,8,0.0
8,7.05,12,2,4,1419386400,41.899602111,-87.633308037,41.899602111,-87.633308037,1.7,,,Credit Card,Taxi Affiliation Services,420,8,3.0
8,5.45,7,14,2,1406556000,41.899602111,-87.633308037,41.899602111,-87.633308037,1.0,,,Cash,Northwest Management LLC,300,8,0.0
8,5.65,9,6,4,1442385900,41.899602111,-87.633308037,41.899602111,-87.633308037,1.0,,,Credit Card,Choice Taxi Association,360,8,2.0
8,4.85,2,19,2,1361216700,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,240,8,0.0
8,5.25,3,10,4,1394013600,41.899602111,-87.633308037,41.899602111,-87.633308037,0.8,,,Credit Card,,300,8,1.75
8,5.05,2,4,5,1392871500,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,240,8,0.0
8,3.85,5,2,6,1432866600,41.899602111,-87.633308037,41.899602111,-87.633308037,0.3,,,Cash,Taxi Affiliation Services,120,8,0.0
8,4.5,9,3,5,1472700600,41.899602111,-87.633308037,41.899602111,-87.633308037,0.3,,,Cash,Taxi Affiliation Services,120,8,0.0
8,7.85,9,9,4,1378287000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,720,8,0.0
8,7.45,7,16,4,1438188300,41.899602111,-87.633308037,41.899602111,-87.633308037,1.8,,,Cash,,540,8,0.0
8,6.05,11,3,5,1385608500,41.899602111,-87.633308037,41.899602111,-87.633308037,1.5,,,Cash,Taxi Affiliation Services,300,8,0.0
8,4.05,1,16,2,1421079300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.4,,,Cash,,60,8,0.0
8,6.25,2,18,5,1360260900,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Unknown,Taxi Affiliation Services,480,8,2.0
8,4.45,4,14,5,1427985900,41.899602111,-87.633308037,41.899602111,-87.633308037,0.5,,,Credit Card,Dispatch Taxi Affiliation,180,8,2.0
8,6.85,10,7,1,1412492400,41.899602111,-87.633308037,41.899602111,-87.633308037,1.4,,,Cash,,480,8,0.0
8,5.65,10,17,5,1444324500,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,360,8,2.0
8,36.04,11,17,1,1448214300,41.899602111,-87.633308037,41.899602111,-87.633308037,17.6,,,Credit Card,,2340,8,7.61
8,4.25,3,15,1,1394982000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.5,,,Credit Card,Choice Taxi Association,120,8,0.0
8,4.65,1,6,5,1422513000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.5,,,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,3.25,5,6,6,1430461800,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Choice Taxi Association,60,8,0.0
8,7.65,8,18,7,1440269100,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,660,8,2.0
8,6.0,9,4,1,1474776000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.9,,,Credit Card,,300,8,2.0
8,6.25,6,14,7,1370700000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,420,8,0.0
8,8.05,6,13,4,1435153500,41.899602111,-87.633308037,41.899602111,-87.633308037,1.8,,,Cash,Dispatch Taxi Affiliation,660,8,0.0
8,5.05,3,9,4,1362560400,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,360,8,0.0
8,8.5,11,17,1,1479661200,41.899602111,-87.633308037,41.899602111,-87.633308037,1.6,,,Credit Card,Northwest Management LLC,720,8,0.0
8,5.65,7,10,3,1436868900,41.899602111,-87.633308037,41.899602111,-87.633308037,1.0,,,Cash,Taxi Affiliation Services,360,8,0.0
8,34.45,2,15,2,1359992700,41.899602111,-87.633308037,41.980264315,-87.913624596,16.7,,,Credit Card,,1440,76,5.55
8,33.65,3,8,1,1425802500,41.899602111,-87.633308037,41.980264315,-87.913624596,16.6,,,Credit Card,Top Cab Affiliation,1260,76,8.9
8,34.05,1,6,4,1421217900,41.899602111,-87.633308037,41.980264315,-87.913624596,16.5,,,Cash,Dispatch Taxi Affiliation,1920,76,0.0
8,35.85,10,4,5,1445488200,41.899602111,-87.633308037,41.980264315,-87.913624596,18.0,,,Credit Card,,1260,76,7.57
8,41.45,11,18,6,1417197600,41.899602111,-87.633308037,41.980264315,-87.913624596,19.5,,,Cash,,2400,76,0.0
8,35.5,7,14,1,1469975400,41.899602111,-87.633308037,41.79259236,-87.769615453,12.6,,,Credit Card,,2520,56,7.2
8,22.05,1,20,5,1421959500,41.899602111,-87.633308037,41.927260956,-87.765501609,9.7,,,Cash,,1380,19,0.0
8,25.85,8,11,3,1407843000,41.899602111,-87.633308037,41.94651142,-87.806020002,11.5,,,Cash,,1680,17,0.0
8,17.45,9,10,1,1410690600,41.899602111,-87.633308037,41.953582125,-87.72345239,6.1,,,Cash,Taxi Affiliation Services,1080,16,0.0
8,16.65,11,0,1,1414889100,41.899602111,-87.633308037,41.953582125,-87.72345239,0.4,,,Cash,Taxi Affiliation Services,1020,16,0.0
8,40.85,10,0,1,1382229000,41.899602111,-87.633308037,41.953582125,-87.72345239,16.6,,,Cash,,3720,16,0.0
8,17.25,7,4,2,1436157000,41.899602111,-87.633308037,41.953582125,-87.72345239,7.3,,,Cash,Taxi Affiliation Services,840,16,0.0
8,11.25,2,2,6,1391739300,41.899602111,-87.633308037,41.857183858,-87.620334624,0.0,,,Credit Card,Taxi Affiliation Services,720,33,9.69
8,9.85,5,8,7,1400313600,41.899602111,-87.633308037,41.857183858,-87.620334624,2.8,,,Credit Card,,780,33,1.0
8,11.65,9,22,7,1411855200,41.899602111,-87.633308037,41.857183858,-87.620334624,3.1,,,Cash,3253 - 91138 Gaither Cab Co.,1020,33,0.0
8,10.25,3,13,6,1363352400,41.899602111,-87.633308037,41.857183858,-87.620334624,0.1,,,Cash,Dispatch Taxi Affiliation,900,33,0.0
8,10.05,3,20,2,1426536000,41.899602111,-87.633308037,41.857183858,-87.620334624,2.4,,,Cash,,900,33,0.0
8,23.45,1,5,1,1420955100,41.899602111,-87.633308037,41.857183858,-87.620334624,6.6,,,Credit Card,Choice Taxi Association,2340,33,5.05
8,10.05,9,11,4,1380106800,41.899602111,-87.633308037,41.944226601,-87.655998182,3.3,,,Cash,Dispatch Taxi Affiliation,480,6,0.0
8,15.05,2,2,2,1361758500,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,780,6,3.5
8,10.65,6,14,7,1403965800,41.899602111,-87.633308037,41.944226601,-87.655998182,3.8,,,Credit Card,,600,6,2.0
8,17.25,3,22,4,1458166500,41.899602111,-87.633308037,41.944226601,-87.655998182,0.3,,,Credit Card,Chicago Medallion Leasing INC,1500,6,3.45
8,12.25,1,12,7,1422101700,41.899602111,-87.633308037,41.944226601,-87.655998182,4.2,,,Credit Card,,780,6,2.0
8,15.85,6,2,1,1434852900,41.899602111,-87.633308037,41.944226601,-87.655998182,6.1,,,Credit Card,Dispatch Taxi Affiliation,1020,6,3.45
8,13.05,2,16,7,1423325700,41.899602111,-87.633308037,41.944226601,-87.655998182,3.7,,,Credit Card,,1320,6,2.61
8,12.65,3,3,6,1363318200,41.899602111,-87.633308037,41.944226601,-87.655998182,0.3,,,Credit Card,Blue Ribbon Taxi Association Inc.,600,6,2.5
8,13.25,11,3,5,1417059000,41.899602111,-87.633308037,41.944226601,-87.655998182,0.3,,,Cash,Blue Ribbon Taxi Association Inc.,660,6,0.0
8,11.65,10,20,1,1444593600,41.899602111,-87.633308037,41.944226601,-87.655998182,4.2,,,Cash,,780,6,0.0
8,11.45,3,0,1,1426983300,41.899602111,-87.633308037,41.944226601,-87.655998182,0.2,,,Cash,Taxi Affiliation Services,1020,6,0.0
8,14.05,2,5,1,1423976400,41.899602111,-87.633308037,41.944226601,-87.655998182,5.6,,,Cash,Dispatch Taxi Affiliation,720,6,0.0
8,19.05,5,11,7,1432984500,41.899602111,-87.633308037,41.944226601,-87.655998182,7.0,,,Cash,,1500,6,0.0
8,11.45,8,17,5,1438881300,41.899602111,-87.633308037,41.944226601,-87.655998182,3.8,,,Cash,5006 - 39261 Salifu Bawa,780,6,0.0
8,13.25,11,21,4,1383772500,41.899602111,-87.633308037,41.944226601,-87.655998182,5.1,,,Credit Card,Dispatch Taxi Affiliation,840,6,2.65
8,11.25,10,20,2,1382990400,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,960,6,2.8
8,13.05,1,17,3,1358271900,41.899602111,-87.633308037,41.944226601,-87.655998182,4.5,,,Cash,,840,6,0.0
8,11.25,4,1,5,1398301200,41.899602111,-87.633308037,41.944226601,-87.655998182,4.0,,,Credit Card,Taxi Affiliation Services,600,6,2.25
8,15.05,9,12,7,1411216200,41.899602111,-87.633308037,41.944226601,-87.655998182,5.3,,,Credit Card,Taxi Affiliation Services,1080,6,4.5
8,10.85,11,17,4,1417023900,41.899602111,-87.633308037,41.944226601,-87.655998182,3.6,,,Credit Card,Taxi Affiliation Services,600,6,0.0
8,16.05,9,17,4,1409766300,41.899602111,-87.633308037,41.944226601,-87.655998182,5.6,,,Cash,,1680,6,0.0
8,12.05,12,5,1,1387688400,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,960,6,3.0
8,11.05,7,15,2,1437405300,41.899602111,-87.633308037,41.944226601,-87.655998182,3.9,,,Cash,,660,6,0.0
8,12.85,8,16,4,1408551300,41.899602111,-87.633308037,41.944226601,-87.655998182,0.2,,,Credit Card,Blue Ribbon Taxi Association Inc.,840,6,2.55
8,12.45,9,23,2,1443481200,41.899602111,-87.633308037,41.944226601,-87.655998182,4.8,,,Cash,Northwest Management LLC,600,6,0.0
8,9.65,10,21,7,1445722200,41.899602111,-87.633308037,41.944226601,-87.655998182,2.6,,,Cash,Taxi Affiliation Services,840,6,0.0
8,17.85,8,17,2,1407778200,41.899602111,-87.633308037,41.944226601,-87.655998182,6.2,,,Cash,,1500,6,0.0
8,9.65,7,0,5,1437005700,41.899602111,-87.633308037,41.944226601,-87.655998182,3.1,,,Credit Card,KOAM Taxi Association,600,6,2.0
8,12.05,12,4,7,1388205000,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,720,6,0.0
8,9.85,9,11,5,1441882800,41.899602111,-87.633308037,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,660,6,0.0
8,11.45,4,5,1,1397367000,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,900,6,4.0
8,9.44,1,12,7,1421496900,41.899602111,-87.633308037,41.944226601,-87.655998182,3.1,,,Credit Card,,480,6,2.0
8,10.05,9,10,7,1379154600,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,480,6,0.0
8,15.25,3,23,6,1426894200,41.899602111,-87.633308037,41.944226601,-87.655998182,5.8,,,Credit Card,KOAM Taxi Association,1020,6,3.05
8,40.5,5,18,2,1462212000,41.899602111,-87.633308037,41.944226601,-87.655998182,14.7,,,Credit Card,,3180,6,8.1
8,19.25,2,17,1,1359911700,41.899602111,-87.633308037,41.794090253,-87.592310855,8.1,,,Cash,,1080,41,0.0
8,19.05,9,3,7,1380337200,41.899602111,-87.633308037,41.794090253,-87.592310855,0.5,,,Cash,Taxi Affiliation Services,1020,41,0.0
8,18.25,1,12,6,1422015300,41.899602111,-87.633308037,41.794090253,-87.592310855,7.8,,,Cash,Dispatch Taxi Affiliation,900,41,0.0
8,17.25,1,2,1,1357439400,41.899602111,-87.633308037,41.794090253,-87.592310855,7.7,,,Credit Card,Choice Taxi Association,840,41,3.65
8,19.85,8,2,7,1409364000,41.899602111,-87.633308037,41.794090253,-87.592310855,8.4,,,Credit Card,Northwest Management LLC,1020,41,1.0
8,7.25,9,21,1,1441575900,41.899602111,-87.633308037,41.983636307,-87.723583185,1.8,,,Cash,,420,13,0.0
8,19.05,5,0,7,1431736200,41.899602111,-87.633308037,41.983636307,-87.723583185,0.5,,,Cash,Blue Ribbon Taxi Association Inc.,1140,13,0.0
8,23.45,4,13,1,1397999700,41.899602111,-87.633308037,41.983636307,-87.723583185,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1440,13,4.65
8,16.85,8,16,4,1408553100,41.899602111,-87.633308037,41.947791586,-87.683834942,0.0,,,Cash,Dispatch Taxi Affiliation,1260,5,0.0
8,14.25,10,17,1,1382291100,41.899602111,-87.633308037,41.947791586,-87.683834942,0.0,,,Cash,Choice Taxi Association,1200,5,0.0
8,15.85,7,4,2,1406520900,41.899602111,-87.633308037,41.947791586,-87.683834942,6.3,,,Credit Card,Taxi Affiliation Services,900,5,3.0
8,15.25,5,3,1,1368328500,41.899602111,-87.633308037,41.947791586,-87.683834942,0.56,,,Cash,,1080,5,0.0
8,16.25,1,3,1,1452396600,41.899602111,-87.633308037,41.947791586,-87.683834942,5.1,,,Credit Card,Taxi Affiliation Services,780,5,3.55
8,7.05,5,10,7,1431772200,41.899602111,-87.633308037,41.947791586,-87.683834942,1.9,,,Credit Card,,480,5,2.12
8,13.65,1,10,6,1389954600,41.899602111,-87.633308037,41.947791586,-87.683834942,0.3,,,Credit Card,Taxi Affiliation Services,780,5,3.4
8,19.65,11,2,1,1446344100,41.899602111,-87.633308037,41.954027649,-87.763399032,8.3,,,Cash,Taxi Affiliation Services,1140,15,0.0
8,19.65,7,2,2,1405908000,41.899602111,-87.633308037,41.954027649,-87.763399032,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,840,15,2.0
8,10.45,12,11,2,1387192500,41.899602111,-87.633308037,41.874005383,-87.66351755,0.2,,,Cash,Taxi Affiliation Services,780,28,0.0
8,14.05,11,16,1,1416759300,41.899602111,-87.633308037,41.874005383,-87.66351755,5.3,,,Cash,KOAM Taxi Association,900,28,0.0
8,48.05,5,4,1,1433045700,41.899602111,-87.633308037,41.874005383,-87.66351755,22.9,,,Cash,,2940,28,0.0
8,12.25,8,18,5,1409249700,41.899602111,-87.633308037,41.874005383,-87.66351755,0.1,,,Credit Card,Taxi Affiliation Services,1140,28,2.0
8,12.45,9,21,1,1411938900,41.899602111,-87.633308037,41.874005383,-87.66351755,4.3,,,Cash,Dispatch Taxi Affiliation,900,28,0.0
8,12.45,3,11,6,1394795700,41.899602111,-87.633308037,41.874005383,-87.66351755,0.3,,,Cash,Taxi Affiliation Services,660,28,0.0
8,8.44,9,15,5,1410449400,41.899602111,-87.633308037,41.874005383,-87.66351755,2.5,,,Credit Card,,600,28,2.0
8,12.25,11,20,5,1447965900,41.899602111,-87.633308037,41.874005383,-87.66351755,4.3,,,Cash,,720,28,0.0
8,11.25,3,17,7,1395507600,41.899602111,-87.633308037,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,840,28,0.0
8,10.25,6,23,3,1434496500,41.899602111,-87.633308037,41.874005383,-87.66351755,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,840,28,0.0
8,5.65,9,2,6,1410489000,41.899602111,-87.633308037,41.874005383,-87.66351755,1.2,,,Cash,,240,28,0.0
8,11.85,1,18,4,1358359200,41.899602111,-87.633308037,41.874005383,-87.66351755,36.0,,,Cash,Taxi Affiliation Services,900,28,0.0
8,8.25,4,5,6,1365744600,41.899602111,-87.633308037,41.874005383,-87.66351755,2.3,,,Cash,,420,28,0.0
8,12.05,8,1,6,1376010900,41.899602111,-87.633308037,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,540,28,2.0
8,9.0,7,20,7,1468700100,41.899602111,-87.633308037,41.922686284,-87.649488729,0.1,,,Cash,Taxi Affiliation Services,660,7,0.0
8,13.0,9,4,7,1472877000,41.899602111,-87.633308037,41.922686284,-87.649488729,3.9,,,Credit Card,Dispatch Taxi Affiliation,540,7,2.0
8,12.75,7,14,3,1468333800,41.899602111,-87.633308037,41.922686284,-87.649488729,3.4,,,Credit Card,,960,7,2.0
8,8.45,3,17,1,1427650200,41.899602111,-87.633308037,41.922686284,-87.649488729,2.2,,,Cash,,600,7,0.0
8,12.45,2,18,1,1423420200,41.899602111,-87.633308037,41.922686284,-87.649488729,4.4,,,Credit Card,,720,7,2.0
8,7.45,3,10,2,1425897900,41.899602111,-87.633308037,41.922686284,-87.649488729,1.7,,,Cash,,540,7,0.0
8,4.05,4,3,2,1428290100,41.899602111,-87.633308037,41.922686284,-87.649488729,0.4,,,Cash,,60,7,0.0
8,10.85,6,21,2,1433192400,41.899602111,-87.633308037,41.922686284,-87.649488729,3.4,,,Credit Card,,840,7,2.0
8,14.65,6,2,7,1435373100,41.899602111,-87.633308037,41.922686284,-87.649488729,4.3,,,Credit Card,Dispatch Taxi Affiliation,1500,7,3.2
8,14.85,2,18,5,1360262700,41.899602111,-87.633308037,41.922686284,-87.649488729,3.6,,,Cash,,1740,7,0.0
8,8.25,6,23,3,1433286900,41.899602111,-87.633308037,41.922686284,-87.649488729,2.3,,,Credit Card,Dispatch Taxi Affiliation,540,7,1.5
8,7.25,12,5,1,1417928400,41.899602111,-87.633308037,41.922686284,-87.649488729,2.2,,,Credit Card,Dispatch Taxi Affiliation,300,7,3.0
8,10.05,3,11,3,1426591800,41.899602111,-87.633308037,41.922686284,-87.649488729,2.6,,,Cash,,840,7,0.0
8,10.65,3,17,2,1396287000,41.899602111,-87.633308037,41.922686284,-87.649488729,3.2,,,Credit Card,,840,7,3.0
8,8.85,1,12,3,1390910400,41.899602111,-87.633308037,41.922686284,-87.649488729,0.1,,,Cash,Taxi Affiliation Services,420,7,0.0
8,9.85,6,20,2,1403555400,41.899602111,-87.633308037,41.922686284,-87.649488729,2.7,,,Cash,Blue Ribbon Taxi Association Inc.,840,7,0.0
8,6.65,5,21,5,1400792400,41.899602111,-87.633308037,41.922686284,-87.649488729,1.6,,,Cash,,360,7,0.0
8,12.45,7,15,7,1437232500,41.899602111,-87.633308037,41.922686284,-87.649488729,3.1,,,Credit Card,Taxi Affiliation Services,1200,7,3.0
8,7.05,2,13,2,1360589400,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Cash,Choice Taxi Association,420,7,0.0
8,8.65,8,9,7,1377337500,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,660,7,0.0
8,6.05,8,21,1,1440365400,41.899602111,-87.633308037,41.922686284,-87.649488729,1.2,,,Cash,Dispatch Taxi Affiliation,420,7,0.0
8,8.65,6,3,5,1434598200,41.899602111,-87.633308037,41.922686284,-87.649488729,2.7,,,Credit Card,Choice Taxi Association,420,7,2.0
8,6.05,2,3,6,1423194300,41.899602111,-87.633308037,41.922686284,-87.649488729,1.4,,,Cash,Taxi Affiliation Services,300,7,0.0
8,15.75,10,17,3,1476207000,41.899602111,-87.633308037,41.922686284,-87.649488729,4.0,,,Credit Card,,1500,7,3.15
8,7.25,5,16,5,1431620100,41.899602111,-87.633308037,41.922686284,-87.649488729,1.8,,,Cash,,480,7,0.0
8,17.25,2,0,2,1392595200,41.899602111,-87.633308037,41.968069,-87.721559063,7.3,,,Credit Card,KOAM Taxi Association,840,14,3.45
8,25.0,10,3,1,1476586800,41.899602111,-87.633308037,41.968069,-87.721559063,8.9,,,Cash,Taxi Affiliation Services,1560,14,0.0
8,17.25,2,4,5,1424925900,41.899602111,-87.633308037,41.80908443,-87.632424524,7.3,,,Cash,Taxi Affiliation Services,1020,37,0.0
8,23.25,11,0,6,1416530700,41.899602111,-87.633308037,41.77887686,-87.594925439,9.9,,,Credit Card,Taxi Affiliation Services,1320,42,4.65
8,17.85,12,23,7,1417907700,41.899602111,-87.633308037,41.975170943,-87.687515515,6.0,,,Credit Card,Taxi Affiliation Services,1860,4,5.65
8,17.05,1,16,5,1357230600,41.899602111,-87.633308037,41.975170943,-87.687515515,7.0,,,Cash,,1020,4,0.0
8,19.45,3,22,6,1396044900,41.899602111,-87.633308037,41.975170943,-87.687515515,8.4,,,Credit Card,Taxi Affiliation Services,1200,4,4.05
8,14.45,7,3,3,1436240700,41.899602111,-87.633308037,41.92276062,-87.699155343,5.8,,,Credit Card,Taxi Affiliation Services,720,22,5.0
8,17.85,12,18,3,1388513700,41.899602111,-87.633308037,41.92276062,-87.699155343,5.8,,,Cash,,1800,22,0.0
8,10.45,11,1,4,1384304400,41.899602111,-87.633308037,41.92276062,-87.699155343,3.8,,,Cash,Taxi Affiliation Services,420,22,0.0
8,12.75,11,4,3,1479182400,41.899602111,-87.633308037,41.92276062,-87.699155343,4.1,,,Credit Card,,420,22,2.0
8,17.45,5,16,4,1399478400,41.899602111,-87.633308037,41.92276062,-87.699155343,6.4,,,Cash,,1740,22,0.0
8,13.05,3,19,5,1426187700,41.899602111,-87.633308037,41.92276062,-87.699155343,4.7,,,Credit Card,,960,22,5.0
8,13.45,8,19,6,1376077500,41.899602111,-87.633308037,41.92276062,-87.699155343,0.2,,,Credit Card,Taxi Affiliation Services,1260,22,2.65
8,18.05,10,12,7,1446292800,41.899602111,-87.633308037,41.92276062,-87.699155343,0.3,,,Credit Card,Taxi Affiliation Services,1980,22,3.6
8,9.85,7,22,3,1438121700,41.899602111,-87.633308037,41.92276062,-87.699155343,3.3,,,Cash,Taxi Affiliation Services,480,22,0.0
8,14.05,6,20,3,1433880900,41.899602111,-87.633308037,41.92276062,-87.699155343,5.6,,,Credit Card,Taxi Affiliation Services,840,22,2.8
8,13.65,10,22,4,1380753900,41.899602111,-87.633308037,41.92276062,-87.699155343,5.4,,,Cash,,660,22,0.0
8,12.85,1,21,7,1390078800,41.899602111,-87.633308037,41.92276062,-87.699155343,4.2,,,Cash,,900,22,0.0
8,14.0,5,20,3,1462912200,41.899602111,-87.633308037,41.92276062,-87.699155343,0.2,,,Credit Card,Blue Ribbon Taxi Association Inc.,600,22,2.8
8,17.45,9,20,4,1411589700,41.899602111,-87.633308037,41.92276062,-87.699155343,0.72,,,Credit Card,,1080,22,0.0
8,15.65,2,3,4,1423624500,41.899602111,-87.633308037,41.9867118,-87.663416405,0.4,,,Credit Card,Taxi Affiliation Services,600,77,3.0
8,17.85,2,17,1,1424020500,41.899602111,-87.633308037,41.9867118,-87.663416405,0.4,,,Credit Card,Taxi Affiliation Services,1080,77,2.0
8,18.25,11,21,2,1448312400,41.899602111,-87.633308037,41.9867118,-87.663416405,0.4,,,Cash,Taxi Affiliation Services,900,77,0.0
8,21.25,3,19,5,1427397300,41.899602111,-87.633308037,41.9867118,-87.663416405,9.1,,,Cash,Dispatch Taxi Affiliation,1320,77,0.0
8,7.45,6,14,7,1435415400,41.899602111,-87.633308037,41.9867118,-87.663416405,1.9,,,Cash,,900,77,0.0
8,17.45,9,0,1,1442708100,41.899602111,-87.633308037,41.9867118,-87.663416405,7.5,,,Cash,,960,77,0.0
8,15.45,1,1,1,1358645400,41.899602111,-87.633308037,41.9867118,-87.663416405,6.5,,,Cash,,720,77,0.0
8,16.25,11,16,4,1447259400,41.899602111,-87.633308037,41.9867118,-87.663416405,7.1,,,Credit Card,Taxi Affiliation Services,720,77,3.45
8,14.45,1,1,2,1388970900,41.899602111,-87.633308037,41.9867118,-87.663416405,6.1,,,Cash,,660,77,0.0
8,12.65,6,21,5,1402002000,41.899602111,-87.633308037,41.850266366,-87.667569312,0.0,,,Cash,Dispatch Taxi Affiliation,960,31,0.0
8,10.45,1,21,4,1358370900,41.899602111,-87.633308037,41.850266366,-87.667569312,3.8,,,Credit Card,Dispatch Taxi Affiliation,480,31,2.05
8,12.25,7,0,3,1375143300,41.899602111,-87.633308037,41.850266366,-87.667569312,0.47,,,Cash,,540,31,0.0
8,3.25,12,10,3,1450779300,41.899602111,-87.633308037,41.850266366,-87.667569312,0.0,,,Cash,,0,31,0.0
8,13.65,2,23,1,1391986800,41.899602111,-87.633308037,41.842076117,-87.633973422,0.57,,,Cash,,480,34,0.0
8,10.85,3,18,1,1427654700,41.899602111,-87.633308037,41.842076117,-87.633973422,3.2,,,Cash,,900,34,0.0
8,18.45,5,1,1,1367717400,41.899602111,-87.633308037,41.80901825,-87.659166599,7.8,,,Cash,,900,61,0.0
32,7.85,2,8,7,1393057800,41.877406123,-87.621971652,41.849246754,-87.624135298,0.19,,17031841000,Cash,,540,33,0.0
32,5.45,6,14,4,1403100000,41.877406123,-87.621971652,41.892507781,-87.626214906,0.08,,17031081500,Cash,,300,8,0.0
32,7.25,11,11,1,1415532600,41.877406123,-87.621971652,41.892507781,-87.626214906,1.5,,17031081500,Cash,,540,8,0.0
32,9.25,7,18,3,1373392800,41.877406123,-87.621971652,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,960,8,0.0
32,5.45,10,22,3,1413326700,41.877406123,-87.621971652,41.892507781,-87.626214906,0.9,,17031081500,Cash,,300,8,0.0
32,8.0,10,0,1,1477788300,41.877406123,-87.621971652,41.892507781,-87.626214906,1.5,,17031081500,Cash,KOAM Taxi Association,540,8,0.0
32,5.65,12,20,2,1450123200,41.877406123,-87.621971652,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,360,8,2.0
32,6.45,4,22,3,1364940900,41.877406123,-87.621971652,41.892507781,-87.626214906,1.3,,17031081500,Cash,,420,8,0.0
32,6.25,10,16,7,1444493700,41.877406123,-87.621971652,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
32,7.85,9,12,6,1409918400,41.877406123,-87.621971652,41.892042136,-87.63186395,1.5,,17031081700,Cash,,660,8,0.0
32,7.45,7,22,7,1437862500,41.877406123,-87.621971652,41.892042136,-87.63186395,0.1,,17031081700,Cash,Taxi Affiliation Services,540,8,0.0
32,7.25,9,21,2,1412024400,41.877406123,-87.621971652,41.892042136,-87.63186395,1.2,,17031081700,Credit Card,Taxi Affiliation Services,540,8,3.0
32,8.25,6,15,1,1370791800,41.877406123,-87.621971652,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,900,8,0.0
32,17.25,4,20,6,1367006400,41.877406123,-87.621971652,41.953400044,-87.646007066,0.4,,17031060800,Cash,Blue Ribbon Taxi Association Inc.,960,6,0.0
32,37.65,10,11,5,1414668600,41.877406123,-87.621971652,41.97907082,-87.903039661,18.2,,17031980000,Cash,,1920,76,0.0
32,36.85,6,10,6,1370599200,41.877406123,-87.621971652,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,1560,76,0.0
32,37.25,2,16,4,1423672200,41.877406123,-87.621971652,41.97907082,-87.903039661,18.1,,17031980000,Credit Card,Dispatch Taxi Affiliation,2460,76,5.75
32,36.25,3,12,1,1362918600,41.877406123,-87.621971652,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,1740,76,0.0
32,8.25,11,12,3,1385469900,41.877406123,-87.621971652,41.900265687,-87.63210922,1.6,,17031081000,Credit Card,,660,8,2.0
32,4.25,11,12,7,1416052800,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Cash,Dispatch Taxi Affiliation,180,32,0.0
32,6.05,11,13,1,1448199900,41.877406123,-87.621971652,41.877406123,-87.621971652,1.1,,17031320400,Cash,,420,32,0.0
32,3.25,2,12,4,1391604300,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Cash,,0,32,0.0
32,3.45,9,16,1,1411921800,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,0,32,0.0
32,4.05,10,11,3,1413287100,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Blue Ribbon Taxi Association Inc.,120,32,1.0
32,5.25,12,9,6,1449827100,41.877406123,-87.621971652,41.877406123,-87.621971652,0.6,,17031320400,Cash,Taxi Affiliation Services,360,32,0.0
32,3.25,10,12,6,1443789000,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,0,32,0.0
32,5.65,3,20,2,1427143500,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,960,32,0.0
32,7.85,6,16,6,1372437900,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Cash,Dispatch Taxi Affiliation,720,32,0.0
32,13.45,5,0,6,1432254600,41.877406123,-87.621971652,41.934762456,-87.639853859,0.2,,17031063302,Cash,Taxi Affiliation Services,840,6,0.0
32,9.25,4,9,5,1461229200,41.877406123,-87.621971652,41.859349715,-87.617358006,2.4,,17031330100,Cash,Northwest Management LLC,480,33,0.0
32,6.05,2,18,6,1393611300,41.877406123,-87.621971652,41.859349715,-87.617358006,1.1,,17031330100,Credit Card,,360,33,2.0
32,7.05,8,16,1,1407084300,41.877406123,-87.621971652,41.859349715,-87.617358006,1.3,,17031330100,Credit Card,Dispatch Taxi Affiliation,600,33,0.0
32,9.05,5,14,1,1431873900,41.877406123,-87.621971652,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Taxi Affiliation Services,660,33,3.0
32,5.25,12,19,3,1417546800,41.877406123,-87.621971652,41.859349715,-87.617358006,0.9,,17031330100,Credit Card,Choice Taxi Association,300,33,1.0
32,10.25,5,17,2,1369070100,41.877406123,-87.621971652,41.859349715,-87.617358006,1.9,,17031330100,Cash,,1020,33,0.0
32,8.45,4,11,1,1428231600,41.877406123,-87.621971652,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,480,33,0.0
32,6.85,4,15,7,1397920500,41.877406123,-87.621971652,41.859349715,-87.617358006,1.5,,17031330100,Credit Card,,420,33,2.0
32,6.25,11,18,6,1417200300,41.877406123,-87.621971652,41.859349715,-87.617358006,1.2,,17031330100,Cash,Taxi Affiliation Services,420,33,0.0
32,7.45,9,16,6,1409934600,41.877406123,-87.621971652,41.859349715,-87.617358006,1.8,,17031330100,Cash,Dispatch Taxi Affiliation,480,33,0.0
32,6.5,4,20,2,1461617100,41.877406123,-87.621971652,41.859349715,-87.617358006,1.1,,17031330100,Credit Card,,360,33,2.0
32,5.45,6,22,1,1435529700,41.877406123,-87.621971652,41.859349715,-87.617358006,0.9,,17031330100,Cash,Choice Taxi Association,240,33,0.0
32,7.05,1,19,2,1357586100,41.877406123,-87.621971652,41.907520075,-87.6266589,1.7,,17031080100,Cash,,420,8,0.0
32,5.45,6,15,4,1402500600,41.877406123,-87.621971652,41.890922026,-87.618868355,0.9,,17031081403,Credit Card,Dispatch Taxi Affiliation,300,8,2.0
32,5.85,11,22,1,1448836200,41.877406123,-87.621971652,41.890922026,-87.618868355,1.0,,17031081403,Cash,KOAM Taxi Association,300,8,0.0
32,6.65,7,21,4,1404939600,41.877406123,-87.621971652,41.890922026,-87.618868355,1.3,,17031081403,Credit Card,,480,8,3.0
32,6.85,11,11,6,1385119800,41.877406123,-87.621971652,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,660,32,0.0
32,5.45,6,20,4,1371067200,41.877406123,-87.621971652,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
32,5.45,2,10,3,1422958500,41.877406123,-87.621971652,41.884987192,-87.620992913,0.7,,17031320100,Cash,Top Cab Affiliation,360,32,0.0
32,5.25,3,15,5,1395327600,41.877406123,-87.621971652,41.884987192,-87.620992913,0.7,,17031320100,Cash,Northwest Management LLC,360,32,0.0
32,5.05,12,5,7,1386999900,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,240,32,2.22
32,6.25,9,9,4,1410944400,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,420,32,2.0
32,5.65,3,15,3,1425394800,41.877406123,-87.621971652,41.880994471,-87.632746489,0.9,,17031839100,Cash,KOAM Taxi Association,360,32,0.0
32,5.05,8,9,2,1407145500,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,5.65,8,19,4,1407351600,41.877406123,-87.621971652,41.880994471,-87.632746489,0.9,,17031839100,Cash,Choice Taxi Association,420,32,0.0
32,5.65,1,18,2,1390846500,41.877406123,-87.621971652,41.880994471,-87.632746489,0.4,,17031839100,Credit Card,Northwest Management LLC,420,32,2.0
32,5.75,9,9,4,1474451100,41.877406123,-87.621971652,41.880994471,-87.632746489,2.4,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,420,32,2.0
32,5.85,4,17,5,1398359700,41.877406123,-87.621971652,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,Choice Taxi Association,420,32,3.0
32,5.05,1,17,5,1421343000,41.877406123,-87.621971652,41.880994471,-87.632746489,0.6,,17031839100,Cash,,300,32,0.0
32,6.05,6,10,2,1435572000,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
32,7.45,7,1,7,1435973400,41.877406123,-87.621971652,41.880994471,-87.632746489,0.5,,17031839100,Cash,KOAM Taxi Association,780,32,0.0
32,5.25,9,20,3,1441139400,41.877406123,-87.621971652,41.880994471,-87.632746489,0.8,,17031839100,Cash,,360,32,0.0
32,4.65,6,9,4,1371635100,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,300,32,2.0
32,6.45,6,11,2,1372072500,41.877406123,-87.621971652,41.88528132,-87.6572332,1.5,,17031833000,Cash,Dispatch Taxi Affiliation,420,28,0.0
32,11.85,8,20,4,1440620100,41.877406123,-87.621971652,41.92926299,-87.635890954,0.0,,17031070101,Credit Card,Blue Ribbon Taxi Association Inc.,840,7,2.95
32,10.45,6,18,5,1403806500,41.877406123,-87.621971652,41.891971508,-87.612945414,2.3,,17031081402,Cash,,1020,8,0.0
32,12.65,10,18,2,1444674600,41.877406123,-87.621971652,41.921854911,-87.646210977,4.4,,17031071200,Credit Card,,840,7,2.0
32,6.05,1,1,6,1389316500,41.877406123,-87.621971652,41.879066994,-87.657005027,1.4,,17031833100,Cash,Dispatch Taxi Affiliation,240,28,0.0
32,5.25,7,21,1,1373837400,41.877406123,-87.621971652,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,240,28,0.0
32,6.45,4,18,5,1428605100,41.877406123,-87.621971652,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,420,28,3.0
32,6.5,8,17,3,1470158100,41.877406123,-87.621971652,41.879255084,-87.642648998,1.0,,17031281900,Credit Card,,480,28,1.0
32,6.05,5,21,5,1432242000,41.877406123,-87.621971652,41.879255084,-87.642648998,1.0,,17031281900,Credit Card,,420,28,1.0
32,7.85,6,16,5,1402588800,41.877406123,-87.621971652,41.879255084,-87.642648998,1.2,,17031281900,Cash,Taxi Affiliation Services,720,28,0.0
32,5.45,1,15,5,1358435700,41.877406123,-87.621971652,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,360,28,0.0
32,7.05,8,12,5,1440072000,41.877406123,-87.621971652,41.879255084,-87.642648998,1.0,,17031281900,Cash,Taxi Affiliation Services,600,28,0.0
32,14.05,8,23,7,1376178300,41.877406123,-87.621971652,41.929046937,-87.651310877,0.52,,17031070300,Cash,,900,7,0.0
32,12.85,2,23,6,1359759600,41.877406123,-87.621971652,41.929046937,-87.651310877,0.0,,17031070300,Credit Card,Taxi Affiliation Services,1080,7,1.0
32,5.05,10,20,3,1444161600,41.877406123,-87.621971652,41.892072635,-87.628874157,0.6,,17031081600,Credit Card,Dispatch Taxi Affiliation,300,8,2.0
32,8.05,4,20,5,1429820100,41.877406123,-87.621971652,41.892072635,-87.628874157,0.0,,17031081600,Cash,Choice Taxi Association,720,8,0.0
32,6.65,3,14,4,1394633700,41.877406123,-87.621971652,41.892072635,-87.628874157,1.1,,17031081600,Cash,,540,8,0.0
32,14.85,1,21,3,1390338000,41.877406123,-87.621971652,41.941488234,-87.671107656,0.59,,17031062500,Cash,,840,6,0.0
32,7.85,2,16,3,1424188800,41.877406123,-87.621971652,41.885300022,-87.642808466,1.7,,17031280100,Cash,,660,28,0.0
32,6.25,2,19,6,1360351800,41.877406123,-87.621971652,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,360,28,0.0
32,16.45,8,18,3,1375812900,41.877406123,-87.621971652,41.952822916,-87.653243992,6.4,,17031832100,Cash,,1020,6,0.0
32,6.25,8,17,2,1408381200,41.877406123,-87.621971652,41.89503345,-87.619710672,1.1,,17031081401,Cash,Taxi Affiliation Services,420,8,0.0
32,7.05,5,14,5,1400769000,41.877406123,-87.621971652,41.89503345,-87.619710672,1.1,,17031081401,Cash,Taxi Affiliation Services,480,8,0.0
32,5.25,7,17,2,1436809500,41.877406123,-87.621971652,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,300,32,0.0
32,5.5,8,15,3,1472570100,41.877406123,-87.621971652,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,300,32,0.0
32,4.65,5,1,6,1431047700,41.877406123,-87.621971652,41.870607372,-87.622172937,0.0,,17031320600,Cash,Blue Ribbon Taxi Association Inc.,180,32,0.0
32,7.65,9,19,6,1411155900,41.877406123,-87.621971652,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,660,8,0.0
32,7.25,6,13,4,1403096400,41.877406123,-87.621971652,41.899155613,-87.626210532,0.1,,17031081201,Cash,Taxi Affiliation Services,480,8,0.0
32,26.45,11,12,2,1447675200,41.877406123,-87.621971652,41.785998518,-87.750934289,12.2,,17031980100,Credit Card,Taxi Affiliation Services,1260,56,5.65
32,7.25,5,14,6,1368799200,41.877406123,-87.621971652,41.89321636,-87.63784421,0.0,,17031081800,Cash,Dispatch Taxi Affiliation,480,8,0.0
32,7.25,4,13,6,1429278300,41.877406123,-87.621971652,41.89321636,-87.63784421,1.3,,17031081800,Cash,,600,8,0.0
32,6.25,4,14,5,1365084000,41.877406123,-87.621971652,41.89321636,-87.63784421,1.1,,17031081800,Credit Card,,420,8,2.0
32,8.05,2,20,4,1391631300,41.877406123,-87.621971652,41.898331794,-87.620762865,2.2,,17031081300,Cash,Dispatch Taxi Affiliation,540,8,0.0
32,6.65,6,15,3,1403019000,41.877406123,-87.621971652,41.898331794,-87.620762865,1.3,,17031081300,Cash,Taxi Affiliation Services,420,8,0.0
32,7.05,5,19,4,1400700600,41.877406123,-87.621971652,41.898331794,-87.620762865,1.5,,17031081300,Credit Card,,540,8,3.0
32,10.85,7,20,5,1435867200,41.877406123,-87.621971652,41.87866742,-87.671653621,0.0,,17031838100,Cash,Blue Ribbon Taxi Association Inc.,1020,28,0.0
76,31.05,8,1,1,1440899100,41.980264315,-87.913624596,,,15.4,,,Credit Card,Taxi Affiliation Services,1860,,7.0
76,10.45,6,17,6,1435339800,41.980264315,-87.913624596,,,3.0,,,Cash,Northwest Management LLC,720,,0.0
76,37.85,10,8,6,1444380300,41.980264315,-87.913624596,,,16.7,,,Credit Card,Taxi Affiliation Services,2880,,5.0
76,37.05,4,16,4,1428511500,41.980264315,-87.913624596,,,16.3,,,Credit Card,Taxi Affiliation Services,2700,,8.2
76,32.65,10,20,3,1380659400,41.980264315,-87.913624596,,,0.0,,,Cash,Choice Taxi Association,1860,,0.0
76,33.04,7,23,5,1436484600,41.980264315,-87.913624596,,,15.7,,,Credit Card,,1860,,7.41
76,22.85,10,0,6,1444350600,41.980264315,-87.913624596,,,0.6,,,Cash,Taxi Affiliation Services,1380,,0.0
76,30.45,8,22,5,1438899300,41.980264315,-87.913624596,,,14.8,,,Credit Card,Dispatch Taxi Affiliation,1380,,5.0
76,14.85,3,16,3,1363105800,41.980264315,-87.913624596,,,0.0,,,Cash,Dispatch Taxi Affiliation,780,,0.0
76,19.25,12,19,5,1481829300,41.980264315,-87.913624596,,,6.82,,,Cash,,1314,,0.0
76,26.65,10,10,2,1444644000,41.980264315,-87.913624596,,,12.2,,,Cash,,1440,,0.0
76,27.05,9,16,2,1379349900,41.980264315,-87.913624596,,,1.1,,,Cash,Dispatch Taxi Affiliation,1140,,0.0
76,29.65,5,22,6,1400278500,41.980264315,-87.913624596,,,13.1,,,Cash,,1680,,0.0
76,11.75,1,1,6,1453427100,41.980264315,-87.913624596,,,3.6,,,Cash,KOAM Taxi Association,480,,0.0
76,19.65,9,10,2,1378720800,41.980264315,-87.913624596,,,0.81,,,Credit Card,,1140,,3.25
76,10.45,10,15,1,1382886900,41.980264315,-87.913624596,,,0.2,,,Cash,Taxi Affiliation Services,720,,0.0
76,42.85,9,18,3,1441130400,41.980264315,-87.913624596,,,21.5,,,Credit Card,Choice Taxi Association,2100,,13.75
76,13.25,11,21,7,1414876500,41.980264315,-87.913624596,,,5.3,,,Credit Card,Taxi Affiliation Services,660,,0.0
76,24.05,7,17,5,1437672600,41.980264315,-87.913624596,,,10.5,,,Credit Card,Dispatch Taxi Affiliation,1560,,5.0
76,27.45,10,19,5,1444332600,41.980264315,-87.913624596,,,13.0,,,Credit Card,Taxi Affiliation Services,1500,,8.95
76,22.85,10,16,2,1413217800,41.980264315,-87.913624596,,,9.8,,,Cash,,1620,,0.0
76,16.45,3,9,2,1363598100,41.980264315,-87.913624596,,,7.2,,,Cash,,720,,0.0
76,36.04,9,14,2,1379947500,41.980264315,-87.913624596,,,16.0,,,Cash,,2460,,0.0
76,26.65,5,2,7,1432951200,41.980264315,-87.913624596,,,12.9,,,Cash,Dispatch Taxi Affiliation,1020,,0.0
76,11.25,4,16,2,1428338700,41.980264315,-87.913624596,,,3.9,,,Cash,,660,,0.0
76,37.04,2,20,5,1360872900,41.980264315,-87.913624596,,,18.5,,,Credit Card,,1620,,0.0
76,51.05,4,11,5,1365075000,41.980264315,-87.913624596,,,26.4,,,Credit Card,,1980,,16.41
76,45.85,5,16,3,1430844300,41.980264315,-87.913624596,,,21.7,,,Credit Card,,2640,,14.17
76,13.65,12,14,6,1450447200,41.980264315,-87.913624596,,,0.3,,,Cash,Taxi Affiliation Services,1080,,0.0
76,43.45,11,17,5,1415898000,41.980264315,-87.913624596,,,1.3,,,Cash,Taxi Affiliation Services,2700,,0.0
76,25.25,3,12,7,1426336200,41.980264315,-87.913624596,,,11.4,,,Credit Card,,1260,,6.26
76,43.25,11,21,6,1448054100,41.980264315,-87.913624596,,,12.2,,,Cash,Taxi Affiliation Services,1620,,0.0
76,36.25,8,19,2,1439233200,41.980264315,-87.913624596,,,16.4,,,Cash,Dispatch Taxi Affiliation,2580,,0.0
76,19.85,5,6,6,1432881000,41.980264315,-87.913624596,,,9.1,,,Credit Card,Top Cab Affiliation,900,,4.35
76,40.65,2,6,3,1393309800,41.980264315,-87.913624596,,,17.4,,,Cash,,3420,,0.0
76,35.05,1,0,2,1390782600,41.980264315,-87.913624596,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,2280,,0.0
76,16.25,4,1,4,1429060500,41.980264315,-87.913624596,,,7.3,,,Cash,Taxi Affiliation Services,600,,0.0
76,27.45,5,22,5,1368741600,41.980264315,-87.913624596,,,12.1,,,Credit Card,,1860,,7.5
76,18.05,8,23,4,1377126000,41.980264315,-87.913624596,,,0.0,,,Cash,Taxi Affiliation Services,840,,0.0
76,19.25,8,18,7,1439663400,41.980264315,-87.913624596,,,8.1,,,Cash,Dispatch Taxi Affiliation,1260,,0.0
76,44.25,4,17,1,1366564500,41.980264315,-87.913624596,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,2100,,0.0
76,7.85,2,19,4,1361994300,41.980264315,-87.913624596,,,2.4,,,Cash,,360,,0.0
76,38.05,11,6,2,1415601900,41.980264315,-87.913624596,,,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1560,,0.0
76,39.25,3,17,5,1457630100,41.980264315,-87.913624596,42.001571027,-87.695012589,13.8,,,Credit Card,,3420,2,8.65
76,32.05,11,0,2,1447634700,41.980264315,-87.913624596,41.901206994,-87.676355989,0.9,,,Credit Card,Taxi Affiliation Services,1080,24,6.8
76,33.85,2,14,2,1392042600,41.980264315,-87.913624596,42.009622881,-87.670166857,14.6,,,Credit Card,,2520,1,7.17
76,31.65,7,22,5,1374789600,41.980264315,-87.913624596,42.009622881,-87.670166857,0.8,,,Credit Card,Taxi Affiliation Services,2520,1,6.7
76,35.85,10,8,6,1382084100,41.980264315,-87.913624596,41.96581197,-87.655878786,13.9,,,Credit Card,,3120,3,7.0
76,29.65,12,18,1,1387130400,41.980264315,-87.913624596,41.96581197,-87.655878786,13.7,,,Cash,,2160,3,0.0
76,29.05,3,16,3,1395161100,41.980264315,-87.913624596,41.938666196,-87.711210593,12.0,,,Credit Card,,2760,21,7.76
76,10.85,9,6,5,1380177900,41.980264315,-87.913624596,41.980264315,-87.913624596,4.2,,,Credit Card,Dispatch Taxi Affiliation,360,76,2.55
76,4.84,9,0,4,1379465100,41.980264315,-87.913624596,41.980264315,-87.913624596,0.3,,,Cash,,300,76,0.0
76,6.45,4,11,4,1398252600,41.980264315,-87.913624596,41.980264315,-87.913624596,1.5,,,Cash,Dispatch Taxi Affiliation,360,76,0.0
76,11.85,6,19,3,1435691700,41.980264315,-87.913624596,41.980264315,-87.913624596,4.5,,,Credit Card,4197 - 41842 Royal Star,540,76,2.75
76,3.25,10,2,3,1383012000,41.980264315,-87.913624596,41.980264315,-87.913624596,0.0,,,Cash,Taxi Affiliation Services,60,76,0.0
76,12.25,8,15,2,1375715700,41.980264315,-87.913624596,41.980264315,-87.913624596,0.0,,,Cash,Choice Taxi Association,660,76,0.0
76,16.05,2,13,2,1392039900,41.980264315,-87.913624596,41.980264315,-87.913624596,0.0,,,Credit Card,Choice Taxi Association,960,76,2.0
76,61.25,5,8,7,1430555400,41.980264315,-87.913624596,41.980264315,-87.913624596,31.6,,,Cash,Taxi Affiliation Services,2340,76,0.0
76,13.75,6,12,3,1465301700,41.980264315,-87.913624596,41.980264315,-87.913624596,4.6,,,Cash,Dispatch Taxi Affiliation,780,76,0.0
76,48.25,2,1,6,1392944400,41.980264315,-87.913624596,41.79259236,-87.769615453,24.8,,,Credit Card,KOAM Taxi Association,1980,56,8.0
76,13.25,9,15,3,1378223100,41.980264315,-87.913624596,41.985015101,-87.804532006,0.0,,,Cash,Dispatch Taxi Affiliation,780,10,0.0
76,14.85,5,19,3,1400613300,41.980264315,-87.913624596,41.985015101,-87.804532006,5.1,,,Cash,Choice Taxi Association,1260,10,0.0
76,22.85,3,0,6,1426809600,41.980264315,-87.913624596,41.953582125,-87.72345239,10.6,,,Credit Card,Taxi Affiliation Services,900,16,4.95
76,22.85,10,20,1,1443990600,41.980264315,-87.913624596,41.953582125,-87.72345239,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1260,16,4.95
76,27.5,3,23,7,1458428400,41.980264315,-87.913624596,41.993930128,-87.758353588,10.5,,,Credit Card,,1140,12,6.5
76,23.05,6,16,5,1403193600,41.980264315,-87.913624596,41.993930128,-87.758353588,11.6,,,Cash,Dispatch Taxi Affiliation,1860,12,0.0
76,31.85,12,13,1,1387114200,41.980264315,-87.913624596,41.944226601,-87.655998182,14.9,,,Credit Card,,1920,6,4.0
76,30.25,7,19,4,1374694200,41.980264315,-87.913624596,41.944226601,-87.655998182,13.8,,,Cash,,2460,6,0.0
76,30.25,3,14,6,1363356900,41.980264315,-87.913624596,41.944226601,-87.655998182,13.7,,,Credit Card,,2280,6,6.45
76,31.05,10,22,5,1413499500,41.980264315,-87.913624596,41.944226601,-87.655998182,0.8,,,Credit Card,Taxi Affiliation Services,1800,6,6.6
76,48.45,2,21,3,1392154200,41.980264315,-87.913624596,41.794090253,-87.592310855,24.9,,,Cash,Taxi Affiliation Services,1980,41,0.0
76,46.45,10,21,1,1412544600,41.980264315,-87.913624596,41.794090253,-87.592310855,23.7,,,Cash,Dispatch Taxi Affiliation,1860,41,0.0
76,25.45,2,7,3,1392102900,41.980264315,-87.913624596,41.983636307,-87.723583185,9.1,,,Cash,Dispatch Taxi Affiliation,2400,13,0.0
76,84.25,12,18,2,1451328300,41.980264315,-87.913624596,41.983636307,-87.723583185,35.85,,,Cash,,6180,13,0.0
76,58.75,1,12,3,1453205700,41.980264315,-87.913624596,41.817366208,-87.698860797,24.7,,,Credit Card,,2100,58,6.0
76,42.05,12,11,7,1419678000,41.980264315,-87.913624596,41.836150155,-87.648787952,21.3,,,Credit Card,KOAM Taxi Association,1620,60,8.8
76,26.05,9,0,7,1442621700,41.980264315,-87.913624596,41.947791586,-87.683834942,12.3,,,Credit Card,,1380,5,5.61
76,28.65,8,15,5,1439478000,41.980264315,-87.913624596,41.947791586,-87.683834942,12.8,,,Credit Card,Choice Taxi Association,2280,5,7.65
76,21.85,11,19,3,1448393400,41.980264315,-87.913624596,41.954027649,-87.763399032,9.2,,,Credit Card,Taxi Affiliation Services,1800,15,6.2
76,36.05,5,0,6,1431649800,41.980264315,-87.913624596,41.874005383,-87.66351755,17.8,,,Cash,Taxi Affiliation Services,1560,28,0.0
76,38.25,5,12,3,1401192000,41.980264315,-87.913624596,41.874005383,-87.66351755,19.2,,,Credit Card,Taxi Affiliation Services,1560,28,5.0
76,37.85,6,23,5,1371769200,41.980264315,-87.913624596,41.874005383,-87.66351755,18.6,,,Credit Card,,1440,28,7.97
76,29.05,11,21,6,1385154000,41.980264315,-87.913624596,41.922686284,-87.649488729,0.0,,,Credit Card,Dispatch Taxi Affiliation,1560,7,6.2
76,32.65,4,11,2,1367235000,41.980264315,-87.913624596,41.922686284,-87.649488729,15.6,,,Cash,,1440,7,0.0
76,27.65,10,9,6,1445590800,41.980264315,-87.913624596,41.975170943,-87.687515515,12.8,,,Credit Card,,1380,4,5.93
76,26.85,7,18,3,1436896800,41.980264315,-87.913624596,41.975170943,-87.687515515,0.0,,,Cash,Choice Taxi Association,2040,4,0.0
76,26.05,11,22,2,1448922600,41.980264315,-87.913624596,41.92276062,-87.699155343,12.4,,,Credit Card,4053 - 40193 Adwar H. Nikola,1200,22,5.6
76,28.65,1,18,5,1359053100,41.980264315,-87.913624596,41.92276062,-87.699155343,13.1,,,Credit Card,,2640,22,6.13
76,31.25,7,1,2,1375060500,41.980264315,-87.913624596,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,1680,77,0.0
76,30.25,1,17,7,1421515800,41.980264315,-87.913624596,41.9867118,-87.663416405,13.9,,,Cash,,2160,77,0.0
56,22.05,10,16,2,1444060800,41.79259236,-87.769615453,,,0.0,,,Cash,Taxi Affiliation Services,1980,,0.0
56,26.85,11,20,2,1448915400,41.79259236,-87.769615453,,,12.3,,,Cash,Taxi Affiliation Services,1740,,0.0
56,58.85,6,19,5,1433447100,41.79259236,-87.769615453,,,1.7,,,Cash,Blue Ribbon Taxi Association Inc.,3660,,0.0
56,67.85,2,10,2,1359972900,41.79259236,-87.769615453,,,0.0,,,Cash,Northwest Management LLC,3360,,0.0
56,23.65,1,18,6,1357929900,41.79259236,-87.769615453,,,0.0,,,Credit Card,Taxi Affiliation Services,2160,,5.0
56,28.45,5,13,3,1431436500,41.79259236,-87.769615453,,,11.2,,,Cash,Dispatch Taxi Affiliation,2460,,0.0
56,27.85,8,20,3,1440534600,41.79259236,-87.769615453,,,12.8,,,Cash,Taxi Affiliation Services,1380,,0.0
56,10.45,6,1,5,1435194900,41.79259236,-87.769615453,,,0.2,,,Cash,Taxi Affiliation Services,540,,0.0
56,13.05,9,14,4,1411569000,41.79259236,-87.769615453,41.771848515,-87.695666342,4.7,,,Cash,Dispatch Taxi Affiliation,1020,66,0.0
56,23.65,9,9,6,1442568600,41.79259236,-87.769615453,41.717493036,-87.648895072,9.6,,,Credit Card,,1860,73,5.13
56,30.25,4,1,5,1428541200,41.79259236,-87.769615453,41.899602111,-87.633308037,14.6,,,Credit Card,Dispatch Taxi Affiliation,1320,8,5.0
56,3.65,4,2,3,1366080300,41.79259236,-87.769615453,41.79259236,-87.769615453,0.0,,,Cash,Taxi Affiliation Services,60,56,0.0
56,35.25,5,19,4,1368647100,41.79259236,-87.769615453,41.953582125,-87.72345239,0.0,,,Credit Card,Taxi Affiliation Services,1980,16,0.0
56,18.65,6,16,1,1402244100,41.79259236,-87.769615453,41.878914496,-87.70589713,7.4,,,Cash,Taxi Affiliation Services,1440,27,0.0
56,35.45,11,17,2,1383584400,41.79259236,-87.769615453,41.944226601,-87.655998182,0.9,,,Cash,Taxi Affiliation Services,2100,6,0.0
56,38.04,3,18,4,1425492900,41.79259236,-87.769615453,41.944226601,-87.655998182,17.3,,,Credit Card,,2400,6,8.31
56,32.25,11,15,7,1446910200,41.79259236,-87.769615453,41.944226601,-87.655998182,15.3,,,Cash,Dispatch Taxi Affiliation,1860,6,0.0
56,29.25,9,1,4,1410916500,41.79259236,-87.769615453,41.794090253,-87.592310855,14.0,,,Credit Card,Taxi Affiliation Services,1440,41,6.25
56,14.85,12,8,1,1449391500,41.79259236,-87.769615453,41.745757713,-87.708365704,4.6,,,Cash,,1200,70,0.0
56,13.45,10,14,7,1445092200,41.79259236,-87.769615453,41.745757713,-87.708365704,3.6,,,Cash,Dispatch Taxi Affiliation,1260,70,0.0
56,20.25,11,1,4,1416963600,41.79259236,-87.769615453,41.874005383,-87.66351755,8.9,,,Credit Card,Taxi Affiliation Services,1140,28,4.45
56,23.85,10,9,7,1445073300,41.79259236,-87.769615453,41.874005383,-87.66351755,0.6,,,Credit Card,Taxi Affiliation Services,1800,28,1.0
56,9.25,2,11,6,1423827000,41.79259236,-87.769615453,41.769778059,-87.726929842,2.7,,,Credit Card,Taxi Affiliation Services,600,65,3.75
56,30.25,5,0,3,1432601100,41.79259236,-87.769615453,41.922686284,-87.649488729,14.8,,,Credit Card,,1200,7,4.99
56,34.85,12,14,5,1418307300,41.79259236,-87.769615453,41.922686284,-87.649488729,16.6,,,Cash,,1980,7,0.0
56,29.25,9,0,3,1412035200,41.79259236,-87.769615453,41.922686284,-87.649488729,0.8,,,Cash,Taxi Affiliation Services,1320,7,0.0
56,12.85,3,8,3,1425372300,41.79259236,-87.769615453,41.839086906,-87.714003807,0.0,,,Credit Card,Taxi Affiliation Services,1200,30,2.15
56,13.25,4,1,3,1398734100,41.79259236,-87.769615453,41.795430631,-87.696435232,0.2,,,Cash,Taxi Affiliation Services,1080,63,0.0
56,43.05,8,7,4,1440574200,41.79259236,-87.769615453,41.975170943,-87.687515515,20.0,,,Credit Card,,3120,4,9.01
56,40.65,12,22,2,1388443500,41.79259236,-87.769615453,41.9867118,-87.663416405,20.1,,,Credit Card,Taxi Affiliation Services,2040,77,10.0
56,42.85,6,22,1,1403476200,41.79259236,-87.769615453,41.9867118,-87.663416405,20.8,,,Credit Card,Taxi Affiliation Services,2220,77,9.15
24,12.65,8,21,7,1407015900,41.89830587,-87.653613982,,,0.0,,,Cash,Dispatch Taxi Affiliation,0,,0.0
24,5.65,12,1,6,1417742100,41.89830587,-87.653613982,41.892507781,-87.626214906,1.1,,17031081500,Credit Card,Taxi Affiliation Services,300,8,3.0
24,6.05,4,1,1,1365299100,41.89830587,-87.653613982,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,360,8,0.0
24,5.45,4,0,7,1428713100,41.89830587,-87.653613982,41.892042136,-87.63186395,0.9,,17031081700,Cash,,360,8,0.0
24,9.85,1,3,1,1421550900,41.89830587,-87.653613982,41.949060526,-87.661642904,3.0,,17031061200,Credit Card,Dispatch Taxi Affiliation,720,6,3.0
24,15.85,10,0,7,1413591300,41.89830587,-87.653613982,41.958154876,-87.653021789,5.39,,17031032100,Cash,,1440,3,0.0
24,9.45,8,1,1,1409447700,41.89830587,-87.653613982,41.928967266,-87.656156831,2.9,,17031070400,Credit Card,Northwest Management LLC,720,7,2.05
24,6.05,5,19,6,1431718200,41.89830587,-87.653613982,41.89830587,-87.653613982,1.1,,17031842300,Credit Card,,420,24,2.0
24,3.25,12,13,5,1449752400,41.89830587,-87.653613982,41.89830587,-87.653613982,0.1,,17031842300,Cash,Taxi Affiliation Services,0,24,0.0
24,5.05,5,19,6,1399059900,41.89830587,-87.653613982,41.89830587,-87.653613982,0.9,,17031842300,Cash,,180,24,0.0
24,7.85,4,13,3,1429017300,41.89830587,-87.653613982,41.89830587,-87.653613982,0.0,,17031842300,Cash,Taxi Affiliation Services,780,24,0.0
24,3.25,3,20,7,1363466700,41.89830587,-87.653613982,41.89830587,-87.653613982,0.0,,17031842300,Cash,,0,24,0.0
24,3.25,8,12,4,1407327300,41.89830587,-87.653613982,41.89830587,-87.653613982,0.0,,17031842300,Cash,Taxi Affiliation Services,60,24,0.0
24,4.25,3,23,5,1426807800,41.89830587,-87.653613982,41.892658108,-87.652534484,0.5,,17031243500,Cash,Taxi Affiliation Services,120,24,0.0
24,4.05,7,18,2,1438020900,41.89830587,-87.653613982,41.892658108,-87.652534484,0.5,,17031243500,Cash,,60,24,0.0
24,7.75,1,23,5,1452814200,41.89830587,-87.653613982,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
24,6.45,1,8,6,1391157900,41.89830587,-87.653613982,41.880994471,-87.632746489,1.0,,17031839100,Cash,,480,32,0.0
24,6.05,12,8,2,1387182600,41.89830587,-87.653613982,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
24,5.85,3,22,7,1362262500,41.89830587,-87.653613982,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,360,28,0.0
24,4.84,1,18,5,1358446500,41.89830587,-87.653613982,41.88528132,-87.6572332,0.7,,17031833000,Cash,,180,28,0.0
24,8.25,2,2,7,1391220000,41.89830587,-87.653613982,41.916005274,-87.675095116,2.1,,17031831000,Cash,,600,22,0.0
24,4.45,9,21,3,1443560400,41.89830587,-87.653613982,41.885300022,-87.642808466,0.5,,17031280100,Credit Card,Chicago Medallion Leasing INC,180,28,2.0
24,6.25,8,17,2,1440437400,41.89830587,-87.653613982,41.899155613,-87.626210532,1.3,,17031081201,Cash,5074 - 54002 Ahzmi Inc,420,8,0.0
24,6.05,7,2,7,1405132200,41.89830587,-87.653613982,41.89321636,-87.63784421,1.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
24,5.45,7,1,1,1404608400,41.89830587,-87.653613982,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
24,8.05,11,23,6,1416006000,41.89830587,-87.653613982,41.89321636,-87.63784421,0.1,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,600,8,0.0
24,11.65,11,1,4,1415755800,41.89830587,-87.653613982,41.949829346,-87.64396537,0.0,,17031060900,Credit Card,Taxi Affiliation Services,780,6,2.9
24,8.65,1,1,7,1359164700,41.89830587,-87.653613982,41.91922505,-87.671445766,2.5,,17031832300,Cash,,540,22,0.0
33,6.85,6,8,7,1371284100,41.859349715,-87.617358006,41.849246754,-87.624135298,0.0,,17031841000,Cash,Dispatch Taxi Affiliation,300,33,0.0
33,3.25,6,11,1,1370170800,41.859349715,-87.617358006,41.849246754,-87.624135298,0.0,,17031841000,Cash,Taxi Affiliation Services,0,33,0.0
33,11.45,5,20,6,1400270400,41.859349715,-87.617358006,41.892507781,-87.626214906,3.3,,17031081500,Cash,Choice Taxi Association,960,8,0.0
33,14.85,5,16,7,1433003400,41.859349715,-87.617358006,41.892507781,-87.626214906,3.6,,17031081500,Cash,Choice Taxi Association,1680,8,0.0
33,17.65,10,13,2,1445262300,41.859349715,-87.617358006,41.921877461,-87.66407824,7.5,,17031832500,Credit Card,Dispatch Taxi Affiliation,1200,7,3.7
33,8.65,7,18,6,1406312100,41.859349715,-87.617358006,41.892042136,-87.63186395,2.0,,17031081700,Credit Card,,720,8,2.0
33,8.85,9,10,6,1409913900,41.859349715,-87.617358006,41.892042136,-87.63186395,2.3,,17031081700,Cash,Taxi Affiliation Services,660,8,0.0
33,41.05,3,10,6,1426240800,41.859349715,-87.617358006,41.97907082,-87.903039661,20.9,,17031980000,Cash,,1560,76,0.0
33,15.05,8,23,6,1439595000,41.859349715,-87.617358006,41.914747305,-87.654007029,6.0,,17031832600,Cash,,780,7,0.0
33,7.5,3,10,5,1457604000,41.859349715,-87.617358006,41.877406123,-87.621971652,1.4,,17031320400,Credit Card,Taxi Affiliation Services,420,32,1.0
33,6.65,2,10,1,1391335200,41.859349715,-87.617358006,41.877406123,-87.621971652,1.4,,17031320400,Cash,,420,32,0.0
33,11.25,10,13,7,1444484700,41.859349715,-87.617358006,41.877406123,-87.621971652,2.6,,17031320400,Cash,Taxi Affiliation Services,1080,32,0.0
33,7.05,11,13,3,1385473500,41.859349715,-87.617358006,41.877406123,-87.621971652,0.0,,17031320400,Cash,Dispatch Taxi Affiliation,540,32,0.0
33,7.45,1,9,5,1358415900,41.859349715,-87.617358006,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,540,32,1.5
33,10.05,5,21,6,1399064400,41.859349715,-87.617358006,41.89830587,-87.653613982,3.2,,17031842300,Cash,Taxi Affiliation Services,660,24,0.0
33,10.85,9,14,6,1378476900,41.859349715,-87.617358006,41.859349715,-87.617358006,0.0,,17031330100,Cash,Chicago Elite Cab Corp. (Chicago Carriag,720,33,0.0
33,5.45,6,21,6,1434142800,41.859349715,-87.617358006,41.859349715,-87.617358006,0.7,,17031330100,Cash,,360,33,0.0
33,3.85,3,20,4,1426104000,41.859349715,-87.617358006,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,60,33,0.0
33,5.85,7,13,2,1373895900,41.859349715,-87.617358006,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Taxi Affiliation Services,300,33,2.0
33,46.85,5,13,1,1368971100,41.859349715,-87.617358006,41.859349715,-87.617358006,0.0,,17031330100,Cash,Chicago Elite Cab Corp.,2220,33,0.0
33,3.85,3,14,3,1363703400,41.859349715,-87.617358006,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,60,33,0.0
33,3.25,1,15,5,1421334900,41.859349715,-87.617358006,41.859349715,-87.617358006,0.0,,17031330100,Cash,,60,33,0.0
33,6.45,7,12,1,1437309900,41.859349715,-87.617358006,41.851017824,-87.635091856,0.0,,17031841100,Cash,Taxi Affiliation Services,360,34,0.0
33,17.05,6,2,7,1403920800,41.859349715,-87.617358006,41.936237179,-87.656411531,6.6,,17031062900,Cash,KOAM Taxi Association,1080,6,0.0
33,8.65,6,10,3,1402396200,41.859349715,-87.617358006,41.890922026,-87.618868355,2.3,,17031081403,Cash,Choice Taxi Association,540,8,0.0
33,11.25,11,16,1,1478449800,41.859349715,-87.617358006,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
33,8.25,5,18,6,1399056300,41.859349715,-87.617358006,41.890922026,-87.618868355,1.7,,17031081403,Cash,Taxi Affiliation Services,720,8,0.0
33,8.45,10,10,6,1380881700,41.859349715,-87.617358006,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,600,8,1.0
33,7.45,9,16,3,1443544200,41.859349715,-87.617358006,41.890922026,-87.618868355,1.9,,17031081403,Cash,Dispatch Taxi Affiliation,480,8,0.0
33,8.45,7,19,5,1406231100,41.859349715,-87.617358006,41.884987192,-87.620992913,0.13,,17031320100,Cash,,840,32,0.0
33,7.0,5,20,7,1462652100,41.859349715,-87.617358006,41.884987192,-87.620992913,1.4,,17031320100,Cash,Northwest Management LLC,360,32,0.0
33,8.65,1,9,5,1422522000,41.859349715,-87.617358006,41.884987192,-87.620992913,1.7,,17031320100,Credit Card,,660,32,2.0
33,7.05,1,11,6,1389956400,41.859349715,-87.617358006,41.884987192,-87.620992913,1.8,,17031320100,Cash,Dispatch Taxi Affiliation,480,32,0.0
33,8.44,12,16,1,1450628100,41.859349715,-87.617358006,41.884987192,-87.620992913,2.3,,17031320100,Credit Card,,540,32,2.0
33,10.05,10,8,5,1412238600,41.859349715,-87.617358006,41.884987192,-87.620992913,2.2,,17031320100,Credit Card,,720,32,2.0
33,11.25,7,10,2,1373278500,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Cash,Northwest Management LLC,1320,32,0.0
33,7.85,9,13,2,1379338200,41.859349715,-87.617358006,41.880994471,-87.632746489,2.0,,17031839100,Cash,,600,32,0.0
33,8.45,3,8,6,1362732300,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,720,32,0.0
33,6.05,9,7,6,1441350000,41.859349715,-87.617358006,41.880994471,-87.632746489,1.4,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
33,7.05,10,5,2,1382939100,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
33,6.85,6,19,5,1435261500,41.859349715,-87.617358006,41.880994471,-87.632746489,1.3,,17031839100,Cash,,420,32,0.0
33,6.65,4,9,6,1366966800,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
33,11.25,5,15,3,1464102900,41.859349715,-87.617358006,41.880994471,-87.632746489,2.5,,17031839100,Credit Card,Choice Taxi Association,900,32,2.25
33,8.25,3,9,6,1427446800,41.859349715,-87.617358006,41.880994471,-87.632746489,1.8,,17031839100,Cash,Taxi Affiliation Services,660,32,0.0
33,9.65,8,13,5,1409233500,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,900,32,0.0
33,8.45,7,13,7,1374930000,41.859349715,-87.617358006,41.891971508,-87.612945414,0.1,,17031081402,Cash,Taxi Affiliation Services,660,8,0.0
33,9.44,8,17,7,1375549200,41.859349715,-87.617358006,41.891971508,-87.612945414,2.5,,17031081402,Credit Card,,780,8,1.0
33,12.85,12,18,6,1449253800,41.859349715,-87.617358006,41.871689474,-87.654092652,0.1,,17031833300,Credit Card,Taxi Affiliation Services,1440,28,3.2
33,9.05,4,9,1,1365932700,41.859349715,-87.617358006,41.879255084,-87.642648998,2.9,,17031281900,Cash,,540,28,0.0
33,11.25,5,9,3,1430817300,41.859349715,-87.617358006,41.879255084,-87.642648998,2.6,,17031281900,Cash,,1140,28,0.0
33,9.65,2,10,6,1391769000,41.859349715,-87.617358006,41.879255084,-87.642648998,2.8,,17031281900,Credit Card,Dispatch Taxi Affiliation,720,28,1.5
33,9.25,8,16,2,1408379400,41.859349715,-87.617358006,41.879255084,-87.642648998,2.5,,17031281900,Cash,Northwest Management LLC,720,28,0.0
33,9.25,5,13,5,1398951900,41.859349715,-87.617358006,41.902788048,-87.62614559,0.0,,17031081202,Cash,Taxi Affiliation Services,600,8,0.0
33,12.25,10,16,4,1380731400,41.859349715,-87.617358006,41.892072635,-87.628874157,0.2,,17031081600,Cash,Taxi Affiliation Services,960,8,0.0
33,11.65,7,19,6,1437162300,41.859349715,-87.617358006,41.892072635,-87.628874157,0.2,,17031081600,Cash,Taxi Affiliation Services,1080,8,0.0
33,17.45,11,20,2,1415652300,41.859349715,-87.617358006,41.958055933,-87.660389456,7.5,,17031830700,Credit Card,Dispatch Taxi Affiliation,840,3,3.45
33,7.45,4,22,6,1397255400,41.859349715,-87.617358006,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,480,28,0.0
33,6.65,2,23,5,1392335100,41.859349715,-87.617358006,41.84201118,-87.622036461,1.7,,17031839200,Credit Card,,300,35,1.0
33,10.05,2,15,4,1423064700,41.859349715,-87.617358006,41.89503345,-87.619710672,0.1,,17031081401,Credit Card,Taxi Affiliation Services,780,8,1.0
33,9.65,11,8,5,1385023500,41.859349715,-87.617358006,41.89503345,-87.619710672,2.6,,17031081401,Cash,Taxi Affiliation Services,780,8,0.0
33,6.65,2,14,7,1361024100,41.859349715,-87.617358006,41.87101588,-87.631406525,0.0,,17031839000,Cash,Taxi Affiliation Services,540,32,0.0
33,23.45,6,16,2,1402331400,41.859349715,-87.617358006,41.785998518,-87.750934289,9.6,,17031980100,Credit Card,Taxi Affiliation Services,2280,56,5.05
33,12.5,3,8,2,1457340300,41.859349715,-87.617358006,41.898331794,-87.620762865,3.0,,17031081300,Credit Card,Taxi Affiliation Services,960,8,2.5
33,9.25,3,17,1,1427650200,41.859349715,-87.617358006,41.898331794,-87.620762865,2.8,,17031081300,Cash,0118 - 42111 Godfrey S.Awir,540,8,0.0
8,53.85,7,1,5,1438218000,41.907520075,-87.6266589,,,1.7,,,Cash,Taxi Affiliation Services,2160,,0.0
8,5.05,7,12,5,1436445000,41.907520075,-87.6266589,41.892507781,-87.626214906,0.8,,17031081500,Cash,,180,8,0.0
8,6.85,3,21,6,1425677400,41.907520075,-87.6266589,41.892507781,-87.626214906,1.4,,17031081500,Cash,Northwest Management LLC,540,8,0.0
8,5.85,3,11,4,1363779000,41.907520075,-87.6266589,41.892507781,-87.626214906,1.1,,17031081500,Cash,Choice Taxi Association,300,8,0.0
8,7.45,11,18,3,1385489700,41.907520075,-87.6266589,41.892042136,-87.63186395,1.5,,17031081700,Credit Card,,600,8,2.0
8,10.45,4,22,2,1428965100,41.907520075,-87.6266589,41.877406123,-87.621971652,2.9,,17031320400,Credit Card,,960,32,3.0
8,12.25,10,18,7,1382207400,41.907520075,-87.6266589,41.892355048,-87.674506788,0.0,,17031243100,Cash,Taxi Affiliation Services,1200,24,0.0
8,4.45,7,20,6,1374266700,41.907520075,-87.6266589,41.907520075,-87.6266589,0.0,,17031080100,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,3.25,2,0,7,1425083400,41.907520075,-87.6266589,41.907520075,-87.6266589,0.0,,17031080100,Cash,,0,8,0.0
8,3.25,5,19,5,1431027000,41.907520075,-87.6266589,41.907520075,-87.6266589,0.1,,17031080100,Cash,,60,8,0.0
8,7.05,9,22,7,1442097000,41.907520075,-87.6266589,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
8,7.45,8,8,5,1409213700,41.907520075,-87.6266589,41.884987192,-87.620992913,1.7,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
8,9.05,12,10,2,1451296800,41.907520075,-87.6266589,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,660,32,0.0
8,7.45,8,6,4,1408517100,41.907520075,-87.6266589,41.880994471,-87.632746489,2.1,,17031839100,Cash,Top Cab Affiliation,420,32,0.0
8,8.65,12,14,1,1449411300,41.907520075,-87.6266589,41.880994471,-87.632746489,2.2,,17031839100,Credit Card,6742 - 83735 Tasha ride inc,660,32,3.0
8,11.75,5,17,2,1464025500,41.907520075,-87.6266589,41.88528132,-87.6572332,2.8,,17031833000,Cash,,1020,28,0.0
8,8.25,12,19,4,1420055100,41.907520075,-87.6266589,41.92926299,-87.635890954,2.2,,17031070101,Cash,,540,7,0.0
8,4.05,7,14,4,1406731500,41.907520075,-87.6266589,41.902788048,-87.62614559,0.0,,17031081202,Cash,Blue Ribbon Taxi Association Inc.,120,8,0.0
8,10.45,3,0,7,1393634700,41.907520075,-87.6266589,41.892072635,-87.628874157,2.0,,17031081600,Cash,Dispatch Taxi Affiliation,1080,8,0.0
8,6.05,11,19,3,1447787700,41.907520075,-87.6266589,41.892072635,-87.628874157,0.0,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,6.85,7,16,7,1437235200,41.907520075,-87.6266589,41.89503345,-87.619710672,2.6,,17031081401,Cash,3152 - 97284 Crystal Abernathy,540,8,0.0
8,6.05,6,12,1,1401625800,41.907520075,-87.6266589,41.89503345,-87.619710672,1.1,,17031081401,Cash,,360,8,0.0
8,5.85,8,14,5,1376577900,41.907520075,-87.6266589,41.89503345,-87.619710672,0.9,,17031081401,Cash,,420,8,0.0
8,4.65,8,10,5,1439462700,41.907520075,-87.6266589,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,180,8,0.0
8,4.84,4,11,1,1365937200,41.907520075,-87.6266589,41.899155613,-87.626210532,0.6,,17031081201,Cash,,180,8,0.0
8,5.25,8,20,7,1439065800,41.907520075,-87.6266589,41.899155613,-87.626210532,0.6,,17031081201,Credit Card,Chicago Medallion Management,360,8,0.9
8,4.45,6,1,1,1402190100,41.907520075,-87.6266589,41.899155613,-87.626210532,0.5,,17031081201,Credit Card,,180,8,3.0
8,4.65,11,7,6,1385710200,41.907520075,-87.6266589,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,180,8,0.0
8,5.65,9,7,3,1441090800,41.907520075,-87.6266589,41.898331794,-87.620762865,1.1,,17031081300,Cash,,240,8,0.0
8,5.05,8,19,7,1439666100,41.907520075,-87.6266589,41.90749193,-87.63576009,0.6,,17031080300,Cash,Taxi Affiliation Services,300,8,0.0
8,6.65,1,11,6,1389354300,41.907520075,-87.6266589,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,420,8,0.0
8,10.5,10,11,3,1477393200,41.890922026,-87.618868355,,,0.0,,,Cash,Northwest Management LLC,420,,0.0
8,77.25,6,15,5,1371740400,41.890922026,-87.618868355,,,2.4,,,Credit Card,Taxi Affiliation Services,3420,,0.0
8,9.45,9,11,2,1411990200,41.890922026,-87.618868355,41.849246754,-87.624135298,2.8,,17031841000,Cash,Dispatch Taxi Affiliation,600,33,0.0
8,10.85,6,13,7,1370094300,41.890922026,-87.618868355,41.849246754,-87.624135298,0.0,,17031841000,Cash,Northwest Management LLC,900,33,0.0
8,13.65,6,11,5,1434627000,41.890922026,-87.618868355,41.849246754,-87.624135298,5.1,,17031841000,Cash,,840,33,0.0
8,4.85,10,8,6,1380873600,41.890922026,-87.618868355,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,4.65,2,20,7,1360442700,41.890922026,-87.618868355,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,180,8,0.0
8,6.05,8,22,6,1408744800,41.890922026,-87.618868355,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
8,5.25,7,22,7,1404599400,41.890922026,-87.618868355,41.892042136,-87.63186395,0.7,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
8,5.85,7,0,7,1374280200,41.890922026,-87.618868355,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
8,5.05,3,9,3,1393925400,41.890922026,-87.618868355,41.892042136,-87.63186395,0.8,,17031081700,Credit Card,,240,8,2.0
8,5.75,4,15,1,1460907000,41.890922026,-87.618868355,41.892042136,-87.63186395,0.6,,17031081700,Credit Card,,360,8,0.0
8,5.05,7,18,4,1438194600,41.890922026,-87.618868355,41.892042136,-87.63186395,0.6,,17031081700,Credit Card,Taxi Affiliation Services,300,8,2.0
8,5.05,3,10,4,1394013600,41.890922026,-87.618868355,41.892042136,-87.63186395,0.9,,17031081700,Cash,,240,8,0.0
8,5.45,4,22,6,1398464100,41.890922026,-87.618868355,41.892042136,-87.63186395,0.8,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
8,37.45,11,12,6,1415362500,41.890922026,-87.618868355,41.97907082,-87.903039661,18.1,,17031980000,Cash,Taxi Affiliation Services,1860,76,0.0
8,40.05,6,8,4,1434528000,41.890922026,-87.618868355,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,3420,76,0.0
8,45.25,11,11,1,1479037500,41.890922026,-87.618868355,41.97907082,-87.903039661,18.2,,17031980000,Credit Card,KOAM Taxi Association,1620,76,7.0
8,9.65,7,21,3,1406064600,41.890922026,-87.618868355,41.914747305,-87.654007029,2.9,,17031832600,Cash,Northwest Management LLC,720,7,0.0
8,11.45,1,16,7,1359216900,41.890922026,-87.618868355,41.921778188,-87.651061884,0.0,,17031071100,Cash,Blue Ribbon Taxi Association Inc.,960,7,0.0
8,11.05,6,19,3,1435693500,41.890922026,-87.618868355,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Blue Ribbon Taxi Association Inc.,1200,7,2.5
8,7.65,6,16,1,1435509900,41.890922026,-87.618868355,41.914616286,-87.631717366,0.1,,17031071500,Credit Card,Taxi Affiliation Services,600,7,3.0
8,18.05,12,22,7,1386454500,41.890922026,-87.618868355,41.972562538,-87.678845966,8.0,,17031040402,Credit Card,Taxi Affiliation Services,960,4,4.75
8,7.05,5,13,4,1431522000,41.890922026,-87.618868355,41.877406123,-87.621971652,1.1,,17031320400,Cash,,540,32,0.0
8,6.45,1,14,7,1390055400,41.890922026,-87.618868355,41.877406123,-87.621971652,1.1,,17031320400,Cash,Northwest Management LLC,480,32,0.0
8,6.45,2,0,1,1392508800,41.890922026,-87.618868355,41.877406123,-87.621971652,1.2,,17031320400,Credit Card,Dispatch Taxi Affiliation,480,32,2.0
8,6.65,3,8,6,1425629700,41.890922026,-87.618868355,41.877406123,-87.621971652,1.3,,17031320400,Credit Card,,420,32,2.0
8,6.05,8,23,4,1439420400,41.890922026,-87.618868355,41.877406123,-87.621971652,1.3,,17031320400,Cash,Taxi Affiliation Services,300,32,0.0
8,5.45,5,11,6,1368789300,41.890922026,-87.618868355,41.877406123,-87.621971652,0.9,,17031320400,Cash,,300,32,0.0
8,8.25,10,23,5,1412293500,41.890922026,-87.618868355,41.89830587,-87.653613982,2.2,,17031842300,Cash,Dispatch Taxi Affiliation,540,24,0.0
8,7.65,8,13,6,1407502800,41.890922026,-87.618868355,41.89830587,-87.653613982,1.6,,17031842300,Cash,Taxi Affiliation Services,600,24,0.0
8,11.85,3,21,3,1426627800,41.890922026,-87.618868355,41.934539716,-87.643022804,4.2,,17031063301,Credit Card,Dispatch Taxi Affiliation,660,6,3.55
8,10.25,5,14,6,1400249700,41.890922026,-87.618868355,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Blue Ribbon Taxi Association Inc.,780,33,2.8
8,8.85,5,18,1,1369593900,41.890922026,-87.618868355,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,600,33,0.0
8,9.65,4,10,1,1398595500,41.890922026,-87.618868355,41.859349715,-87.617358006,3.1,,17031330100,Cash,,660,33,0.0
8,9.05,7,19,2,1406574900,41.890922026,-87.618868355,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
8,8.05,1,18,2,1389033000,41.890922026,-87.618868355,41.859349715,-87.617358006,2.2,,17031330100,Cash,,540,33,0.0
8,7.85,6,9,4,1372239000,41.890922026,-87.618868355,41.892658108,-87.652534484,0.4,,17031243500,Credit Card,Choice Taxi Association,600,24,2.0
8,9.25,8,22,6,1408745700,41.890922026,-87.618868355,41.922082541,-87.634156093,2.9,,17031071400,Credit Card,Taxi Affiliation Services,480,7,3.0
8,5.65,6,13,3,1403614800,41.890922026,-87.618868355,41.890922026,-87.618868355,0.5,,17031081403,Cash,,420,8,0.0
8,6.05,4,20,7,1396729800,41.890922026,-87.618868355,41.890922026,-87.618868355,1.0,,17031081403,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,6.05,6,18,6,1403289900,41.890922026,-87.618868355,41.890922026,-87.618868355,1.0,,17031081403,Cash,Taxi Affiliation Services,420,8,0.0
8,6.45,7,18,5,1374173100,41.890922026,-87.618868355,41.890922026,-87.618868355,0.5,,17031081403,Cash,Dispatch Taxi Affiliation,540,8,0.0
8,41.25,3,14,7,1395497700,41.890922026,-87.618868355,41.890922026,-87.618868355,18.9,,17031081403,Cash,,3060,8,0.0
8,13.25,8,13,1,1438523100,41.890922026,-87.618868355,41.827437232,-87.632558769,5.3,,17031340600,Cash,Taxi Affiliation Services,720,34,0.0
8,5.85,3,17,1,1396201500,41.890922026,-87.618868355,41.884987192,-87.620992913,1.3,,17031320100,Cash,Choice Taxi Association,360,32,0.0
8,5.25,3,10,3,1393929900,41.890922026,-87.618868355,41.884987192,-87.620992913,0.9,,17031320100,Cash,,240,32,0.0
8,8.45,1,2,4,1388543400,41.890922026,-87.618868355,41.884987192,-87.620992913,0.1,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,840,32,0.0
8,5.25,10,20,3,1381264200,41.890922026,-87.618868355,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,6.0,9,14,5,1475157600,41.890922026,-87.618868355,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,300,32,2.0
8,5.85,5,22,7,1399761000,41.890922026,-87.618868355,41.884987192,-87.620992913,1.0,,17031320100,Cash,Northwest Management LLC,360,32,0.0
8,5.65,10,22,7,1382220000,41.890922026,-87.618868355,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,360,32,0.0
8,5.25,1,7,2,1388994300,41.890922026,-87.618868355,41.884987192,-87.620992913,0.9,,17031320100,Credit Card,,300,32,1.0
8,6.85,10,0,5,1443659400,41.890922026,-87.618868355,41.884987192,-87.620992913,0.1,,17031320100,Credit Card,Taxi Affiliation Services,540,32,3.0
8,5.25,4,4,7,1365825600,41.890922026,-87.618868355,41.884987192,-87.620992913,0.9,,17031320100,Cash,,240,32,0.0
8,5.65,5,15,1,1401030000,41.890922026,-87.618868355,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,,300,32,2.0
8,5.25,10,18,6,1380909600,41.890922026,-87.618868355,41.884987192,-87.620992913,0.0,,17031320100,Cash,Northwest Management LLC,360,32,0.0
8,4.85,1,15,4,1421247600,41.890922026,-87.618868355,41.884987192,-87.620992913,0.4,,17031320100,Credit Card,KOAM Taxi Association,300,32,2.0
8,7.65,2,18,4,1361989800,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,480,32,3.0
8,6.65,8,17,2,1441041300,41.890922026,-87.618868355,41.880994471,-87.632746489,1.2,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,5.45,6,17,2,1370885400,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Northwest Management LLC,360,32,2.0
8,5.05,2,11,6,1393587900,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
8,7.85,8,6,2,1375685100,41.890922026,-87.618868355,41.880994471,-87.632746489,1.5,,17031839100,Cash,,600,32,0.0
8,5.05,1,17,4,1358357400,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
8,5.85,1,10,6,1358503200,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,300,32,0.0
8,7.05,4,10,7,1428746400,41.890922026,-87.618868355,41.880994471,-87.632746489,1.5,,17031839100,Cash,,420,32,0.0
8,6.85,5,22,1,1433109600,41.890922026,-87.618868355,41.880994471,-87.632746489,1.6,,17031839100,Cash,,420,32,0.0
8,9.25,12,18,4,1481741100,41.890922026,-87.618868355,41.880994471,-87.632746489,1.8,,17031839100,Cash,3011 - 66308 JBL Cab Inc.,720,32,0.0
8,6.85,5,1,4,1432083600,41.890922026,-87.618868355,41.880994471,-87.632746489,1.4,,17031839100,Cash,KOAM Taxi Association,480,32,0.0
8,6.45,1,9,4,1357722000,41.890922026,-87.618868355,41.880994471,-87.632746489,1.2,,17031839100,Cash,,420,32,0.0
8,6.65,9,14,5,1441896300,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,480,32,1.0
8,8.45,6,13,3,1433250900,41.890922026,-87.618868355,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,720,32,0.0
8,5.65,9,11,2,1379936700,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,420,32,1.0
8,5.25,1,9,2,1388999700,41.890922026,-87.618868355,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,300,32,0.0
8,7.85,11,16,7,1416674700,41.890922026,-87.618868355,41.880994471,-87.632746489,2.1,,17031839100,Credit Card,Taxi Affiliation Services,540,32,3.0
8,7.0,3,8,3,1459238400,41.890922026,-87.618868355,41.880994471,-87.632746489,1.2,,17031839100,Cash,,480,32,0.0
8,7.25,2,17,6,1425058200,41.890922026,-87.618868355,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,,600,32,2.0
8,6.65,2,12,4,1391604300,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,6.85,2,12,3,1361275200,41.890922026,-87.618868355,41.880994471,-87.632746489,1.4,,17031839100,Cash,,480,32,0.0
8,6.85,10,13,4,1446039000,41.890922026,-87.618868355,41.880994471,-87.632746489,1.2,,17031839100,Cash,,540,32,0.0
8,7.05,11,22,7,1383429600,41.890922026,-87.618868355,41.88528132,-87.6572332,1.6,,17031833000,Credit Card,,480,28,1.0
8,4.05,4,15,7,1397922300,41.890922026,-87.618868355,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,120,8,0.0
8,13.85,8,1,6,1375407900,41.890922026,-87.618868355,41.946294536,-87.654298084,0.0,,17031832000,Cash,Blue Ribbon Taxi Association Inc.,780,6,0.0
8,14.05,8,23,6,1408144500,41.890922026,-87.618868355,41.936310131,-87.651562592,4.8,,17031063000,Cash,,960,6,0.0
8,11.45,11,16,6,1385137800,41.890922026,-87.618868355,41.943155086,-87.640698076,0.0,,17031061902,Cash,Taxi Affiliation Services,660,6,0.0
8,8.05,6,1,7,1371864600,41.890922026,-87.618868355,41.879066994,-87.657005027,0.1,,17031833100,Cash,Taxi Affiliation Services,540,28,0.0
8,6.25,7,22,5,1406844000,41.890922026,-87.618868355,41.900221297,-87.629105186,1.2,,17031081100,Cash,Choice Taxi Association,540,8,0.0
8,7.45,11,17,2,1416246300,41.890922026,-87.618868355,41.900221297,-87.629105186,0.0,,17031081100,Credit Card,Taxi Affiliation Services,720,8,2.0
8,14.45,9,17,2,1410801300,41.890922026,-87.618868355,41.949139771,-87.656803909,5.3,,17031061100,Cash,,1320,6,0.0
8,8.25,6,15,7,1403364600,41.890922026,-87.618868355,41.879255084,-87.642648998,2.0,,17031281900,Cash,,600,28,0.0
8,9.05,6,16,6,1370620800,41.890922026,-87.618868355,41.879255084,-87.642648998,1.5,,17031281900,Cash,,900,28,0.0
8,8.45,4,15,6,1429890300,41.890922026,-87.618868355,41.879255084,-87.642648998,1.5,,17031281900,Credit Card,Taxi Affiliation Services,780,28,2.0
8,12.05,3,13,6,1364563800,41.890922026,-87.618868355,41.879255084,-87.642648998,4.0,,17031281900,Cash,,1800,28,0.0
8,7.45,12,12,1,1449405000,41.890922026,-87.618868355,41.879255084,-87.642648998,1.7,,17031281900,Cash,Choice Taxi Association,480,28,0.0
8,8.05,1,4,4,1388549700,41.890922026,-87.618868355,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,540,28,0.0
8,8.25,8,15,6,1440171000,41.890922026,-87.618868355,41.879255084,-87.642648998,1.5,,17031281900,Cash,Taxi Affiliation Services,720,28,0.0
8,8.85,8,17,5,1409247000,41.890922026,-87.618868355,41.879255084,-87.642648998,1.9,,17031281900,Credit Card,,780,28,1.0
8,7.65,11,18,1,1415556000,41.890922026,-87.618868355,41.879255084,-87.642648998,1.7,,17031281900,Cash,Taxi Affiliation Services,600,28,0.0
8,6.85,3,10,1,1427623200,41.890922026,-87.618868355,41.879255084,-87.642648998,1.7,,17031281900,Credit Card,,420,28,2.0
8,34.25,4,10,6,1428662700,41.890922026,-87.618868355,41.982775009,-87.8773054,16.3,,17031770700,Credit Card,Dispatch Taxi Affiliation,1620,,0.0
8,7.25,9,0,1,1473552000,41.890922026,-87.618868355,41.902788048,-87.62614559,1.2,,17031081202,Credit Card,Choice Taxi Association,540,8,2.0
8,12.25,3,18,4,1394649900,41.890922026,-87.618868355,41.902788048,-87.62614559,0.1,,17031081202,Cash,Taxi Affiliation Services,1500,8,0.0
8,7.25,8,16,1,1408898700,41.890922026,-87.618868355,41.902788048,-87.62614559,1.2,,17031081202,Credit Card,,660,8,2.0
8,5.45,6,1,7,1403918100,41.890922026,-87.618868355,41.892072635,-87.628874157,0.0,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
8,4.85,9,2,5,1378347300,41.890922026,-87.618868355,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,240,8,0.0
8,6.45,11,20,7,1415479500,41.890922026,-87.618868355,41.892072635,-87.628874157,0.8,,17031081600,Cash,,540,8,0.0
8,9.65,2,21,2,1360012500,41.890922026,-87.618868355,41.89967018,-87.669837798,0.1,,17031242100,Cash,Taxi Affiliation Services,600,24,0.0
8,7.5,2,20,7,1454791500,41.890922026,-87.618868355,41.885300022,-87.642808466,1.8,,17031280100,Cash,,360,28,0.0
8,6.45,9,10,7,1409997600,41.890922026,-87.618868355,41.885300022,-87.642808466,1.5,,17031280100,Cash,,360,28,0.0
8,6.85,12,16,4,1451491200,41.890922026,-87.618868355,41.885300022,-87.642808466,1.3,,17031280100,Cash,Taxi Affiliation Services,480,28,0.0
8,10.45,12,0,3,1448928900,41.890922026,-87.618868355,41.929077655,-87.646293476,3.8,,17031070200,Cash,,480,7,0.0
8,7.05,9,23,6,1380325500,41.890922026,-87.618868355,41.909495669,-87.630963601,0.0,,17031080201,Credit Card,Taxi Affiliation Services,480,8,2.0
8,5.45,9,12,6,1441370700,41.890922026,-87.618868355,41.89503345,-87.619710672,0.8,,17031081401,Cash,,360,8,0.0
8,12.85,7,20,2,1375130700,41.890922026,-87.618868355,41.87101588,-87.631406525,0.0,,17031839000,Cash,Taxi Affiliation Services,480,32,0.0
8,6.25,10,10,4,1475662500,41.890922026,-87.618868355,41.899155613,-87.626210532,1.0,,17031081201,Credit Card,Dispatch Taxi Affiliation,420,8,1.75
8,6.85,1,19,2,1422301500,41.890922026,-87.618868355,41.899155613,-87.626210532,1.2,,17031081201,Credit Card,Taxi Affiliation Services,540,8,5.0
8,6.25,7,22,6,1438380000,41.890922026,-87.618868355,41.899155613,-87.626210532,1.0,,17031081201,Credit Card,,480,8,2.0
8,28.05,12,7,5,1418283900,41.890922026,-87.618868355,41.785998518,-87.750934289,13.1,,17031980100,Credit Card,Taxi Affiliation Services,1320,56,6.1
8,26.65,10,19,1,1381691700,41.890922026,-87.618868355,41.785998518,-87.750934289,12.7,,17031980100,Cash,,1200,56,0.0
8,27.45,5,11,5,1398942900,41.890922026,-87.618868355,41.785998518,-87.750934289,12.9,,17031980100,Cash,Dispatch Taxi Affiliation,1380,56,0.0
8,11.45,12,15,6,1387551600,41.890922026,-87.618868355,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,1560,8,0.0
8,6.65,10,14,6,1414160100,41.890922026,-87.618868355,41.89321636,-87.63784421,1.1,,17031081800,Credit Card,,540,8,2.0
8,5.65,5,7,3,1401176700,41.890922026,-87.618868355,41.89321636,-87.63784421,1.0,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
8,14.45,12,22,6,1386369900,41.890922026,-87.618868355,41.945170453,-87.668794439,0.0,,17031831900,Cash,Choice Taxi Association,840,6,0.0
8,11.45,9,2,4,1379471400,41.890922026,-87.618868355,41.942577185,-87.647078509,0.0,,17031062000,Cash,Dispatch Taxi Affiliation,480,6,0.0
8,5.0,2,12,7,1455365700,41.890922026,-87.618868355,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Taxi Affiliation Services,180,8,3.0
8,5.85,1,14,3,1421160300,41.890922026,-87.618868355,41.898331794,-87.620762865,0.8,,17031081300,Cash,,360,8,0.0
8,5.85,2,16,5,1391705100,41.890922026,-87.618868355,41.898331794,-87.620762865,0.7,,17031081300,Cash,,420,8,0.0
8,6.05,3,18,7,1425753000,41.890922026,-87.618868355,41.898331794,-87.620762865,0.8,,17031081300,Credit Card,,420,8,2.0
8,8.45,8,17,6,1377883800,41.890922026,-87.618868355,41.90749193,-87.63576009,2.1,,17031080300,Cash,Choice Taxi Association,660,8,0.0
8,18.45,2,20,4,1392840900,41.890922026,-87.618868355,41.979912445,-87.664188242,0.4,,17031030800,Credit Card,Blue Ribbon Taxi Association Inc.,1200,77,3.65
8,9.85,6,23,6,1370646000,41.890922026,-87.618868355,41.867902418,-87.642958665,0.0,,17031841900,Credit Card,Choice Taxi Association,720,28,3.0
8,9.85,5,19,6,1431114300,41.890922026,-87.618868355,41.904935302,-87.649907226,2.6,,17031842200,Cash,,960,8,0.0
32,7.45,2,8,4,1361349000,41.884987192,-87.620992913,,,1.51,,,Cash,,600,,0.0
32,5.65,3,23,4,1363821300,41.884987192,-87.620992913,,,1.05,,,Cash,,300,,0.0
32,6.05,3,10,1,1427021100,41.884987192,-87.620992913,,,0.0,,,Cash,Dispatch Taxi Affiliation,0,,0.0
32,10.75,5,18,6,1464374700,41.884987192,-87.620992913,41.849246754,-87.624135298,2.4,,17031841000,Cash,Taxi Affiliation Services,900,33,0.0
32,8.85,2,23,6,1393629300,41.884987192,-87.620992913,41.849246754,-87.624135298,2.6,,17031841000,Cash,Taxi Affiliation Services,600,33,0.0
32,9.44,9,10,7,1411812000,41.884987192,-87.620992913,41.849246754,-87.624135298,3.0,,17031841000,Credit Card,,660,33,3.0
32,9.44,10,23,1,1413759600,41.884987192,-87.620992913,41.849246754,-87.624135298,2.6,,17031841000,Credit Card,,720,33,2.0
32,13.05,2,9,6,1425028500,41.884987192,-87.620992913,41.849246754,-87.624135298,0.0,,17031841000,Credit Card,Blue Ribbon Taxi Association Inc.,1380,33,2.0
32,4.05,1,12,3,1421150400,41.884987192,-87.620992913,41.892507781,-87.626214906,0.5,,17031081500,Cash,Choice Taxi Association,120,8,0.0
32,4.85,7,14,2,1436796900,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
32,7.75,3,17,7,1459013400,41.884987192,-87.620992913,41.892507781,-87.626214906,0.5,,17031081500,Credit Card,Dispatch Taxi Affiliation,1020,8,2.0
32,7.05,2,18,7,1391278500,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
32,5.65,10,16,1,1381681800,41.884987192,-87.620992913,41.892507781,-87.626214906,1.0,,17031081500,Cash,,300,8,0.0
32,5.25,9,15,2,1379950200,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
32,10.05,10,16,6,1413564300,41.884987192,-87.620992913,41.892507781,-87.626214906,0.9,,17031081500,Credit Card,,540,8,3.0
32,5.25,12,13,6,1417786200,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,240,8,2.0
32,4.65,10,17,3,1413306000,41.884987192,-87.620992913,41.892507781,-87.626214906,0.5,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
32,5.05,11,16,5,1447344000,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
32,4.25,1,0,5,1420073100,41.884987192,-87.620992913,41.892507781,-87.626214906,0.4,,17031081500,Cash,,180,8,0.0
32,4.45,5,17,1,1368378000,41.884987192,-87.620992913,41.892507781,-87.626214906,0.5,,17031081500,Cash,,180,8,0.0
32,16.25,8,19,5,1440098100,41.884987192,-87.620992913,41.855934366,-87.668574537,4.3,,17031310800,Credit Card,Choice Taxi Association,1740,31,3.25
32,5.25,6,12,5,1370521800,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Choice Taxi Association,360,8,0.0
32,6.45,4,23,3,1367362800,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
32,5.65,8,17,2,1441043100,41.884987192,-87.620992913,41.892042136,-87.63186395,1.1,,17031081700,Credit Card,Choice Taxi Association,300,8,4.0
32,6.05,8,22,6,1440800100,41.884987192,-87.620992913,41.892042136,-87.63186395,1.1,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
32,4.85,3,18,6,1394217000,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
32,7.25,5,16,3,1399996800,41.884987192,-87.620992913,41.892042136,-87.63186395,1.3,,17031081700,Cash,,540,8,0.0
32,5.75,4,15,1,1460301300,41.884987192,-87.620992913,41.892042136,-87.63186395,1.0,,17031081700,Cash,,300,8,0.0
32,6.85,10,18,4,1383157800,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,540,8,0.0
32,6.85,2,19,7,1393095600,41.884987192,-87.620992913,41.892042136,-87.63186395,1.2,,17031081700,Cash,,480,8,0.0
32,5.25,11,8,2,1383553800,41.884987192,-87.620992913,41.892042136,-87.63186395,1.0,,17031081700,Cash,Dispatch Taxi Affiliation,300,8,0.0
32,4.85,2,8,6,1423816200,41.884987192,-87.620992913,41.892042136,-87.63186395,0.5,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
32,5.05,5,15,2,1399302000,41.884987192,-87.620992913,41.892042136,-87.63186395,0.5,,17031081700,Cash,Top Cab Affiliation,300,8,0.0
32,5.65,11,19,3,1383678000,41.884987192,-87.620992913,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,,360,8,2.0
32,7.05,8,19,4,1438802100,41.884987192,-87.620992913,41.892042136,-87.63186395,1.4,,17031081700,Cash,,480,8,0.0
32,6.25,4,20,2,1397508300,41.884987192,-87.620992913,41.892042136,-87.63186395,1.5,,17031081700,Credit Card,Dispatch Taxi Affiliation,300,8,1.0
32,6.45,2,18,6,1424457000,41.884987192,-87.620992913,41.892042136,-87.63186395,0.89,,17031081700,Cash,,420,8,0.0
32,6.05,7,8,3,1404204300,41.884987192,-87.620992913,41.892042136,-87.63186395,1.0,,17031081700,Cash,Dispatch Taxi Affiliation,360,8,0.0
32,6.45,3,20,4,1427316300,41.884987192,-87.620992913,41.892042136,-87.63186395,1.1,,17031081700,Credit Card,Choice Taxi Association,420,8,1.3
32,15.45,10,22,6,1413585000,41.884987192,-87.620992913,41.953400044,-87.646007066,0.0,,17031060800,Cash,Taxi Affiliation Services,900,6,0.0
32,37.05,7,5,3,1436247900,41.884987192,-87.620992913,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,1800,76,0.0
32,37.65,2,8,6,1360917900,41.884987192,-87.620992913,41.97907082,-87.903039661,17.5,,17031980000,Credit Card,Northwest Management LLC,2460,76,9.9
32,39.45,7,9,2,1405934100,41.884987192,-87.620992913,41.97907082,-87.903039661,18.9,,17031980000,Credit Card,,2340,76,10.36
32,37.65,11,7,5,1385018100,41.884987192,-87.620992913,41.97907082,-87.903039661,18.1,,17031980000,Credit Card,Dispatch Taxi Affiliation,2280,76,7.9
32,48.05,5,15,6,1431099000,41.884987192,-87.620992913,41.97907082,-87.903039661,18.0,,17031980000,Credit Card,Dispatch Taxi Affiliation,6000,76,10.0
32,39.85,5,6,3,1369118700,41.884987192,-87.620992913,41.97907082,-87.903039661,18.4,,17031980000,Cash,,3300,76,0.0
32,39.65,5,12,6,1400243400,41.884987192,-87.620992913,41.97907082,-87.903039661,18.2,,17031980000,Cash,,3660,76,0.0
32,38.05,6,17,2,1372095900,41.884987192,-87.620992913,41.97907082,-87.903039661,18.1,,17031980000,Cash,Northwest Management LLC,3180,76,0.0
32,37.05,8,6,2,1376892900,41.884987192,-87.620992913,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,1440,76,7.8
32,38.05,6,16,3,1434470400,41.884987192,-87.620992913,41.97907082,-87.903039661,18.3,,17031980000,Credit Card,Taxi Affiliation Services,3240,76,8.0
32,37.85,3,8,1,1426408200,41.884987192,-87.620992913,41.97907082,-87.903039661,18.7,,17031980000,Credit Card,Choice Taxi Association,1440,76,8.15
32,56.85,6,12,4,1371039300,41.884987192,-87.620992913,41.97907082,-87.903039661,20.3,,17031980000,Cash,,5340,76,0.0
32,36.85,2,5,5,1392268500,41.884987192,-87.620992913,41.97907082,-87.903039661,18.2,,17031980000,Credit Card,,1440,76,3.0
32,43.25,10,11,6,1445599800,41.884987192,-87.620992913,41.97907082,-87.903039661,17.8,,17031980000,Credit Card,,3060,76,7.0
32,37.05,11,19,1,1416167100,41.884987192,-87.620992913,41.97907082,-87.903039661,1.1,,17031980000,Cash,Taxi Affiliation Services,1500,76,0.0
32,37.05,8,13,3,1439298900,41.884987192,-87.620992913,41.97907082,-87.903039661,17.9,,17031980000,Credit Card,Choice Taxi Association,1800,76,7.8
32,38.45,11,15,4,1447861500,41.884987192,-87.620992913,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Taxi Affiliation Services,2880,76,0.0
32,7.25,5,21,1,1431291600,41.884987192,-87.620992913,41.900265687,-87.63210922,1.5,,17031081000,Credit Card,Northwest Management LLC,540,8,1.5
32,8.25,6,19,1,1372620600,41.884987192,-87.620992913,41.900265687,-87.63210922,1.4,,17031081000,Cash,,720,8,0.0
32,9.25,4,19,3,1398193200,41.884987192,-87.620992913,41.900265687,-87.63210922,0.0,,17031081000,Credit Card,Taxi Affiliation Services,900,8,2.0
32,6.65,7,15,4,1373468400,41.884987192,-87.620992913,41.900265687,-87.63210922,1.6,,17031081000,Cash,,360,8,0.0
32,6.85,3,0,1,1393721100,41.884987192,-87.620992913,41.900265687,-87.63210922,1.5,,17031081000,Cash,KOAM Taxi Association,480,8,0.0
32,7.0,4,20,4,1461182400,41.884987192,-87.620992913,41.900265687,-87.63210922,1.3,,17031081000,Credit Card,Choice Taxi Association,420,8,2.0
32,13.05,10,23,7,1446333300,41.884987192,-87.620992913,41.928967266,-87.656156831,4.9,,17031070400,Credit Card,Northwest Management LLC,900,7,2.0
32,10.05,11,23,2,1447715700,41.884987192,-87.620992913,41.914616286,-87.631717366,2.7,,17031071500,Credit Card,,720,7,2.0
32,13.85,2,19,3,1360093500,41.884987192,-87.620992913,41.938391258,-87.63857492,0.0,,17031063200,Cash,Dispatch Taxi Affiliation,1200,6,0.0
32,11.65,8,20,3,1377633600,41.884987192,-87.620992913,41.938391258,-87.63857492,0.2,,17031063200,Cash,Taxi Affiliation Services,540,6,0.0
32,4.65,8,20,1,1377462600,41.884987192,-87.620992913,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,120,32,1.5
32,7.45,5,19,6,1432926900,41.884987192,-87.620992913,41.877406123,-87.621971652,1.1,,17031320400,Credit Card,Taxi Affiliation Services,600,32,2.0
32,4.65,10,11,4,1445426100,41.884987192,-87.620992913,41.877406123,-87.621971652,0.4,,17031320400,Cash,,240,32,0.0
32,6.25,8,19,6,1438974900,41.884987192,-87.620992913,41.877406123,-87.621971652,0.9,,17031320400,Cash,Taxi Affiliation Services,480,32,0.0
32,6.05,3,19,3,1363719600,41.884987192,-87.620992913,41.877406123,-87.621971652,1.0,,17031320400,Credit Card,,360,32,2.0
32,4.85,10,10,4,1444819500,41.884987192,-87.620992913,41.877406123,-87.621971652,0.7,,17031320400,Cash,Top Cab Affiliation,180,32,0.0
32,5.25,8,19,7,1438455600,41.884987192,-87.620992913,41.877406123,-87.621971652,0.8,,17031320400,Cash,,300,32,0.0
32,8.25,8,18,5,1376589600,41.884987192,-87.620992913,41.859349715,-87.617358006,0.1,,17031330100,Credit Card,Dispatch Taxi Affiliation,720,33,3.0
32,8.05,1,20,3,1389124800,41.884987192,-87.620992913,41.859349715,-87.617358006,2.3,,17031330100,Credit Card,Choice Taxi Association,480,33,1.0
32,6.85,9,22,3,1410300000,41.884987192,-87.620992913,41.859349715,-87.617358006,1.5,,17031330100,Credit Card,Taxi Affiliation Services,480,33,0.0
32,11.85,7,19,5,1406231100,41.884987192,-87.620992913,41.859349715,-87.617358006,0.28,,17031330100,Cash,,1380,33,0.0
32,8.85,5,10,4,1399459500,41.884987192,-87.620992913,41.859349715,-87.617358006,2.5,,17031330100,Cash,Top Cab Affiliation,540,33,0.0
32,10.85,8,18,1,1440355500,41.884987192,-87.620992913,41.859349715,-87.617358006,3.2,,17031330100,Cash,Taxi Affiliation Services,840,33,0.0
32,8.05,1,18,6,1391193000,41.884987192,-87.620992913,41.859349715,-87.617358006,0.0,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,660,33,0.0
32,10.25,7,18,4,1373481000,41.884987192,-87.620992913,41.859349715,-87.617358006,2.1,,17031330100,Credit Card,,1020,33,3.0
32,8.25,1,19,6,1452884400,41.884987192,-87.620992913,41.859349715,-87.617358006,1.9,,17031330100,Credit Card,Taxi Affiliation Services,480,33,2.0
32,10.25,5,10,1,1368960300,41.884987192,-87.620992913,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,780,33,0.0
32,9.65,6,7,4,1403682300,41.884987192,-87.620992913,41.859349715,-87.617358006,0.2,,17031330100,Cash,Taxi Affiliation Services,660,33,0.0
32,7.45,7,15,6,1406302200,41.884987192,-87.620992913,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Blue Ribbon Taxi Association Inc.,540,33,1.0
32,10.05,9,15,1,1410102900,41.884987192,-87.620992913,41.859349715,-87.617358006,3.0,,17031330100,Cash,Dispatch Taxi Affiliation,780,33,0.0
32,6.65,3,16,1,1425226500,41.884987192,-87.620992913,41.859349715,-87.617358006,1.7,,17031330100,Cash,,360,33,0.0
32,10.05,12,11,2,1388402100,41.884987192,-87.620992913,41.859349715,-87.617358006,0.1,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,780,33,0.0
32,10.25,8,16,4,1375891200,41.884987192,-87.620992913,41.859349715,-87.617358006,2.4,,17031330100,Credit Card,,960,33,0.0
32,7.45,7,13,5,1374759900,41.884987192,-87.620992913,41.892658108,-87.652534484,0.0,,17031243500,Cash,Taxi Affiliation Services,600,24,0.0
32,13.05,8,11,2,1407757500,41.884987192,-87.620992913,41.907520075,-87.6266589,0.1,,17031080100,Cash,Taxi Affiliation Services,1440,8,0.0
32,10.25,4,11,2,1398684600,41.884987192,-87.620992913,41.870415,-87.675085621,0.2,,17031838200,Unknown,Taxi Affiliation Services,660,28,0.0
32,9.25,1,7,2,1359357300,41.884987192,-87.620992913,41.870415,-87.675085621,2.9,,17031838200,Cash,,480,28,0.0
32,9.25,7,21,3,1373403600,41.884987192,-87.620992913,41.922082541,-87.634156093,0.0,,17031071400,Cash,Taxi Affiliation Services,720,7,0.0
32,4.65,10,11,6,1414150200,41.884987192,-87.620992913,41.890922026,-87.618868355,0.7,,17031081403,Cash,,240,8,0.0
32,5.65,8,23,4,1439420400,41.884987192,-87.620992913,41.890922026,-87.618868355,0.9,,17031081403,Cash,Taxi Affiliation Services,300,8,0.0
32,5.05,6,0,1,1370736900,41.884987192,-87.620992913,41.890922026,-87.618868355,0.7,,17031081403,Cash,,240,8,0.0
32,4.45,11,19,3,1384283700,41.884987192,-87.620992913,41.890922026,-87.618868355,0.0,,17031081403,Cash,Dispatch Taxi Affiliation,120,8,0.0
32,5.25,6,16,7,1372524300,41.884987192,-87.620992913,41.890922026,-87.618868355,0.7,,17031081403,Cash,,300,8,0.0
32,5.25,5,9,3,1432633500,41.884987192,-87.620992913,41.890922026,-87.618868355,0.8,,17031081403,Credit Card,Dispatch Taxi Affiliation,300,8,2.0
32,4.25,4,20,7,1365883200,41.884987192,-87.620992913,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,120,8,0.0
32,5.85,2,16,6,1393604100,41.884987192,-87.620992913,41.890922026,-87.618868355,1.1,,17031081403,Cash,Taxi Affiliation Services,300,8,0.0
32,26.65,4,14,5,1428589800,41.884987192,-87.620992913,41.890922026,-87.618868355,12.0,,17031081403,Cash,,1500,8,0.0
32,6.25,5,17,5,1401384600,41.884987192,-87.620992913,41.890922026,-87.618868355,1.1,,17031081403,Cash,KOAM Taxi Association,360,8,0.0
32,4.05,8,12,7,1375531200,41.884987192,-87.620992913,41.890922026,-87.618868355,0.05,,17031081403,Credit Card,,120,8,0.0
32,4.65,4,14,4,1429106400,41.884987192,-87.620992913,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,180,8,0.0
32,4.45,12,14,5,1450363500,41.884987192,-87.620992913,41.890922026,-87.618868355,0.4,,17031081403,Cash,Northwest Management LLC,180,8,0.0
32,5.65,2,9,7,1391851800,41.884987192,-87.620992913,41.890922026,-87.618868355,0.9,,17031081403,Cash,,360,8,0.0
32,5.65,11,19,1,1448219700,41.884987192,-87.620992913,41.890922026,-87.618868355,0.9,,17031081403,Cash,,300,8,0.0
32,10.45,11,20,6,1383336000,41.884987192,-87.620992913,41.899737388,-87.664953917,0.0,,17031242000,Cash,Blue Ribbon Taxi Association Inc.,960,24,0.0
32,4.5,5,11,2,1463396400,41.884987192,-87.620992913,41.884987192,-87.620992913,0.4,,17031320100,Cash,Top Cab Affiliation,180,32,0.0
32,6.25,5,12,5,1399553100,41.884987192,-87.620992913,41.884987192,-87.620992913,1.3,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
32,11.85,10,23,7,1443913200,41.884987192,-87.620992913,41.884987192,-87.620992913,3.9,,17031320100,Cash,,900,32,0.0
32,10.0,5,23,2,1464047100,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Northwest Management LLC,0,32,4.0
32,3.25,7,15,4,1406735100,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,KOAM Taxi Association,0,32,0.0
32,4.45,11,10,6,1415961900,41.884987192,-87.620992913,41.884987192,-87.620992913,0.5,,17031320100,Cash,Dispatch Taxi Affiliation,180,32,0.0
32,17.05,5,8,1,1368345600,41.884987192,-87.620992913,41.884987192,-87.620992913,6.2,,17031320100,Cash,,1560,32,0.0
32,5.85,10,9,5,1380792600,41.884987192,-87.620992913,41.884987192,-87.620992913,1.2,,17031320100,Cash,Choice Taxi Association,300,32,0.0
32,4.05,4,17,6,1428685200,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,120,32,0.0
32,3.25,10,7,4,1412149500,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Top Cab Affiliation,60,32,0.0
32,5.55,9,10,4,1379500200,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,60,32,0.0
32,4.05,3,21,6,1363988700,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Choice Taxi Association,120,32,0.0
32,3.25,6,18,2,1402336800,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,,0,32,0.0
32,3.25,7,21,6,1374269400,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,,0,32,0.0
32,3.25,6,8,2,1404117900,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,0,32,0.0
32,6.85,12,13,6,1417786200,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Choice Taxi Association,0,32,2.0
32,5.25,11,16,7,1385224200,41.884987192,-87.620992913,41.884987192,-87.620992913,0.6,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
32,7.0,8,20,5,1470343500,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,300,32,0.0
32,5.05,1,2,2,1421028000,41.884987192,-87.620992913,41.884987192,-87.620992913,1.0,,17031320100,Cash,,0,32,0.0
32,3.45,11,21,7,1446930900,41.884987192,-87.620992913,41.884987192,-87.620992913,0.1,,17031320100,Cash,Taxi Affiliation Services,60,32,0.0
32,3.25,3,15,6,1394204400,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Dispatch Taxi Affiliation,0,32,0.0
32,5.45,6,22,1,1370816100,41.884987192,-87.620992913,41.884987192,-87.620992913,0.8,,17031320100,Cash,,300,32,0.0
32,3.45,10,15,7,1445701500,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,60,32,0.0
32,15.45,8,8,6,1377245700,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Chicago Elite Cab Corp. (Chicago Carriag,1020,32,0.0
32,3.65,10,7,2,1413183600,41.884987192,-87.620992913,41.884987192,-87.620992913,0.2,,17031320100,Cash,Top Cab Affiliation,60,32,0.0
32,4.65,12,9,2,1418031000,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
32,36.85,5,15,7,1401548400,41.884987192,-87.620992913,41.884987192,-87.620992913,17.8,,17031320100,Cash,,2580,32,0.0
32,3.25,1,8,7,1420879500,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,0,32,0.0
32,7.65,1,18,3,1421172000,41.884987192,-87.620992913,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,Taxi Affiliation Services,660,32,2.0
32,5.25,9,18,5,1411668900,41.884987192,-87.620992913,41.880994471,-87.632746489,0.6,,17031839100,Cash,,360,32,0.0
32,7.25,8,14,3,1471356900,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,600,32,2.0
32,6.85,6,9,6,1402046100,41.884987192,-87.620992913,41.880994471,-87.632746489,1.3,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
32,4.65,1,8,5,1421308800,41.884987192,-87.620992913,41.880994471,-87.632746489,0.6,,17031839100,Cash,Dispatch Taxi Affiliation,180,32,0.0
32,4.25,6,12,6,1465560000,41.884987192,-87.620992913,41.880994471,-87.632746489,0.4,,17031839100,Credit Card,Choice Taxi Association,120,32,2.0
32,4.65,4,9,5,1366276500,41.884987192,-87.620992913,41.880994471,-87.632746489,0.5,,17031839100,Cash,Dispatch Taxi Affiliation,180,32,0.0
32,5.05,5,11,1,1368963900,41.884987192,-87.620992913,41.880994471,-87.632746489,0.9,,17031839100,Cash,,240,32,0.0
32,5.45,3,22,7,1363471200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
32,7.05,2,15,2,1360595700,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
32,6.65,11,16,5,1447948800,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,480,32,2.0
32,5.85,5,17,6,1400259600,41.884987192,-87.620992913,41.880994471,-87.632746489,0.85,,17031839100,Cash,,360,32,0.0
32,5.65,9,6,3,1441089900,41.884987192,-87.620992913,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,,420,32,2.0
32,5.05,5,8,4,1401264900,41.884987192,-87.620992913,41.880994471,-87.632746489,0.6,,17031839100,Cash,KOAM Taxi Association,300,32,0.0
32,5.25,8,8,3,1375776900,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,No Charge,Dispatch Taxi Affiliation,240,32,0.0
32,5.45,3,19,3,1363721400,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,6.65,5,16,5,1398961800,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Cash,,600,32,0.0
32,4.85,12,23,5,1450394100,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,7.45,10,20,4,1382558400,41.884987192,-87.620992913,41.880994471,-87.632746489,1.4,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
32,5.45,4,9,4,1366190100,41.884987192,-87.620992913,41.880994471,-87.632746489,0.5,,17031839100,Cash,,360,32,0.0
32,5.65,10,20,4,1414612800,41.884987192,-87.620992913,41.880994471,-87.632746489,1.1,,17031839100,Cash,,300,32,0.0
32,7.25,5,19,5,1463686200,41.884987192,-87.620992913,41.880994471,-87.632746489,12.4,,17031839100,Cash,,554,32,0.0
32,10.25,1,16,4,1421856900,41.884987192,-87.620992913,41.880994471,-87.632746489,2.5,,17031839100,Cash,,1020,32,0.0
32,7.85,9,11,3,1410867000,41.884987192,-87.620992913,41.880994471,-87.632746489,1.6,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
32,4.5,2,9,5,1454576400,41.884987192,-87.620992913,41.880994471,-87.632746489,0.4,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,7.45,11,10,4,1447842600,41.884987192,-87.620992913,41.880994471,-87.632746489,1.3,,17031839100,Credit Card,KOAM Taxi Association,600,32,2.0
32,5.25,4,10,2,1428919200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Cash,,300,32,0.0
32,5.65,6,17,7,1433611800,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,360,32,2.0
32,7.05,11,20,7,1446928200,41.884987192,-87.620992913,41.880994471,-87.632746489,1.2,,17031839100,Cash,Northwest Management LLC,540,32,0.0
32,5.85,10,19,6,1414782000,41.884987192,-87.620992913,41.880994471,-87.632746489,1.0,,17031839100,Cash,,360,32,0.0
32,5.25,9,19,1,1442775600,41.884987192,-87.620992913,41.880994471,-87.632746489,1.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,4.85,10,21,5,1412889300,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,4.45,2,12,3,1424779200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.3,,17031839100,Cash,Dispatch Taxi Affiliation,180,32,0.0
32,5.65,5,10,6,1430477100,41.884987192,-87.620992913,41.880994471,-87.632746489,0.6,,17031839100,Cash,Dispatch Taxi Affiliation,420,32,0.0
32,5.45,11,14,2,1384179300,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Cash,,360,32,0.0
32,6.85,10,17,1,1445794200,41.884987192,-87.620992913,41.880994471,-87.632746489,1.1,,17031839100,Cash,KOAM Taxi Association,540,32,0.0
32,7.45,2,6,6,1392964200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.16,,17031839100,Cash,,540,32,0.0
32,4.85,10,16,1,1414340100,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,,180,32,4.0
32,5.25,10,8,6,1381478400,41.884987192,-87.620992913,41.880994471,-87.632746489,0.6,,17031839100,Cash,,300,32,0.0
32,5.45,6,19,4,1371669300,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,360,32,2.0
32,8.5,9,13,5,1472735700,41.884987192,-87.620992913,41.880994471,-87.632746489,1.3,,17031839100,Credit Card,Dispatch Taxi Affiliation,720,32,2.0
32,7.05,10,9,6,1444381200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,,720,32,2.0
32,6.45,11,13,6,1415365200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,540,32,1.0
32,5.85,10,19,6,1382124600,41.884987192,-87.620992913,41.880994471,-87.632746489,1.1,,17031839100,Cash,,360,32,0.0
32,6.85,10,17,2,1382980500,41.884987192,-87.620992913,41.880994471,-87.632746489,1.1,,17031839100,Cash,,540,32,0.0
32,4.45,6,14,6,1402669800,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,7.05,8,18,6,1440182700,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
32,7.85,10,9,6,1382087700,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,720,32,0.0
32,7.25,10,16,5,1414685700,41.884987192,-87.620992913,41.88528132,-87.6572332,1.2,,17031833000,Credit Card,Dispatch Taxi Affiliation,600,28,2.0
32,9.45,5,21,6,1430515800,41.884987192,-87.620992913,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,720,28,0.0
32,11.0,2,17,3,1455037200,41.884987192,-87.620992913,41.88528132,-87.6572332,1.7,,17031833000,Credit Card,,1200,28,2.0
32,8.05,10,10,6,1414144800,41.884987192,-87.620992913,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,720,28,0.0
32,6.25,8,19,5,1376595900,41.884987192,-87.620992913,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,360,28,0.0
32,5.65,9,1,1,1410659100,41.884987192,-87.620992913,41.88528132,-87.6572332,0.0,,17031833000,Cash,Dispatch Taxi Affiliation,300,28,0.0
32,9.44,6,10,2,1402310700,41.884987192,-87.620992913,41.88528132,-87.6572332,2.6,,17031833000,Cash,,600,28,0.0
32,11.05,4,13,5,1427981400,41.884987192,-87.620992913,41.92926299,-87.635890954,4.0,,17031070101,Credit Card,,540,7,2.0
32,6.45,8,21,7,1408828500,41.884987192,-87.620992913,41.891971508,-87.612945414,1.4,,17031081402,Credit Card,5129 - 98755 Mengisti Taxi,420,8,2.0
32,5.45,12,16,4,1386172800,41.884987192,-87.620992913,41.891971508,-87.612945414,1.1,,17031081402,Cash,KOAM Taxi Association,300,8,0.0
32,7.65,6,18,6,1402685100,41.884987192,-87.620992913,41.891971508,-87.612945414,1.5,,17031081402,Cash,Taxi Affiliation Services,600,8,0.0
32,6.05,8,17,1,1407690900,41.884987192,-87.620992913,41.891971508,-87.612945414,1.1,,17031081402,Cash,,420,8,0.0
32,7.0,10,17,2,1477933200,41.884987192,-87.620992913,41.891971508,-87.612945414,1.3,,17031081402,Credit Card,,360,8,2.0
32,6.25,9,15,5,1411054200,41.884987192,-87.620992913,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Blue Ribbon Taxi Association Inc.,420,8,1.3
32,6.65,11,14,1,1383489900,41.884987192,-87.620992913,41.891971508,-87.612945414,1.3,,17031081402,Cash,,420,8,0.0
32,7.05,11,17,5,1446745500,41.884987192,-87.620992913,41.891971508,-87.612945414,0.9,,17031081402,Dispute,Northwest Management LLC,660,8,0.0
32,15.05,3,14,7,1363445100,41.884987192,-87.620992913,41.921854911,-87.646210977,0.0,,17031071200,No Charge,Choice Taxi Association,1380,7,0.0
32,14.85,11,12,7,1383998400,41.884987192,-87.620992913,41.936086535,-87.666110694,0.3,,17031062700,Cash,Taxi Affiliation Services,1140,6,0.0
32,13.85,4,0,7,1366417800,41.884987192,-87.620992913,41.962178629,-87.645378762,0.0,,17031031400,Cash,Blue Ribbon Taxi Association Inc.,540,3,0.0
32,14.25,7,17,1,1437327900,41.884987192,-87.620992913,41.879066994,-87.657005027,4.5,,17031833100,Cash,Taxi Affiliation Services,1440,28,0.0
32,8.05,10,13,7,1413639900,41.884987192,-87.620992913,41.879066994,-87.657005027,1.3,,17031833100,Credit Card,Northwest Management LLC,720,28,1.5
32,8.65,11,13,6,1447420500,41.884987192,-87.620992913,41.879255084,-87.642648998,1.6,,17031281900,Credit Card,,720,28,2.0
32,7.05,3,19,4,1427310900,41.884987192,-87.620992913,41.879255084,-87.642648998,1.6,,17031281900,Credit Card,,480,28,2.0
32,7.65,7,17,4,1406741400,41.884987192,-87.620992913,41.879255084,-87.642648998,0.0,,17031281900,Cash,Northwest Management LLC,600,28,0.0
32,6.0,10,1,1,1475370900,41.884987192,-87.620992913,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,180,28,0.0
32,7.45,5,9,4,1401269400,41.884987192,-87.620992913,41.879255084,-87.642648998,1.4,,17031281900,Cash,Northwest Management LLC,600,28,0.0
32,10.05,3,13,6,1426856400,41.884987192,-87.620992913,41.879255084,-87.642648998,1.8,,17031281900,Credit Card,Dispatch Taxi Affiliation,1080,28,2.3
32,8.5,10,21,3,1476220500,41.884987192,-87.620992913,41.879255084,-87.642648998,1.5,,17031281900,Credit Card,,660,28,0.0
32,9.05,10,10,5,1412849700,41.884987192,-87.620992913,41.879255084,-87.642648998,1.8,,17031281900,Credit Card,Choice Taxi Association,900,28,2.0
32,5.65,7,21,4,1374700500,41.884987192,-87.620992913,41.879255084,-87.642648998,1.1,,17031281900,Cash,Dispatch Taxi Affiliation,300,28,0.0
32,5.85,4,17,3,1396978200,41.884987192,-87.620992913,41.879255084,-87.642648998,0.9,,17031281900,Credit Card,Taxi Affiliation Services,420,28,2.0
32,5.65,9,19,1,1411326900,41.884987192,-87.620992913,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,300,28,0.0
32,7.25,8,19,3,1407265200,41.884987192,-87.620992913,41.879255084,-87.642648998,1.4,,17031281900,Cash,Taxi Affiliation Services,540,28,0.0
32,33.25,7,11,2,1437996600,41.884987192,-87.620992913,41.982775009,-87.8773054,16.0,,17031770700,Credit Card,,1920,,8.31
32,13.05,1,21,7,1390078800,41.884987192,-87.620992913,41.928763006,-87.665676837,4.3,,17031070600,Cash,Taxi Affiliation Services,1200,7,0.0
32,5.65,9,20,4,1441831500,41.884987192,-87.620992913,41.902788048,-87.62614559,0.0,,17031081202,Credit Card,Taxi Affiliation Services,240,8,2.0
32,9.05,11,19,2,1384801200,41.884987192,-87.620992913,41.861280847,-87.630580061,0.0,,17031330200,Cash,Dispatch Taxi Affiliation,840,33,0.0
32,5.05,7,0,7,1405123200,41.884987192,-87.620992913,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,300,8,0.0
32,5.85,8,20,6,1440792000,41.884987192,-87.620992913,41.892072635,-87.628874157,0.0,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
32,5.65,5,22,7,1369520100,41.884987192,-87.620992913,41.892072635,-87.628874157,1.0,,17031081600,Cash,,300,8,0.0
32,5.05,12,8,4,1386750600,41.884987192,-87.620992913,41.892072635,-87.628874157,0.7,,17031081600,Cash,,240,8,0.0
32,6.45,9,17,7,1380388500,41.884987192,-87.620992913,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,480,8,0.0
32,5.25,11,18,5,1415299500,41.884987192,-87.620992913,41.892072635,-87.628874157,0.7,,17031081600,Cash,,300,8,0.0
32,5.05,11,19,7,1384026300,41.884987192,-87.620992913,41.892072635,-87.628874157,0.5,,17031081600,Cash,Taxi Affiliation Services,300,8,0.0
32,5.65,7,21,3,1437513300,41.884987192,-87.620992913,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,420,8,0.0
32,5.05,8,20,2,1438632900,41.884987192,-87.620992913,41.892072635,-87.628874157,0.7,,17031081600,Cash,Dispatch Taxi Affiliation,300,8,0.0
32,4.05,8,4,1,1375589700,41.884987192,-87.620992913,41.892072635,-87.628874157,0.0,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,120,8,0.0
32,5.85,5,19,6,1432926900,41.884987192,-87.620992913,41.892072635,-87.628874157,0.7,,17031081600,Cash,,480,8,0.0
32,7.25,6,10,2,1434364200,41.884987192,-87.620992913,41.892072635,-87.628874157,0.8,,17031081600,Cash,Taxi Affiliation Services,660,8,0.0
32,5.45,9,10,2,1442224800,41.884987192,-87.620992913,41.892072635,-87.628874157,1.0,,17031081600,Cash,Dispatch Taxi Affiliation,300,8,0.0
32,11.25,3,23,6,1395444600,41.884987192,-87.620992913,41.912364354,-87.675062757,3.8,,17031240300,Cash,Taxi Affiliation Services,660,24,0.0
32,19.85,10,23,6,1382742000,41.884987192,-87.620992913,41.983330806,-87.681993542,0.0,,17031040100,Credit Card,Blue Ribbon Taxi Association Inc.,1020,4,3.95
32,5.65,4,18,6,1398448800,41.884987192,-87.620992913,41.885300022,-87.642808466,0.9,,17031280100,Cash,Taxi Affiliation Services,360,28,0.0
32,8.44,6,14,5,1433428200,41.884987192,-87.620992913,41.885300022,-87.642808466,2.2,,17031280100,Cash,,420,28,0.0
32,7.65,9,20,4,1380139200,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,600,28,0.0
32,7.85,10,18,4,1413396900,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Choice Taxi Association,780,28,2.0
32,8.44,2,17,2,1391448600,41.884987192,-87.620992913,41.885300022,-87.642808466,1.6,,17031280100,Cash,,720,28,0.0
32,7.25,2,7,6,1423206900,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,540,28,0.0
32,6.45,5,13,6,1400850900,41.884987192,-87.620992913,41.885300022,-87.642808466,1.1,,17031280100,Cash,KOAM Taxi Association,420,28,0.0
32,8.0,5,21,4,1463003100,41.884987192,-87.620992913,41.909495669,-87.630963601,1.8,,17031080201,Credit Card,Choice Taxi Association,480,8,2.0
32,4.85,1,13,2,1421069400,41.884987192,-87.620992913,41.89503345,-87.619710672,0.7,,17031081401,Cash,Taxi Affiliation Services,240,8,0.0
32,5.85,3,8,2,1363596300,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
32,5.85,4,20,3,1396383300,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Blue Ribbon Taxi Association Inc.,300,8,3.0
32,6.85,12,18,3,1451413800,41.884987192,-87.620992913,41.89503345,-87.619710672,0.7,,17031081401,Cash,,660,8,0.0
32,5.85,5,13,6,1399641300,41.884987192,-87.620992913,41.89503345,-87.619710672,1.0,,17031081401,Cash,Taxi Affiliation Services,420,8,0.0
32,5.05,12,10,4,1386758700,41.884987192,-87.620992913,41.89503345,-87.619710672,0.6,,17031081401,Cash,,240,8,0.0
32,5.05,12,20,4,1386187200,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
32,6.05,10,19,6,1444417200,41.884987192,-87.620992913,41.89503345,-87.619710672,1.2,,17031081401,Credit Card,,360,8,1.41
32,4.65,5,13,3,1431437400,41.884987192,-87.620992913,41.89503345,-87.619710672,0.7,,17031081401,Credit Card,Dispatch Taxi Affiliation,180,8,2.0
32,6.75,4,14,7,1459606500,41.884987192,-87.620992913,41.89503345,-87.619710672,1.0,,17031081401,Cash,,420,8,0.0
32,6.25,10,6,3,1444113000,41.884987192,-87.620992913,41.89503345,-87.619710672,1.1,,17031081401,Cash,Taxi Affiliation Services,360,8,0.0
32,4.65,11,18,5,1448563500,41.884987192,-87.620992913,41.89503345,-87.619710672,0.7,,17031081401,Cash,,180,8,0.0
32,5.45,6,23,3,1433286000,41.884987192,-87.620992913,41.89503345,-87.619710672,0.9,,17031081401,Cash,Northwest Management LLC,240,8,0.0
32,6.65,3,8,7,1427530500,41.884987192,-87.620992913,41.870607372,-87.622172937,1.5,,17031320600,Credit Card,Dispatch Taxi Affiliation,360,32,2.0
32,6.05,10,13,6,1413551700,41.884987192,-87.620992913,41.870607372,-87.622172937,1.4,,17031320600,Cash,,300,32,0.0
32,5.85,3,19,1,1393788600,41.884987192,-87.620992913,41.870607372,-87.622172937,1.3,,17031320600,Cash,,360,32,0.0
32,5.65,2,10,1,1392545700,41.884987192,-87.620992913,41.870607372,-87.622172937,1.3,,17031320600,Cash,,300,32,0.0
32,5.85,12,0,3,1448929800,41.884987192,-87.620992913,41.870607372,-87.622172937,0.0,,17031320600,Cash,Blue Ribbon Taxi Association Inc.,300,32,0.0
32,7.25,6,22,6,1402092900,41.884987192,-87.620992913,41.870607372,-87.622172937,1.3,,17031320600,Cash,,540,32,0.0
32,6.25,7,17,3,1373389200,41.884987192,-87.620992913,41.870607372,-87.622172937,0.9,,17031320600,Cash,,480,32,0.0
32,6.5,1,17,4,1453311000,41.884987192,-87.620992913,41.87101588,-87.631406525,0.9,,17031839000,Cash,KOAM Taxi Association,420,32,0.0
32,7.45,2,18,4,1392228000,41.884987192,-87.620992913,41.899155613,-87.626210532,1.4,,17031081201,Cash,,600,8,0.0
32,6.05,11,21,2,1446500700,41.884987192,-87.620992913,41.899155613,-87.626210532,1.0,,17031081201,Cash,Taxi Affiliation Services,420,8,0.0
32,6.25,4,15,3,1460475900,41.884987192,-87.620992913,41.899155613,-87.626210532,1.0,,17031081201,Cash,,420,8,0.0
32,7.5,7,0,1,1468111500,41.884987192,-87.620992913,41.899155613,-87.626210532,1.2,,17031081201,Cash,KOAM Taxi Association,540,8,0.0
32,6.05,9,14,2,1410185700,41.884987192,-87.620992913,41.899155613,-87.626210532,1.0,,17031081201,Cash,Dispatch Taxi Affiliation,420,8,0.0
32,5.85,6,17,6,1434733200,41.884987192,-87.620992913,41.899155613,-87.626210532,1.2,,17031081201,Cash,Choice Taxi Association,300,8,0.0
32,6.25,5,20,5,1401396300,41.884987192,-87.620992913,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,480,8,3.0
32,6.85,10,20,2,1381176000,41.884987192,-87.620992913,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,480,8,0.0
32,5.05,5,15,1,1430666100,41.884987192,-87.620992913,41.899155613,-87.626210532,0.7,,17031081201,Cash,Taxi Affiliation Services,240,8,0.0
32,5.85,6,12,2,1434371400,41.884987192,-87.620992913,41.899155613,-87.626210532,0.9,,17031081201,Cash,Choice Taxi Association,360,8,0.0
32,6.45,5,15,7,1430581500,41.884987192,-87.620992913,41.899155613,-87.626210532,1.0,,17031081201,Credit Card,,540,8,2.0
32,6.65,5,10,6,1399629600,41.884987192,-87.620992913,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,480,8,0.0
32,6.25,9,9,6,1379670300,41.884987192,-87.620992913,41.899155613,-87.626210532,1.4,,17031081201,Cash,,420,8,0.0
32,13.85,8,16,7,1440261900,41.884987192,-87.620992913,41.942691844,-87.651770507,5.3,,17031062100,Credit Card,,780,6,2.0
32,26.45,3,4,4,1395809100,41.884987192,-87.620992913,41.785998518,-87.750934289,12.7,,17031980100,Credit Card,Taxi Affiliation Services,1140,56,5.0
32,29.05,5,18,1,1432490400,41.884987192,-87.620992913,41.785998518,-87.750934289,0.8,,17031980100,Cash,Taxi Affiliation Services,2220,56,0.0
32,27.65,9,9,2,1442828700,41.884987192,-87.620992913,41.785998518,-87.750934289,13.2,,17031980100,Cash,,1320,56,0.0
32,33.25,12,11,5,1480591800,41.884987192,-87.620992913,41.785998518,-87.750934289,12.7,,17031980100,Credit Card,Taxi Affiliation Services,1500,56,9.3
32,5.45,8,22,7,1375569900,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,240,8,0.0
32,7.65,5,0,1,1400371200,41.884987192,-87.620992913,41.89321636,-87.63784421,1.6,,17031081800,Cash,Choice Taxi Association,600,8,0.0
32,6.05,2,10,5,1424342700,41.884987192,-87.620992913,41.89321636,-87.63784421,1.0,,17031081800,Cash,,420,8,0.0
32,6.05,2,19,7,1423940400,41.884987192,-87.620992913,41.89321636,-87.63784421,1.0,,17031081800,Credit Card,Top Cab Affiliation,360,8,3.0
32,6.65,10,12,4,1413979200,41.884987192,-87.620992913,41.89321636,-87.63784421,1.1,,17031081800,Credit Card,Taxi Affiliation Services,480,8,1.35
32,5.85,7,13,4,1374068700,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
32,7.65,8,21,1,1409518800,41.884987192,-87.620992913,41.89321636,-87.63784421,1.6,,17031081800,Credit Card,Taxi Affiliation Services,600,8,2.0
32,6.05,9,0,4,1442363400,41.884987192,-87.620992913,41.89321636,-87.63784421,1.1,,17031081800,Cash,,360,8,0.0
32,6.85,2,18,6,1393611300,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Dispatch Taxi Affiliation,600,8,0.0
32,7.85,1,17,3,1359480600,41.884987192,-87.620992913,41.89321636,-87.63784421,1.5,,17031081800,Cash,,720,8,0.0
32,4.65,2,6,2,1392014700,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,180,8,0.0
32,15.25,3,15,7,1425743100,41.884987192,-87.620992913,41.935706471,-87.703854544,6.1,,17031210700,Credit Card,,780,21,3.25
32,14.65,7,18,5,1438281000,41.884987192,-87.620992913,41.942577185,-87.647078509,5.1,,17031062000,Credit Card,,1200,6,2.0
32,14.05,5,20,5,1431031500,41.884987192,-87.620992913,41.942577185,-87.647078509,5.4,,17031062000,Credit Card,,840,6,2.0
32,6.25,4,20,4,1398889800,41.884987192,-87.620992913,41.898331794,-87.620762865,0.0,,17031081300,Cash,Choice Taxi Association,420,8,0.0
32,5.85,8,10,7,1375525800,41.884987192,-87.620992913,41.898331794,-87.620762865,1.1,,17031081300,Cash,Choice Taxi Association,300,8,0.0
32,5.85,3,19,7,1364065200,41.884987192,-87.620992913,41.898331794,-87.620762865,0.9,,17031081300,Cash,Dispatch Taxi Affiliation,360,8,0.0
32,6.65,12,11,3,1387884600,41.884987192,-87.620992913,41.898331794,-87.620762865,1.3,,17031081300,Cash,Taxi Affiliation Services,480,8,0.0
32,5.85,12,14,4,1450277100,41.884987192,-87.620992913,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Taxi Affiliation Services,420,8,2.0
32,6.45,8,16,3,1438705800,41.884987192,-87.620992913,41.898331794,-87.620762865,1.3,,17031081300,Cash,,420,8,0.0
32,8.45,10,23,7,1446334200,41.884987192,-87.620992913,41.90749193,-87.63576009,1.8,,17031080300,Credit Card,Taxi Affiliation Services,720,8,2.05
32,9.05,6,8,5,1370506500,41.884987192,-87.620992913,41.867902418,-87.642958665,2.0,,17031841900,Cash,Northwest Management LLC,780,28,0.0
32,11.25,4,17,6,1428081300,41.884987192,-87.620992913,41.867902418,-87.642958665,2.6,,17031841900,Cash,,1140,28,0.0
32,9.85,7,9,4,1436346000,41.884987192,-87.620992913,41.867902418,-87.642958665,2.5,,17031841900,Credit Card,Taxi Affiliation Services,840,28,3.0
32,9.05,5,19,7,1368903600,41.884987192,-87.620992913,41.867902418,-87.642958665,0.1,,17031841900,Credit Card,Blue Ribbon Taxi Association Inc.,600,28,2.0
32,9.85,3,18,4,1394649900,41.884987192,-87.620992913,41.904935302,-87.649907226,2.1,,17031842200,Credit Card,Choice Taxi Association,1020,8,3.0
32,11.5,4,15,6,1461943800,41.884987192,-87.620992913,41.904935302,-87.649907226,2.9,,17031842200,Credit Card,,840,8,3.0
32,13.65,10,14,2,1412604000,41.884987192,-87.620992913,41.904935302,-87.649907226,4.6,,17031842200,Cash,,1020,8,0.0
32,10.85,12,17,2,1417454100,41.884987192,-87.620992913,41.904935302,-87.649907226,3.1,,17031842200,Cash,,1020,8,0.0
32,8.65,10,7,6,1412322300,41.884987192,-87.620992913,41.904935302,-87.649907226,2.1,,17031842200,Credit Card,,720,8,2.0
32,7.85,10,13,6,1445000400,41.884987192,-87.620992913,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,600,8,0.0
32,9.05,3,13,6,1362142800,41.880994471,-87.632746489,,,0.0,,,Cash,Taxi Affiliation Services,900,,0.0
32,16.65,5,19,6,1368212400,41.880994471,-87.632746489,,,6.19,,,Cash,,1440,,0.0
32,24.05,2,19,3,1393356600,41.880994471,-87.632746489,,,0.6,,17031812000,Credit Card,Taxi Affiliation Services,1440,,9.0
32,46.65,7,14,5,1404396000,41.880994471,-87.632746489,,,23.5,,,Cash,4197 - Royal Star,2520,,0.0
32,4.05,10,10,4,1412765100,41.880994471,-87.632746489,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
32,5.65,9,18,2,1410804000,41.880994471,-87.632746489,,,0.7,,,Cash,Taxi Affiliation Services,300,,0.0
32,69.45,6,19,4,1371668400,41.880994471,-87.632746489,,,36.0,,,Cash,,2940,,0.0
32,20.65,1,11,4,1358941500,41.880994471,-87.632746489,,,7.8,,,Cash,,1860,,0.0
32,9.05,2,17,7,1361640600,41.880994471,-87.632746489,,,1.92,,,Cash,,840,,0.0
32,5.65,1,11,3,1358250300,41.880994471,-87.632746489,,,0.95,,,Credit Card,,360,,2.0
32,9.45,2,0,3,1360629000,41.880994471,-87.632746489,,,3.26,,,Credit Card,,480,,0.0
32,5.65,12,10,4,1386152100,41.880994471,-87.632746489,,,0.63,,,Cash,,360,,0.0
32,20.65,4,17,3,1366133400,41.880994471,-87.632746489,,,6.68,,,Cash,,2280,,0.0
32,12.85,11,19,5,1447960500,41.880994471,-87.632746489,41.920451512,-87.679954768,4.1,,17031832200,Credit Card,Choice Taxi Association,1140,22,2.55
32,9.65,8,22,4,1376518500,41.880994471,-87.632746489,41.849246754,-87.624135298,2.9,,17031841000,Cash,,660,33,0.0
32,6.45,7,19,2,1437420600,41.880994471,-87.632746489,41.892507781,-87.626214906,1.2,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
32,5.45,12,19,1,1387135800,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,300,8,2.0
32,7.75,3,11,5,1458818100,41.880994471,-87.632746489,41.892507781,-87.626214906,0.9,,17031081500,Cash,Taxi Affiliation Services,660,8,0.0
32,11.75,12,21,5,1483045200,41.880994471,-87.632746489,41.892507781,-87.626214906,0.1,,17031081500,Credit Card,Taxi Affiliation Services,1140,8,5.0
32,7.75,2,18,3,1456253100,41.880994471,-87.632746489,41.892507781,-87.626214906,1.2,,17031081500,Credit Card,,540,8,2.0
32,7.65,9,11,6,1441971900,41.880994471,-87.632746489,41.892507781,-87.626214906,1.4,,17031081500,Cash,,660,8,0.0
32,6.85,4,8,5,1365668100,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
32,4.45,10,18,4,1413398700,41.880994471,-87.632746489,41.892507781,-87.626214906,0.4,,17031081500,Cash,,180,8,0.0
32,6.25,8,17,4,1409161500,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
32,6.65,2,13,4,1360760400,41.880994471,-87.632746489,41.892507781,-87.626214906,1.3,,17031081500,Cash,,480,8,0.0
32,6.85,5,13,5,1432215000,41.880994471,-87.632746489,41.892507781,-87.626214906,1.3,,17031081500,Credit Card,Taxi Affiliation Services,540,8,2.0
32,8.05,10,19,7,1413661500,41.880994471,-87.632746489,41.892507781,-87.626214906,1.5,,17031081500,Credit Card,3201 - C&D Cab Co Inc,720,8,5.0
32,7.85,7,8,4,1436345100,41.880994471,-87.632746489,41.892507781,-87.626214906,1.5,,17031081500,Cash,Northwest Management LLC,600,8,0.0
32,7.0,7,19,1,1468783800,41.880994471,-87.632746489,41.892507781,-87.626214906,1.3,,17031081500,Cash,,420,8,0.0
32,4.05,11,17,2,1383587100,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,120,8,0.0
32,8.25,2,18,6,1425061800,41.880994471,-87.632746489,41.892507781,-87.626214906,1.2,,17031081500,Credit Card,Taxi Affiliation Services,840,8,0.46
32,6.85,2,16,6,1425054600,41.880994471,-87.632746489,41.892507781,-87.626214906,1.1,,17031081500,Cash,,540,8,0.0
32,6.85,12,12,3,1387283400,41.880994471,-87.632746489,41.892507781,-87.626214906,1.3,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
32,6.85,3,11,3,1425380400,41.880994471,-87.632746489,41.892507781,-87.626214906,1.3,,17031081500,Cash,,480,8,0.0
32,8.75,11,18,1,1479664800,41.880994471,-87.632746489,41.892507781,-87.626214906,1.8,,17031081500,Credit Card,,720,8,3.0
32,6.25,10,13,3,1414503900,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,420,8,3.0
32,6.25,12,16,6,1417795200,41.880994471,-87.632746489,41.892507781,-87.626214906,1.0,,17031081500,Credit Card,Dispatch Taxi Affiliation,420,8,1.5
32,6.85,10,21,7,1414273500,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
32,9.25,12,18,2,1387219500,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,960,8,0.0
32,8.65,8,9,5,1440667800,41.880994471,-87.632746489,41.892507781,-87.626214906,1.4,,17031081500,Credit Card,Taxi Affiliation Services,780,8,2.0
32,6.65,2,11,4,1424259900,41.880994471,-87.632746489,41.892507781,-87.626214906,1.1,,17031081500,Cash,,480,8,0.0
32,5.25,10,15,5,1414077300,41.880994471,-87.632746489,41.892507781,-87.626214906,0.8,,17031081500,Credit Card,,300,8,2.0
32,5.45,8,7,7,1376120700,41.880994471,-87.632746489,41.892507781,-87.626214906,1.1,,17031081500,Cash,,300,8,0.0
32,6.05,12,16,3,1419955200,41.880994471,-87.632746489,41.892507781,-87.626214906,1.4,,17031081500,Cash,3011 - 66308 JBL Cab Inc.,360,8,0.0
32,6.25,4,12,5,1397132100,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
32,10.05,8,17,5,1409247900,41.880994471,-87.632746489,41.892507781,-87.626214906,0.26,,17031081500,Credit Card,,900,8,2.0
32,9.0,12,10,4,1482314400,41.880994471,-87.632746489,41.892507781,-87.626214906,1.7,,17031081500,Cash,,720,8,0.0
32,6.05,3,20,3,1364329800,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,360,8,0.0
32,14.25,12,19,5,1449171900,41.880994471,-87.632746489,41.921877461,-87.66407824,3.9,,17031832500,Credit Card,Choice Taxi Association,1560,7,2.85
32,10.85,1,15,5,1421940600,41.880994471,-87.632746489,41.921877461,-87.66407824,3.3,,17031832500,Cash,Taxi Affiliation Services,900,7,0.0
32,10.25,4,22,5,1428616800,41.880994471,-87.632746489,41.921877461,-87.66407824,3.3,,17031832500,Credit Card,Top Cab Affiliation,720,7,2.05
32,5.25,12,22,5,1449787500,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,300,8,2.0
32,5.05,1,9,3,1358242200,41.880994471,-87.632746489,41.892042136,-87.63186395,0.7,,17031081700,Cash,,300,8,0.0
32,6.65,8,12,3,1440506700,41.880994471,-87.632746489,41.892042136,-87.63186395,1.1,,17031081700,Credit Card,Taxi Affiliation Services,540,8,2.0
32,6.25,8,13,5,1375362000,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
32,6.65,1,20,4,1358973000,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Dispatch Taxi Affiliation,480,8,3.0
32,5.65,12,14,3,1417530600,41.880994471,-87.632746489,41.892042136,-87.63186395,0.8,,17031081700,Cash,,300,8,0.0
32,4.25,3,22,4,1425508200,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,120,8,0.0
32,8.25,12,17,7,1481994900,41.880994471,-87.632746489,41.892042136,-87.63186395,1.6,,17031081700,Cash,,720,8,0.0
32,5.85,1,10,6,1359108000,41.880994471,-87.632746489,41.892042136,-87.63186395,0.8,,17031081700,Cash,,360,8,0.0
32,4.65,9,14,5,1442500200,41.880994471,-87.632746489,41.892042136,-87.63186395,0.4,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
32,3.85,11,12,5,1415880000,41.880994471,-87.632746489,41.892042136,-87.63186395,0.3,,17031081700,Cash,,120,8,0.0
32,4.85,8,11,5,1440071100,41.880994471,-87.632746489,41.892042136,-87.63186395,0.6,,17031081700,Credit Card,Dispatch Taxi Affiliation,240,8,2.0
32,7.0,3,21,2,1458595800,41.880994471,-87.632746489,41.892042136,-87.63186395,1.1,,17031081700,Cash,Taxi Affiliation Services,480,8,0.0
32,5.45,3,12,5,1363867200,41.880994471,-87.632746489,41.892042136,-87.63186395,0.9,,17031081700,Cash,,300,8,0.0
32,5.25,3,19,6,1394220600,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
32,5.45,2,10,3,1422960300,41.880994471,-87.632746489,41.892042136,-87.63186395,0.9,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
32,5.05,11,11,5,1383822900,41.880994471,-87.632746489,41.892042136,-87.63186395,0.6,,17031081700,Credit Card,Dispatch Taxi Affiliation,240,8,1.0
32,5.85,11,16,2,1448901000,41.880994471,-87.632746489,41.892042136,-87.63186395,0.8,,17031081700,Credit Card,Top Cab Affiliation,420,8,2.0
32,5.85,5,9,4,1432113300,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
32,5.45,12,13,2,1450704600,41.880994471,-87.632746489,41.892042136,-87.63186395,0.7,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
32,6.75,7,16,7,1468080000,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,420,8,5.0
32,5.05,4,20,7,1365281100,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
32,4.25,8,18,5,1407435300,41.880994471,-87.632746489,41.892042136,-87.63186395,0.4,,17031081700,Cash,,120,8,0.0
32,5.45,10,22,2,1412632800,41.880994471,-87.632746489,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,,300,8,3.0
32,6.05,9,16,5,1409846400,41.880994471,-87.632746489,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,5074 - 54002 Ahzmi Inc,420,8,3.0
32,4.65,9,16,3,1443542400,41.880994471,-87.632746489,41.892042136,-87.63186395,0.7,,17031081700,Credit Card,,240,8,2.0
32,5.85,7,11,4,1374061500,41.880994471,-87.632746489,41.892042136,-87.63186395,0.8,,17031081700,Credit Card,,420,8,3.0
32,9.5,8,18,2,1471284000,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Blue Ribbon Taxi Association Inc.,1080,8,3.0
32,5.65,8,11,5,1408621500,41.880994471,-87.632746489,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,,300,8,2.0
32,16.25,9,11,6,1409915700,41.880994471,-87.632746489,41.953400044,-87.646007066,6.6,,17031060800,Credit Card,Taxi Affiliation Services,840,6,3.25
32,12.85,6,23,2,1402354800,41.880994471,-87.632746489,41.93057857,-87.642206313,4.5,,17031070102,Cash,Taxi Affiliation Services,780,7,0.0
32,11.05,5,8,2,1401091200,41.880994471,-87.632746489,41.97907082,-87.903039661,0.0,,17031980000,Cash,Dispatch Taxi Affiliation,1440,76,0.0
32,36.04,11,15,2,1447688700,41.880994471,-87.632746489,41.97907082,-87.903039661,17.6,,17031980000,Credit Card,,2760,76,9.51
32,35.05,8,13,5,1408021200,41.880994471,-87.632746489,41.97907082,-87.903039661,17.3,,17031980000,Credit Card,Top Cab Affiliation,1560,76,7.4
32,36.45,5,11,6,1368183600,41.880994471,-87.632746489,41.97907082,-87.903039661,17.9,,17031980000,Credit Card,Dispatch Taxi Affiliation,1560,76,7.25
32,35.85,2,6,5,1361427300,41.880994471,-87.632746489,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,,1320,76,7.57
32,39.85,5,15,6,1368198000,41.880994471,-87.632746489,41.97907082,-87.903039661,0.5,,17031980000,Cash,Dispatch Taxi Affiliation,2400,76,0.0
32,35.65,9,10,2,1379326500,41.880994471,-87.632746489,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,2040,76,7.6
32,37.05,6,15,2,1401722100,41.880994471,-87.632746489,41.97907082,-87.903039661,17.4,,17031980000,Credit Card,Taxi Affiliation Services,2820,76,8.0
32,45.5,8,19,5,1470944700,41.880994471,-87.632746489,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,,2100,76,9.1
32,38.04,12,7,6,1387525500,41.880994471,-87.632746489,41.97907082,-87.903039661,18.3,,17031980000,Credit Card,,2640,76,6.0
32,36.45,12,13,6,1386941400,41.880994471,-87.632746489,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Blue Ribbon Taxi Association Inc.,1920,76,7.65
32,38.05,7,6,2,1436163300,41.880994471,-87.632746489,41.97907082,-87.903039661,17.8,,17031980000,Cash,Taxi Affiliation Services,1860,76,0.0
32,36.25,8,12,6,1376656200,41.880994471,-87.632746489,41.97907082,-87.903039661,17.5,,17031980000,Credit Card,,1980,76,7.85
32,37.25,9,15,4,1442415600,41.880994471,-87.632746489,41.97907082,-87.903039661,17.1,,17031980000,Credit Card,,3300,76,9.81
32,35.05,4,13,4,1430313300,41.880994471,-87.632746489,41.97907082,-87.903039661,17.3,,17031980000,Credit Card,Dispatch Taxi Affiliation,1740,76,7.4
32,35.85,9,16,4,1441815300,41.880994471,-87.632746489,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Blue Ribbon Taxi Association Inc.,2220,76,7.75
32,35.05,6,7,6,1433489400,41.880994471,-87.632746489,41.97907082,-87.903039661,17.2,,17031980000,Cash,KOAM Taxi Association,1920,76,0.0
32,37.25,3,13,6,1426857300,41.880994471,-87.632746489,41.97907082,-87.903039661,18.5,,17031980000,Cash,Taxi Affiliation Services,1680,76,0.0
32,34.65,7,11,6,1405079100,41.880994471,-87.632746489,41.97907082,-87.903039661,17.2,,17031980000,Credit Card,,1620,76,7.33
32,9.85,5,19,4,1368646200,41.880994471,-87.632746489,41.921778356,-87.641459759,0.1,,17031071300,Cash,Taxi Affiliation Services,840,7,0.0
32,8.5,7,18,2,1468261800,41.880994471,-87.632746489,41.900265687,-87.63210922,3.7,,17031081000,Cash,Northwest Management LLC,720,8,0.0
32,5.85,5,17,6,1400864400,41.880994471,-87.632746489,41.900265687,-87.63210922,1.3,,17031081000,Cash,3385 - Eman Cab,360,8,0.0
32,6.85,2,18,7,1361037600,41.880994471,-87.632746489,41.900265687,-87.63210922,1.5,,17031081000,Credit Card,,480,8,3.0
32,7.05,3,17,2,1363023000,41.880994471,-87.632746489,41.900265687,-87.63210922,0.8,,17031081000,Cash,Northwest Management LLC,480,8,0.0
32,6.85,6,12,5,1403180100,41.880994471,-87.632746489,41.900265687,-87.63210922,3.2,,17031081000,Credit Card,Northwest Management LLC,480,8,2.0
32,6.85,11,19,3,1446578100,41.880994471,-87.632746489,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,540,8,0.0
32,6.05,12,19,3,1448996400,41.880994471,-87.632746489,41.900265687,-87.63210922,1.2,,17031081000,Cash,,420,8,0.0
32,8.25,7,16,6,1405699200,41.880994471,-87.632746489,41.900265687,-87.63210922,1.8,,17031081000,Cash,,720,8,0.0
32,9.65,8,23,7,1408231800,41.880994471,-87.632746489,41.914747305,-87.654007029,0.1,,17031832600,Cash,Taxi Affiliation Services,720,7,0.0
32,9.05,5,20,4,1367440200,41.880994471,-87.632746489,41.914747305,-87.654007029,2.5,,17031832600,Cash,,720,7,0.0
32,11.65,1,19,4,1421868600,41.880994471,-87.632746489,41.921778188,-87.651061884,3.1,,17031071100,Credit Card,Dispatch Taxi Affiliation,1140,7,2.3
32,12.45,10,16,6,1414772100,41.880994471,-87.632746489,41.914616286,-87.631717366,0.1,,17031071500,Cash,Taxi Affiliation Services,1500,7,0.0
32,7.85,8,1,2,1438563600,41.880994471,-87.632746489,41.914616286,-87.631717366,2.3,,17031071500,Credit Card,Taxi Affiliation Services,420,7,1.0
32,9.25,1,1,2,1421630100,41.880994471,-87.632746489,41.914616286,-87.631717366,2.6,,17031071500,No Charge,Dispatch Taxi Affiliation,660,7,0.0
32,8.45,6,13,6,1372425300,41.880994471,-87.632746489,41.914616286,-87.631717366,0.1,,17031071500,Cash,Taxi Affiliation Services,540,7,0.0
32,8.65,3,20,3,1363120200,41.880994471,-87.632746489,41.914616286,-87.631717366,2.0,,17031071500,Cash,Dispatch Taxi Affiliation,720,7,0.0
32,8.65,3,17,6,1396026900,41.880994471,-87.632746489,41.914616286,-87.631717366,0.0,,17031071500,Cash,Dispatch Taxi Affiliation,720,7,0.0
32,9.05,8,19,7,1407006000,41.880994471,-87.632746489,41.914616286,-87.631717366,2.0,,17031071500,Cash,,900,7,0.0
32,9.85,10,18,7,1446314400,41.880994471,-87.632746489,41.914616286,-87.631717366,2.4,,17031071500,Credit Card,Chicago Medallion Management,840,7,2.15
32,7.45,2,18,2,1422901800,41.880994471,-87.632746489,41.914616286,-87.631717366,0.1,,17031071500,Cash,Taxi Affiliation Services,480,7,0.0
32,17.0,3,19,5,1458241200,41.880994471,-87.632746489,41.935983574,-87.675821928,5.2,,17031051300,Credit Card,,960,5,3.4
32,8.25,10,12,5,1412253900,41.880994471,-87.632746489,41.877406123,-87.621971652,0.8,,17031320400,Cash,Top Cab Affiliation,960,32,0.0
32,5.05,12,12,6,1450440000,41.880994471,-87.632746489,41.877406123,-87.621971652,0.59,,17031320400,Credit Card,,300,32,2.0
32,5.5,4,14,2,1459781100,41.880994471,-87.632746489,41.877406123,-87.621971652,0.7,,17031320400,Credit Card,,300,32,2.0
32,6.65,6,17,2,1434387600,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,540,32,1.2
32,55.45,5,12,5,1400156100,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Northwest Management LLC,2820,32,0.0
32,5.25,3,9,7,1425719700,41.880994471,-87.632746489,41.877406123,-87.621971652,0.7,,17031320400,Cash,Taxi Affiliation Services,240,32,0.0
32,6.05,4,8,5,1429776900,41.880994471,-87.632746489,41.877406123,-87.621971652,0.9,,17031320400,Cash,,420,32,0.0
32,4.85,12,21,7,1388266200,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,360,32,0.0
32,5.25,9,21,3,1410902100,41.880994471,-87.632746489,41.877406123,-87.621971652,0.8,,17031320400,Cash,Choice Taxi Association,240,32,0.0
32,5.05,2,8,5,1424333700,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,240,32,2.0
32,5.05,3,14,6,1395410400,41.880994471,-87.632746489,41.877406123,-87.621971652,0.05,,17031320400,Cash,,300,32,0.0
32,4.84,2,21,7,1359838800,41.880994471,-87.632746489,41.877406123,-87.621971652,0.5,,17031320400,Cash,,180,32,0.0
32,4.45,12,12,4,1450872000,41.880994471,-87.632746489,41.877406123,-87.621971652,0.3,,17031320400,Cash,,180,32,0.0
32,4.45,10,15,3,1444749300,41.880994471,-87.632746489,41.877406123,-87.621971652,0.5,,17031320400,Credit Card,,180,32,2.0
32,12.25,4,1,1,1398562200,41.880994471,-87.632746489,41.921647132,-87.689951469,0.0,,17031221500,Credit Card,Blue Ribbon Taxi Association Inc.,660,22,3.3
32,24.25,2,16,5,1392913800,41.880994471,-87.632746489,41.994266094,-87.678688211,9.8,,17031020902,Credit Card,,1800,2,3.0
32,6.25,5,19,6,1399664700,41.880994471,-87.632746489,41.89830587,-87.653613982,1.4,,17031842300,Credit Card,Taxi Affiliation Services,300,24,2.0
32,5.65,8,15,4,1376494200,41.880994471,-87.632746489,41.89830587,-87.653613982,0.9,,17031842300,Cash,Dispatch Taxi Affiliation,300,24,0.0
32,12.85,12,20,5,1386879300,41.880994471,-87.632746489,41.934762456,-87.639853859,4.8,,17031063302,Credit Card,Choice Taxi Association,720,6,3.85
32,10.85,11,20,7,1414873800,41.880994471,-87.632746489,41.921701492,-87.655911848,0.0,,17031071000,Cash,Taxi Affiliation Services,1020,7,0.0
32,12.75,11,18,7,1479580200,41.880994471,-87.632746489,41.921701492,-87.655911848,3.4,,17031071000,Credit Card,Northwest Management LLC,1020,7,1.75
32,9.05,4,21,3,1428443100,41.880994471,-87.632746489,41.859349715,-87.617358006,2.4,,17031330100,Credit Card,2192 - 73487 Zeymane Corp,660,33,2.0
32,9.25,11,11,2,1416224700,41.880994471,-87.632746489,41.859349715,-87.617358006,2.7,,17031330100,Credit Card,KOAM Taxi Association,660,33,2.0
32,9.05,1,16,4,1359561600,41.880994471,-87.632746489,41.859349715,-87.617358006,2.4,,17031330100,Cash,,600,33,0.0
32,9.44,2,13,6,1392385500,41.880994471,-87.632746489,41.859349715,-87.617358006,2.6,,17031330100,Cash,,660,33,0.0
32,11.25,7,12,2,1373892300,41.880994471,-87.632746489,41.859349715,-87.617358006,3.1,,17031330100,Cash,,840,33,0.0
32,7.45,5,9,2,1401096600,41.880994471,-87.632746489,41.859349715,-87.617358006,1.8,,17031330100,Cash,Taxi Affiliation Services,480,33,0.0
32,8.85,5,22,4,1431555300,41.880994471,-87.632746489,41.859349715,-87.617358006,2.6,,17031330100,Cash,,600,33,0.0
32,8.25,1,18,5,1422554400,41.880994471,-87.632746489,41.859349715,-87.617358006,1.7,,17031330100,Credit Card,Northwest Management LLC,720,33,2.0
32,10.65,10,12,7,1381581000,41.880994471,-87.632746489,41.859349715,-87.617358006,3.1,,17031330100,Cash,,780,33,0.0
32,7.05,4,22,3,1396391400,41.880994471,-87.632746489,41.859349715,-87.617358006,1.5,,17031330100,Cash,Dispatch Taxi Affiliation,480,33,0.0
32,8.85,9,17,4,1442423700,41.880994471,-87.632746489,41.859349715,-87.617358006,0.1,,17031330100,Credit Card,Blue Ribbon Taxi Association Inc.,720,33,2.0
32,8.05,6,22,4,1401920100,41.880994471,-87.632746489,41.859349715,-87.617358006,2.1,,17031330100,Cash,Northwest Management LLC,540,33,0.0
32,8.25,3,15,3,1394550000,41.880994471,-87.632746489,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,540,33,0.0
32,9.65,10,18,5,1446142500,41.880994471,-87.632746489,41.859349715,-87.617358006,2.5,,17031330100,Credit Card,Taxi Affiliation Services,780,33,2.0
32,10.85,4,23,6,1428706800,41.880994471,-87.632746489,41.906025969,-87.675311622,0.0,,17031241400,Credit Card,Blue Ribbon Taxi Association Inc.,660,24,2.35
32,11.45,1,22,5,1389910500,41.880994471,-87.632746489,41.906025969,-87.675311622,3.8,,17031241400,Cash,,720,24,0.0
32,10.85,6,19,4,1403120700,41.880994471,-87.632746489,41.906025969,-87.675311622,3.5,,17031241400,Cash,Northwest Management LLC,780,24,0.0
32,6.65,8,18,5,1407435300,41.880994471,-87.632746489,41.892658108,-87.652534484,1.1,,17031243500,Credit Card,,480,24,2.0
32,6.85,7,18,4,1375294500,41.880994471,-87.632746489,41.892658108,-87.652534484,0.0,,17031243500,Cash,Taxi Affiliation Services,540,24,0.0
32,9.25,12,14,5,1450362600,41.880994471,-87.632746489,41.892658108,-87.652534484,2.1,,17031243500,Cash,,840,24,0.0
32,10.45,3,19,6,1364586300,41.880994471,-87.632746489,41.899506548,-87.679600287,0.0,,17031242300,Cash,Taxi Affiliation Services,660,24,0.0
32,8.05,6,21,3,1403038800,41.880994471,-87.632746489,41.907520075,-87.6266589,0.1,,17031080100,Credit Card,Taxi Affiliation Services,600,8,1.25
32,9.05,6,20,2,1435005000,41.880994471,-87.632746489,41.907520075,-87.6266589,2.4,,17031080100,Cash,,720,8,0.0
32,6.85,2,22,4,1360792800,41.880994471,-87.632746489,41.907520075,-87.6266589,1.7,,17031080100,Cash,,420,8,0.0
32,10.45,3,18,4,1427309100,41.880994471,-87.632746489,41.907520075,-87.6266589,0.1,,17031080100,Cash,Blue Ribbon Taxi Association Inc.,1080,8,0.0
32,12.75,12,19,6,1481310900,41.880994471,-87.632746489,41.907520075,-87.6266589,0.1,,17031080100,Credit Card,Taxi Affiliation Services,1440,8,2.55
32,8.85,7,1,4,1436319000,41.880994471,-87.632746489,41.907520075,-87.6266589,0.0,,17031080100,Credit Card,Taxi Affiliation Services,600,8,2.0
32,21.85,6,20,5,1370548800,41.880994471,-87.632746489,41.907520075,-87.6266589,0.96,,17031080100,Cash,,1260,8,0.0
32,7.45,2,9,3,1361267100,41.880994471,-87.632746489,41.870415,-87.675085621,2.2,,17031838200,Cash,,300,28,0.0
32,9.65,2,9,5,1424943900,41.880994471,-87.632746489,41.870415,-87.675085621,0.1,,17031838200,Cash,Taxi Affiliation Services,600,28,0.0
32,17.5,5,1,7,1463793300,41.880994471,-87.632746489,41.928391397,-87.704907236,5.9,,17031220500,Credit Card,Taxi Affiliation Services,900,22,1.0
32,12.45,3,15,1,1364139000,41.880994471,-87.632746489,41.936237179,-87.656411531,0.2,,17031062900,Cash,Taxi Affiliation Services,960,6,0.0
32,7.65,1,17,6,1390582800,41.880994471,-87.632746489,41.905857769,-87.630865027,0.12,,17031080202,Cash,,720,8,0.0
32,8.75,8,8,2,1470039300,41.880994471,-87.632746489,41.905857769,-87.630865027,1.9,,17031080202,Cash,Taxi Affiliation Services,600,8,0.0
32,7.05,5,19,5,1400787900,41.880994471,-87.632746489,41.905857769,-87.630865027,1.6,,17031080202,Cash,,420,8,0.0
32,6.65,2,20,4,1393444800,41.880994471,-87.632746489,41.905857769,-87.630865027,0.0,,17031080202,Cash,Dispatch Taxi Affiliation,360,8,0.0
32,10.45,12,19,4,1418842800,41.880994471,-87.632746489,41.922082541,-87.634156093,0.0,,17031071400,Cash,Taxi Affiliation Services,960,7,0.0
32,10.45,6,20,5,1403814600,41.880994471,-87.632746489,41.922082541,-87.634156093,2.8,,17031071400,Cash,,840,7,0.0
32,11.25,6,23,6,1403305200,41.880994471,-87.632746489,41.922082541,-87.634156093,2.9,,17031071400,Credit Card,,1020,7,2.0
32,13.25,9,14,4,1441204200,41.880994471,-87.632746489,41.922082541,-87.634156093,4.2,,17031071400,Cash,Taxi Affiliation Services,1140,7,0.0
32,6.65,4,17,3,1430242200,41.880994471,-87.632746489,41.890922026,-87.618868355,1.0,,17031081403,Cash,Northwest Management LLC,540,8,0.0
32,6.05,10,15,2,1445268600,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
32,8.05,6,9,7,1403342100,41.880994471,-87.632746489,41.890922026,-87.618868355,2.0,,17031081403,Cash,,600,8,0.0
32,7.05,10,21,6,1382130900,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Dispatch Taxi Affiliation,480,8,0.0
32,6.65,5,17,3,1369156500,41.880994471,-87.632746489,41.890922026,-87.618868355,1.3,,17031081403,Cash,,480,8,0.0
32,6.65,5,10,3,1432634400,41.880994471,-87.632746489,41.890922026,-87.618868355,0.14,,17031081403,Credit Card,,420,8,2.0
32,8.05,1,18,7,1422123300,41.880994471,-87.632746489,41.890922026,-87.618868355,1.7,,17031081403,Cash,Northwest Management LLC,600,8,0.0
32,5.45,7,16,4,1375287300,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
32,11.05,6,16,4,1370448900,41.880994471,-87.632746489,41.890922026,-87.618868355,0.39,,17031081403,Credit Card,,720,8,2.0
32,7.85,11,19,4,1447873200,41.880994471,-87.632746489,41.890922026,-87.618868355,1.8,,17031081403,Credit Card,,540,8,3.0
32,8.85,7,15,6,1436540400,41.880994471,-87.632746489,41.890922026,-87.618868355,0.9,,17031081403,Cash,Taxi Affiliation Services,960,8,0.0
32,8.25,6,9,2,1402306200,41.880994471,-87.632746489,41.890922026,-87.618868355,1.7,,17031081403,Credit Card,,720,8,3.0
32,6.65,6,20,5,1402605000,41.880994471,-87.632746489,41.890922026,-87.618868355,1.8,,17031081403,Credit Card,Taxi Affiliation Services,240,8,2.0
32,6.65,2,10,5,1423737000,41.880994471,-87.632746489,41.890922026,-87.618868355,1.2,,17031081403,Cash,,480,8,0.0
32,6.65,5,11,5,1399549500,41.880994471,-87.632746489,41.890922026,-87.618868355,1.2,,17031081403,Credit Card,,540,8,2.0
32,5.65,12,0,2,1385942400,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,300,8,2.0
32,6.25,1,12,4,1422449100,41.880994471,-87.632746489,41.890922026,-87.618868355,1.1,,17031081403,Credit Card,Northwest Management LLC,420,8,2.0
32,6.0,1,19,1,1453058100,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
32,8.25,1,17,2,1421084700,41.880994471,-87.632746489,41.890922026,-87.618868355,1.6,,17031081403,Cash,,720,8,0.0
32,7.85,10,20,5,1413490500,41.880994471,-87.632746489,41.899737388,-87.664953917,2.3,,17031242000,Credit Card,,360,24,0.0
32,8.05,5,23,5,1368745200,41.880994471,-87.632746489,41.899737388,-87.664953917,2.4,,17031242000,Cash,,360,24,0.0
32,12.25,5,1,6,1431048600,41.880994471,-87.632746489,41.934659157,-87.646729729,3.9,,17031063400,Credit Card,Taxi Affiliation Services,960,6,2.45
32,6.05,10,11,6,1444389300,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
32,6.65,10,11,3,1445339700,41.880994471,-87.632746489,41.884987192,-87.620992913,1.5,,17031320100,Credit Card,,420,32,2.0
32,5.25,3,17,7,1426355100,41.880994471,-87.632746489,41.884987192,-87.620992913,0.6,,17031320100,Cash,Top Cab Affiliation,300,32,0.0
32,4.65,6,10,5,1435229100,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,240,32,2.0
32,5.05,5,15,2,1430753400,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,180,32,0.0
32,5.25,10,13,4,1412774100,41.880994471,-87.632746489,41.884987192,-87.620992913,0.5,,17031320100,Credit Card,Taxi Affiliation Services,300,32,2.0
32,5.85,10,15,7,1381590000,41.880994471,-87.632746489,41.884987192,-87.620992913,0.9,,17031320100,Cash,,420,32,0.0
32,8.85,6,13,4,1403701200,41.880994471,-87.632746489,41.884987192,-87.620992913,1.1,,17031320100,Cash,Northwest Management LLC,960,32,0.0
32,6.05,6,19,6,1403896500,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
32,4.65,7,9,3,1374570900,41.880994471,-87.632746489,41.884987192,-87.620992913,0.6,,17031320100,Cash,,240,32,0.0
32,4.25,11,8,6,1415952000,41.880994471,-87.632746489,41.884987192,-87.620992913,0.4,,17031320100,Credit Card,,180,32,1.0
32,5.85,3,22,5,1363299300,41.880994471,-87.632746489,41.884987192,-87.620992913,1.1,,17031320100,Cash,,300,32,0.0
32,6.25,7,21,4,1437600600,41.880994471,-87.632746489,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,,360,32,2.0
32,7.25,9,20,4,1443645900,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
32,4.45,2,11,5,1424950200,41.880994471,-87.632746489,41.884987192,-87.620992913,0.4,,17031320100,Cash,,180,32,0.0
32,7.45,2,19,2,1392058800,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,720,32,2.0
32,7.05,1,15,4,1358348400,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,480,32,0.0
32,5.45,1,13,4,1421845200,41.880994471,-87.632746489,41.884987192,-87.620992913,0.8,,17031320100,Cash,,300,32,0.0
32,6.85,11,10,5,1448534700,41.880994471,-87.632746489,41.884987192,-87.620992913,1.08,,17031320100,Cash,,540,32,0.0
32,6.75,12,12,3,1482237000,41.880994471,-87.632746489,41.884987192,-87.620992913,0.9,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
32,7.05,5,23,3,1430869500,41.880994471,-87.632746489,41.884987192,-87.620992913,1.4,,17031320100,Credit Card,Dispatch Taxi Affiliation,480,32,3.0
32,5.05,7,9,4,1375261200,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
32,5.45,7,11,1,1436094900,41.880994471,-87.632746489,41.884987192,-87.620992913,0.9,,17031320100,Cash,,300,32,0.0
32,5.65,7,16,4,1437581700,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
32,6.85,3,16,2,1396283400,41.880994471,-87.632746489,41.884987192,-87.620992913,0.12,,17031320100,Credit Card,,600,32,3.0
32,7.25,6,18,4,1433355300,41.880994471,-87.632746489,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,Northwest Management LLC,600,32,3.0
32,6.25,1,20,3,1390941900,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
32,5.85,2,12,4,1360756800,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
32,4.65,2,23,7,1360451700,41.880994471,-87.632746489,41.884987192,-87.620992913,0.5,,17031320100,Cash,,180,32,0.0
32,5.45,11,16,5,1448553600,41.880994471,-87.632746489,41.884987192,-87.620992913,1.0,,17031320100,Cash,Dispatch Taxi Affiliation,360,32,0.0
32,5.25,11,20,6,1383338700,41.880994471,-87.632746489,41.884987192,-87.620992913,0.7,,17031320100,Cash,,240,32,0.0
32,5.85,11,6,2,1415601900,41.880994471,-87.632746489,41.884987192,-87.620992913,1.0,,17031320100,Cash,,300,32,0.0
32,4.65,10,10,3,1382437800,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
32,4.85,8,17,3,1407259800,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
32,6.05,1,10,6,1391164200,41.880994471,-87.632746489,41.884987192,-87.620992913,1.0,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
32,6.25,9,21,2,1379970000,41.880994471,-87.632746489,41.884987192,-87.620992913,1.0,,17031320100,Cash,,420,32,0.0
32,7.65,5,7,3,1369727100,41.880994471,-87.632746489,41.884987192,-87.620992913,1.5,,17031320100,Credit Card,,600,32,2.0
32,6.25,4,14,3,1398780900,41.880994471,-87.632746489,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,Choice Taxi Association,480,32,2.0
32,6.25,5,22,4,1430951400,41.880994471,-87.632746489,41.884987192,-87.620992913,1.0,,17031320100,Cash,,480,32,0.0
32,4.25,6,14,2,1401720300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Cash,,180,32,0.0
32,6.45,11,21,2,1447710300,41.880994471,-87.632746489,41.880994471,-87.632746489,1.3,,17031839100,Cash,,420,32,0.0
32,7.05,7,10,3,1438080300,41.880994471,-87.632746489,41.880994471,-87.632746489,1.1,,17031839100,Cash,Dispatch Taxi Affiliation,600,32,0.0
32,4.25,5,12,1,1431864900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Cash,,120,32,0.0
32,3.25,8,20,6,1440189000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,0,32,0.0
32,4.45,8,12,3,1439901000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.34,,17031839100,Credit Card,,180,32,2.0
32,4.85,3,17,3,1393955100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,5.25,2,14,4,1393425900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,300,32,2.0
32,4.45,5,8,3,1432629900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,120,32,0.0
32,4.65,9,10,4,1410344100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Cash,,240,32,0.0
32,4.25,6,11,5,1371727800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Cash,,180,32,0.0
32,5.65,4,12,6,1428065100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,4.05,10,10,6,1445595300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.31,,17031839100,Cash,,120,32,0.0
32,7.05,3,9,5,1395913500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.9,,17031839100,Cash,Dispatch Taxi Affiliation,600,32,0.0
32,4.05,6,16,2,1372092300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,120,32,0.0
32,6.05,10,18,6,1446229800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,,480,32,2.0
32,5.65,1,2,3,1357006500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.9,,17031839100,Cash,,360,32,0.0
32,5.25,9,7,3,1410851700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,4.05,4,18,2,1398708900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Credit Card,Choice Taxi Association,180,32,4.0
32,4.65,4,17,3,1366736400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Cash,,240,32,0.0
32,4.85,9,17,5,1442509200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,240,32,1.0
32,4.25,3,18,2,1426531500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,3.25,5,0,1,1431823500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,0,32,1.0
32,3.25,9,14,2,1411999200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,0,32,0.0
32,4.85,9,14,5,1380205800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,5.45,6,14,5,1403792100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
32,4.85,10,20,4,1383163200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
32,5.05,2,13,2,1392644700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Cash,C & D Cab Co Inc,240,32,0.0
32,4.65,10,12,5,1380804300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Cash,Choice Taxi Association,240,32,0.0
32,7.65,6,16,6,1403886600,41.880994471,-87.632746489,41.880994471,-87.632746489,1.3,,17031839100,Credit Card,Taxi Affiliation Services,720,32,3.0
32,4.25,10,21,3,1444772700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Cash,,120,32,0.0
32,20.85,9,9,5,1411637400,41.880994471,-87.632746489,41.880994471,-87.632746489,8.6,,17031839100,Credit Card,,1320,32,5.0
32,5.45,11,17,5,1415293200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Cash,,300,32,0.0
32,5.75,4,16,4,1459959300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,,360,32,2.0
32,4.65,4,16,2,1366044300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Cash,,180,32,0.0
32,3.25,9,14,2,1443450600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,0,32,0.0
32,5.25,11,7,4,1447227000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Cash,,300,32,0.0
32,4.25,3,10,6,1396000800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Cash,Dispatch Taxi Affiliation,180,32,0.0
32,3.65,8,11,5,1375355700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,,60,32,0.0
32,17.25,10,16,7,1412441100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.27,,17031839100,Cash,,2160,32,0.0
32,5.45,8,16,2,1377535500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
32,6.05,1,12,2,1390826700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
32,3.25,3,12,5,1426766400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,,0,32,0.0
32,5.5,6,13,2,1465218000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
32,4.25,10,20,2,1382990400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,120,32,0.0
32,7.05,7,9,3,1437470100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,Choice Taxi Association,660,32,2.0
32,4.85,3,15,4,1362582900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,4.65,11,17,4,1384968600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,5.05,9,12,4,1409748300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,180,32,2.0
32,4.25,7,7,6,1373614200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,5.45,3,9,4,1425462300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Credit Card,KOAM Taxi Association,420,32,2.0
32,4.85,1,13,5,1358429400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,240,32,0.0
32,11.45,12,18,2,1419876900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,1440,32,0.0
32,14.25,2,16,5,1424969100,41.880994471,-87.632746489,41.880994471,-87.632746489,3.1,,17031839100,Credit Card,Northwest Management LLC,1680,32,3.55
32,4.45,12,13,4,1386164700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,,240,32,0.0
32,4.65,4,23,4,1398294900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,Dispatch Taxi Affiliation,180,32,2.0
32,4.0,7,20,4,1468440000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Credit Card,,60,32,3.0
32,5.65,2,21,3,1423602000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,4.45,2,15,5,1423753200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,Dispatch Taxi Affiliation,180,32,0.0
32,3.65,5,8,5,1431591300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.2,,17031839100,Cash,,60,32,0.0
32,4.45,1,14,3,1358865900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,Northwest Management LLC,180,32,0.0
32,4.65,1,8,4,1421224200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Credit Card,,240,32,3.0
32,4.05,4,15,6,1397835000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,120,32,1.5
32,3.85,7,12,3,1406030400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Credit Card,Taxi Affiliation Services,120,32,2.0
32,5.05,4,11,5,1427975100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,5.85,12,9,6,1387532700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,420,32,0.0
32,4.25,2,13,2,1456147800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Cash,Dispatch Taxi Affiliation,180,32,0.0
32,6.45,4,16,5,1430409600,41.880994471,-87.632746489,41.88528132,-87.6572332,0.0,,17031833000,Cash,Blue Ribbon Taxi Association Inc.,420,28,0.0
32,6.85,1,19,6,1389987000,41.880994471,-87.632746489,41.88528132,-87.6572332,1.2,,17031833000,Cash,Taxi Affiliation Services,600,28,0.0
32,6.65,5,10,2,1399891500,41.880994471,-87.632746489,41.88528132,-87.6572332,1.5,,17031833000,Cash,Taxi Affiliation Services,480,28,0.0
32,5.85,4,20,3,1366144200,41.880994471,-87.632746489,41.88528132,-87.6572332,0.1,,17031833000,Cash,Taxi Affiliation Services,360,28,0.0
32,6.45,9,17,6,1441992600,41.880994471,-87.632746489,41.88528132,-87.6572332,1.0,,17031833000,Credit Card,,480,28,2.0
32,7.45,10,17,6,1445014800,41.880994471,-87.632746489,41.88528132,-87.6572332,1.0,,17031833000,Cash,,720,28,0.0
32,6.85,5,18,1,1431283500,41.880994471,-87.632746489,41.88528132,-87.6572332,1.4,,17031833000,Cash,,420,28,0.0
32,6.85,4,14,3,1396965600,41.880994471,-87.632746489,41.88528132,-87.6572332,1.4,,17031833000,Credit Card,Northwest Management LLC,480,28,2.0
32,7.65,3,14,2,1395672300,41.880994471,-87.632746489,41.88528132,-87.6572332,1.8,,17031833000,Credit Card,Taxi Affiliation Services,600,28,3.0
32,9.05,10,17,6,1382118300,41.880994471,-87.632746489,41.891971508,-87.612945414,1.6,,17031081402,Cash,Choice Taxi Association,720,8,0.0
32,8.65,5,12,1,1399205700,41.880994471,-87.632746489,41.891971508,-87.612945414,2.4,,17031081402,Credit Card,Choice Taxi Association,720,8,0.0
32,5.65,7,23,5,1406850300,41.880994471,-87.632746489,41.891971508,-87.612945414,1.1,,17031081402,Cash,Taxi Affiliation Services,360,8,0.0
32,9.05,7,18,7,1374948900,41.880994471,-87.632746489,41.891971508,-87.612945414,0.1,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,780,8,0.0
32,10.65,5,15,3,1367941500,41.880994471,-87.632746489,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,960,8,0.0
32,6.85,10,18,1,1445193000,41.880994471,-87.632746489,41.891971508,-87.612945414,1.3,,17031081402,Credit Card,Taxi Affiliation Services,480,8,1.0
32,8.65,12,12,2,1388406600,41.880994471,-87.632746489,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Dispatch Taxi Affiliation,600,8,1.0
32,12.25,9,18,5,1410460200,41.880994471,-87.632746489,41.891971508,-87.612945414,1.6,,17031081402,Credit Card,Dispatch Taxi Affiliation,1560,8,2.45
32,18.85,8,13,6,1376658000,41.880994471,-87.632746489,41.946294536,-87.654298084,0.4,,17031832000,Credit Card,Taxi Affiliation Services,1500,6,3.95
32,10.05,4,15,2,1364829300,41.880994471,-87.632746489,41.921854911,-87.646210977,3.3,,17031071200,Cash,,660,7,0.0
32,10.65,10,19,6,1446231600,41.880994471,-87.632746489,41.907412816,-87.640901525,2.5,,17031080400,Credit Card,Taxi Affiliation Services,1020,8,2.05
32,8.45,8,15,6,1377270900,41.880994471,-87.632746489,41.907412816,-87.640901525,0.1,,17031080400,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
32,15.65,6,23,5,1403826300,41.880994471,-87.632746489,41.962178629,-87.645378762,0.0,,17031031400,Credit Card,Taxi Affiliation Services,900,3,3.3
32,7.05,4,15,5,1429803900,41.880994471,-87.632746489,41.879066994,-87.657005027,1.3,,17031833100,Cash,6488 - 83287 Zuha Taxi,540,28,0.0
32,6.05,8,1,5,1440639000,41.880994471,-87.632746489,41.879066994,-87.657005027,1.3,,17031833100,Cash,Taxi Affiliation Services,300,28,0.0
32,6.25,11,11,2,1416223800,41.880994471,-87.632746489,41.879066994,-87.657005027,0.0,,17031833100,Credit Card,Blue Ribbon Taxi Association Inc.,360,28,2.0
32,6.45,4,15,4,1429716600,41.880994471,-87.632746489,41.879066994,-87.657005027,0.0,,17031833100,Credit Card,Choice Taxi Association,360,28,2.0
32,5.75,10,2,7,1475894700,41.880994471,-87.632746489,41.879066994,-87.657005027,1.1,,17031833100,Credit Card,,240,28,2.0
32,6.05,6,9,2,1434361500,41.880994471,-87.632746489,41.879066994,-87.657005027,1.4,,17031833100,Credit Card,Taxi Affiliation Services,360,28,2.0
32,7.85,11,10,2,1384769700,41.880994471,-87.632746489,41.879066994,-87.657005027,1.7,,17031833100,Cash,Taxi Affiliation Services,480,28,0.0
32,6.65,5,16,4,1432140300,41.880994471,-87.632746489,41.879066994,-87.657005027,0.0,,17031833100,Credit Card,Taxi Affiliation Services,480,28,2.0
32,11.05,1,18,4,1389204000,41.880994471,-87.632746489,41.879066994,-87.657005027,0.0,,17031833100,Credit Card,Taxi Affiliation Services,1260,28,1.0
32,5.05,11,17,3,1448384400,41.880994471,-87.632746489,41.900221297,-87.629105186,0.9,,17031081100,Cash,,180,8,0.0
32,10.65,8,19,5,1408649400,41.880994471,-87.632746489,41.900221297,-87.629105186,0.1,,17031081100,Cash,Taxi Affiliation Services,1200,8,0.0
32,8.05,7,12,6,1438344900,41.880994471,-87.632746489,41.900221297,-87.629105186,1.5,,17031081100,Credit Card,,720,8,2.0
32,7.85,12,11,6,1450439100,41.880994471,-87.632746489,41.900221297,-87.629105186,1.2,,17031081100,Credit Card,,660,8,2.0
32,7.05,4,18,6,1366394400,41.880994471,-87.632746489,41.900221297,-87.629105186,1.5,,17031081100,Cash,,480,8,0.0
32,14.45,4,17,6,1428687000,41.880994471,-87.632746489,41.911972301,-87.683642922,4.9,,17031240500,Credit Card,,1320,24,2.0
32,4.25,4,17,2,1430154900,41.880994471,-87.632746489,41.879255084,-87.642648998,0.4,,17031281900,Cash,Taxi Affiliation Services,180,28,0.0
32,4.25,2,18,3,1424197800,41.880994471,-87.632746489,41.879255084,-87.642648998,0.5,,17031281900,Credit Card,,120,28,2.0
32,6.85,2,9,6,1392975900,41.880994471,-87.632746489,41.879255084,-87.642648998,1.2,,17031281900,Cash,Dispatch Taxi Affiliation,540,28,0.0
32,5.05,12,14,5,1449757800,41.880994471,-87.632746489,41.879255084,-87.642648998,0.9,,17031281900,Credit Card,,240,28,2.0
32,6.25,6,17,7,1370713500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,420,28,4.0
32,5.65,5,18,5,1399572000,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Cash,,360,28,0.0
32,4.85,10,22,6,1446244200,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Credit Card,,180,28,2.0
32,4.65,2,15,6,1392994800,41.880994471,-87.632746489,41.879255084,-87.642648998,0.5,,17031281900,Cash,,240,28,0.0
32,4.65,12,16,3,1386692100,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,180,28,0.0
32,5.5,2,21,5,1454620500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.7,,17031281900,Cash,Dispatch Taxi Affiliation,360,28,0.0
32,6.45,12,12,7,1387025100,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Cash,,480,28,0.0
32,4.65,12,8,6,1449823500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.6,,17031281900,Credit Card,Dispatch Taxi Affiliation,180,28,1.0
32,5.05,6,15,5,1403190900,41.880994471,-87.632746489,41.879255084,-87.642648998,0.5,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,5.65,10,9,6,1444987800,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Cash,,360,28,0.0
32,5.45,3,12,3,1394541900,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,360,28,0.0
32,6.25,3,18,2,1426528800,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,480,28,0.0
32,4.65,12,9,6,1418375700,41.880994471,-87.632746489,41.879255084,-87.642648998,0.4,,17031281900,Cash,Taxi Affiliation Services,240,28,0.0
32,4.05,6,16,6,1435335300,41.880994471,-87.632746489,41.879255084,-87.642648998,0.4,,17031281900,Cash,Northwest Management LLC,180,28,0.0
32,4.25,12,11,7,1449313200,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Dispatch Taxi Affiliation,120,28,1.0
32,5.45,11,16,6,1383926400,41.880994471,-87.632746489,41.879255084,-87.642648998,0.7,,17031281900,Credit Card,,360,28,2.0
32,5.45,12,16,3,1450197000,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,4.25,9,14,4,1411569000,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,180,28,0.0
32,6.05,12,6,6,1419575400,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,0.0,5,13,2,1399902300,41.880994471,-87.632746489,41.879255084,-87.642648998,0.3,,17031281900,Cash,Taxi Affiliation Services,120,28,0.0
32,5.05,5,19,4,1432754100,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,360,28,0.0
32,5.45,8,11,6,1440760500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.9,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,5.05,12,15,1,1417965300,41.880994471,-87.632746489,41.879255084,-87.642648998,0.99,,17031281900,Cash,,240,28,0.0
32,5.05,2,12,5,1392898500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,3.65,5,7,5,1367478000,41.880994471,-87.632746489,41.879255084,-87.642648998,0.2,,17031281900,Cash,,120,28,0.0
32,4.65,11,16,2,1415637000,41.880994471,-87.632746489,41.879255084,-87.642648998,0.4,,17031281900,Credit Card,,240,28,0.93
32,4.85,6,14,7,1435414500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.6,,17031281900,Cash,Taxi Affiliation Services,240,28,0.0
32,5.25,10,16,6,1444409100,41.880994471,-87.632746489,41.879255084,-87.642648998,0.6,,17031281900,Credit Card,Northwest Management LLC,360,28,2.0
32,5.25,9,8,4,1379493000,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,240,28,0.0
32,33.25,6,23,4,1402528500,41.880994471,-87.632746489,41.982775009,-87.8773054,16.1,,17031770700,Credit Card,Dispatch Taxi Affiliation,1380,,6.65
32,15.65,9,13,1,1442756700,41.880994471,-87.632746489,41.929046937,-87.651310877,5.7,,17031070300,Cash,,1140,7,0.0
32,9.75,3,18,4,1458756000,41.880994471,-87.632746489,41.902788048,-87.62614559,1.8,,17031081202,Credit Card,,900,8,1.5
32,8.25,6,13,6,1371214800,41.880994471,-87.632746489,41.902788048,-87.62614559,1.9,,17031081202,Cash,,660,8,0.0
32,7.85,3,17,2,1425923100,41.880994471,-87.632746489,41.902788048,-87.62614559,0.1,,17031081202,Cash,Taxi Affiliation Services,600,8,0.0
32,5.25,1,13,6,1388754000,41.880994471,-87.632746489,41.892072635,-87.628874157,0.8,,17031081600,Cash,Taxi Affiliation Services,300,8,0.0
32,6.45,4,20,4,1429130700,41.880994471,-87.632746489,41.892072635,-87.628874157,1.4,,17031081600,Cash,Taxi Affiliation Services,420,8,0.0
32,5.25,6,1,1,1371344400,41.880994471,-87.632746489,41.892072635,-87.628874157,0.9,,17031081600,Cash,,240,8,0.0
32,6.05,7,22,2,1436220000,41.880994471,-87.632746489,41.892072635,-87.628874157,0.9,,17031081600,Cash,,420,8,0.0
32,6.65,5,12,5,1369312200,41.880994471,-87.632746489,41.892072635,-87.628874157,0.11,,17031081600,Cash,,480,8,0.0
32,6.05,4,8,6,1366361100,41.880994471,-87.632746489,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Northwest Management LLC,360,8,1.0
32,6.25,1,11,6,1422010800,41.880994471,-87.632746489,41.892072635,-87.628874157,1.1,,17031081600,Credit Card,Taxi Affiliation Services,480,8,2.0
32,4.65,12,22,4,1386194400,41.880994471,-87.632746489,41.892072635,-87.628874157,0.0,,17031081600,Cash,Dispatch Taxi Affiliation,180,8,0.0
32,7.85,4,17,3,1429637400,41.880994471,-87.632746489,41.892072635,-87.628874157,1.4,,17031081600,Credit Card,,720,8,3.0
32,6.45,7,16,2,1405961100,41.880994471,-87.632746489,41.892072635,-87.628874157,1.1,,17031081600,Credit Card,,480,8,1.0
32,6.65,2,15,4,1392217200,41.880994471,-87.632746489,41.892072635,-87.628874157,1.3,,17031081600,Credit Card,,480,8,1.5
32,5.45,8,16,6,1375461900,41.880994471,-87.632746489,41.892072635,-87.628874157,0.0,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
32,5.85,10,21,7,1381007700,41.880994471,-87.632746489,41.892072635,-87.628874157,0.0,,17031081600,Cash,Northwest Management LLC,360,8,0.0
32,6.85,8,17,5,1439486100,41.880994471,-87.632746489,41.892072635,-87.628874157,1.1,,17031081600,Cash,,540,8,0.0
32,13.65,1,23,6,1391209200,41.880994471,-87.632746489,41.941488234,-87.671107656,5.4,,17031062500,Cash,Taxi Affiliation Services,840,6,0.0
32,8.85,3,19,6,1425670200,41.880994471,-87.632746489,41.89967018,-87.669837798,2.8,,17031242100,Credit Card,,480,24,2.0
32,11.85,2,19,5,1392924600,41.880994471,-87.632746489,41.912364354,-87.675062757,3.8,,17031240300,Cash,,900,24,0.0
32,4.65,8,17,4,1439399700,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,240,28,0.0
32,5.25,7,18,3,1373393700,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Choice Taxi Association,300,28,0.0
32,6.05,4,19,3,1428434100,41.880994471,-87.632746489,41.885300022,-87.642808466,1.1,,17031280100,Cash,Taxi Affiliation Services,420,28,0.0
32,5.65,1,13,4,1421241300,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,360,28,0.0
32,4.65,1,16,4,1358959500,41.880994471,-87.632746489,41.885300022,-87.642808466,0.5,,17031280100,Cash,,180,28,0.0
32,5.45,6,21,5,1434057300,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,300,28,0.0
32,4.45,5,23,2,1399938300,41.880994471,-87.632746489,41.885300022,-87.642808466,0.6,,17031280100,Cash,,120,28,0.0
32,5.65,6,20,4,1370465100,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,300,28,0.0
32,5.25,7,13,5,1405602900,41.880994471,-87.632746489,41.885300022,-87.642808466,0.7,,17031280100,Credit Card,Dispatch Taxi Affiliation,300,28,2.0
32,4.85,5,18,5,1369937700,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,240,28,0.0
32,4.84,2,13,4,1424264400,41.880994471,-87.632746489,41.885300022,-87.642808466,0.8,,17031280100,Credit Card,,180,28,2.0
32,4.85,9,11,4,1409743800,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Taxi Affiliation Services,240,28,2.0
32,8.25,6,12,6,1371213900,41.880994471,-87.632746489,41.909495669,-87.630963601,0.0,,17031080201,Cash,Taxi Affiliation Services,660,8,0.0
32,16.85,5,19,4,1401304500,41.880994471,-87.632746489,41.952822916,-87.653243992,6.9,,17031832100,Cash,,960,6,0.0
32,17.65,1,1,6,1422582300,41.880994471,-87.632746489,41.952822916,-87.653243992,7.3,,17031832100,Cash,Top Cab Affiliation,1020,6,0.0
32,18.05,7,16,4,1406736900,41.880994471,-87.632746489,41.957903897,-87.671518011,0.0,,17031060200,Credit Card,Blue Ribbon Taxi Association Inc.,1080,6,3.8
32,5.85,9,21,1,1411334100,41.880994471,-87.632746489,41.89503345,-87.619710672,1.1,,17031081401,Cash,Dispatch Taxi Affiliation,360,8,0.0
32,8.65,3,13,2,1363613400,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,720,8,3.0
32,6.25,12,13,4,1449063000,41.880994471,-87.632746489,41.89503345,-87.619710672,1.3,,17031081401,Cash,,420,8,0.0
32,5.85,2,12,5,1360844100,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Blue Ribbon Taxi Association Inc.,360,8,2.0
32,7.65,10,13,5,1382622300,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Cash,Choice Taxi Association,540,8,0.0
32,8.05,8,9,4,1407921300,41.880994471,-87.632746489,41.89503345,-87.619710672,1.4,,17031081401,Cash,Northwest Management LLC,660,8,0.0
32,6.45,8,9,6,1406885400,41.880994471,-87.632746489,41.89503345,-87.619710672,1.2,,17031081401,Credit Card,Taxi Affiliation Services,420,8,2.0
32,7.75,11,13,6,1480079700,41.880994471,-87.632746489,41.89503345,-87.619710672,1.5,,17031081401,Cash,,540,8,0.0
32,6.05,5,11,3,1400585400,41.880994471,-87.632746489,41.89503345,-87.619710672,1.2,,17031081401,Credit Card,,360,8,0.0
32,7.25,4,9,4,1428485400,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
32,6.05,7,8,3,1404809100,41.880994471,-87.632746489,41.89503345,-87.619710672,1.0,,17031081401,Cash,Taxi Affiliation Services,420,8,0.0
32,5.85,5,23,6,1370043000,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
32,5.05,12,23,4,1418252400,41.880994471,-87.632746489,41.89503345,-87.619710672,0.7,,17031081401,Cash,Taxi Affiliation Services,180,8,0.0
32,5.65,11,7,5,1415258100,41.880994471,-87.632746489,41.870607372,-87.622172937,1.0,,17031320600,Credit Card,,300,32,1.0
32,5.85,11,17,3,1384881300,41.880994471,-87.632746489,41.870607372,-87.622172937,0.0,,17031320600,Credit Card,Dispatch Taxi Affiliation,360,32,2.0
32,6.85,8,20,4,1375905600,41.880994471,-87.632746489,41.870607372,-87.622172937,0.0,,17031320600,Credit Card,Taxi Affiliation Services,420,32,2.0
32,4.65,5,23,7,1401577200,41.880994471,-87.632746489,41.870607372,-87.622172937,0.7,,17031320600,Cash,Taxi Affiliation Services,240,32,0.0
32,7.45,6,12,3,1433249100,41.880994471,-87.632746489,41.870607372,-87.622172937,1.3,,17031320600,Cash,Taxi Affiliation Services,600,32,0.0
32,6.85,6,12,7,1370695500,41.880994471,-87.632746489,41.870607372,-87.622172937,1.6,,17031320600,Cash,,420,32,0.0
32,4.85,8,22,4,1408572000,41.880994471,-87.632746489,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,240,32,0.0
32,6.05,8,22,6,1440799200,41.880994471,-87.632746489,41.87101588,-87.631406525,1.2,,17031839000,Credit Card,Dispatch Taxi Affiliation,420,32,3.0
32,9.65,5,17,2,1431969300,41.880994471,-87.632746489,41.899155613,-87.626210532,2.2,,17031081201,Cash,Northwest Management LLC,900,8,0.0
32,6.25,2,22,4,1360793700,41.880994471,-87.632746489,41.899155613,-87.626210532,1.3,,17031081201,Cash,,420,8,0.0
32,8.5,2,17,3,1456249500,41.880994471,-87.632746489,41.899155613,-87.626210532,0.1,,17031081201,Credit Card,Taxi Affiliation Services,600,8,2.0
32,9.0,11,12,5,1479386700,41.880994471,-87.632746489,41.899155613,-87.626210532,1.6,,17031081201,Cash,Taxi Affiliation Services,780,8,0.0
32,7.25,3,17,5,1363886100,41.880994471,-87.632746489,41.899155613,-87.626210532,17.0,,17031081201,Cash,Taxi Affiliation Services,480,8,0.0
32,6.45,4,16,3,1365525900,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
32,6.25,9,10,6,1379673000,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,420,8,0.0
32,6.85,7,22,5,1405634400,41.880994471,-87.632746489,41.899155613,-87.626210532,1.3,,17031081201,Credit Card,,420,8,1.14
32,9.05,8,16,4,1407340800,41.880994471,-87.632746489,41.899155613,-87.626210532,1.6,,17031081201,Cash,,840,8,0.0
32,6.65,5,12,1,1368964800,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Dispatch Taxi Affiliation,420,8,0.0
32,7.25,7,20,5,1437684300,41.880994471,-87.632746489,41.899155613,-87.626210532,1.5,,17031081201,Cash,Taxi Affiliation Services,600,8,0.0
32,5.85,1,11,5,1422529200,41.880994471,-87.632746489,41.899155613,-87.626210532,1.0,,17031081201,Credit Card,,360,8,1.0
32,7.85,4,23,7,1397343600,41.880994471,-87.632746489,41.899155613,-87.626210532,0.1,,17031081201,Cash,Taxi Affiliation Services,720,8,0.0
32,7.85,11,19,6,1415994300,41.880994471,-87.632746489,41.899155613,-87.626210532,1.5,,17031081201,Cash,Dispatch Taxi Affiliation,780,8,0.0
32,6.45,2,17,5,1391707800,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,480,8,0.0
32,7.45,6,16,2,1404145800,41.880994471,-87.632746489,41.899155613,-87.626210532,0.1,,17031081201,Cash,Taxi Affiliation Services,540,8,0.0
32,15.45,2,20,5,1392321600,41.880994471,-87.632746489,41.942691844,-87.651770507,6.1,,17031062100,Credit Card,,960,6,3.09
32,27.65,10,8,1,1382861700,41.880994471,-87.632746489,41.785998518,-87.750934289,0.0,,17031980100,Cash,Choice Taxi Association,1080,56,0.0
32,27.65,3,16,4,1362587400,41.880994471,-87.632746489,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Taxi Affiliation Services,1860,56,5.9
32,23.45,4,11,3,1398166200,41.880994471,-87.632746489,41.785998518,-87.750934289,11.0,,17031980100,Credit Card,Taxi Affiliation Services,1020,56,5.05
32,25.25,5,12,3,1430827200,41.880994471,-87.632746489,41.785998518,-87.750934289,11.0,,17031980100,Credit Card,,1320,56,6.81
32,30.45,5,16,6,1400258700,41.880994471,-87.632746489,41.785998518,-87.750934289,0.8,,17031980100,Cash,Taxi Affiliation Services,2220,56,0.0
32,30.45,4,15,5,1397143800,41.880994471,-87.632746489,41.785998518,-87.750934289,12.8,,17031980100,Credit Card,,2880,56,6.49
32,25.25,1,13,5,1421932500,41.880994471,-87.632746489,41.785998518,-87.750934289,11.3,,17031980100,Credit Card,,1380,56,5.0
32,6.25,8,19,4,1440617400,41.880994471,-87.632746489,41.89321636,-87.63784421,1.2,,17031081800,Credit Card,Taxi Affiliation Services,420,8,2.0
32,4.65,11,16,4,1415808000,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Northwest Management LLC,180,8,1.5
32,8.05,6,11,2,1370258100,41.880994471,-87.632746489,41.89321636,-87.63784421,1.3,,17031081800,Cash,,720,8,0.0
32,5.05,6,18,2,1402339500,41.880994471,-87.632746489,41.89321636,-87.63784421,0.8,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
32,5.25,9,13,3,1410268500,41.880994471,-87.632746489,41.89321636,-87.63784421,0.6,,17031081800,Cash,2092 - 61288 Sbeih company,300,8,0.0
32,5.45,5,10,3,1432637100,41.880994471,-87.632746489,41.89321636,-87.63784421,0.8,,17031081800,Cash,,300,8,0.0
32,4.85,11,17,2,1448904600,41.880994471,-87.632746489,41.89321636,-87.63784421,0.6,,17031081800,Cash,Dispatch Taxi Affiliation,240,8,0.0
32,6.05,5,14,2,1431355500,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
32,10.5,2,15,5,1455205500,41.880994471,-87.632746489,41.89321636,-87.63784421,1.3,,17031081800,Credit Card,KOAM Taxi Association,1080,8,2.1
32,6.45,8,21,6,1377294300,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,480,8,2.0
32,6.25,6,9,6,1466154900,41.880994471,-87.632746489,41.89321636,-87.63784421,1.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
32,4.85,12,11,6,1418382900,41.880994471,-87.632746489,41.89321636,-87.63784421,0.8,,17031081800,Credit Card,Choice Taxi Association,240,8,2.0
32,5.45,3,7,3,1394523000,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
32,7.25,5,20,5,1431633600,41.880994471,-87.632746489,41.89321636,-87.63784421,1.4,,17031081800,Credit Card,Choice Taxi Association,540,8,2.0
32,7.05,6,17,2,1402335900,41.880994471,-87.632746489,41.89321636,-87.63784421,1.3,,17031081800,Cash,,540,8,0.0
32,7.45,10,19,5,1444938300,41.880994471,-87.632746489,41.89321636,-87.63784421,1.5,,17031081800,Credit Card,5129 - 87128,600,8,2.0
32,5.05,7,11,5,1406200500,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,240,8,0.0
32,6.25,1,15,4,1358348400,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
32,4.0,2,8,5,1455783300,41.880994471,-87.632746489,41.89321636,-87.63784421,0.4,,17031081800,Credit Card,,120,8,2.0
32,5.45,2,10,6,1424429100,41.880994471,-87.632746489,41.89321636,-87.63784421,0.8,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
32,5.05,10,10,3,1381832100,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,240,8,2.0
32,12.85,2,2,7,1393035300,41.880994471,-87.632746489,41.941555829,-87.666288887,5.1,,17031062400,Cash,KOAM Taxi Association,600,6,0.0
32,13.65,4,18,2,1428345900,41.880994471,-87.632746489,41.915909788,-87.68382594,4.8,,17031222200,Cash,Taxi Affiliation Services,1020,22,0.0
32,9.25,2,17,4,1361381400,41.880994471,-87.632746489,41.898331794,-87.620762865,0.1,,17031081300,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
32,9.25,6,17,6,1403284500,41.880994471,-87.632746489,41.898331794,-87.620762865,1.5,,17031081300,Cash,,960,8,0.0
32,10.5,6,21,4,1466026200,41.880994471,-87.632746489,41.898331794,-87.620762865,2.3,,17031081300,Credit Card,Taxi Affiliation Services,840,8,1.0
32,7.65,10,17,3,1383066000,41.880994471,-87.632746489,41.898331794,-87.620762865,1.6,,17031081300,Cash,,600,8,0.0
32,7.45,10,19,6,1412969400,41.880994471,-87.632746489,41.898331794,-87.620762865,1.6,,17031081300,Credit Card,1085 - 72312 N and W Cab Co,660,8,1.0
32,7.45,6,21,6,1403299800,41.880994471,-87.632746489,41.898331794,-87.620762865,1.6,,17031081300,Cash,,480,8,0.0
32,8.05,11,20,6,1385757000,41.880994471,-87.632746489,41.898331794,-87.620762865,0.0,,17031081300,Cash,Choice Taxi Association,840,8,0.0
32,6.05,2,19,5,1424978100,41.880994471,-87.632746489,41.898331794,-87.620762865,1.2,,17031081300,Credit Card,,360,8,2.0
32,14.85,10,1,6,1446166800,41.880994471,-87.632746489,41.949829346,-87.64396537,6.1,,17031060900,Cash,Taxi Affiliation Services,840,6,0.0
32,8.85,7,17,4,1406136600,41.880994471,-87.632746489,41.90749193,-87.63576009,0.0,,17031080300,Cash,Blue Ribbon Taxi Association Inc.,840,8,0.0
32,7.65,12,23,4,1451516400,41.880994471,-87.632746489,41.90749193,-87.63576009,2.0,,17031080300,Cash,Taxi Affiliation Services,480,8,0.0
32,6.45,11,20,3,1415736900,41.880994471,-87.632746489,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,360,8,0.0
32,10.25,4,19,6,1396638900,41.880994471,-87.632746489,41.90749193,-87.63576009,2.3,,17031080300,Cash,Dispatch Taxi Affiliation,1020,8,0.0
32,7.65,3,22,3,1426629600,41.880994471,-87.632746489,41.90749193,-87.63576009,1.9,,17031080300,Credit Card,Top Cab Affiliation,540,8,3.0
32,7.85,9,20,2,1412020800,41.880994471,-87.632746489,41.90749193,-87.63576009,1.7,,17031080300,Cash,KOAM Taxi Association,600,8,0.0
32,7.85,8,20,5,1407442500,41.880994471,-87.632746489,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,600,8,0.0
32,8.25,11,13,3,1448372700,41.880994471,-87.632746489,41.867902418,-87.642958665,0.1,,17031841900,Credit Card,Taxi Affiliation Services,720,28,2.0
32,6.05,6,12,2,1403526600,41.880994471,-87.632746489,41.867902418,-87.642958665,1.2,,17031841900,Cash,,360,28,0.0
32,4.45,2,19,3,1361302200,41.880994471,-87.632746489,41.867902418,-87.642958665,0.0,,17031841900,Cash,Taxi Affiliation Services,120,28,0.0
32,7.45,11,19,2,1384196400,41.880994471,-87.632746489,41.867902418,-87.642958665,0.0,,17031841900,Credit Card,Taxi Affiliation Services,540,28,3.0
32,5.45,8,23,6,1376090100,41.880994471,-87.632746489,41.867902418,-87.642958665,0.0,,17031841900,Cash,Taxi Affiliation Services,240,28,0.0
32,9.45,7,21,4,1374094800,41.880994471,-87.632746489,41.87866742,-87.671653621,22.0,,17031838100,Cash,Taxi Affiliation Services,840,28,0.0
32,9.65,12,18,7,1449945000,41.880994471,-87.632746489,41.87866742,-87.671653621,0.0,,17031838100,Cash,Blue Ribbon Taxi Association Inc.,840,28,0.0
32,8.45,5,17,3,1432659600,41.880994471,-87.632746489,41.904935302,-87.649907226,1.9,,17031842200,Credit Card,Taxi Affiliation Services,720,8,1.0
32,7.05,2,14,5,1392904800,41.880994471,-87.632746489,41.904935302,-87.649907226,1.5,,17031842200,Cash,,540,8,0.0
28,11.25,9,12,2,1380545100,41.88528132,-87.6572332,,,0.0,,,Cash,Dispatch Taxi Affiliation,0,,0.0
28,6.45,7,23,4,1436398200,41.88528132,-87.6572332,41.892507781,-87.626214906,1.4,,17031081500,Cash,Dispatch Taxi Affiliation,360,8,0.0
28,6.65,5,18,7,1430592300,41.88528132,-87.6572332,41.892042136,-87.63186395,1.4,,17031081700,Credit Card,Taxi Affiliation Services,420,8,1.0
28,5.65,12,4,7,1386996300,41.88528132,-87.6572332,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
28,6.25,3,5,1,1395550800,41.88528132,-87.6572332,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,3.0
28,35.45,8,12,6,1439554500,41.88528132,-87.6572332,41.97907082,-87.903039661,17.8,,17031980000,Cash,Choice Taxi Association,1620,76,0.0
28,16.85,8,23,6,1409353200,41.88528132,-87.6572332,41.958154876,-87.653021789,6.1,,17031032100,Credit Card,Taxi Affiliation Services,1380,3,5.35
28,9.05,4,1,7,1366419600,41.88528132,-87.6572332,41.914616286,-87.631717366,2.9,,17031071500,Cash,Dispatch Taxi Affiliation,600,7,0.0
28,5.45,9,2,7,1410574500,41.88528132,-87.6572332,41.89830587,-87.653613982,0.0,,17031842300,Cash,Blue Ribbon Taxi Association Inc.,300,24,0.0
28,15.85,8,0,7,1409357700,41.88528132,-87.6572332,41.934762456,-87.639853859,6.0,,17031063302,Cash,,960,6,0.0
28,8.85,8,3,7,1439607600,41.88528132,-87.6572332,41.906025969,-87.675311622,2.6,,17031241400,Cash,Northwest Management LLC,660,24,0.0
28,9.5,4,0,7,1460765700,41.88528132,-87.6572332,41.907520075,-87.6266589,2.3,,17031080100,Credit Card,Dispatch Taxi Affiliation,600,8,2.1
28,7.65,2,18,1,1361124900,41.88528132,-87.6572332,41.890922026,-87.618868355,1.9,,17031081403,Cash,,540,8,0.0
28,8.85,10,19,3,1383075900,41.88528132,-87.6572332,41.890922026,-87.618868355,2.1,,17031081403,Cash,Taxi Affiliation Services,780,8,0.0
28,8.85,12,10,4,1418811300,41.88528132,-87.6572332,41.890922026,-87.618868355,1.7,,17031081403,Cash,Top Cab Affiliation,840,8,0.0
28,9.25,3,14,3,1456841700,41.88528132,-87.6572332,41.890922026,-87.618868355,2.1,,17031081403,Cash,,660,8,0.0
28,6.65,3,22,1,1427063400,41.88528132,-87.6572332,41.899737388,-87.664953917,1.8,,17031242000,Cash,,300,24,0.0
28,7.85,8,20,5,1377809100,41.88528132,-87.6572332,41.884987192,-87.620992913,2.2,,17031320100,Cash,Dispatch Taxi Affiliation,480,32,0.0
28,8.85,4,18,2,1397499300,41.88528132,-87.6572332,41.884987192,-87.620992913,1.9,,17031320100,Cash,Taxi Affiliation Services,840,32,0.0
28,6.25,2,14,4,1391611500,41.88528132,-87.6572332,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
28,7.85,8,11,2,1375702200,41.88528132,-87.6572332,41.880994471,-87.632746489,1.8,,17031839100,Cash,,600,32,0.0
28,7.65,12,19,4,1451504700,41.88528132,-87.6572332,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,600,32,0.0
28,6.65,8,7,3,1439882100,41.88528132,-87.6572332,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
28,8.25,7,11,2,1437995700,41.88528132,-87.6572332,41.880994471,-87.632746489,1.7,,17031839100,Cash,Choice Taxi Association,720,32,0.0
28,5.05,3,9,2,1396256400,41.88528132,-87.6572332,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
28,3.25,10,1,7,1412991000,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Taxi Affiliation Services,0,28,0.0
28,3.25,9,16,6,1472832900,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Cash,,20,28,0.0
28,3.25,1,11,4,1357731000,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Pcard,,0,28,0.0
28,4.05,12,8,2,1419237000,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Cash,,120,28,0.0
28,3.25,4,18,5,1396550700,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Cash,,0,28,0.0
28,4.05,11,0,6,1446768000,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Blue Ribbon Taxi Association Inc.,180,28,4.0
28,3.25,7,13,6,1405691100,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Cash,Dispatch Taxi Affiliation,0,28,0.0
28,14.45,3,15,2,1426518000,41.88528132,-87.6572332,41.88528132,-87.6572332,3.0,,17031833000,Cash,,1620,28,0.0
28,6.45,4,21,7,1366491600,41.88528132,-87.6572332,41.88528132,-87.6572332,1.5,,17031833000,Cash,,420,28,0.0
28,8.05,8,21,2,1439240400,41.88528132,-87.6572332,41.906650766,-87.66533766,0.1,,17031241600,Cash,Taxi Affiliation Services,420,24,0.0
28,8.25,9,20,6,1411761600,41.88528132,-87.6572332,41.90156691,-87.638404012,0.0,,17031838300,Cash,Taxi Affiliation Services,660,8,0.0
28,5.65,12,21,3,1419975900,41.88528132,-87.6572332,41.879255084,-87.642648998,0.8,,17031281900,Cash,Taxi Affiliation Services,360,28,0.0
28,5.05,5,0,7,1399680900,41.88528132,-87.6572332,41.879255084,-87.642648998,1.0,,17031281900,Credit Card,Dispatch Taxi Affiliation,180,28,2.0
28,5.05,10,12,2,1412599500,41.88528132,-87.6572332,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,240,28,0.0
28,4.85,7,21,5,1406841300,41.88528132,-87.6572332,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,180,28,0.0
28,8.45,4,13,1,1398605400,41.88528132,-87.6572332,41.902788048,-87.62614559,0.1,,17031081202,Credit Card,Blue Ribbon Taxi Association Inc.,660,8,1.0
28,8.45,5,2,7,1400292900,41.88528132,-87.6572332,41.902788048,-87.62614559,0.1,,17031081202,Cash,Taxi Affiliation Services,540,8,0.0
28,5.25,8,3,1,1408246200,41.88528132,-87.6572332,41.885300022,-87.642808466,1.0,,17031280100,Credit Card,Dispatch Taxi Affiliation,300,28,0.62
28,7.45,6,23,5,1433461500,41.88528132,-87.6572332,41.89503345,-87.619710672,1.9,,17031081401,Credit Card,,480,8,2.0
28,8.65,8,0,6,1409272200,41.88528132,-87.6572332,41.870607372,-87.622172937,2.3,,17031320600,Cash,Taxi Affiliation Services,660,32,0.0
28,11.05,9,15,1,1380467700,41.88528132,-87.6572332,41.87101588,-87.631406525,3.3,,17031839000,Cash,Choice Taxi Association,1020,32,0.0
28,9.65,1,18,7,1421519400,41.88528132,-87.6572332,41.899155613,-87.626210532,2.2,,17031081201,Cash,,900,8,0.0
28,8.45,3,21,4,1394658900,41.88528132,-87.6572332,41.899155613,-87.626210532,2.4,,17031081201,Cash,Dispatch Taxi Affiliation,660,8,0.0
28,6.0,12,21,5,1483046100,41.88528132,-87.6572332,41.89321636,-87.63784421,1.0,,17031081800,Cash,,240,8,0.0
28,9.05,4,23,6,1428102900,41.88528132,-87.6572332,41.898331794,-87.620762865,0.1,,17031081300,Cash,Taxi Affiliation Services,720,8,0.0
28,11.5,4,20,6,1460753100,41.88528132,-87.6572332,41.90749193,-87.63576009,0.1,,17031080300,Credit Card,Taxi Affiliation Services,1020,8,1.0
8,4.85,7,17,4,1372870800,41.891971508,-87.612945414,41.892507781,-87.626214906,0.0,,17031081500,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,5.25,7,14,7,1406383200,41.891971508,-87.612945414,41.892507781,-87.626214906,0.09,,17031081500,Cash,,240,8,0.0
8,5.05,3,9,1,1393752600,41.891971508,-87.612945414,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,120,8,0.0
8,5.45,12,13,6,1451051100,41.891971508,-87.612945414,41.892507781,-87.626214906,0.9,,17031081500,Credit Card,,300,8,2.0
8,6.05,10,21,6,1414187100,41.891971508,-87.612945414,41.892042136,-87.63186395,1.2,,17031081700,Cash,,360,8,0.0
8,37.25,8,10,2,1408962600,41.891971508,-87.612945414,41.97907082,-87.903039661,18.1,,17031980000,Cash,,1680,76,0.0
8,11.05,8,20,1,1407703500,41.891971508,-87.612945414,41.938391258,-87.63857492,0.0,,17031063200,Credit Card,Blue Ribbon Taxi Association Inc.,540,6,1.0
8,7.05,11,16,7,1415462400,41.891971508,-87.612945414,41.877406123,-87.621971652,1.6,,17031320400,Credit Card,Dispatch Taxi Affiliation,540,32,4.0
8,9.25,7,23,7,1468710000,41.891971508,-87.612945414,41.877406123,-87.621971652,0.1,,17031320400,Cash,Blue Ribbon Taxi Association Inc.,660,32,0.0
8,9.65,9,20,7,1441485000,41.891971508,-87.612945414,41.877406123,-87.621971652,0.1,,17031320400,Cash,Blue Ribbon Taxi Association Inc.,900,32,0.0
8,8.05,4,22,5,1428619500,41.891971508,-87.612945414,41.877406123,-87.621971652,0.1,,17031320400,Cash,Blue Ribbon Taxi Association Inc.,600,32,0.0
8,7.85,3,23,3,1394581500,41.891971508,-87.612945414,41.89830587,-87.653613982,0.0,,17031842300,Cash,Blue Ribbon Taxi Association Inc.,540,24,0.0
8,12.25,4,22,7,1428791400,41.891971508,-87.612945414,41.921701492,-87.655911848,4.5,,17031071000,Credit Card,,780,7,1.84
8,10.85,4,16,7,1428164100,41.891971508,-87.612945414,41.859349715,-87.617358006,2.6,,17031330100,Credit Card,Dispatch Taxi Affiliation,960,33,1.0
8,10.05,7,13,5,1406207700,41.891971508,-87.612945414,41.859349715,-87.617358006,0.1,,17031330100,Credit Card,Blue Ribbon Taxi Association Inc.,720,33,2.75
8,9.85,1,15,7,1421506800,41.891971508,-87.612945414,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
8,14.65,11,11,1,1446377400,41.891971508,-87.612945414,41.859349715,-87.617358006,0.3,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,900,33,0.0
8,7.05,1,14,2,1422282600,41.891971508,-87.612945414,41.905857769,-87.630865027,1.5,,17031080202,Cash,,540,8,0.0
8,6.05,11,17,7,1446916500,41.891971508,-87.612945414,41.890922026,-87.618868355,0.8,,17031081403,Credit Card,,480,8,4.0
8,7.45,8,17,6,1438967700,41.891971508,-87.612945414,41.884987192,-87.620992913,1.6,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
8,8.05,2,20,7,1424549700,41.891971508,-87.612945414,41.884987192,-87.620992913,1.5,,17031320100,Cash,Taxi Affiliation Services,720,32,0.0
8,7.65,6,15,1,1404054000,41.891971508,-87.612945414,41.884987192,-87.620992913,1.5,,17031320100,Credit Card,,600,32,2.0
8,5.85,11,15,7,1447515000,41.891971508,-87.612945414,41.884987192,-87.620992913,1.2,,17031320100,Credit Card,,360,32,3.0
8,5.45,7,8,5,1405586700,41.891971508,-87.612945414,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,Dispatch Taxi Affiliation,240,32,1.0
8,6.05,5,9,2,1367833500,41.891971508,-87.612945414,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
8,8.25,10,17,5,1380821400,41.891971508,-87.612945414,41.884987192,-87.620992913,1.0,,17031320100,Cash,,840,32,0.0
8,7.25,8,18,1,1438541100,41.891971508,-87.612945414,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,540,32,2.0
8,9.05,12,13,3,1450789200,41.891971508,-87.612945414,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,,900,32,1.0
8,9.25,8,20,7,1439671500,41.891971508,-87.612945414,41.880994471,-87.632746489,0.1,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,660,32,0.0
8,6.45,3,16,5,1395936900,41.891971508,-87.612945414,41.880994471,-87.632746489,1.3,,17031839100,Credit Card,Dispatch Taxi Affiliation,420,32,2.0
8,7.45,3,15,7,1364053500,41.891971508,-87.612945414,41.88528132,-87.6572332,1.9,,17031833000,Cash,,420,28,0.0
8,4.45,2,12,2,1392035400,41.891971508,-87.612945414,41.891971508,-87.612945414,0.6,,17031081402,Cash,,180,8,0.0
8,3.25,5,13,4,1432733400,41.891971508,-87.612945414,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,0,8,0.0
8,3.45,6,1,1,1404004500,41.891971508,-87.612945414,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,0,8,0.0
8,3.25,12,11,4,1450869300,41.891971508,-87.612945414,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,,0,8,1.0
8,3.25,1,13,5,1389879000,41.891971508,-87.612945414,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,0,8,0.0
8,9.85,7,23,7,1373756400,41.891971508,-87.612945414,41.921854911,-87.646210977,3.0,,17031071200,Cash,,600,7,0.0
8,3.25,9,22,5,1411685100,41.891971508,-87.612945414,41.900221297,-87.629105186,0.0,,17031081100,Cash,,0,8,0.0
8,22.25,12,12,7,1480768200,41.891971508,-87.612945414,41.972667956,-87.663865496,0.4,,17031031100,Credit Card,Blue Ribbon Taxi Association Inc.,1080,3,4.45
8,9.0,7,15,1,1469979900,41.891971508,-87.612945414,41.879255084,-87.642648998,2.1,,17031281900,Cash,,780,28,0.0
8,10.45,3,17,5,1395942300,41.891971508,-87.612945414,41.879255084,-87.642648998,3.2,,17031281900,Cash,Taxi Affiliation Services,1560,28,0.0
8,8.05,6,21,5,1371763800,41.891971508,-87.612945414,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,480,28,0.0
8,7.25,5,16,6,1464365700,41.891971508,-87.612945414,41.902788048,-87.62614559,1.2,,17031081202,Cash,Chicago Medallion Leasing INC,540,8,0.0
8,20.45,4,13,7,1429966800,41.891971508,-87.612945414,41.790506261,-87.583143717,9.6,,17031411000,Cash,Dispatch Taxi Affiliation,1020,41,0.0
8,9.65,6,20,5,1402603200,41.891971508,-87.612945414,41.885300022,-87.642808466,13.6,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,840,28,0.0
8,5.05,2,20,6,1393618500,41.891971508,-87.612945414,41.89503345,-87.619710672,0.8,,17031081401,Cash,Taxi Affiliation Services,180,8,0.0
8,7.85,12,0,1,1417913100,41.891971508,-87.612945414,41.870607372,-87.622172937,2.2,,17031320600,Credit Card,,420,32,2.0
8,6.85,7,20,2,1405370700,41.891971508,-87.612945414,41.899155613,-87.626210532,1.3,,17031081201,Credit Card,,480,8,3.0
8,28.05,5,12,6,1399033800,41.891971508,-87.612945414,41.785998518,-87.750934289,12.7,,17031980100,Credit Card,Northwest Management LLC,1620,56,2.0
8,27.45,6,9,3,1403602200,41.891971508,-87.612945414,41.785998518,-87.750934289,12.8,,17031980100,Cash,Taxi Affiliation Services,1440,56,0.0
8,13.65,1,23,6,1391211000,41.891971508,-87.612945414,41.945170453,-87.668794439,5.6,,17031831900,Cash,,660,6,0.0
8,6.65,9,19,3,1410291900,41.891971508,-87.612945414,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,540,8,0.0
6,6.45,6,2,1,1401589800,41.946294536,-87.654298084,41.957530922,-87.66661144,1.3,,17031060100,Credit Card,,420,6,2.0
6,16.85,3,15,7,1426347900,41.946294536,-87.654298084,41.892042136,-87.63186395,0.3,,17031081700,Cash,Taxi Affiliation Services,1620,8,0.0
6,9.05,4,21,7,1429390800,41.946294536,-87.654298084,41.921778356,-87.641459759,0.1,,17031071300,Credit Card,Taxi Affiliation Services,780,7,2.2
6,9.25,9,1,1,1410658200,41.946294536,-87.654298084,41.914747305,-87.654007029,2.7,,17031832600,Credit Card,,720,7,2.0
6,6.65,4,21,7,1397336400,41.946294536,-87.654298084,41.928967266,-87.656156831,1.3,,17031070400,Cash,Taxi Affiliation Services,480,7,0.0
6,10.05,7,0,1,1437871500,41.946294536,-87.654298084,41.921778188,-87.651061884,2.0,,17031071100,Credit Card,Dispatch Taxi Affiliation,1020,7,2.4
6,15.85,8,3,1,1408245300,41.946294536,-87.654298084,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Dispatch Taxi Affiliation,1020,32,1.0
6,15.25,7,19,3,1372791600,41.946294536,-87.654298084,41.877406123,-87.621971652,6.0,,17031320400,Credit Card,,840,32,3.81
6,19.45,6,1,1,1402191900,41.946294536,-87.654298084,41.900560384,-87.69419737,7.2,,17031242600,Cash,Choice Taxi Association,1980,24,0.0
6,14.65,7,21,1,1436734800,41.946294536,-87.654298084,41.89830587,-87.653613982,4.1,,17031842300,Cash,Taxi Affiliation Services,1440,24,0.0
6,6.65,12,2,1,1419128100,41.946294536,-87.654298084,41.934762456,-87.639853859,1.6,,17031063302,Cash,,420,6,0.0
6,8.65,9,1,7,1410572700,41.946294536,-87.654298084,41.934762456,-87.639853859,2.2,,17031063302,Credit Card,Taxi Affiliation Services,660,6,2.0
6,11.45,5,0,6,1431648000,41.946294536,-87.654298084,41.905857769,-87.630865027,4.1,,17031080202,Cash,,720,8,0.0
6,8.05,4,22,5,1365112800,41.946294536,-87.654298084,41.922082541,-87.634156093,2.2,,17031071400,Cash,,540,7,0.0
6,13.85,7,22,3,1438122600,41.946294536,-87.654298084,41.880994471,-87.632746489,4.8,,17031839100,Cash,Dispatch Taxi Affiliation,1200,32,0.0
6,18.25,2,19,7,1393098300,41.946294536,-87.654298084,41.88528132,-87.6572332,0.7,,17031833000,Cash,,1200,28,0.0
6,3.65,5,1,7,1400290200,41.946294536,-87.654298084,41.946294536,-87.654298084,0.2,,17031832000,Credit Card,,120,6,3.0
6,5.25,8,5,1,1375595100,41.946294536,-87.654298084,41.936310131,-87.651562592,0.0,,17031063000,Credit Card,Taxi Affiliation Services,240,6,2.0
6,13.65,12,3,7,1386990000,41.946294536,-87.654298084,41.879255084,-87.642648998,0.3,,17031281900,Credit Card,Taxi Affiliation Services,1080,28,4.5
6,6.65,7,2,7,1405737900,41.946294536,-87.654298084,41.929046937,-87.651310877,1.4,,17031070300,Cash,Dispatch Taxi Affiliation,420,7,0.0
6,10.65,7,0,4,1438128000,41.946294536,-87.654298084,41.908378669,-87.670945075,3.4,,17031241500,Credit Card,,720,24,3.0
6,12.65,12,2,1,1387074600,41.946294536,-87.654298084,41.929329713,-87.711974254,0.43,,17031220602,Cash,,1140,22,0.0
6,13.85,1,16,7,1422117000,41.946294536,-87.654298084,41.892072635,-87.628874157,4.9,,17031081600,Cash,,1020,8,0.0
6,6.25,2,1,7,1393030800,41.946294536,-87.654298084,41.965445784,-87.66319585,0.0,,17031031700,Credit Card,Taxi Affiliation Services,360,3,2.0
6,11.85,1,1,1,1422147600,41.946294536,-87.654298084,41.912364354,-87.675062757,0.2,,17031240300,Cash,Taxi Affiliation Services,900,24,0.0
6,5.05,6,21,1,1402261200,41.946294536,-87.654298084,41.941555829,-87.666288887,0.8,,17031062400,Cash,Dispatch Taxi Affiliation,240,6,0.0
6,7.25,3,0,1,1425775500,41.946294536,-87.654298084,41.926811182,-87.642605247,1.5,,17031070103,Cash,Dispatch Taxi Affiliation,540,7,0.0
6,17.65,12,18,7,1418493600,41.944226601,-87.655998182,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1980,,0.0
6,37.05,5,13,5,1401368400,41.944226601,-87.655998182,,,1.0,,,Credit Card,Taxi Affiliation Services,2700,,10.0
6,12.85,12,4,2,1387772100,41.944226601,-87.655998182,42.001571027,-87.695012589,5.0,,,Cash,,660,2,0.0
6,17.05,10,20,7,1445716800,41.944226601,-87.655998182,42.001571027,-87.695012589,6.7,,,Cash,Northwest Management LLC,1320,2,0.0
6,8.05,1,10,1,1357469100,41.944226601,-87.655998182,41.901206994,-87.676355989,1.4,,,Cash,Dispatch Taxi Affiliation,480,24,0.0
6,15.05,5,2,7,1431742500,41.944226601,-87.655998182,41.901206994,-87.676355989,5.4,,,Cash,Taxi Affiliation Services,1200,24,0.0
6,12.65,7,20,2,1406577600,41.944226601,-87.655998182,41.901206994,-87.676355989,4.1,,,Cash,Taxi Affiliation Services,1080,24,0.0
6,12.85,11,19,6,1385751600,41.944226601,-87.655998182,41.901206994,-87.676355989,3.9,,,Cash,,1140,24,0.0
6,11.25,12,0,2,1417997700,41.944226601,-87.655998182,41.901206994,-87.676355989,3.8,,,Cash,,840,24,0.0
6,15.25,8,21,7,1438463700,41.944226601,-87.655998182,41.901206994,-87.676355989,5.4,,,Cash,,1440,24,0.0
6,9.65,4,23,2,1430176500,41.944226601,-87.655998182,41.901206994,-87.676355989,3.0,,,Cash,Taxi Affiliation Services,600,24,0.0
6,11.25,7,17,1,1375032600,41.944226601,-87.655998182,41.901206994,-87.676355989,3.6,,,Cash,,960,24,0.0
6,12.45,9,18,5,1411668000,41.944226601,-87.655998182,41.878865584,-87.625192142,4.3,,,Credit Card,,780,32,3.0
6,13.05,12,8,6,1418371200,41.944226601,-87.655998182,41.878865584,-87.625192142,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,780,32,0.0
6,15.45,4,19,3,1396378800,41.944226601,-87.655998182,41.878865584,-87.625192142,0.0,,,Credit Card,Taxi Affiliation Services,900,32,3.85
6,16.05,7,16,2,1373299200,41.944226601,-87.655998182,41.878865584,-87.625192142,5.9,,,Cash,Dispatch Taxi Affiliation,1140,32,0.0
6,15.85,6,9,4,1370425500,41.944226601,-87.655998182,41.878865584,-87.625192142,0.3,,,Cash,Taxi Affiliation Services,1440,32,0.0
6,13.05,6,6,2,1434349800,41.944226601,-87.655998182,41.878865584,-87.625192142,5.4,,,Cash,Choice Taxi Association,540,32,0.0
6,17.85,1,13,4,1421847000,41.944226601,-87.655998182,41.878865584,-87.625192142,6.9,,,Credit Card,,1260,32,4.46
6,15.05,2,20,2,1391457600,41.944226601,-87.655998182,41.878865584,-87.625192142,6.2,,,Credit Card,,660,32,3.01
6,17.45,8,1,4,1439343900,41.944226601,-87.655998182,41.878865584,-87.625192142,7.4,,,Credit Card,Taxi Affiliation Services,1080,32,5.65
6,12.0,2,22,2,1455575400,41.944226601,-87.655998182,41.878865584,-87.625192142,0.2,,,Credit Card,Taxi Affiliation Services,780,32,5.0
6,16.25,2,0,5,1423096200,41.944226601,-87.655998182,41.878865584,-87.625192142,0.4,,,Cash,Taxi Affiliation Services,960,32,0.0
6,13.25,8,7,2,1441006200,41.944226601,-87.655998182,41.878865584,-87.625192142,5.3,,,Credit Card,,780,32,2.0
6,15.85,7,8,2,1406535300,41.944226601,-87.655998182,41.878865584,-87.625192142,6.4,,,Credit Card,,900,32,2.0
6,17.85,6,9,5,1402563600,41.944226601,-87.655998182,41.878865584,-87.625192142,6.8,,,Cash,,1320,32,0.0
6,12.65,8,14,6,1375454700,41.944226601,-87.655998182,41.878865584,-87.625192142,0.0,,,Cash,Choice Taxi Association,780,32,0.0
6,14.85,9,10,3,1441709100,41.944226601,-87.655998182,41.878865584,-87.625192142,0.3,,,Cash,Blue Ribbon Taxi Association Inc.,780,32,0.0
6,9.25,11,22,7,1448748000,41.944226601,-87.655998182,41.96581197,-87.655878786,2.4,,,Cash,,780,3,0.0
6,7.05,6,22,6,1433542500,41.944226601,-87.655998182,41.96581197,-87.655878786,1.6,,,Cash,,540,3,0.0
6,6.25,5,9,3,1432632600,41.944226601,-87.655998182,41.96581197,-87.655878786,0.0,,,Credit Card,Taxi Affiliation Services,420,3,2.0
6,8.05,5,15,7,1368889200,41.944226601,-87.655998182,41.96581197,-87.655878786,0.1,,,Cash,Taxi Affiliation Services,480,3,0.0
6,8.0,8,21,2,1470692700,41.944226601,-87.655998182,41.96581197,-87.655878786,1.8,,,Cash,Top Cab Affiliation,540,3,0.0
6,6.65,10,20,1,1381090500,41.944226601,-87.655998182,41.96581197,-87.655878786,1.8,,,Credit Card,Dispatch Taxi Affiliation,360,3,2.0
6,4.25,1,3,7,1420858800,41.944226601,-87.655998182,41.96581197,-87.655878786,0.6,,,Credit Card,Taxi Affiliation Services,60,3,1.0
6,9.05,6,21,3,1370379600,41.944226601,-87.655998182,41.96581197,-87.655878786,2.9,,,Cash,,480,3,0.0
6,8.45,5,4,1,1431837900,41.944226601,-87.655998182,41.96581197,-87.655878786,2.4,,,Credit Card,Taxi Affiliation Services,540,3,1.0
6,7.85,5,22,7,1401576300,41.944226601,-87.655998182,41.96581197,-87.655878786,2.2,,,Cash,Taxi Affiliation Services,540,3,0.0
6,8.05,6,7,3,1402384500,41.944226601,-87.655998182,41.96581197,-87.655878786,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,660,3,0.0
6,6.45,7,15,3,1406646900,41.944226601,-87.655998182,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,300,3,0.0
6,5.85,8,2,2,1377482400,41.944226601,-87.655998182,41.96581197,-87.655878786,1.3,,,Cash,Dispatch Taxi Affiliation,300,3,0.0
6,5.65,12,11,4,1450263600,41.944226601,-87.655998182,41.96581197,-87.655878786,1.0,,,Cash,Dispatch Taxi Affiliation,360,3,0.0
6,5.65,1,18,3,1390329900,41.944226601,-87.655998182,41.96581197,-87.655878786,0.1,,,Credit Card,Northwest Management LLC,360,3,1.5
6,8.05,7,21,7,1405200600,41.944226601,-87.655998182,41.96581197,-87.655878786,2.3,,,Cash,KOAM Taxi Association,600,3,0.0
6,9.25,4,23,3,1429052400,41.944226601,-87.655998182,41.938666196,-87.711210593,2.8,,,Credit Card,,600,21,3.0
6,8.85,4,10,1,1398595500,41.944226601,-87.655998182,41.938666196,-87.711210593,2.5,,,Cash,Taxi Affiliation Services,540,21,0.0
6,8.65,10,23,3,1444779000,41.944226601,-87.655998182,41.938666196,-87.711210593,0.0,,,Credit Card,Taxi Affiliation Services,660,21,2.0
6,10.85,12,23,2,1449529200,41.944226601,-87.655998182,41.938666196,-87.711210593,3.69,,,Credit Card,,780,21,2.0
6,15.05,2,12,4,1393418700,41.944226601,-87.655998182,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,1080,8,0.0
6,17.45,3,17,7,1363455000,41.944226601,-87.655998182,41.899602111,-87.633308037,1.4,,,Credit Card,Northwest Management LLC,1740,8,2.58
6,9.45,2,15,5,1361459700,41.944226601,-87.655998182,41.899602111,-87.633308037,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,480,8,2.0
6,8.85,11,12,7,1446897600,41.944226601,-87.655998182,41.899602111,-87.633308037,2.7,,,Cash,,480,8,0.0
6,10.45,7,0,5,1374107400,41.944226601,-87.655998182,41.899602111,-87.633308037,3.4,,,Cash,,660,8,0.0
6,10.65,12,19,5,1418326200,41.944226601,-87.655998182,41.899602111,-87.633308037,3.7,,,Cash,,600,8,0.0
6,9.85,9,22,5,1380235500,41.944226601,-87.655998182,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,600,8,0.0
6,12.25,3,23,3,1394580600,41.944226601,-87.655998182,41.899602111,-87.633308037,0.2,,,Credit Card,Taxi Affiliation Services,660,8,3.95
6,9.85,10,10,3,1413281700,41.944226601,-87.655998182,41.899602111,-87.633308037,3.1,,,Cash,,780,8,0.0
6,14.45,5,8,2,1431333900,41.944226601,-87.655998182,41.899602111,-87.633308037,4.5,,,Cash,Taxi Affiliation Services,1380,8,0.0
6,10.05,8,20,2,1407788100,41.944226601,-87.655998182,41.899602111,-87.633308037,3.6,,,Credit Card,,480,8,3.0
6,14.05,5,12,1,1430654400,41.944226601,-87.655998182,41.899602111,-87.633308037,4.9,,,Cash,,1080,8,0.0
6,16.85,6,1,3,1434418200,41.944226601,-87.655998182,41.899602111,-87.633308037,7.0,,,Credit Card,,900,8,4.21
6,9.85,9,1,3,1378777500,41.944226601,-87.655998182,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,720,8,0.0
6,10.25,11,17,6,1416590100,41.944226601,-87.655998182,41.899602111,-87.633308037,2.5,,,Cash,,960,8,0.0
6,11.25,3,11,2,1362397500,41.944226601,-87.655998182,41.899602111,-87.633308037,4.2,,,Cash,,540,8,0.0
6,14.65,3,18,3,1362509100,41.944226601,-87.655998182,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,1260,8,0.0
6,13.65,10,18,3,1414521000,41.944226601,-87.655998182,41.899602111,-87.633308037,4.5,,,Credit Card,,1020,8,3.0
6,11.85,5,13,3,1430832600,41.944226601,-87.655998182,41.899602111,-87.633308037,0.2,,,Credit Card,Taxi Affiliation Services,540,8,1.5
6,13.25,9,15,6,1380295800,41.944226601,-87.655998182,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,780,8,2.65
6,30.25,1,6,2,1421647200,41.944226601,-87.655998182,41.980264315,-87.913624596,14.5,,,Cash,Taxi Affiliation Services,1440,76,0.0
6,33.25,1,14,5,1389880800,41.944226601,-87.655998182,41.980264315,-87.913624596,0.9,,,Cash,Taxi Affiliation Services,1740,76,0.0
6,30.25,1,6,1,1390716000,41.944226601,-87.655998182,41.980264315,-87.913624596,0.0,,,Cash,Taxi Affiliation Services,2340,76,0.0
6,33.25,10,8,2,1382947200,41.944226601,-87.655998182,41.980264315,-87.913624596,0.0,,,Cash,Taxi Affiliation Services,2760,76,0.0
6,35.65,4,8,2,1429519500,41.944226601,-87.655998182,41.980264315,-87.913624596,16.2,,,Cash,,2760,76,0.0
6,52.25,2,6,2,1359960300,41.944226601,-87.655998182,41.980264315,-87.913624596,17.3,,,Cash,,5880,76,0.0
6,32.45,11,8,4,1448438400,41.944226601,-87.655998182,41.980264315,-87.913624596,15.5,,,Credit Card,Taxi Affiliation Services,2040,76,6.85
6,37.25,10,20,5,1477601100,41.944226601,-87.655998182,41.980264315,-87.913624596,14.1,,,Cash,Taxi Affiliation Services,2220,76,0.0
6,34.45,5,6,5,1430981100,41.944226601,-87.655998182,41.79259236,-87.769615453,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1620,56,0.0
6,40.25,5,15,3,1399389300,41.944226601,-87.655998182,41.79259236,-87.769615453,17.3,,,Cash,,3480,56,0.0
6,41.25,6,8,4,1401868800,41.944226601,-87.655998182,41.729676423,-87.572717134,0.0,,,Cash,Taxi Affiliation Services,2820,48,0.0
6,9.65,5,23,1,1399246200,41.944226601,-87.655998182,41.953582125,-87.72345239,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,660,16,0.0
6,12.25,4,19,1,1398022200,41.944226601,-87.655998182,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,960,16,0.0
6,13.25,12,1,7,1386379800,41.944226601,-87.655998182,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,1020,16,0.0
6,13.65,8,16,4,1375891200,41.944226601,-87.655998182,41.953582125,-87.72345239,4.3,,,Cash,,1260,16,0.0
6,14.25,2,13,1,1393163100,41.944226601,-87.655998182,41.953582125,-87.72345239,0.1,,,Cash,Northwest Management LLC,1320,16,0.0
6,10.85,2,1,1,1393117200,41.944226601,-87.655998182,41.953582125,-87.72345239,0.32,,,Cash,,900,16,0.0
6,19.65,6,18,6,1402078500,41.944226601,-87.655998182,41.953582125,-87.72345239,5.2,,,Credit Card,Dispatch Taxi Affiliation,2340,16,3.0
6,21.45,10,21,6,1444426200,41.944226601,-87.655998182,41.993930128,-87.758353588,8.9,,,Credit Card,,1500,12,5.36
6,16.45,7,5,5,1372916700,41.944226601,-87.655998182,41.857183858,-87.620334624,0.0,,,Credit Card,Taxi Affiliation Services,780,33,1.0
6,4.25,1,14,2,1358172900,41.944226601,-87.655998182,41.944226601,-87.655998182,0.5,,,Credit Card,,120,6,2.0
6,6.05,4,1,6,1397784600,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,360,6,0.0
6,4.25,5,10,1,1431252900,41.944226601,-87.655998182,41.944226601,-87.655998182,0.5,,,Cash,Chicago Medallion Management,180,6,0.0
6,6.25,5,17,1,1464542100,41.944226601,-87.655998182,41.944226601,-87.655998182,1.1,,,Cash,,300,6,0.0
6,9.45,6,18,6,1403289900,41.944226601,-87.655998182,41.944226601,-87.655998182,1.9,,,Credit Card,Dispatch Taxi Affiliation,960,6,3.1
6,5.85,12,2,5,1418870700,41.944226601,-87.655998182,41.944226601,-87.655998182,1.3,,,Cash,,300,6,0.0
6,7.05,1,12,7,1422706500,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,600,6,0.0
6,5.85,6,18,1,1404065700,41.944226601,-87.655998182,41.944226601,-87.655998182,1.0,,,Cash,Dispatch Taxi Affiliation,360,6,0.0
6,3.25,11,16,2,1416844800,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,,0,6,0.0
6,6.75,1,18,7,1452362400,41.944226601,-87.655998182,41.944226601,-87.655998182,1.29,,,Credit Card,,360,6,2.0
6,4.85,5,18,7,1368296100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Choice Taxi Association,240,6,0.0
6,4.45,6,9,5,1435223700,41.944226601,-87.655998182,41.944226601,-87.655998182,0.6,,,Cash,Taxi Affiliation Services,180,6,0.0
6,3.25,7,2,7,1373683500,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,0,6,0.0
6,3.25,3,21,5,1457646300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,,0,6,0.0
6,5.85,4,12,2,1398084300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,420,6,0.0
6,3.85,10,1,5,1412214300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,120,6,0.0
6,4.65,4,3,2,1397444400,41.944226601,-87.655998182,41.944226601,-87.655998182,0.7,,,Cash,Taxi Affiliation Services,120,6,0.0
6,4.45,2,7,5,1362037500,41.944226601,-87.655998182,41.944226601,-87.655998182,0.3,,,Cash,Dispatch Taxi Affiliation,180,6,0.0
6,3.25,2,20,4,1424895300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,,0,6,0.0
6,3.25,8,9,2,1407750300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,6,0.0
6,8.85,4,21,1,1367184600,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,720,6,0.0
6,7.85,11,12,7,1414843200,41.944226601,-87.655998182,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,600,6,0.0
6,4.84,8,7,4,1377069300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.8,,,Credit Card,,180,6,0.0
6,4.85,5,0,7,1367628300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Dispatch Taxi Affiliation,240,6,0.0
6,3.45,4,23,1,1398639600,41.944226601,-87.655998182,41.944226601,-87.655998182,0.1,,,Cash,,60,6,0.0
6,6.45,7,19,3,1406056500,41.944226601,-87.655998182,41.944226601,-87.655998182,1.3,,,Cash,Taxi Affiliation Services,480,6,0.0
6,4.75,4,23,4,1460591100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,180,6,0.0
6,6.0,5,3,2,1464578100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,360,6,0.0
6,6.25,8,18,5,1440701100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.5,,,Cash,Choice Taxi Association,480,6,0.0
6,6.45,1,13,2,1389619800,41.944226601,-87.655998182,41.944226601,-87.655998182,1.5,,,Credit Card,,360,6,2.0
6,5.45,5,13,6,1431092700,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,300,6,0.0
6,3.45,1,5,1,1420347600,41.944226601,-87.655998182,41.944226601,-87.655998182,0.1,,,Cash,3253 - 91138 Gaither Cab Co.,60,6,0.0
6,6.85,8,13,1,1407676500,41.944226601,-87.655998182,41.944226601,-87.655998182,1.2,,,Credit Card,,540,6,2.0
6,11.85,11,11,2,1447068600,41.944226601,-87.655998182,41.944226601,-87.655998182,4.2,,,Cash,,780,6,0.0
6,4.05,6,5,1,1434258900,41.944226601,-87.655998182,41.944226601,-87.655998182,0.4,,,Cash,Northwest Management LLC,120,6,0.0
6,4.85,4,0,6,1397781000,41.944226601,-87.655998182,41.944226601,-87.655998182,0.8,,,Credit Card,Taxi Affiliation Services,180,6,2.0
6,3.25,10,5,7,1382764500,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Northwest Management LLC,0,6,0.0
6,6.65,5,23,1,1399245300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,360,6,0.0
6,5.05,12,2,2,1451268000,41.944226601,-87.655998182,41.944226601,-87.655998182,0.8,,,Cash,,180,6,0.0
6,4.25,11,2,2,1448246700,41.944226601,-87.655998182,41.944226601,-87.655998182,0.5,,,Cash,,120,6,0.0
6,5.5,4,2,7,1460168100,41.944226601,-87.655998182,41.944226601,-87.655998182,1.0,,,Credit Card,Taxi Affiliation Services,300,6,3.0
6,5.0,6,9,6,1466156700,41.944226601,-87.655998182,41.944226601,-87.655998182,0.7,,,Credit Card,Taxi Affiliation Services,240,6,2.0
6,8.85,2,16,7,1361637900,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Credit Card,Dispatch Taxi Affiliation,720,5,2.0
6,7.05,4,19,6,1396638000,41.944226601,-87.655998182,41.947791586,-87.683834942,1.5,,,Cash,,480,5,0.0
6,7.25,9,2,3,1441073700,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,360,5,0.0
6,8.25,3,9,7,1363427100,41.944226601,-87.655998182,41.947791586,-87.683834942,2.2,,,Cash,,660,5,0.0
6,6.05,11,1,2,1446426900,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Credit Card,Taxi Affiliation Services,300,5,4.0
6,10.25,4,12,2,1430138700,41.944226601,-87.655998182,41.947791586,-87.683834942,2.7,,,Credit Card,,900,5,2.0
6,5.45,11,2,6,1448589600,41.944226601,-87.655998182,41.947791586,-87.683834942,1.2,,,Cash,,300,5,0.0
6,8.85,7,10,5,1406196000,41.944226601,-87.655998182,41.947791586,-87.683834942,0.1,,,Cash,Taxi Affiliation Services,660,5,0.0
6,6.45,5,1,5,1400722200,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Cash,Dispatch Taxi Affiliation,360,5,0.0
6,8.65,3,8,5,1362643200,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,660,5,0.0
6,20.05,1,17,1,1390755600,41.944226601,-87.655998182,41.874005383,-87.66351755,8.3,,,Cash,,1260,28,0.0
6,18.25,9,1,7,1379121300,41.944226601,-87.655998182,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,1080,28,0.0
6,16.64,7,21,4,1437598800,41.944226601,-87.655998182,41.874005383,-87.66351755,6.8,,,Cash,,900,28,0.0
6,21.45,5,3,7,1368848700,41.944226601,-87.655998182,41.874005383,-87.66351755,9.0,,,Cash,,1440,28,0.0
6,33.25,4,7,3,1398150900,41.944226601,-87.655998182,41.874005383,-87.66351755,13.2,,,Cash,,3000,28,0.0
6,21.25,8,9,5,1407402900,41.944226601,-87.655998182,41.874005383,-87.66351755,8.5,,,Cash,Dispatch Taxi Affiliation,1560,28,0.0
6,13.65,12,6,7,1417848300,41.944226601,-87.655998182,41.874005383,-87.66351755,4.8,,,Credit Card,,1080,28,2.2
6,7.25,7,3,1,1374378300,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,480,7,0.0
6,14.45,5,16,5,1399567500,41.944226601,-87.655998182,41.922686284,-87.649488729,4.6,,,Cash,Taxi Affiliation Services,1140,7,0.0
6,7.25,3,20,6,1427488200,41.944226601,-87.655998182,41.922686284,-87.649488729,1.8,,,Cash,Taxi Affiliation Services,540,7,0.0
6,4.65,3,17,5,1395336600,41.944226601,-87.655998182,41.922686284,-87.649488729,0.5,,,Cash,KOAM Taxi Association,240,7,0.0
6,6.25,5,7,2,1430724600,41.944226601,-87.655998182,41.922686284,-87.649488729,1.5,,,Credit Card,,420,7,3.0
6,7.05,7,8,5,1373531400,41.944226601,-87.655998182,41.922686284,-87.649488729,0.19,,,Cash,,420,7,0.0
6,7.05,7,2,1,1436064300,41.944226601,-87.655998182,41.922686284,-87.649488729,1.6,,,Cash,Taxi Affiliation Services,480,7,0.0
6,6.05,9,10,7,1410604200,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,360,7,0.0
6,6.85,10,10,7,1446288300,41.944226601,-87.655998182,41.922686284,-87.649488729,1.4,,,Cash,,480,7,0.0
6,8.05,7,23,7,1406415600,41.944226601,-87.655998182,41.922686284,-87.649488729,1.4,,,Cash,Dispatch Taxi Affiliation,780,7,0.0
6,5.45,2,3,7,1359776700,41.944226601,-87.655998182,41.922686284,-87.649488729,1.1,,,No Charge,Dispatch Taxi Affiliation,300,7,0.0
6,6.85,11,10,1,1414922400,41.944226601,-87.655998182,41.922686284,-87.649488729,1.4,,,Cash,,360,7,0.0
6,5.85,10,21,5,1382044500,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,300,7,0.0
6,4.05,10,22,3,1445985900,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Credit Card,Taxi Affiliation Services,180,7,2.0
6,9.25,3,3,7,1425697200,41.944226601,-87.655998182,41.922686284,-87.649488729,2.7,,,Cash,,780,7,0.0
6,7.05,3,17,7,1362244500,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Credit Card,Taxi Affiliation Services,480,7,3.0
6,6.45,5,8,6,1369988100,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Dispatch Taxi Affiliation,480,7,0.0
6,5.45,4,4,1,1367121600,41.944226601,-87.655998182,41.922686284,-87.649488729,1.0,,,Cash,Choice Taxi Association,300,7,0.0
6,10.05,9,14,6,1410533100,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Choice Taxi Association,960,7,0.0
6,7.05,12,21,7,1417900500,41.944226601,-87.655998182,41.922686284,-87.649488729,1.5,,,Credit Card,,480,7,3.0
6,9.65,9,1,4,1409706900,41.944226601,-87.655998182,41.975170943,-87.687515515,3.3,,,Credit Card,Taxi Affiliation Services,540,4,3.0
6,9.25,2,21,5,1393535700,41.944226601,-87.655998182,41.975170943,-87.687515515,2.7,,,Credit Card,,720,4,2.0
6,12.25,1,2,6,1390529700,41.944226601,-87.655998182,41.975170943,-87.687515515,0.0,,,Cash,Taxi Affiliation Services,900,4,0.0
6,9.25,7,1,6,1435886100,41.944226601,-87.655998182,41.975170943,-87.687515515,2.9,,,Cash,Dispatch Taxi Affiliation,660,4,0.0
6,10.05,9,2,5,1411611300,41.944226601,-87.655998182,41.975170943,-87.687515515,3.3,,,Cash,Taxi Affiliation Services,600,4,0.0
6,8.25,7,17,7,1436029200,41.944226601,-87.655998182,41.92276062,-87.699155343,2.2,,,Cash,Dispatch Taxi Affiliation,540,22,0.0
6,14.65,8,17,4,1407951900,41.944226601,-87.655998182,41.92276062,-87.699155343,4.8,,,Credit Card,,1440,22,2.0
6,11.85,8,1,1,1408844700,41.944226601,-87.655998182,41.92276062,-87.699155343,3.9,,,Credit Card,Taxi Affiliation Services,1020,22,2.35
6,9.45,3,3,1,1426391100,41.944226601,-87.655998182,41.92276062,-87.699155343,3.1,,,Credit Card,Dispatch Taxi Affiliation,600,22,3.0
6,12.25,10,7,4,1380699900,41.944226601,-87.655998182,41.92276062,-87.699155343,0.0,,,Credit Card,Taxi Affiliation Services,1020,22,3.05
6,10.05,9,10,7,1378549800,41.944226601,-87.655998182,41.9867118,-87.663416405,3.3,,,Credit Card,Dispatch Taxi Affiliation,780,77,3.0
6,12.65,12,23,5,1418943600,41.944226601,-87.655998182,41.9867118,-87.663416405,5.0,,,Credit Card,,660,77,3.0
6,12.5,9,1,7,1474679700,41.944226601,-87.655998182,41.9867118,-87.663416405,0.2,,,Credit Card,Blue Ribbon Taxi Association Inc.,420,77,2.0
6,12.65,2,22,7,1424556900,41.944226601,-87.655998182,41.9867118,-87.663416405,4.7,,,Cash,,840,77,0.0
6,10.45,8,9,6,1407491100,41.944226601,-87.655998182,41.9867118,-87.663416405,0.0,,,Credit Card,Dispatch Taxi Affiliation,840,77,2.25
6,11.85,3,0,1,1393721100,41.944226601,-87.655998182,41.9867118,-87.663416405,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,1200,77,0.0
6,12.45,3,22,4,1362607200,41.944226601,-87.655998182,41.9867118,-87.663416405,0.0,,,Cash,Choice Taxi Association,660,77,0.0
41,41.25,8,14,6,1406902500,41.794090253,-87.592310855,,,19.5,,,Cash,Taxi Affiliation Services,2520,,0.0
41,29.75,4,15,4,1461166200,41.794090253,-87.592310855,41.901206994,-87.676355989,10.8,,,Cash,Taxi Affiliation Services,1800,24,0.0
41,19.65,2,10,6,1425033000,41.794090253,-87.592310855,41.878865584,-87.625192142,7.4,,,Credit Card,Taxi Affiliation Services,1500,32,4.9
41,16.05,9,10,4,1378290600,41.794090253,-87.592310855,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,960,32,0.0
41,19.45,10,11,5,1382007600,41.794090253,-87.592310855,41.878865584,-87.625192142,0.81,,,Cash,,1140,32,0.0
41,18.85,5,10,5,1399545000,41.794090253,-87.592310855,41.899602111,-87.633308037,7.8,,,Cash,Taxi Affiliation Services,1140,8,0.0
41,19.65,4,20,4,1396471500,41.794090253,-87.592310855,41.899602111,-87.633308037,0.5,,,Cash,Taxi Affiliation Services,1140,8,0.0
41,49.65,3,20,1,1364760900,41.794090253,-87.592310855,41.980264315,-87.913624596,0.0,,,Cash,Taxi Affiliation Services,2460,76,0.0
41,50.05,10,12,3,1382445000,41.794090253,-87.592310855,41.980264315,-87.913624596,0.0,,,Cash,Taxi Affiliation Services,2400,76,0.0
41,30.85,4,7,4,1366788600,41.794090253,-87.592310855,41.79259236,-87.769615453,14.6,,,Credit Card,Northwest Management LLC,1680,56,6.0
41,15.25,10,14,6,1414764900,41.794090253,-87.592310855,41.740205756,-87.615969523,5.5,,,Cash,Taxi Affiliation Services,1260,44,0.0
41,21.25,12,8,2,1419237900,41.794090253,-87.592310855,41.857183858,-87.620334624,9.0,,,Cash,Taxi Affiliation Services,1500,33,0.0
41,13.85,6,17,1,1372006800,41.794090253,-87.592310855,41.857183858,-87.620334624,5.4,,,Credit Card,,720,33,0.0
41,4.65,7,11,5,1372937400,41.794090253,-87.592310855,41.794090253,-87.592310855,0.0,,,Cash,Taxi Affiliation Services,180,41,0.0
41,3.25,10,10,7,1445078700,41.794090253,-87.592310855,41.794090253,-87.592310855,0.0,,,Cash,Northwest Management LLC,0,41,0.0
41,6.45,4,15,3,1430235900,41.794090253,-87.592310855,41.794090253,-87.592310855,0.0,,,Credit Card,Taxi Affiliation Services,360,41,2.0
41,5.05,11,11,3,1416915000,41.794090253,-87.592310855,41.794090253,-87.592310855,0.8,,,Cash,Taxi Affiliation Services,240,41,0.0
41,20.65,8,11,7,1439033400,41.794090253,-87.592310855,41.794090253,-87.592310855,3.0,,,Cash,Taxi Affiliation Services,2640,41,0.0
41,7.45,5,12,6,1432902600,41.794090253,-87.592310855,41.794090253,-87.592310855,1.7,,,Cash,Taxi Affiliation Services,600,41,0.0
41,5.05,10,14,2,1382969700,41.794090253,-87.592310855,41.794090253,-87.592310855,0.9,,,Cash,Taxi Affiliation Services,240,41,0.0
41,8.05,6,1,2,1402278300,41.794090253,-87.592310855,41.794090253,-87.592310855,0.1,,,Cash,Taxi Affiliation Services,600,41,0.0
41,20.45,9,8,1,1378629900,41.794090253,-87.592310855,41.874005383,-87.66351755,0.5,,,Cash,Taxi Affiliation Services,1080,28,0.0
41,20.45,6,15,7,1371309300,41.794090253,-87.592310855,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,1260,28,0.0
41,20.05,10,16,7,1445098500,41.794090253,-87.592310855,41.874005383,-87.66351755,0.5,,,Credit Card,Taxi Affiliation Services,1260,28,4.0
41,7.85,8,21,4,1438811100,41.794090253,-87.592310855,41.808916283,-87.596183344,2.2,,,Credit Card,Taxi Affiliation Services,540,39,1.0
28,11.25,1,22,5,1421966700,41.879066994,-87.657005027,41.914747305,-87.654007029,3.3,,17031832600,Credit Card,Taxi Affiliation Services,960,7,2.45
28,10.85,8,21,5,1376603100,41.879066994,-87.657005027,41.859349715,-87.617358006,0.31,,17031330100,Cash,,840,33,0.0
28,9.85,8,21,2,1408396500,41.879066994,-87.657005027,41.859349715,-87.617358006,2.8,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
28,12.85,4,13,5,1397136600,41.879066994,-87.657005027,41.907520075,-87.6266589,3.4,,17031080100,Cash,,1200,8,0.0
28,7.65,11,13,3,1447766100,41.879066994,-87.657005027,41.870415,-87.675085621,1.6,,17031838200,Cash,,600,28,0.0
28,11.25,12,23,3,1418772600,41.879066994,-87.657005027,41.905857769,-87.630865027,0.0,,17031080202,Cash,Blue Ribbon Taxi Association Inc.,1080,8,0.0
28,8.65,7,16,6,1406306700,41.879066994,-87.657005027,41.884987192,-87.620992913,1.8,,17031320100,Cash,,780,32,0.0
28,12.45,6,13,6,1402667100,41.879066994,-87.657005027,41.884987192,-87.620992913,0.1,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,1440,32,0.0
28,6.05,3,8,6,1395993600,41.879066994,-87.657005027,41.880994471,-87.632746489,1.2,,17031839100,Cash,,360,32,0.0
28,6.85,12,14,5,1386856800,41.879066994,-87.657005027,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,480,32,0.0
28,8.25,12,9,6,1418377500,41.879066994,-87.657005027,41.880994471,-87.632746489,1.4,,17031839100,Cash,Taxi Affiliation Services,780,32,0.0
28,5.05,5,20,5,1401396300,41.879066994,-87.657005027,41.88528132,-87.6572332,0.7,,17031833000,Cash,,240,28,0.0
28,5.05,4,19,7,1429990200,41.879066994,-87.657005027,41.88528132,-87.6572332,0.0,,17031833000,Cash,Blue Ribbon Taxi Association Inc.,300,28,0.0
28,5.25,2,19,4,1423076400,41.879066994,-87.657005027,41.88528132,-87.6572332,0.0,,17031833000,Cash,Choice Taxi Association,300,28,0.0
28,5.45,9,23,6,1411774200,41.879066994,-87.657005027,41.88528132,-87.6572332,1.2,,17031833000,Cash,Taxi Affiliation Services,240,28,0.0
28,3.25,6,10,7,1403950500,41.879066994,-87.657005027,41.879066994,-87.657005027,0.0,,17031833100,Cash,Taxi Affiliation Services,0,28,0.0
28,4.5,2,20,2,1454964300,41.879066994,-87.657005027,41.879255084,-87.642648998,0.5,,17031281900,Credit Card,,120,28,3.0
28,5.45,4,9,3,1396342800,41.879066994,-87.657005027,41.879255084,-87.642648998,0.9,,17031281900,Cash,Dispatch Taxi Affiliation,300,28,0.0
28,4.85,10,8,2,1444637700,41.879066994,-87.657005027,41.879255084,-87.642648998,0.9,,17031281900,Cash,Dispatch Taxi Affiliation,120,28,0.0
28,7.85,1,21,7,1358630100,41.879066994,-87.657005027,41.908378669,-87.670945075,0.0,,17031241500,Cash,Dispatch Taxi Affiliation,420,24,0.0
28,9.25,6,18,5,1403203500,41.879066994,-87.657005027,41.892072635,-87.628874157,0.1,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,900,8,0.0
28,7.45,11,15,4,1448465400,41.879066994,-87.657005027,41.885300022,-87.642808466,1.0,,17031280100,Cash,,660,28,0.0
28,5.05,5,9,5,1398937500,41.879066994,-87.657005027,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Blue Ribbon Taxi Association Inc.,300,28,2.0
28,9.25,7,12,7,1406376000,41.879066994,-87.657005027,41.89503345,-87.619710672,0.1,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
28,7.25,9,22,6,1409954400,41.879066994,-87.657005027,41.870607372,-87.622172937,1.7,,17031320600,Cash,Choice Taxi Association,540,32,0.0
28,6.65,7,8,3,1373961600,41.879066994,-87.657005027,41.87866742,-87.671653621,1.3,,17031838100,Cash,,420,28,0.0
8,8.85,5,8,4,1369815300,41.900221297,-87.629105186,,,1.69,,,Cash,,840,,0.0
8,15.25,3,19,6,1396035000,41.900221297,-87.629105186,41.920451512,-87.679954768,4.7,,17031832200,Cash,,1560,22,0.0
8,6.25,11,22,1,1385330400,41.900221297,-87.629105186,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
8,5.45,9,8,2,1410769800,41.900221297,-87.629105186,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
8,5.85,3,19,2,1395083700,41.900221297,-87.629105186,41.892507781,-87.626214906,0.8,,17031081500,Cash,,420,8,0.0
8,5.65,5,12,3,1400588100,41.900221297,-87.629105186,41.892507781,-87.626214906,0.9,,17031081500,Cash,,360,8,0.0
8,6.05,8,20,6,1376683200,41.900221297,-87.629105186,41.892507781,-87.626214906,0.8,,17031081500,Cash,,480,8,0.0
8,3.25,11,18,7,1414864800,41.900221297,-87.629105186,41.892042136,-87.63186395,0.0,,17031081700,Cash,,0,8,0.0
8,5.05,2,8,3,1360053000,41.900221297,-87.629105186,41.892042136,-87.63186395,0.0,,17031081700,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,4.85,11,22,6,1416607200,41.900221297,-87.629105186,41.892042136,-87.63186395,0.07,,17031081700,Credit Card,,240,8,1.0
8,5.25,7,19,3,1375210800,41.900221297,-87.629105186,41.892042136,-87.63186395,0.9,,17031081700,Cash,,240,8,0.0
8,6.45,12,19,7,1386445500,41.900221297,-87.629105186,41.892042136,-87.63186395,1.2,,17031081700,Cash,,480,8,0.0
8,6.0,6,0,5,1466641800,41.900221297,-87.629105186,41.892042136,-87.63186395,0.9,,17031081700,Cash,3319 - CD Cab Co,300,8,0.0
8,5.25,1,18,2,1421087400,41.900221297,-87.629105186,41.914616286,-87.631717366,0.8,,17031071500,Cash,,240,7,0.0
8,6.65,3,20,5,1394740800,41.900221297,-87.629105186,41.914616286,-87.631717366,1.2,,17031071500,Credit Card,Taxi Affiliation Services,480,7,3.0
8,10.05,11,22,4,1383776100,41.900221297,-87.629105186,41.938391258,-87.63857492,3.4,,17031063200,Cash,,540,6,0.0
8,10.05,8,16,7,1406997900,41.900221297,-87.629105186,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,1080,32,0.0
8,7.45,6,3,7,1371870900,41.900221297,-87.629105186,41.877406123,-87.621971652,1.6,,17031320400,Cash,,540,32,0.0
8,6.85,3,9,3,1364288400,41.900221297,-87.629105186,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,360,32,0.0
8,9.25,6,14,2,1370873700,41.900221297,-87.629105186,41.938232293,-87.646782081,0.1,,17031063100,Cash,Taxi Affiliation Services,720,6,0.0
8,7.65,11,4,1,1383451200,41.900221297,-87.629105186,41.906025969,-87.675311622,2.1,,17031241400,Cash,Dispatch Taxi Affiliation,420,24,0.0
8,8.05,6,20,4,1403122500,41.900221297,-87.629105186,41.922082541,-87.634156093,2.1,,17031071400,Credit Card,Dispatch Taxi Affiliation,660,7,2.0
8,5.45,12,9,6,1449219600,41.900221297,-87.629105186,41.890922026,-87.618868355,0.9,,17031081403,Credit Card,,300,8,2.0
8,7.05,4,9,3,1366710300,41.900221297,-87.629105186,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,480,32,0.0
8,8.65,11,14,4,1384353900,41.900221297,-87.629105186,41.880994471,-87.632746489,1.9,,17031839100,Cash,Choice Taxi Association,660,32,0.0
8,7.25,9,7,4,1379488500,41.900221297,-87.629105186,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,Choice Taxi Association,480,32,2.0
8,7.65,11,9,3,1416303900,41.900221297,-87.629105186,41.880994471,-87.632746489,1.4,,17031839100,Cash,,660,32,0.0
8,7.85,4,8,5,1430380800,41.900221297,-87.629105186,41.880994471,-87.632746489,1.6,,17031839100,Cash,,660,32,0.0
8,13.5,1,17,3,1452620700,41.900221297,-87.629105186,41.880994471,-87.632746489,1.7,,17031839100,Credit Card,,1680,32,2.7
8,12.05,1,18,6,1389377700,41.900221297,-87.629105186,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,1500,32,0.0
8,6.85,9,12,5,1410438600,41.900221297,-87.629105186,41.880994471,-87.632746489,1.3,,17031839100,Cash,Dispatch Taxi Affiliation,540,32,0.0
8,7.25,9,8,3,1443514500,41.900221297,-87.629105186,41.880994471,-87.632746489,1.3,,17031839100,Cash,,540,32,0.0
8,7.25,12,3,1,1481427900,41.900221297,-87.629105186,41.891971508,-87.612945414,1.4,,17031081402,Credit Card,Dispatch Taxi Affiliation,480,8,2.0
8,7.05,5,2,1,1367719200,41.900221297,-87.629105186,41.921854911,-87.646210977,0.0,,17031071200,Credit Card,Taxi Affiliation Services,480,7,2.0
8,3.25,10,19,3,1414525500,41.900221297,-87.629105186,41.900221297,-87.629105186,0.0,,17031081100,Cash,Taxi Affiliation Services,0,8,0.0
8,10.05,10,13,5,1414676700,41.900221297,-87.629105186,41.879255084,-87.642648998,2.1,,17031281900,Cash,3201 - C&D Cab Co Inc,1020,28,0.0
8,8.25,1,2,3,1357007400,41.900221297,-87.629105186,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,600,28,0.0
8,7.85,2,23,5,1360279800,41.900221297,-87.629105186,41.885300022,-87.642808466,0.0,,17031280100,Cash,Dispatch Taxi Affiliation,540,28,0.0
8,8.05,3,9,3,1394531100,41.900221297,-87.629105186,41.885300022,-87.642808466,1.6,,17031280100,Credit Card,Taxi Affiliation Services,720,28,2.0
8,7.85,5,21,6,1399670100,41.900221297,-87.629105186,41.885300022,-87.642808466,1.8,,17031280100,Cash,Dispatch Taxi Affiliation,540,28,0.0
8,7.65,9,15,3,1410276600,41.900221297,-87.629105186,41.885300022,-87.642808466,1.7,,17031280100,Cash,,600,28,0.0
8,9.25,7,1,1,1437270300,41.900221297,-87.629105186,41.929077655,-87.646293476,3.1,,17031070200,Cash,,480,7,0.0
8,9.05,8,2,1,1408243500,41.900221297,-87.629105186,41.870607372,-87.622172937,2.5,,17031320600,Credit Card,,600,32,3.0
8,4.25,6,19,1,1402255800,41.900221297,-87.629105186,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,180,8,0.0
8,10.45,2,23,6,1423265400,41.900221297,-87.629105186,41.892276708,-87.679397479,3.1,,17031243000,Credit Card,Dispatch Taxi Affiliation,840,24,2.05
8,12.05,6,21,5,1435266000,41.900221297,-87.629105186,41.949829346,-87.64396537,4.5,,17031060900,Credit Card,,660,6,3.62
28,5.45,11,13,1,1415540700,41.879255084,-87.642648998,,,0.0,,,Cash,Taxi Affiliation Services,300,,0.0
28,11.45,10,22,1,1381096800,41.879255084,-87.642648998,41.849246754,-87.624135298,0.0,,17031841000,Credit Card,Taxi Affiliation Services,900,33,3.1
28,10.65,2,8,6,1392972300,41.879255084,-87.642648998,41.849246754,-87.624135298,4.1,,17031841000,Credit Card,,480,33,3.0
28,11.05,9,10,4,1410343200,41.879255084,-87.642648998,41.849246754,-87.624135298,3.0,,17031841000,Cash,,1020,33,0.0
28,7.05,10,15,1,1381678200,41.879255084,-87.642648998,41.892507781,-87.626214906,1.8,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
28,7.65,6,13,3,1435671900,41.879255084,-87.642648998,41.892507781,-87.626214906,1.5,,17031081500,Cash,Taxi Affiliation Services,600,8,0.0
28,7.85,10,8,5,1414053900,41.879255084,-87.642648998,41.892507781,-87.626214906,1.5,,17031081500,Cash,,720,8,0.0
28,9.25,11,12,6,1384518600,41.879255084,-87.642648998,41.892507781,-87.626214906,0.0,,17031081500,Cash,Choice Taxi Association,900,8,0.0
28,8.25,6,9,7,1403342100,41.879255084,-87.642648998,41.892507781,-87.626214906,2.0,,17031081500,Credit Card,Dispatch Taxi Affiliation,540,8,0.0
28,7.25,4,19,6,1366398900,41.879255084,-87.642648998,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,600,8,0.0
28,8.05,2,10,5,1392287400,41.879255084,-87.642648998,41.892507781,-87.626214906,1.8,,17031081500,Credit Card,Taxi Affiliation Services,660,8,2.0
28,9.25,5,19,4,1432151100,41.879255084,-87.642648998,41.892507781,-87.626214906,1.6,,17031081500,Credit Card,Dispatch Taxi Affiliation,1020,8,2.0
28,7.85,2,12,7,1391862600,41.879255084,-87.642648998,41.892507781,-87.626214906,1.7,,17031081500,Credit Card,,660,8,2.0
28,6.45,1,15,6,1420212600,41.879255084,-87.642648998,41.892507781,-87.626214906,1.3,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
28,9.05,6,19,2,1403551800,41.879255084,-87.642648998,41.892507781,-87.626214906,1.9,,17031081500,Credit Card,Taxi Affiliation Services,840,8,3.0
28,6.05,8,10,2,1407149100,41.879255084,-87.642648998,41.892507781,-87.626214906,1.2,,17031081500,Credit Card,Taxi Affiliation Services,420,8,1.5
28,6.65,11,21,1,1383513300,41.879255084,-87.642648998,41.892507781,-87.626214906,1.5,,17031081500,No Charge,Dispatch Taxi Affiliation,420,8,0.0
28,9.75,8,17,5,1470330000,41.879255084,-87.642648998,41.892042136,-87.63186395,1.4,,17031081700,Credit Card,,1020,8,2.0
28,6.25,7,6,6,1373006700,41.879255084,-87.642648998,41.892042136,-87.63186395,1.5,,17031081700,Cash,,360,8,0.0
28,8.25,8,13,1,1438522200,41.879255084,-87.642648998,41.892042136,-87.63186395,1.5,,17031081700,Cash,,720,8,0.0
28,6.25,6,12,2,1433161800,41.879255084,-87.642648998,41.892042136,-87.63186395,1.2,,17031081700,Credit Card,Taxi Affiliation Services,420,8,2.0
28,5.25,12,16,1,1385913600,41.879255084,-87.642648998,41.892042136,-87.63186395,0.1,,17031081700,Cash,Dispatch Taxi Affiliation,180,8,0.0
28,5.45,2,9,4,1360143000,41.879255084,-87.642648998,41.892042136,-87.63186395,0.8,,17031081700,Cash,,300,8,0.0
28,6.85,10,8,6,1443773700,41.879255084,-87.642648998,41.892042136,-87.63186395,1.2,,17031081700,Credit Card,,480,8,1.0
28,5.05,10,11,6,1382700600,41.879255084,-87.642648998,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Northwest Management LLC,180,8,4.0
28,6.85,12,10,5,1386238500,41.879255084,-87.642648998,41.892042136,-87.63186395,0.0,,17031081700,Cash,Dispatch Taxi Affiliation,600,8,0.0
28,25.65,6,21,7,1434231000,41.879255084,-87.642648998,41.892042136,-87.63186395,11.26,,17031081700,Cash,,1320,8,0.0
28,34.45,10,18,2,1444673700,41.879255084,-87.642648998,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,2040,76,4.0
28,35.25,4,8,7,1397289600,41.879255084,-87.642648998,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,Dispatch Taxi Affiliation,1260,76,5.0
28,35.25,9,17,5,1409851800,41.879255084,-87.642648998,41.97907082,-87.903039661,17.3,,17031980000,Credit Card,Taxi Affiliation Services,2640,76,7.45
28,18.64,1,23,6,1359154800,41.879255084,-87.642648998,41.949060526,-87.661642904,7.7,,17031061200,Credit Card,,1140,6,4.66
28,10.85,4,16,4,1398875400,41.879255084,-87.642648998,41.914616286,-87.631717366,0.1,,17031071500,Credit Card,Taxi Affiliation Services,960,7,2.15
28,6.65,8,13,7,1408195800,41.879255084,-87.642648998,41.877406123,-87.621971652,1.1,,17031320400,Cash,,480,32,0.0
28,5.45,5,6,5,1368081000,41.879255084,-87.642648998,41.877406123,-87.621971652,0.9,,17031320400,Cash,,300,32,0.0
28,8.5,8,10,2,1472466600,41.879255084,-87.642648998,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,780,32,0.0
28,6.65,1,10,4,1389176100,41.879255084,-87.642648998,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Blue Ribbon Taxi Association Inc.,480,32,2.0
28,7.25,11,15,4,1384354800,41.879255084,-87.642648998,41.877406123,-87.621971652,1.2,,17031320400,Cash,Taxi Affiliation Services,600,32,0.0
28,5.85,8,12,2,1407153600,41.879255084,-87.642648998,41.877406123,-87.621971652,0.8,,17031320400,Cash,,360,32,0.0
28,5.65,7,21,4,1372886100,41.879255084,-87.642648998,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,360,32,0.0
28,13.05,11,19,7,1414869300,41.879255084,-87.642648998,41.921647132,-87.689951469,5.0,,17031221500,Cash,Choice Taxi Association,1020,22,0.0
28,15.85,9,16,6,1379090700,41.879255084,-87.642648998,41.904712,-87.701884559,4.4,,17031240900,Cash,Dispatch Taxi Affiliation,1680,24,0.0
28,9.65,11,18,6,1415989800,41.879255084,-87.642648998,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,1020,33,0.0
28,7.65,2,23,4,1362008700,41.879255084,-87.642648998,41.859349715,-87.617358006,1.8,,17031330100,Cash,,540,33,0.0
28,9.25,9,10,1,1442743200,41.879255084,-87.642648998,41.859349715,-87.617358006,2.35,,17031330100,Credit Card,,660,33,3.0
28,8.45,4,22,5,1429829100,41.879255084,-87.642648998,41.859349715,-87.617358006,2.5,,17031330100,Cash,Taxi Affiliation Services,660,33,0.0
28,7.85,10,18,4,1414003500,41.879255084,-87.642648998,41.859349715,-87.617358006,2.1,,17031330100,Credit Card,Northwest Management LLC,540,33,2.0
28,5.85,9,12,5,1443098700,41.879255084,-87.642648998,41.892658108,-87.652534484,0.82,,17031243500,Credit Card,,300,24,1.0
28,14.05,10,12,6,1414757700,41.879255084,-87.642648998,41.936237179,-87.656411531,0.3,,17031062900,Credit Card,Taxi Affiliation Services,900,6,1.0
28,7.65,2,14,2,1422885600,41.879255084,-87.642648998,41.890922026,-87.618868355,1.8,,17031081403,Cash,,480,8,0.0
28,8.25,9,13,4,1379510100,41.879255084,-87.642648998,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,600,8,0.0
28,9.65,9,13,5,1441287000,41.879255084,-87.642648998,41.890922026,-87.618868355,2.8,,17031081403,Cash,Taxi Affiliation Services,960,8,0.0
28,7.65,6,19,2,1435604400,41.879255084,-87.642648998,41.890922026,-87.618868355,1.7,,17031081403,Cash,,600,8,0.0
28,8.44,10,13,6,1445605200,41.879255084,-87.642648998,41.890922026,-87.618868355,1.6,,17031081403,Credit Card,,780,8,2.0
28,7.05,7,20,5,1374180300,41.879255084,-87.642648998,41.890922026,-87.618868355,16.0,,17031081403,Cash,Taxi Affiliation Services,420,8,0.0
28,7.05,3,23,7,1394926200,41.879255084,-87.642648998,41.890922026,-87.618868355,1.9,,17031081403,No Charge,Dispatch Taxi Affiliation,420,8,0.0
28,8.65,8,10,6,1377253800,41.879255084,-87.642648998,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,540,8,0.0
28,8.44,12,9,3,1417511700,41.879255084,-87.642648998,41.890922026,-87.618868355,1.4,,17031081403,Credit Card,,780,8,2.0
28,7.05,6,10,1,1371984300,41.879255084,-87.642648998,41.890922026,-87.618868355,1.6,,17031081403,Cash,,360,8,0.0
28,11.25,5,13,5,1431003600,41.879255084,-87.642648998,41.827437232,-87.632558769,4.3,,17031340600,Credit Card,Taxi Affiliation Services,480,34,2.65
28,7.85,12,23,7,1417908600,41.879255084,-87.642648998,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,600,32,0.0
28,8.25,11,14,1,1415543400,41.879255084,-87.642648998,41.884987192,-87.620992913,2.5,,17031320100,Cash,Northwest Management LLC,540,32,0.0
28,6.45,8,13,1,1376226000,41.879255084,-87.642648998,41.884987192,-87.620992913,0.0,,17031320100,Cash,Northwest Management LLC,420,32,0.0
28,7.05,8,10,6,1409306400,41.879255084,-87.642648998,41.884987192,-87.620992913,1.3,,17031320100,Cash,Choice Taxi Association,540,32,0.0
28,6.25,1,14,4,1359554400,41.879255084,-87.642648998,41.884987192,-87.620992913,0.6,,17031320100,Cash,Dispatch Taxi Affiliation,420,32,0.0
28,7.05,2,16,3,1424190600,41.879255084,-87.642648998,41.884987192,-87.620992913,1.1,,17031320100,Cash,,600,32,0.0
28,7.45,12,14,4,1387375200,41.879255084,-87.642648998,41.884987192,-87.620992913,1.6,,17031320100,Cash,Dispatch Taxi Affiliation,600,32,0.0
28,6.85,5,20,7,1368909000,41.879255084,-87.642648998,41.884987192,-87.620992913,1.3,,17031320100,Cash,Dispatch Taxi Affiliation,480,32,0.0
28,7.25,10,10,2,1381140000,41.879255084,-87.642648998,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
28,6.05,2,9,6,1391765400,41.879255084,-87.642648998,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
28,6.85,8,22,4,1409177700,41.879255084,-87.642648998,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
28,7.05,8,19,6,1438975800,41.879255084,-87.642648998,41.884987192,-87.620992913,1.2,,17031320100,Cash,,540,32,0.0
28,4.65,2,16,7,1361033100,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,180,32,0.0
28,5.65,10,7,5,1444289400,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Cash,,360,32,0.0
28,6.45,11,14,4,1385563500,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,420,32,0.0
28,5.45,2,9,2,1424682000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Cash,,300,32,0.0
28,4.45,11,16,5,1383841800,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,240,32,0.0
28,7.0,4,20,5,1461874500,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,420,32,0.0
28,5.25,11,7,5,1385019900,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
28,6.25,2,15,3,1423580400,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
28,4.65,6,14,3,1371564900,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
28,5.65,1,21,4,1391030100,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
28,7.25,11,12,6,1385122500,41.879255084,-87.642648998,41.880994471,-87.632746489,1.1,,17031839100,Cash,,540,32,0.0
28,4.65,2,15,2,1422889200,41.879255084,-87.642648998,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,Taxi Affiliation Services,180,32,2.0
28,4.75,2,12,3,1456230600,41.879255084,-87.642648998,41.880994471,-87.632746489,0.6,,17031839100,Cash,Dispatch Taxi Affiliation,180,32,0.0
28,9.65,8,8,2,1439195400,41.879255084,-87.642648998,41.880994471,-87.632746489,1.4,,17031839100,Cash,,1020,32,0.0
28,6.05,6,11,3,1402399800,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
28,5.65,4,18,2,1397499300,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,Taxi Affiliation Services,360,32,2.0
28,3.85,5,19,7,1369508400,41.879255084,-87.642648998,41.880994471,-87.632746489,0.2,,17031839100,Cash,,120,32,0.0
28,6.5,4,8,4,1459931400,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Cash,,540,32,0.0
28,6.45,1,6,5,1389249900,41.879255084,-87.642648998,41.880994471,-87.632746489,1.4,,17031839100,Cash,,360,32,0.0
28,5.85,11,17,7,1414863900,41.879255084,-87.642648998,41.880994471,-87.632746489,1.1,,17031839100,Cash,,300,32,0.0
28,5.05,7,10,5,1404383400,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Cash,,240,32,0.0
28,5.65,7,12,2,1372680000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,Dispatch Taxi Affiliation,300,32,1.0
28,4.85,3,16,2,1395072000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,240,32,0.0
28,4.85,12,8,2,1450685700,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
28,4.65,11,8,4,1447228800,41.879255084,-87.642648998,41.880994471,-87.632746489,0.5,,17031839100,Credit Card,,180,32,2.0
28,3.65,4,8,2,1367222400,41.879255084,-87.642648998,41.880994471,-87.632746489,0.2,,17031839100,Cash,,60,32,0.0
28,4.65,3,14,3,1427206500,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
28,8.65,1,19,7,1420917300,41.879255084,-87.642648998,41.880994471,-87.632746489,1.9,,17031839100,Credit Card,Dispatch Taxi Affiliation,780,32,2.0
28,5.05,12,7,5,1449126900,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Cash,Dispatch Taxi Affiliation,180,32,0.0
28,6.25,4,9,3,1398763800,41.879255084,-87.642648998,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,Taxi Affiliation Services,480,32,2.0
28,4.85,3,8,2,1393833600,41.879255084,-87.642648998,41.880994471,-87.632746489,0.5,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
28,6.05,12,20,7,1387658700,41.879255084,-87.642648998,41.88528132,-87.6572332,0.9,,17031833000,Cash,KOAM Taxi Association,360,28,0.0
28,6.65,2,16,3,1422980100,41.879255084,-87.642648998,41.88528132,-87.6572332,1.1,,17031833000,Cash,,600,28,0.0
28,7.05,1,11,4,1390391100,41.879255084,-87.642648998,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,540,28,0.0
28,13.65,9,22,2,1378160100,41.879255084,-87.642648998,41.92926299,-87.635890954,0.0,,17031070101,Cash,Taxi Affiliation Services,720,7,0.0
28,8.85,11,18,1,1447007400,41.879255084,-87.642648998,41.891971508,-87.612945414,0.0,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,600,8,0.0
28,8.05,5,19,3,1400009400,41.879255084,-87.642648998,41.891971508,-87.612945414,0.1,,17031081402,Cash,Taxi Affiliation Services,540,8,0.0
28,13.05,2,15,7,1392476400,41.879255084,-87.642648998,41.936310131,-87.651562592,4.1,,17031063000,Cash,Taxi Affiliation Services,1200,6,0.0
28,8.25,7,3,1,1373773500,41.879255084,-87.642648998,41.90156691,-87.638404012,0.0,,17031838300,Cash,Taxi Affiliation Services,420,8,0.0
28,19.25,3,13,3,1458653400,41.879255084,-87.642648998,41.879066994,-87.657005027,5.8,,17031833100,Cash,Taxi Affiliation Services,1080,28,0.0
28,8.45,7,3,6,1435892400,41.879255084,-87.642648998,41.900221297,-87.629105186,0.1,,17031081100,Cash,Taxi Affiliation Services,660,8,0.0
28,10.25,5,17,6,1431711900,41.879255084,-87.642648998,41.900221297,-87.629105186,2.2,,17031081100,Cash,,1080,8,0.0
28,20.05,6,20,6,1403294400,41.879255084,-87.642648998,41.949139771,-87.656803909,8.1,,17031061100,Cash,Taxi Affiliation Services,1260,6,0.0
28,3.25,12,12,6,1451045700,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,,0,28,0.0
28,3.25,5,6,6,1399615200,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,,0,28,0.0
28,3.25,4,15,3,1366731000,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,Northwest Management LLC,0,28,0.0
28,12.25,4,20,2,1398715200,41.879255084,-87.642648998,41.928763006,-87.665676837,0.2,,17031070600,Cash,Taxi Affiliation Services,660,7,0.0
28,14.05,5,22,6,1401489900,41.879255084,-87.642648998,41.928763006,-87.665676837,5.2,,17031070600,Cash,Dispatch Taxi Affiliation,1020,7,0.0
28,9.05,5,11,5,1431601200,41.879255084,-87.642648998,41.902788048,-87.62614559,0.1,,17031081202,Cash,Taxi Affiliation Services,720,8,0.0
28,6.25,12,13,4,1387374300,41.879255084,-87.642648998,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,360,8,0.0
28,6.65,8,15,7,1440255600,41.879255084,-87.642648998,41.892072635,-87.628874157,1.1,,17031081600,Cash,,480,8,0.0
28,8.05,7,15,4,1372864500,41.879255084,-87.642648998,41.89967018,-87.669837798,2.3,,17031242100,Cash,,600,24,0.0
28,4.25,2,7,4,1393399800,41.879255084,-87.642648998,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,180,28,0.0
28,4.65,8,22,6,1439592300,41.879255084,-87.642648998,41.885300022,-87.642808466,0.0,,17031280100,Cash,Choice Taxi Association,120,28,0.0
28,18.85,8,23,4,1375917300,41.879255084,-87.642648998,41.957903897,-87.671518011,7.7,,17031060200,Cash,,900,6,0.0
28,6.0,4,21,7,1461446100,41.879255084,-87.642648998,41.870607372,-87.622172937,1.2,,17031320600,Credit Card,Choice Taxi Association,300,32,1.0
28,3.25,4,20,3,1428438600,41.879255084,-87.642648998,41.870607372,-87.622172937,0.0,,17031320600,Cash,,0,32,0.0
28,7.85,3,10,7,1426329900,41.879255084,-87.642648998,41.870607372,-87.622172937,1.5,,17031320600,Cash,,660,32,0.0
28,7.25,12,17,2,1451324700,41.879255084,-87.642648998,41.870607372,-87.622172937,1.2,,17031320600,Cash,Taxi Affiliation Services,600,32,0.0
28,9.25,5,19,3,1400008500,41.879255084,-87.642648998,41.899155613,-87.626210532,0.1,,17031081201,Credit Card,Taxi Affiliation Services,840,8,2.0
28,7.85,8,12,2,1440419400,41.879255084,-87.642648998,41.899155613,-87.626210532,8.0,,17031081201,Cash,Northwest Management LLC,600,8,0.0
28,8.65,6,17,7,1433612700,41.879255084,-87.642648998,41.899155613,-87.626210532,0.1,,17031081201,Cash,Taxi Affiliation Services,780,8,0.0
28,8.65,9,10,5,1411641900,41.879255084,-87.642648998,41.899155613,-87.626210532,0.0,,17031081201,Cash,Choice Taxi Association,720,8,0.0
28,7.85,9,21,6,1380315600,41.879255084,-87.642648998,41.899155613,-87.626210532,0.1,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
28,23.65,10,7,3,1445326200,41.879255084,-87.642648998,41.785998518,-87.750934289,10.8,,17031980100,Credit Card,Taxi Affiliation Services,1380,56,5.1
28,5.65,11,10,2,1416218400,41.879255084,-87.642648998,41.89321636,-87.63784421,0.8,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
28,7.65,2,16,6,1360946700,41.879255084,-87.642648998,41.89321636,-87.63784421,1.4,,17031081800,Cash,,660,8,0.0
28,6.85,1,11,3,1420544700,41.879255084,-87.642648998,41.89321636,-87.63784421,1.2,,17031081800,Credit Card,Taxi Affiliation Services,480,8,2.0
28,0.0,2,1,6,1361494800,41.879255084,-87.642648998,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
28,5.65,10,19,3,1412711100,41.879255084,-87.642648998,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,300,8,2.0
28,4.65,10,12,6,1382100300,41.879255084,-87.642648998,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,180,8,0.0
28,17.85,1,19,5,1421955900,41.879255084,-87.642648998,41.950673358,-87.666536281,0.0,,17031060400,Credit Card,Blue Ribbon Taxi Association Inc.,1560,6,3.55
28,11.45,4,20,6,1397246400,41.879255084,-87.642648998,41.898331794,-87.620762865,2.3,,17031081300,Credit Card,KOAM Taxi Association,1200,8,2.0
28,9.65,9,11,1,1410087600,41.879255084,-87.642648998,41.898331794,-87.620762865,0.1,,17031081300,Credit Card,Taxi Affiliation Services,720,8,1.5
28,8.85,12,14,6,1419605100,41.879255084,-87.642648998,41.898331794,-87.620762865,0.1,,17031081300,Cash,Blue Ribbon Taxi Association Inc.,1020,8,0.0
28,8.65,7,17,5,1437673500,41.879255084,-87.642648998,41.898331794,-87.620762865,1.9,,17031081300,Cash,,840,8,0.0
28,9.05,3,14,3,1395153900,41.879255084,-87.642648998,41.898331794,-87.620762865,0.1,,17031081300,Cash,Taxi Affiliation Services,720,8,0.0
28,10.65,6,17,5,1402595100,41.879255084,-87.642648998,41.898331794,-87.620762865,1.9,,17031081300,Credit Card,,1140,8,3.0
28,8.85,5,8,2,1430727300,41.879255084,-87.642648998,41.898331794,-87.620762865,0.1,,17031081300,Cash,Taxi Affiliation Services,660,8,0.0
28,11.25,4,12,5,1428582600,41.879255084,-87.642648998,41.898331794,-87.620762865,2.6,,17031081300,Credit Card,Choice Taxi Association,1140,8,3.0
28,7.65,8,15,1,1438529400,41.879255084,-87.642648998,41.867902418,-87.642958665,2.0,,17031841900,Cash,,480,28,0.0
28,8.05,4,9,4,1398848400,41.879255084,-87.642648998,41.904935302,-87.649907226,1.7,,17031842200,Cash,Northwest Management LLC,780,8,0.0
8,55.85,3,18,5,1427394600,41.902788048,-87.62614559,,,1.7,,,Credit Card,Taxi Affiliation Services,3240,,13.0
8,5.05,11,21,1,1383512400,41.902788048,-87.62614559,41.892507781,-87.626214906,0.0,,17031081500,Cash,Choice Taxi Association,300,8,0.0
8,6.65,5,19,1,1399834800,41.902788048,-87.62614559,41.892507781,-87.626214906,0.0,,17031081500,Cash,Choice Taxi Association,600,8,0.0
8,6.45,12,21,6,1449868500,41.902788048,-87.62614559,41.892507781,-87.626214906,0.7,,17031081500,Credit Card,,540,8,3.0
8,6.05,7,16,5,1437668100,41.902788048,-87.62614559,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
8,36.65,5,12,2,1432555200,41.902788048,-87.62614559,41.97907082,-87.903039661,18.3,,17031980000,Cash,Choice Taxi Association,1440,76,0.0
8,38.05,10,18,3,1413915300,41.902788048,-87.62614559,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Taxi Affiliation Services,2520,76,12.0
8,7.65,10,9,4,1444211100,41.902788048,-87.62614559,41.877406123,-87.621971652,1.8,,17031320400,Cash,Taxi Affiliation Services,540,32,0.0
8,12.25,7,18,4,1373481900,41.902788048,-87.62614559,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,1680,32,0.0
8,11.85,4,21,5,1429220700,41.902788048,-87.62614559,41.936159071,-87.661265218,3.7,,17031062800,Cash,,900,6,0.0
8,12.25,4,1,1,1397350800,41.902788048,-87.62614559,41.9416281,-87.661443368,0.2,,17031062300,Cash,Taxi Affiliation Services,840,6,0.0
8,4.05,4,17,6,1366998300,41.902788048,-87.62614559,41.907520075,-87.6266589,0.5,,17031080100,Cash,,120,8,0.0
8,8.65,1,14,2,1357567200,41.902788048,-87.62614559,41.890922026,-87.618868355,2.0,,17031081403,Cash,,660,8,0.0
8,7.25,10,20,2,1444076100,41.902788048,-87.62614559,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,540,8,0.0
8,4.65,10,21,3,1413925200,41.902788048,-87.62614559,41.890922026,-87.618868355,0.07,,17031081403,Cash,,180,8,0.0
8,7.45,8,14,5,1377787500,41.902788048,-87.62614559,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,600,32,2.0
8,5.45,7,0,1,1405814400,41.902788048,-87.62614559,41.884987192,-87.620992913,1.2,,17031320100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,8.65,8,20,3,1407874500,41.902788048,-87.62614559,41.884987192,-87.620992913,2.2,,17031320100,Cash,Dispatch Taxi Affiliation,660,32,0.0
8,6.45,5,7,6,1431675000,41.902788048,-87.62614559,41.880994471,-87.632746489,1.3,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,7.05,5,9,2,1430730000,41.902788048,-87.62614559,41.880994471,-87.632746489,1.6,,17031839100,Cash,,480,32,0.0
8,7.45,1,20,7,1422129600,41.902788048,-87.62614559,41.880994471,-87.632746489,1.5,,17031839100,Credit Card,,540,32,2.0
8,8.25,4,18,7,1396721700,41.902788048,-87.62614559,41.92926299,-87.635890954,2.6,,17031070101,Cash,,360,7,0.0
8,7.05,8,17,7,1439658900,41.902788048,-87.62614559,41.907412816,-87.640901525,1.4,,17031080400,Credit Card,Taxi Affiliation Services,540,8,2.0
8,9.45,10,22,7,1413671400,41.902788048,-87.62614559,41.908378669,-87.670945075,0.1,,17031241500,Cash,Blue Ribbon Taxi Association Inc.,840,24,0.0
8,3.25,10,19,3,1412710200,41.902788048,-87.62614559,41.902788048,-87.62614559,0.0,,17031081202,Cash,,60,8,0.0
8,6.85,6,12,5,1401970500,41.902788048,-87.62614559,41.902788048,-87.62614559,1.5,,17031081202,Cash,Choice Taxi Association,420,8,0.0
8,6.45,4,0,1,1398558600,41.902788048,-87.62614559,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,540,8,2.0
8,8.05,6,15,2,1371481200,41.902788048,-87.62614559,41.885300022,-87.642808466,22.0,,17031280100,Cash,Taxi Affiliation Services,600,28,0.0
8,5.05,12,15,6,1419606000,41.902788048,-87.62614559,41.899155613,-87.626210532,0.6,,17031081201,Cash,,300,8,0.0
8,8.25,3,11,5,1426158900,41.902788048,-87.62614559,41.89321636,-87.63784421,1.8,,17031081800,Cash,Taxi Affiliation Services,660,8,0.0
8,4.84,3,11,3,1363086000,41.902788048,-87.62614559,41.898331794,-87.620762865,0.5,,17031081300,Cash,,240,8,0.0
8,4.85,8,17,3,1438708500,41.902788048,-87.62614559,41.898331794,-87.620762865,0.7,,17031081300,Cash,,300,8,0.0
5,35.45,3,7,4,1363764600,41.947791586,-87.683834942,,,0.0,,,Cash,Taxi Affiliation Services,6900,,0.0
5,9.65,11,21,7,1417296600,41.947791586,-87.683834942,,,0.0,,,Cash,Dispatch Taxi Affiliation,0,,0.0
5,10.45,11,23,5,1385077500,41.947791586,-87.683834942,41.901206994,-87.676355989,0.2,,,Cash,Taxi Affiliation Services,720,24,0.0
5,13.05,5,13,7,1368882000,41.947791586,-87.683834942,41.901206994,-87.676355989,0.2,,,Credit Card,Taxi Affiliation Services,1080,24,2.0
5,19.25,2,9,3,1424165400,41.947791586,-87.683834942,41.878865584,-87.625192142,0.4,,,Cash,Taxi Affiliation Services,1740,32,0.0
5,14.65,8,8,3,1377592200,41.947791586,-87.683834942,41.878865584,-87.625192142,0.3,,,Credit Card,Taxi Affiliation Services,1080,32,2.9
5,21.5,5,9,2,1463994900,41.947791586,-87.683834942,41.878865584,-87.625192142,7.8,,,Cash,,900,32,0.0
5,10.05,3,23,6,1394840700,41.947791586,-87.683834942,41.96581197,-87.655878786,2.9,,,Cash,,840,3,0.0
5,6.85,6,14,2,1433168100,41.947791586,-87.683834942,41.96581197,-87.655878786,1.8,,,Cash,,420,3,0.0
5,11.65,9,20,2,1379967300,41.947791586,-87.683834942,41.96581197,-87.655878786,3.9,,,Cash,Dispatch Taxi Affiliation,900,3,0.0
5,18.25,8,19,5,1438890300,41.947791586,-87.683834942,41.899602111,-87.633308037,6.9,,,Cash,Taxi Affiliation Services,1560,8,0.0
5,20.45,6,10,7,1403344800,41.947791586,-87.683834942,41.899602111,-87.633308037,5.1,,,Credit Card,Dispatch Taxi Affiliation,1680,8,4.05
5,15.65,4,12,6,1429272900,41.947791586,-87.683834942,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,1260,8,0.0
5,14.85,4,19,7,1429386300,41.947791586,-87.683834942,41.899602111,-87.633308037,4.8,,,Cash,Taxi Affiliation Services,1380,8,0.0
5,17.25,12,17,4,1418230800,41.947791586,-87.683834942,41.899602111,-87.633308037,0.4,,,Cash,Taxi Affiliation Services,1140,8,0.0
5,18.25,3,14,6,1395412200,41.947791586,-87.683834942,41.899602111,-87.633308037,7.3,,,Credit Card,Taxi Affiliation Services,1260,8,3.65
5,28.05,6,6,4,1401863400,41.947791586,-87.683834942,41.980264315,-87.913624596,0.8,,,Credit Card,Taxi Affiliation Services,1200,76,4.0
5,27.05,8,8,7,1375516800,41.947791586,-87.683834942,41.980264315,-87.913624596,0.0,,,Cash,Taxi Affiliation Services,1260,76,0.0
5,34.45,10,10,1,1444558500,41.947791586,-87.683834942,41.79259236,-87.769615453,16.1,,,Cash,,2340,56,0.0
5,12.05,3,18,7,1362249900,41.947791586,-87.683834942,41.944226601,-87.655998182,0.0,,,Cash,Dispatch Taxi Affiliation,1080,6,0.0
5,8.85,4,4,6,1428638400,41.947791586,-87.683834942,41.944226601,-87.655998182,2.7,,,Cash,Taxi Affiliation Services,600,6,0.0
5,9.85,4,1,7,1396659600,41.947791586,-87.683834942,41.944226601,-87.655998182,3.0,,,Cash,,720,6,0.0
5,7.45,11,2,5,1385604000,41.947791586,-87.683834942,41.944226601,-87.655998182,2.0,,,Credit Card,Taxi Affiliation Services,420,6,3.0
5,6.25,12,4,6,1386304200,41.947791586,-87.683834942,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,240,6,0.0
5,7.85,3,12,7,1426335300,41.947791586,-87.683834942,41.944226601,-87.655998182,1.8,,,Credit Card,,600,6,3.0
5,6.65,1,10,1,1390127400,41.947791586,-87.683834942,41.944226601,-87.655998182,1.6,,,Cash,,420,6,0.0
5,5.65,5,19,2,1369683900,41.947791586,-87.683834942,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,180,5,0.0
5,6.75,10,17,7,1475946000,41.947791586,-87.683834942,41.947791586,-87.683834942,1.3,,,Credit Card,Taxi Affiliation Services,420,5,2.0
5,5.75,4,6,4,1459924200,41.947791586,-87.683834942,41.947791586,-87.683834942,0.7,,,Cash,,300,5,0.0
5,4.65,7,14,5,1406817000,41.947791586,-87.683834942,41.947791586,-87.683834942,0.4,,,Cash,Taxi Affiliation Services,240,5,0.0
5,15.05,5,13,2,1400504400,41.947791586,-87.683834942,41.874005383,-87.66351755,0.3,,,Cash,Taxi Affiliation Services,1200,28,0.0
5,20.65,10,8,4,1446019200,41.947791586,-87.683834942,41.874005383,-87.66351755,6.6,,,Credit Card,,2340,28,4.13
5,10.85,2,16,1,1391359500,41.947791586,-87.683834942,41.975170943,-87.687515515,3.2,,,Cash,Dispatch Taxi Affiliation,900,4,0.0
5,10.45,11,19,6,1385148600,41.947791586,-87.683834942,41.92276062,-87.699155343,3.1,,,Cash,,900,22,0.0
8,3.5,7,15,7,1467471600,41.892072635,-87.628874157,41.892507781,-87.626214906,0.0,,17031081500,Cash,Dispatch Taxi Affiliation,60,8,0.0
8,5.25,3,0,1,1362269700,41.892072635,-87.628874157,41.892507781,-87.626214906,0.6,,17031081500,Cash,,300,8,0.0
8,4.45,11,23,3,1383694200,41.892072635,-87.628874157,41.892042136,-87.63186395,0.0,,17031081700,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,5.25,11,2,1,1417313700,41.892072635,-87.628874157,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
8,4.45,11,21,1,1414964700,41.892072635,-87.628874157,41.892042136,-87.63186395,0.4,,17031081700,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,15.85,6,22,5,1370556900,41.892072635,-87.628874157,41.950442599,-87.68350623,0.3,,17031050500,Credit Card,Blue Ribbon Taxi Association Inc.,960,5,4.75
8,10.05,4,0,3,1397520900,41.892072635,-87.628874157,41.93057857,-87.642206313,3.0,,17031070102,Cash,,840,7,0.0
8,9.85,5,4,1,1399781700,41.892072635,-87.628874157,41.93057857,-87.642206313,3.0,,17031070102,Cash,,660,7,0.0
8,5.05,11,22,3,1383691500,41.892072635,-87.628874157,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,240,8,0.0
8,10.05,5,16,6,1370016900,41.892072635,-87.628874157,41.914747305,-87.654007029,2.6,,17031832600,Cash,,900,7,0.0
8,6.85,11,22,2,1415052900,41.892072635,-87.628874157,41.914616286,-87.631717366,1.9,,17031071500,Cash,Northwest Management LLC,360,7,0.0
8,6.85,10,19,1,1444590000,41.892072635,-87.628874157,41.914616286,-87.631717366,1.7,,17031071500,Cash,Northwest Management LLC,420,7,0.0
8,7.25,3,21,7,1364072400,41.892072635,-87.628874157,41.914616286,-87.631717366,1.6,,17031071500,Credit Card,,480,7,3.0
8,6.05,6,11,5,1370516400,41.892072635,-87.628874157,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,420,32,0.0
8,6.65,3,20,3,1395172800,41.892072635,-87.628874157,41.89830587,-87.653613982,0.0,,17031842300,Cash,Choice Taxi Association,480,24,0.0
8,10.25,8,16,2,1377535500,41.892072635,-87.628874157,41.934762456,-87.639853859,0.0,,17031063302,Cash,Dispatch Taxi Affiliation,720,6,0.0
8,22.45,1,0,7,1389401100,41.892072635,-87.628874157,41.966834067,-87.684018371,0.5,,17031040600,Credit Card,Taxi Affiliation Services,1800,4,5.85
8,10.0,2,20,2,1456172100,41.892072635,-87.628874157,41.859349715,-87.617358006,2.5,,17031330100,Credit Card,,600,33,0.08
8,10.65,7,9,7,1437814800,41.892072635,-87.628874157,41.859349715,-87.617358006,3.0,,17031330100,Cash,,960,33,0.0
8,11.45,1,13,5,1388668500,41.892072635,-87.628874157,41.859349715,-87.617358006,3.1,,17031330100,Credit Card,Dispatch Taxi Affiliation,960,33,1.0
8,11.85,10,9,1,1413711900,41.892072635,-87.628874157,41.859349715,-87.617358006,3.5,,17031330100,Cash,Dispatch Taxi Affiliation,1080,33,0.0
8,10.25,9,10,3,1441706400,41.892072635,-87.628874157,41.859349715,-87.617358006,3.1,,17031330100,Cash,,900,33,0.0
8,15.05,8,0,5,1440031500,41.892072635,-87.628874157,41.963374382,-87.67018455,6.5,,17031031900,Cash,Dispatch Taxi Affiliation,840,3,0.0
8,10.05,5,19,4,1430940600,41.892072635,-87.628874157,41.851017824,-87.635091856,2.6,,17031841100,Cash,Choice Taxi Association,840,34,0.0
8,5.05,6,16,1,1433695500,41.892072635,-87.628874157,41.907520075,-87.6266589,0.8,,17031080100,Credit Card,,180,8,1.2
8,6.25,10,23,7,1413071100,41.892072635,-87.628874157,41.907520075,-87.6266589,1.1,,17031080100,Cash,Taxi Affiliation Services,420,8,0.0
8,23.85,12,22,6,1419028200,41.892072635,-87.628874157,42.021223593,-87.669824772,11.0,,17031010100,Cash,,1200,1,0.0
8,10.05,7,23,7,1405206900,41.892072635,-87.628874157,41.922082541,-87.634156093,2.8,,17031071400,Credit Card,,840,7,3.0
8,5.05,5,0,1,1432425600,41.892072635,-87.628874157,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
8,4.65,8,2,1,1439086500,41.892072635,-87.628874157,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
8,4.65,6,23,3,1370388600,41.892072635,-87.628874157,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
8,4.85,7,21,7,1405200600,41.892072635,-87.628874157,41.890922026,-87.618868355,0.6,,17031081403,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,5.65,6,23,2,1434411000,41.892072635,-87.628874157,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,420,8,0.0
8,5.45,12,11,6,1449229500,41.892072635,-87.628874157,41.890922026,-87.618868355,0.8,,17031081403,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,5.45,10,13,3,1413291600,41.892072635,-87.628874157,41.884987192,-87.620992913,0.9,,17031320100,Credit Card,,300,32,3.0
8,6.65,2,20,5,1360872900,41.892072635,-87.628874157,41.884987192,-87.620992913,1.2,,17031320100,Cash,,480,32,0.0
8,4.85,4,21,1,1365369300,41.892072635,-87.628874157,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,180,32,0.0
8,7.75,10,8,4,1475654400,41.892072635,-87.628874157,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,Dispatch Taxi Affiliation,540,32,1.5
8,6.0,3,14,5,1459435500,41.892072635,-87.628874157,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,Choice Taxi Association,420,32,3.0
8,8.05,3,19,7,1426965300,41.892072635,-87.628874157,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,Taxi Affiliation Services,660,32,2.0
8,6.05,12,2,3,1386640800,41.892072635,-87.628874157,41.880994471,-87.632746489,1.2,,17031839100,Cash,Choice Taxi Association,360,32,0.0
8,4.65,9,14,4,1410359400,41.892072635,-87.628874157,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
8,6.05,4,14,3,1429021800,41.892072635,-87.628874157,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,,360,32,1.2
8,5.25,12,7,5,1450337400,41.892072635,-87.628874157,41.880994471,-87.632746489,0.9,,17031839100,Cash,,300,32,0.0
8,6.45,2,19,7,1361647800,41.892072635,-87.628874157,41.880994471,-87.632746489,0.8,,17031839100,Cash,Northwest Management LLC,420,32,0.0
8,8.45,2,10,5,1423131300,41.892072635,-87.628874157,41.880994471,-87.632746489,1.5,,17031839100,Credit Card,Taxi Affiliation Services,780,32,0.05
8,7.5,9,16,3,1473177600,41.892072635,-87.628874157,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,,540,32,1.0
8,6.65,12,10,5,1449744300,41.892072635,-87.628874157,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,Taxi Affiliation Services,480,32,1.35
8,6.25,12,16,6,1450455300,41.892072635,-87.628874157,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,5.25,11,9,5,1383816600,41.892072635,-87.628874157,41.880994471,-87.632746489,0.7,,17031839100,Cash,KOAM Taxi Association,300,32,0.0
8,6.45,3,20,4,1362600000,41.892072635,-87.628874157,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,420,28,0.0
8,6.85,4,1,6,1365125400,41.892072635,-87.628874157,41.88528132,-87.6572332,1.6,,17031833000,Cash,Dispatch Taxi Affiliation,360,28,0.0
8,7.65,5,19,3,1367955000,41.892072635,-87.628874157,41.88528132,-87.6572332,1.9,,17031833000,Cash,,480,28,0.0
8,7.85,9,19,2,1380567600,41.892072635,-87.628874157,41.891971508,-87.612945414,1.7,,17031081402,Credit Card,Northwest Management LLC,660,8,2.0
8,6.25,2,12,2,1391429700,41.892072635,-87.628874157,41.891971508,-87.612945414,1.2,,17031081402,Credit Card,Northwest Management LLC,480,8,2.0
8,5.25,10,9,4,1382521500,41.892072635,-87.628874157,41.891971508,-87.612945414,1.0,,17031081402,Credit Card,,240,8,2.0
8,6.0,9,18,7,1474740000,41.892072635,-87.628874157,41.900221297,-87.629105186,0.9,,17031081100,Credit Card,Choice Taxi Association,360,8,0.6
8,10.85,2,23,3,1361920500,41.892072635,-87.628874157,41.911972301,-87.683642922,0.0,,17031240500,Cash,Dispatch Taxi Affiliation,600,24,0.0
8,6.25,1,0,1,1388882700,41.892072635,-87.628874157,41.879255084,-87.642648998,1.1,,17031281900,Cash,Taxi Affiliation Services,480,28,0.0
8,8.44,9,22,7,1380405600,41.892072635,-87.628874157,41.879255084,-87.642648998,1.7,,17031281900,Cash,,780,28,0.0
8,6.65,3,22,7,1426373100,41.892072635,-87.628874157,41.879255084,-87.642648998,1.2,,17031281900,Credit Card,Taxi Affiliation Services,480,28,1.0
8,6.45,9,13,4,1409750100,41.892072635,-87.628874157,41.879255084,-87.642648998,1.3,,17031281900,Cash,Taxi Affiliation Services,480,28,0.0
8,10.45,12,17,2,1418059800,41.892072635,-87.628874157,41.879255084,-87.642648998,1.4,,17031281900,Cash,,1140,28,0.0
8,11.65,2,2,1,1423968300,41.892072635,-87.628874157,41.908378669,-87.670945075,3.55,,17031241500,Credit Card,,960,24,1.9
8,5.65,10,2,1,1381632300,41.892072635,-87.628874157,41.902788048,-87.62614559,0.11,,17031081202,Credit Card,,300,8,3.0
8,6.05,6,9,3,1403600400,41.892072635,-87.628874157,41.902788048,-87.62614559,1.1,,17031081202,Credit Card,Dispatch Taxi Affiliation,360,8,1.5
8,6.65,1,22,5,1421361900,41.892072635,-87.628874157,41.892072635,-87.628874157,0.0,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,3.25,1,13,3,1420549200,41.892072635,-87.628874157,41.892072635,-87.628874157,0.0,,17031081600,Cash,Dispatch Taxi Affiliation,0,8,0.0
8,3.85,4,2,1,1428804900,41.892072635,-87.628874157,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Blue Ribbon Taxi Association Inc.,120,8,4.0
8,5.05,4,20,7,1366489800,41.892072635,-87.628874157,41.892072635,-87.628874157,0.4,,17031081600,No Charge,Dispatch Taxi Affiliation,360,8,0.0
8,3.65,3,20,7,1426365900,41.892072635,-87.628874157,41.892072635,-87.628874157,0.1,,17031081600,Cash,Northwest Management LLC,60,8,0.0
8,5.65,4,22,2,1366668000,41.892072635,-87.628874157,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Taxi Affiliation Services,300,28,1.0
8,6.65,5,16,7,1368895500,41.892072635,-87.628874157,41.885300022,-87.642808466,1.4,,17031280100,Cash,,420,28,0.0
8,6.85,12,13,4,1450875600,41.892072635,-87.628874157,41.885300022,-87.642808466,1.2,,17031280100,Credit Card,Dispatch Taxi Affiliation,540,28,2.0
8,6.25,2,1,1,1391303700,41.892072635,-87.628874157,41.885300022,-87.642808466,1.2,,17031280100,Cash,,420,28,0.0
8,6.85,2,19,2,1424113200,41.892072635,-87.628874157,41.885300022,-87.642808466,1.3,,17031280100,Cash,Dispatch Taxi Affiliation,480,28,0.0
8,10.85,12,2,1,1449972900,41.892072635,-87.628874157,41.929077655,-87.646293476,3.3,,17031070200,Credit Card,,900,7,2.0
8,7.65,12,2,7,1449888300,41.892072635,-87.628874157,41.909495669,-87.630963601,1.6,,17031080201,Cash,KOAM Taxi Association,600,8,0.0
8,4.85,12,12,1,1386506700,41.892072635,-87.628874157,41.89503345,-87.619710672,0.6,,17031081401,Cash,Taxi Affiliation Services,180,8,0.0
8,5.25,8,1,1,1407635100,41.892072635,-87.628874157,41.89503345,-87.619710672,0.8,,17031081401,Credit Card,,240,8,2.0
8,5.85,9,14,6,1441981800,41.892072635,-87.628874157,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,420,8,2.0
8,8.85,7,15,5,1404399600,41.892072635,-87.628874157,41.870607372,-87.622172937,1.6,,17031320600,Credit Card,Dispatch Taxi Affiliation,900,32,2.0
8,8.05,6,23,7,1402183800,41.892072635,-87.628874157,41.870607372,-87.622172937,1.8,,17031320600,Cash,Choice Taxi Association,660,32,0.0
8,7.25,5,2,4,1367978400,41.892072635,-87.628874157,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,360,32,0.0
8,4.84,12,14,2,1451311200,41.892072635,-87.628874157,41.899155613,-87.626210532,0.5,,17031081201,Cash,,240,8,0.0
8,4.25,11,19,5,1416512700,41.892072635,-87.628874157,41.899155613,-87.626210532,0.5,,17031081201,Credit Card,,0,8,1.0
8,6.0,3,1,1,1457228700,41.892072635,-87.628874157,41.89321636,-87.63784421,0.7,,17031081800,Cash,585 - 88805 Valley Cab Co,360,8,0.0
8,5.25,9,20,6,1443211200,41.892072635,-87.628874157,41.89321636,-87.63784421,0.8,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
8,4.45,4,12,4,1398861000,41.892072635,-87.628874157,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Blue Ribbon Taxi Association Inc.,180,8,1.0
8,4.85,7,2,5,1374719400,41.892072635,-87.628874157,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,240,8,0.0
8,6.45,5,13,6,1368193500,41.892072635,-87.628874157,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Blue Ribbon Taxi Association Inc.,540,8,2.0
8,5.85,5,22,7,1399155300,41.892072635,-87.628874157,41.898331794,-87.620762865,0.7,,17031081300,Credit Card,,480,8,2.0
8,6.85,3,22,5,1426197600,41.892072635,-87.628874157,41.90749193,-87.63576009,1.4,,17031080300,Credit Card,Taxi Affiliation Services,420,8,2.0
8,9.05,12,22,3,1386712800,41.892072635,-87.628874157,41.90749193,-87.63576009,2.2,,17031080300,Credit Card,,780,8,3.0
8,10.25,3,16,4,1456934400,41.892072635,-87.628874157,41.867902418,-87.642958665,2.4,,17031841900,Credit Card,,720,28,3.0
8,10.65,2,8,6,1425025800,41.892072635,-87.628874157,41.87866742,-87.671653621,3.2,,17031838100,Cash,Taxi Affiliation Services,720,28,0.0
28,31.65,1,22,7,1358030700,41.874005383,-87.66351755,,,0.0,,,No Charge,Dispatch Taxi Affiliation,2340,,0.0
28,17.25,6,23,6,1434150900,41.874005383,-87.66351755,,,6.4,,,Credit Card,,1320,,0.0
28,8.65,4,2,6,1397181600,41.874005383,-87.66351755,41.901206994,-87.676355989,0.1,,,Cash,Taxi Affiliation Services,540,24,0.0
28,7.25,9,21,4,1443646800,41.874005383,-87.66351755,41.901206994,-87.676355989,1.7,,,Cash,Taxi Affiliation Services,420,24,0.0
28,13.25,1,18,3,1357064100,41.874005383,-87.66351755,41.901206994,-87.676355989,2.6,,,Cash,Northwest Management LLC,1080,24,0.0
28,7.05,5,13,1,1433079000,41.874005383,-87.66351755,41.901206994,-87.676355989,1.8,,,Cash,Choice Taxi Association,480,24,0.0
28,6.65,9,21,7,1410038100,41.874005383,-87.66351755,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,420,24,0.0
28,8.0,10,12,6,1476449100,41.874005383,-87.66351755,41.901206994,-87.676355989,1.9,,,Cash,Chicago Medallion Leasing INC,480,24,0.0
28,7.85,8,15,5,1438875900,41.874005383,-87.66351755,41.901206994,-87.676355989,2.1,,,Cash,Taxi Affiliation Services,600,24,0.0
28,8.25,4,17,2,1398704400,41.874005383,-87.66351755,41.901206994,-87.676355989,2.4,,,Credit Card,,480,24,1.0
28,7.65,1,20,7,1358626500,41.874005383,-87.66351755,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,420,32,0.0
28,9.25,4,14,7,1397917800,41.874005383,-87.66351755,41.878865584,-87.625192142,0.0,,,Credit Card,Taxi Affiliation Services,600,32,2.05
28,8.05,11,23,5,1415922300,41.874005383,-87.66351755,41.878865584,-87.625192142,2.1,,,Credit Card,Taxi Affiliation Services,600,32,2.0
28,6.45,11,2,2,1384740900,41.874005383,-87.66351755,41.878865584,-87.625192142,1.4,,,Credit Card,Taxi Affiliation Services,360,32,3.0
28,9.45,9,8,2,1411979400,41.874005383,-87.66351755,41.878865584,-87.625192142,0.0,,,Unknown,Blue Ribbon Taxi Association Inc.,900,32,0.0
28,11.65,12,17,5,1418317200,41.874005383,-87.66351755,41.878865584,-87.625192142,2.5,,,Credit Card,,1200,32,1.9
28,0.0,11,2,4,1415759400,41.874005383,-87.66351755,41.878865584,-87.625192142,3.5,,,Cash,Taxi Affiliation Services,720,32,0.0
28,8.85,5,9,6,1430471700,41.874005383,-87.66351755,41.878865584,-87.625192142,2.5,,,Credit Card,Taxi Affiliation Services,540,32,1.0
28,10.45,9,16,3,1412095500,41.874005383,-87.66351755,41.878865584,-87.625192142,3.7,,,Cash,Choice Taxi Association,660,32,0.0
28,23.85,5,23,5,1368142200,41.874005383,-87.66351755,41.96581197,-87.655878786,9.8,,,Cash,,1620,3,0.0
28,18.05,7,1,1,1374975000,41.874005383,-87.66351755,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,1140,3,0.0
28,17.85,1,20,7,1390682700,41.874005383,-87.66351755,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,960,3,0.0
28,13.65,9,23,7,1441494900,41.874005383,-87.66351755,41.938666196,-87.711210593,0.2,,,Cash,Taxi Affiliation Services,1140,21,0.0
28,9.85,7,9,3,1405417500,41.874005383,-87.66351755,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,660,8,0.0
28,7.85,1,6,3,1422341100,41.874005383,-87.66351755,41.899602111,-87.633308037,1.8,,,Cash,Taxi Affiliation Services,540,8,0.0
28,11.05,4,20,6,1429908300,41.874005383,-87.66351755,41.899602111,-87.633308037,4.0,,,Credit Card,,600,8,2.0
28,12.45,3,9,2,1427101200,41.874005383,-87.66351755,41.899602111,-87.633308037,3.4,,,Credit Card,Taxi Affiliation Services,1320,8,2.45
28,10.85,3,18,1,1426445100,41.874005383,-87.66351755,41.899602111,-87.633308037,3.7,,,Cash,Taxi Affiliation Services,600,8,0.0
28,11.85,2,3,1,1422761400,41.874005383,-87.66351755,41.899602111,-87.633308037,4.6,,,Cash,,540,8,0.0
28,7.65,3,12,4,1362572100,41.874005383,-87.66351755,41.899602111,-87.633308037,1.8,,,Cash,,540,8,0.0
28,34.04,2,5,5,1391663700,41.874005383,-87.66351755,41.980264315,-87.913624596,17.1,,,Credit Card,,1320,76,6.0
28,112.65,1,20,7,1420920900,41.874005383,-87.66351755,41.878914496,-87.70589713,57.0,,,Cash,,5520,27,0.0
28,13.25,6,22,6,1403907300,41.874005383,-87.66351755,41.857183858,-87.620334624,4.0,,,Cash,,1260,33,0.0
28,8.25,6,22,5,1403820900,41.874005383,-87.66351755,41.857183858,-87.620334624,2.2,,,Credit Card,,540,33,2.0
28,17.05,2,2,1,1392518700,41.874005383,-87.66351755,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,1200,6,0.0
28,17.05,12,17,3,1449596700,41.874005383,-87.66351755,41.944226601,-87.655998182,0.4,,,Credit Card,Taxi Affiliation Services,1200,6,3.4
28,10.45,8,4,6,1407472200,41.874005383,-87.66351755,41.944226601,-87.655998182,0.2,,,Credit Card,Taxi Affiliation Services,660,6,1.0
28,24.65,10,21,6,1414791000,41.874005383,-87.66351755,41.779582888,-87.768510849,11.5,,,Cash,,1200,64,0.0
28,23.45,5,13,7,1400937300,41.874005383,-87.66351755,41.947791586,-87.683834942,0.99,,,Cash,,1680,5,0.0
28,15.45,4,11,3,1398771000,41.874005383,-87.66351755,41.947791586,-87.683834942,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,840,5,0.0
28,9.45,3,13,6,1394197200,41.874005383,-87.66351755,41.874005383,-87.66351755,0.1,,,Credit Card,Taxi Affiliation Services,600,28,1.25
28,8.25,8,6,6,1470378600,41.874005383,-87.66351755,41.874005383,-87.66351755,1.97,,,Cash,,360,28,0.0
28,12.25,6,1,1,1371951900,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1140,28,0.0
28,9.65,1,14,4,1420640100,41.874005383,-87.66351755,41.874005383,-87.66351755,2.4,,,Credit Card,Taxi Affiliation Services,720,28,0.0
28,4.45,7,1,7,1373679000,41.874005383,-87.66351755,41.874005383,-87.66351755,0.6,,,Credit Card,,60,28,3.0
28,9.65,3,8,6,1394784000,41.874005383,-87.66351755,41.874005383,-87.66351755,2.7,,,Cash,Choice Taxi Association,840,28,0.0
28,8.44,2,8,4,1360744200,41.874005383,-87.66351755,41.874005383,-87.66351755,2.3,,,Cash,,600,28,0.0
28,9.05,8,1,1,1439686800,41.874005383,-87.66351755,41.874005383,-87.66351755,3.1,,,Credit Card,Dispatch Taxi Affiliation,540,28,2.0
28,3.45,4,19,1,1428866100,41.874005383,-87.66351755,41.874005383,-87.66351755,0.2,,,No Charge,Dispatch Taxi Affiliation,60,28,0.0
28,6.05,8,21,5,1409259600,41.874005383,-87.66351755,41.874005383,-87.66351755,1.3,,,Cash,Taxi Affiliation Services,300,28,0.0
28,4.85,8,13,6,1376658900,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,240,28,0.0
28,6.25,1,13,1,1420376400,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,360,28,0.0
28,8.65,4,19,4,1429125300,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Credit Card,Northwest Management LLC,780,28,1.35
28,3.25,3,14,3,1427207400,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,,0,28,0.0
28,6.05,8,23,2,1438642800,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,300,28,0.0
28,7.0,12,19,5,1483038000,41.874005383,-87.66351755,41.874005383,-87.66351755,1.4,,,Credit Card,Dispatch Taxi Affiliation,360,28,2.0
28,5.85,7,12,4,1373457600,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Choice Taxi Association,240,28,0.0
28,26.25,8,18,4,1440007200,41.874005383,-87.66351755,41.761577908,-87.572781987,11.5,,,Cash,,1740,43,0.0
28,12.85,10,21,7,1382219100,41.874005383,-87.66351755,41.922686284,-87.649488729,4.4,,,Cash,,1020,7,0.0
28,14.45,4,18,5,1396549800,41.874005383,-87.66351755,41.922686284,-87.649488729,4.3,,,Cash,,1440,7,0.0
28,14.65,6,0,1,1402185600,41.874005383,-87.66351755,41.922686284,-87.649488729,5.3,,,Cash,Taxi Affiliation Services,1260,7,0.0
28,47.65,4,13,5,1365082200,41.874005383,-87.66351755,41.978829526,-87.771166703,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1980,11,0.0
28,20.45,1,21,1,1358717400,41.874005383,-87.66351755,41.978829526,-87.771166703,0.0,,,Credit Card,Dispatch Taxi Affiliation,660,11,0.0
28,14.85,4,13,1,1430053200,41.874005383,-87.66351755,41.92276062,-87.699155343,5.3,,,Cash,,1260,22,0.0
28,23.85,8,18,6,1406917800,41.874005383,-87.66351755,41.9867118,-87.663416405,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1680,77,5.0
28,7.45,8,20,4,1376513100,41.874005383,-87.66351755,41.850266366,-87.667569312,2.0,,,Credit Card,,480,31,3.0
28,12.65,4,14,2,1398088800,41.874005383,-87.66351755,41.850266366,-87.667569312,3.8,,,Cash,Northwest Management LLC,1080,31,0.0
28,10.5,6,1,1,1466300700,41.874005383,-87.66351755,41.850266366,-87.667569312,0.1,,,Credit Card,Taxi Affiliation Services,600,31,2.1
28,7.65,6,0,3,1370306700,41.874005383,-87.66351755,41.850266366,-87.667569312,2.0,,,Credit Card,Choice Taxi Association,480,31,2.0
28,18.0,8,15,4,1470236400,41.874005383,-87.66351755,41.835117986,-87.618677767,4.6,,,Cash,Taxi Affiliation Services,1560,35,0.0
28,9.85,7,7,4,1438155000,41.874005383,-87.66351755,41.835117986,-87.618677767,3.7,,,Cash,,360,35,0.0
28,14.05,3,10,3,1426587300,41.874005383,-87.66351755,41.842076117,-87.633973422,4.7,,,Cash,,960,34,0.0
28,9.65,1,14,6,1420813800,41.885300022,-87.642808466,41.849246754,-87.624135298,0.0,,17031841000,Credit Card,Taxi Affiliation Services,720,33,0.0
28,7.25,9,11,3,1410867000,41.885300022,-87.642808466,41.892507781,-87.626214906,1.5,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
28,6.45,4,21,4,1398286800,41.885300022,-87.642808466,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
28,7.65,7,17,3,1438102800,41.885300022,-87.642808466,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
28,8.05,5,20,2,1431979200,41.885300022,-87.642808466,41.892507781,-87.626214906,0.1,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,660,8,3.0
28,9.75,12,12,5,1481805900,41.885300022,-87.642808466,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,900,8,0.0
28,7.65,6,8,2,1433753100,41.885300022,-87.642808466,41.892042136,-87.63186395,1.5,,17031081700,Cash,,600,8,0.0
28,35.05,11,12,7,1385208900,41.885300022,-87.642808466,41.97907082,-87.903039661,0.0,,17031980000,Cash,Northwest Management LLC,1320,76,0.0
28,34.45,7,15,5,1374766200,41.885300022,-87.642808466,41.97907082,-87.903039661,1.0,,17031980000,Cash,Taxi Affiliation Services,2100,76,0.0
28,34.25,3,15,3,1363102200,41.885300022,-87.642808466,41.97907082,-87.903039661,16.8,,17031980000,Cash,,1920,76,0.0
28,9.65,8,19,6,1440790200,41.885300022,-87.642808466,41.914747305,-87.654007029,2.6,,17031832600,Credit Card,Choice Taxi Association,780,7,2.0
28,10.25,5,16,2,1430756100,41.885300022,-87.642808466,41.914747305,-87.654007029,2.9,,17031832600,Cash,Taxi Affiliation Services,720,7,0.0
28,6.85,5,13,3,1369747800,41.885300022,-87.642808466,41.877406123,-87.621971652,1.2,,17031320400,Cash,,540,32,0.0
28,7.65,8,15,7,1406994300,41.885300022,-87.642808466,41.877406123,-87.621971652,1.6,,17031320400,Cash,,600,32,0.0
28,7.45,10,8,6,1445589900,41.885300022,-87.642808466,41.877406123,-87.621971652,1.0,,17031320400,Credit Card,,720,32,1.49
28,7.05,4,16,3,1397580300,41.885300022,-87.642808466,41.877406123,-87.621971652,1.4,,17031320400,Credit Card,Taxi Affiliation Services,600,32,2.0
28,7.45,5,15,5,1431010800,41.885300022,-87.642808466,41.877406123,-87.621971652,1.4,,17031320400,Credit Card,,660,32,2.0
28,6.85,8,17,1,1409506200,41.885300022,-87.642808466,41.877406123,-87.621971652,1.3,,17031320400,Cash,,540,32,0.0
28,5.25,2,10,6,1360923300,41.885300022,-87.642808466,41.877406123,-87.621971652,0.8,,17031320400,Cash,Dispatch Taxi Affiliation,300,32,0.0
28,6.65,12,19,6,1450467000,41.885300022,-87.642808466,41.877406123,-87.621971652,1.1,,17031320400,Cash,KOAM Taxi Association,540,32,0.0
28,4.85,5,1,6,1432256400,41.885300022,-87.642808466,41.89830587,-87.653613982,0.9,,17031842300,Credit Card,Taxi Affiliation Services,180,24,0.0
28,23.65,7,16,5,1437669900,41.885300022,-87.642808466,41.985476499,-87.65839767,8.9,,17031030603,Credit Card,,1800,77,3.0
28,12.25,8,15,5,1439480700,41.885300022,-87.642808466,41.934539716,-87.643022804,4.0,,17031063301,Credit Card,Northwest Management LLC,1020,6,2.0
28,9.25,12,4,7,1386994500,41.885300022,-87.642808466,41.859349715,-87.617358006,2.9,,17031330100,Cash,Northwest Management LLC,540,33,0.0
28,9.25,11,20,6,1415995200,41.885300022,-87.642808466,41.859349715,-87.617358006,2.4,,17031330100,Cash,Northwest Management LLC,660,33,0.0
28,6.65,10,0,7,1414197900,41.885300022,-87.642808466,41.892658108,-87.652534484,1.5,,17031243500,Credit Card,Choice Taxi Association,420,24,1.5
28,8.25,4,23,7,1397949300,41.885300022,-87.642808466,41.907520075,-87.6266589,2.2,,17031080100,Cash,Taxi Affiliation Services,540,8,0.0
28,9.85,2,17,5,1392916500,41.885300022,-87.642808466,41.907520075,-87.6266589,2.2,,17031080100,Credit Card,,1020,8,2.0
28,7.45,3,8,3,1362471300,41.885300022,-87.642808466,41.870415,-87.675085621,2.0,,17031838200,Credit Card,,420,28,1.0
28,12.05,12,21,5,1449783900,41.885300022,-87.642808466,41.921125914,-87.699754406,4.8,,17031221300,Cash,,480,22,0.0
28,6.05,3,8,5,1426752900,41.885300022,-87.642808466,41.884987192,-87.620992913,1.1,,17031320100,Cash,,360,32,0.0
28,6.25,5,8,4,1369814400,41.885300022,-87.642808466,41.884987192,-87.620992913,0.8,,17031320100,Credit Card,,420,32,2.0
28,6.45,11,17,4,1416418200,41.885300022,-87.642808466,41.884987192,-87.620992913,0.9,,17031320100,Cash,,480,32,0.0
28,6.0,1,9,3,1453798800,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
28,5.65,11,11,7,1385206200,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,360,32,0.0
28,8.65,9,8,5,1409818500,41.885300022,-87.642808466,41.884987192,-87.620992913,1.2,,17031320100,Credit Card,,840,32,2.0
28,6.45,2,9,3,1392716700,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
28,7.65,10,9,5,1412242200,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,720,32,0.0
28,6.65,11,7,4,1446623100,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,540,32,1.0
28,5.85,8,17,1,1409505300,41.885300022,-87.642808466,41.884987192,-87.620992913,0.9,,17031320100,Cash,Dispatch Taxi Affiliation,420,32,0.0
28,5.85,3,14,6,1362149100,41.885300022,-87.642808466,41.884987192,-87.620992913,1.1,,17031320100,Cash,Dispatch Taxi Affiliation,360,32,0.0
28,6.05,11,11,3,1415703600,41.885300022,-87.642808466,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,Taxi Affiliation Services,420,32,3.0
28,0.0,2,9,3,1360659600,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
28,4.05,8,17,3,1407259800,41.885300022,-87.642808466,41.880994471,-87.632746489,0.3,,17031839100,Cash,,120,32,0.0
28,5.25,1,8,4,1453278600,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
28,4.65,7,10,5,1438252200,41.885300022,-87.642808466,41.880994471,-87.632746489,0.9,,17031839100,Cash,Dispatch Taxi Affiliation,180,32,0.0
28,6.25,2,15,5,1392305400,41.885300022,-87.642808466,41.880994471,-87.632746489,1.0,,17031839100,Cash,,420,32,0.0
28,4.45,1,8,6,1391155200,41.885300022,-87.642808466,41.880994471,-87.632746489,0.5,,17031839100,Cash,Taxi Affiliation Services,120,32,0.0
28,6.0,5,9,3,1463476500,41.885300022,-87.642808466,41.880994471,-87.632746489,0.6,,17031839100,Cash,Northwest Management LLC,420,32,0.0
28,5.65,11,19,6,1416597300,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
28,5.45,7,8,3,1404807300,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
28,6.25,3,10,2,1426500000,41.885300022,-87.642808466,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,Taxi Affiliation Services,540,32,2.0
28,5.25,12,20,6,1417811400,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,240,32,0.0
28,5.65,10,8,7,1382171400,41.885300022,-87.642808466,41.880994471,-87.632746489,0.9,,17031839100,Cash,,240,32,0.0
28,5.25,12,14,3,1482243300,41.885300022,-87.642808466,41.880994471,-87.632746489,0.5,,17031839100,Credit Card,Dispatch Taxi Affiliation,240,32,2.0
28,5.85,12,14,7,1387029600,41.885300022,-87.642808466,41.880994471,-87.632746489,1.0,,17031839100,Cash,,420,32,0.0
28,4.65,3,17,3,1425402900,41.885300022,-87.642808466,41.880994471,-87.632746489,0.3,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
28,5.25,2,8,3,1392712200,41.885300022,-87.642808466,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
28,5.25,12,10,4,1449051300,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
28,5.5,4,16,7,1462033800,41.885300022,-87.642808466,41.880994471,-87.632746489,0.6,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
28,5.45,7,15,2,1405956600,41.885300022,-87.642808466,41.880994471,-87.632746489,0.8,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
28,4.05,11,14,6,1446818400,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,120,32,0.0
28,6.05,11,11,2,1416829500,41.885300022,-87.642808466,41.880994471,-87.632746489,0.5,,17031839100,Cash,,480,32,0.0
28,5.85,4,9,6,1397208600,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,420,32,2.0
28,4.84,11,0,7,1447461900,41.885300022,-87.642808466,41.88528132,-87.6572332,0.8,,17031833000,Cash,,180,28,0.0
28,11.25,9,18,3,1409680800,41.885300022,-87.642808466,41.88528132,-87.6572332,2.65,,17031833000,Cash,,960,28,0.0
28,4.65,12,22,5,1451599200,41.885300022,-87.642808466,41.88528132,-87.6572332,0.5,,17031833000,Cash,,240,28,0.0
28,5.5,10,8,2,1475484300,41.885300022,-87.642808466,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Blue Ribbon Taxi Association Inc.,300,28,1.0
28,4.5,7,17,4,1468429200,41.885300022,-87.642808466,41.88528132,-87.6572332,0.4,,17031833000,Cash,,120,28,0.0
28,8.05,6,0,1,1435449600,41.885300022,-87.642808466,41.891971508,-87.612945414,2.0,,17031081402,Credit Card,,600,8,3.0
28,7.65,3,19,5,1395946800,41.885300022,-87.642808466,41.900221297,-87.629105186,1.6,,17031081100,Cash,Taxi Affiliation Services,720,8,0.0
28,8.05,10,12,4,1444826700,41.885300022,-87.642808466,41.900221297,-87.629105186,0.0,,17031081100,Credit Card,Taxi Affiliation Services,780,8,1.0
28,19.85,3,14,4,1394633700,41.885300022,-87.642808466,41.7904694,-87.601285122,8.6,,17031836200,Cash,Choice Taxi Association,900,41,0.0
28,9.85,6,12,4,1403095500,41.885300022,-87.642808466,41.879255084,-87.642648998,0.23,,17031281900,Cash,,900,28,0.0
28,4.25,4,23,3,1428449400,41.885300022,-87.642808466,41.879255084,-87.642648998,0.6,,17031281900,Cash,,120,28,0.0
28,8.25,9,22,7,1441493100,41.885300022,-87.642808466,41.902788048,-87.62614559,2.2,,17031081202,Credit Card,Northwest Management LLC,720,8,3.0
28,5.25,8,14,6,1470408300,41.885300022,-87.642808466,41.892072635,-87.628874157,0.6,,17031081600,Cash,Chicago Medallion Leasing INC,240,8,0.0
28,7.05,10,20,5,1380831300,41.885300022,-87.642808466,41.89967018,-87.669837798,0.0,,17031242100,Cash,Dispatch Taxi Affiliation,420,24,0.0
28,8.65,8,21,7,1440882900,41.885300022,-87.642808466,41.89967018,-87.669837798,2.23,,17031242100,Cash,,480,24,0.0
28,3.25,12,0,4,1386117900,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,0,28,0.0
28,5.45,1,11,3,1390302000,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,480,28,0.0
28,3.25,12,1,6,1418347800,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,,0,28,0.0
28,8.45,12,10,2,1386583200,41.885300022,-87.642808466,41.885300022,-87.642808466,1.9,,17031280100,Cash,Dispatch Taxi Affiliation,780,28,0.0
28,3.25,1,17,2,1390237200,41.885300022,-87.642808466,41.885300022,-87.642808466,0.1,,17031280100,Cash,,0,28,0.0
28,4.25,8,1,5,1377740700,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,180,28,0.0
28,4.05,10,19,6,1382727600,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,60,28,0.0
28,3.25,7,22,4,1469658600,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,,0,28,0.0
28,7.85,2,21,4,1362000600,41.885300022,-87.642808466,41.89503345,-87.619710672,2.1,,17031081401,Credit Card,Northwest Management LLC,540,8,2.0
28,11.05,1,13,7,1390052700,41.885300022,-87.642808466,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,1080,8,0.0
28,8.44,5,13,6,1431090900,41.885300022,-87.642808466,41.899155613,-87.626210532,2.1,,17031081201,Cash,,660,8,0.0
28,8.85,1,10,4,1421230500,41.885300022,-87.642808466,41.899155613,-87.626210532,2.1,,17031081201,Credit Card,Taxi Affiliation Services,780,8,2.0
28,19.05,2,22,6,1359756000,41.885300022,-87.642808466,41.942691844,-87.651770507,0.0,,17031062100,Cash,Taxi Affiliation Services,1380,6,0.0
28,26.65,11,16,5,1416501000,41.885300022,-87.642808466,41.785998518,-87.750934289,10.8,,17031980100,Credit Card,Dispatch Taxi Affiliation,2700,56,10.0
28,23.05,3,20,3,1426625100,41.885300022,-87.642808466,41.785998518,-87.750934289,1.07,,17031980100,Cash,,960,56,0.0
28,5.25,11,6,2,1416206700,41.885300022,-87.642808466,41.89321636,-87.63784421,0.8,,17031081800,Cash,,240,8,0.0
28,5.85,3,16,4,1363795200,41.885300022,-87.642808466,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
28,4.25,9,9,5,1378977300,41.885300022,-87.642808466,41.89321636,-87.63784421,0.5,,17031081800,Cash,,120,8,0.0
28,5.25,12,18,7,1418495400,41.885300022,-87.642808466,41.89321636,-87.63784421,0.9,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
28,5.25,8,10,6,1408701600,41.885300022,-87.642808466,41.89321636,-87.63784421,0.5,,17031081800,Cash,Top Cab Affiliation,360,8,0.0
28,6.25,11,15,2,1385392500,41.885300022,-87.642808466,41.89321636,-87.63784421,1.2,,17031081800,Credit Card,Taxi Affiliation Services,360,8,0.0
28,8.85,1,19,2,1390849200,41.885300022,-87.642808466,41.898331794,-87.620762865,0.1,,17031081300,Cash,Taxi Affiliation Services,840,8,0.0
28,7.25,4,7,2,1429515900,41.885300022,-87.642808466,41.898331794,-87.620762865,1.8,,17031081300,Credit Card,,480,8,1.45
28,8.25,2,8,2,1456130700,41.885300022,-87.642808466,41.898331794,-87.620762865,0.0,,17031081300,Cash,Northwest Management LLC,600,8,0.0
28,7.25,9,23,3,1442962800,41.885300022,-87.642808466,41.904935302,-87.649907226,0.1,,17031842200,Cash,Taxi Affiliation Services,420,8,0.0
7,12.85,7,9,5,1406194200,41.922686284,-87.649488729,,,2.8,,,Credit Card,Taxi Affiliation Services,1380,,2.0
7,10.05,7,12,6,1437741000,41.922686284,-87.649488729,41.901206994,-87.676355989,2.1,,,Cash,Taxi Affiliation Services,900,24,0.0
7,6.05,6,4,3,1402978500,41.922686284,-87.649488729,41.901206994,-87.676355989,0.13,,,Cash,,240,24,0.0
7,8.65,12,18,4,1418236200,41.922686284,-87.649488729,41.901206994,-87.676355989,1.8,,,Credit Card,,780,24,2.0
7,8.85,1,16,6,1357920000,41.922686284,-87.649488729,41.901206994,-87.676355989,2.7,,,Cash,,600,24,0.0
7,12.85,12,22,7,1419720300,41.922686284,-87.649488729,41.901206994,-87.676355989,4.2,,,Cash,,1020,24,0.0
7,8.85,7,13,7,1374326100,41.922686284,-87.649488729,41.901206994,-87.676355989,0.22,,,Cash,,780,24,0.0
7,8.85,9,12,7,1378557000,41.922686284,-87.649488729,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,600,24,0.0
7,10.65,5,9,4,1400058900,41.922686284,-87.649488729,41.878865584,-87.625192142,3.4,,,Cash,Northwest Management LLC,840,32,0.0
7,11.65,8,11,3,1376394300,41.922686284,-87.649488729,41.878865584,-87.625192142,3.4,,,Cash,Choice Taxi Association,960,32,0.0
7,6.25,8,21,1,1440365400,41.922686284,-87.649488729,41.878865584,-87.625192142,1.5,,,Cash,,300,32,0.0
7,9.65,6,11,6,1370603700,41.922686284,-87.649488729,41.878865584,-87.625192142,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,780,32,0.0
7,10.85,12,9,2,1385975700,41.922686284,-87.649488729,41.878865584,-87.625192142,0.1,,,Cash,Taxi Affiliation Services,960,32,0.0
7,16.05,1,5,4,1388554200,41.922686284,-87.649488729,42.009622881,-87.670166857,0.4,,,Cash,Taxi Affiliation Services,1020,1,0.0
7,9.85,5,19,5,1367523900,41.922686284,-87.649488729,41.96581197,-87.655878786,0.1,,,Cash,Taxi Affiliation Services,780,3,0.0
7,8.45,2,22,5,1392331500,41.922686284,-87.649488729,41.96581197,-87.655878786,0.1,,,Credit Card,Taxi Affiliation Services,720,3,0.0
7,9.45,3,21,6,1426886100,41.922686284,-87.649488729,41.938666196,-87.711210593,3.0,,,Cash,,720,21,0.0
7,10.05,4,11,1,1367148600,41.922686284,-87.649488729,41.899602111,-87.633308037,3.0,,,Credit Card,,780,8,2.0
7,9.45,3,10,3,1427796000,41.922686284,-87.649488729,41.899602111,-87.633308037,3.0,,,Cash,Taxi Affiliation Services,720,8,0.0
7,10.05,2,17,4,1423070100,41.922686284,-87.649488729,41.899602111,-87.633308037,3.0,,,Cash,Taxi Affiliation Services,720,8,0.0
7,11.25,9,13,7,1411219800,41.922686284,-87.649488729,41.899602111,-87.633308037,2.8,,,Cash,Taxi Affiliation Services,1080,8,0.0
7,9.05,4,0,5,1365641100,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Northwest Management LLC,360,8,0.0
7,9.65,7,18,2,1437415200,41.922686284,-87.649488729,41.899602111,-87.633308037,0.1,,,Credit Card,Taxi Affiliation Services,720,8,2.0
7,5.25,4,10,1,1428229800,41.922686284,-87.649488729,41.899602111,-87.633308037,0.7,,,Credit Card,,300,8,2.0
7,9.45,8,14,4,1377093600,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Choice Taxi Association,540,8,0.0
7,6.85,3,6,7,1395469800,41.922686284,-87.649488729,41.899602111,-87.633308037,0.18,,,Cash,,360,8,0.0
7,7.85,11,9,2,1448875800,41.922686284,-87.649488729,41.899602111,-87.633308037,1.9,,,Cash,,600,8,0.0
7,5.05,5,18,4,1399488300,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,240,8,0.0
7,9.25,2,11,1,1393154100,41.922686284,-87.649488729,41.899602111,-87.633308037,0.1,,,Credit Card,Blue Ribbon Taxi Association Inc.,720,8,2.0
7,7.85,8,4,1,1376193600,41.922686284,-87.649488729,41.899602111,-87.633308037,21.0,,,Cash,Taxi Affiliation Services,480,8,0.0
7,10.65,5,15,6,1399647600,41.922686284,-87.649488729,41.899602111,-87.633308037,3.6,,,Cash,,720,8,0.0
7,9.65,12,17,5,1418923800,41.922686284,-87.649488729,41.899602111,-87.633308037,2.8,,,Cash,,840,8,0.0
7,11.65,6,15,7,1435419000,41.922686284,-87.649488729,41.899602111,-87.633308037,0.1,,,Credit Card,Taxi Affiliation Services,1140,8,2.3
7,9.45,9,17,2,1410198300,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Choice Taxi Association,780,8,0.0
7,34.65,10,7,4,1381304700,41.922686284,-87.649488729,41.980264315,-87.913624596,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,3180,76,0.0
7,34.65,2,16,5,1391705100,41.922686284,-87.649488729,41.980264315,-87.913624596,15.1,,,Cash,Taxi Affiliation Services,3120,76,0.0
7,32.25,2,12,2,1360584000,41.922686284,-87.649488729,41.980264315,-87.913624596,0.9,,,Cash,Taxi Affiliation Services,1740,76,0.0
7,42.75,5,15,6,1462546800,41.922686284,-87.649488729,41.980264315,-87.913624596,15.6,,,Cash,Chicago Medallion Leasing INC,3240,76,0.0
7,14.05,11,18,3,1384280100,41.922686284,-87.649488729,41.953582125,-87.72345239,4.9,,,Cash,Taxi Affiliation Services,1020,16,0.0
7,20.65,4,19,7,1367091900,41.922686284,-87.649488729,41.993930128,-87.758353588,9.5,,,Credit Card,,900,12,5.53
7,14.25,9,9,1,1379236500,41.922686284,-87.649488729,41.857183858,-87.620334624,5.5,,,Credit Card,,960,33,3.81
7,15.75,5,10,2,1464603300,41.922686284,-87.649488729,41.857183858,-87.620334624,5.2,,,Cash,,600,33,0.0
7,10.85,6,19,5,1403810100,41.922686284,-87.649488729,41.944226601,-87.655998182,2.8,,,Cash,Northwest Management LLC,1200,6,0.0
7,8.05,11,2,7,1416622500,41.922686284,-87.649488729,41.944226601,-87.655998182,2.1,,,Cash,Choice Taxi Association,600,6,0.0
7,6.45,12,15,7,1418482800,41.922686284,-87.649488729,41.944226601,-87.655998182,1.3,,,Cash,Dispatch Taxi Affiliation,420,6,0.0
7,7.25,7,0,3,1405988100,41.922686284,-87.649488729,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,480,6,0.0
7,9.25,9,20,2,1380572100,41.922686284,-87.649488729,41.944226601,-87.655998182,2.6,,,Cash,,720,6,0.0
7,10.25,12,21,4,1387401300,41.922686284,-87.649488729,41.944226601,-87.655998182,2.9,,,Cash,,840,6,0.0
7,4.85,1,10,3,1389091500,41.922686284,-87.649488729,41.944226601,-87.655998182,0.7,,,Credit Card,KOAM Taxi Association,240,6,0.0
7,6.45,6,2,4,1371002400,41.922686284,-87.649488729,41.944226601,-87.655998182,1.6,,,Cash,,360,6,0.0
7,9.25,2,6,1,1361685600,41.922686284,-87.649488729,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,540,6,0.0
7,10.05,3,20,4,1364414400,41.922686284,-87.649488729,41.944226601,-87.655998182,2.9,,,Cash,,840,6,0.0
7,6.25,3,3,3,1393902000,41.922686284,-87.649488729,41.944226601,-87.655998182,1.3,,,Cash,Dispatch Taxi Affiliation,420,6,0.0
7,8.25,8,10,4,1438769700,41.922686284,-87.649488729,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,660,6,0.0
7,11.25,11,14,5,1417099500,41.922686284,-87.649488729,41.947791586,-87.683834942,3.8,,,Cash,Choice Taxi Association,840,5,0.0
7,9.05,1,23,1,1390172400,41.922686284,-87.649488729,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,960,5,0.0
7,9.45,8,19,5,1377198900,41.922686284,-87.649488729,41.947791586,-87.683834942,0.25,,,Cash,,720,5,0.0
7,15.05,8,8,6,1406880000,41.922686284,-87.649488729,41.874005383,-87.66351755,4.8,,,Cash,,1500,28,0.0
7,13.0,8,7,3,1471935600,41.922686284,-87.649488729,41.874005383,-87.66351755,3.9,,,Credit Card,,900,28,3.0
7,10.65,3,9,7,1393666200,41.922686284,-87.649488729,41.874005383,-87.66351755,3.4,,,Credit Card,Dispatch Taxi Affiliation,780,28,2.1
7,10.85,10,8,5,1414656900,41.922686284,-87.649488729,41.874005383,-87.66351755,3.1,,,Cash,Northwest Management LLC,960,28,0.0
7,10.85,12,12,7,1387627200,41.922686284,-87.649488729,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,840,28,0.0
7,12.25,5,6,4,1369809900,41.922686284,-87.649488729,41.874005383,-87.66351755,0.0,,,Cash,Dispatch Taxi Affiliation,540,28,0.0
7,6.85,2,23,2,1360623600,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Credit Card,Taxi Affiliation Services,60,7,1.0
7,4.65,11,14,4,1416406500,41.922686284,-87.649488729,41.922686284,-87.649488729,0.7,,,Credit Card,Taxi Affiliation Services,180,7,3.0
7,5.45,3,12,6,1426248000,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,300,7,2.0
7,3.25,9,6,6,1411106400,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,7,0.0
7,5.45,6,21,7,1434231000,41.922686284,-87.649488729,41.922686284,-87.649488729,1.0,,,Cash,,300,7,0.0
7,5.85,2,16,3,1361290500,41.922686284,-87.649488729,41.922686284,-87.649488729,1.0,,,Cash,Dispatch Taxi Affiliation,360,7,0.0
7,6.45,3,3,7,1363405500,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,420,7,0.0
7,6.05,4,4,6,1366949700,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Credit Card,Taxi Affiliation Services,240,7,2.0
7,3.75,11,22,3,1478038500,41.922686284,-87.649488729,41.922686284,-87.649488729,0.2,,,Cash,,60,7,0.0
7,5.45,4,16,6,1397836800,41.922686284,-87.649488729,41.922686284,-87.649488729,0.6,,,Cash,,360,7,0.0
7,6.05,9,20,3,1409689800,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,360,7,0.0
7,7.45,3,17,2,1395075600,41.922686284,-87.649488729,41.922686284,-87.649488729,2.0,,,Cash,Taxi Affiliation Services,540,7,0.0
7,8.44,8,8,2,1441008000,41.922686284,-87.649488729,41.922686284,-87.649488729,1.7,,,Credit Card,,780,7,1.0
7,3.85,10,22,5,1445553000,41.922686284,-87.649488729,41.922686284,-87.649488729,0.3,,,Cash,KOAM Taxi Association,60,7,0.0
7,6.85,8,12,2,1376913600,41.922686284,-87.649488729,41.922686284,-87.649488729,0.15,,,Credit Card,,420,7,2.0
7,5.65,4,12,3,1396353600,41.922686284,-87.649488729,41.922686284,-87.649488729,1.1,,,Cash,,360,7,0.0
7,5.65,10,18,2,1381169700,41.922686284,-87.649488729,41.922686284,-87.649488729,1.1,,,Cash,,300,7,0.0
7,5.05,7,23,3,1436311800,41.922686284,-87.649488729,41.922686284,-87.649488729,0.8,,,Cash,,180,7,0.0
7,10.0,4,16,2,1460392200,41.922686284,-87.649488729,41.922686284,-87.649488729,2.0,,,Cash,Taxi Affiliation Services,840,7,0.0
7,5.85,11,3,7,1416023100,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,240,7,0.0
7,13.45,3,4,2,1425874500,41.922686284,-87.649488729,41.890608853,-87.756046711,5.1,,,Cash,,900,25,0.0
7,12.65,4,3,5,1427946300,41.922686284,-87.649488729,41.975170943,-87.687515515,0.0,,,Credit Card,Taxi Affiliation Services,540,4,2.5
7,11.25,12,15,4,1451487600,41.922686284,-87.649488729,41.975170943,-87.687515515,3.5,,,Cash,,1020,4,0.0
7,11.65,5,4,1,1368938700,41.922686284,-87.649488729,41.975170943,-87.687515515,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,840,4,0.0
7,8.44,1,19,7,1422731700,41.922686284,-87.649488729,41.92276062,-87.699155343,2.3,,,Cash,,540,22,0.0
7,9.05,5,21,2,1367875800,41.922686284,-87.649488729,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,660,22,0.0
7,10.85,7,0,6,1437093000,41.922686284,-87.649488729,41.92276062,-87.699155343,0.2,,,Credit Card,Taxi Affiliation Services,720,22,3.25
7,8.65,7,2,3,1406601900,41.922686284,-87.649488729,41.92276062,-87.699155343,2.6,,,Credit Card,Northwest Management LLC,480,22,2.0
7,9.25,6,18,1,1404065700,41.922686284,-87.649488729,41.92276062,-87.699155343,0.23,,,Cash,,720,22,0.0
7,7.65,3,5,1,1425790800,41.922686284,-87.649488729,41.92276062,-87.699155343,2.1,,,Cash,Taxi Affiliation Services,420,22,0.0
7,14.25,5,20,4,1368045900,41.922686284,-87.649488729,41.9867118,-87.663416405,5.6,,,Cash,Choice Taxi Association,780,77,0.0
8,11.05,11,15,2,1446478200,41.89503345,-87.619710672,41.849246754,-87.624135298,3.5,,17031841000,Cash,,840,33,0.0
8,6.25,4,9,6,1461923100,41.89503345,-87.619710672,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
8,4.85,6,9,1,1401615000,41.89503345,-87.619710672,41.892507781,-87.626214906,0.6,,17031081500,Cash,,240,8,0.0
8,6.45,6,8,2,1434357900,41.89503345,-87.619710672,41.892042136,-87.63186395,1.2,,17031081700,Cash,Taxi Affiliation Services,540,8,0.0
8,4.85,12,19,6,1388172600,41.89503345,-87.619710672,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
8,5.65,6,19,2,1435001400,41.89503345,-87.619710672,41.892042136,-87.63186395,1.0,,17031081700,Credit Card,,300,8,1.33
8,5.85,12,15,2,1450105200,41.89503345,-87.619710672,41.892042136,-87.63186395,0.8,,17031081700,Cash,,360,8,0.0
8,58.65,9,10,7,1411207200,41.89503345,-87.619710672,41.97907082,-87.903039661,19.7,,17031980000,Cash,,5160,76,0.0
8,46.05,8,11,7,1375529400,41.89503345,-87.619710672,41.97907082,-87.903039661,1.2,,17031980000,Cash,Taxi Affiliation Services,3420,76,0.0
8,40.25,6,17,6,1433525400,41.89503345,-87.619710672,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Taxi Affiliation Services,3960,76,8.45
8,37.45,6,12,6,1433506500,41.89503345,-87.619710672,41.97907082,-87.903039661,16.8,,17031980000,Cash,KOAM Taxi Association,2640,76,0.0
8,36.65,12,9,5,1449135000,41.89503345,-87.619710672,41.97907082,-87.903039661,18.0,,17031980000,Cash,Choice Taxi Association,2340,76,0.0
8,36.25,9,9,1,1410687900,41.89503345,-87.619710672,41.97907082,-87.903039661,1.1,,17031980000,Cash,Taxi Affiliation Services,1320,76,0.0
8,6.25,11,0,1,1446338700,41.89503345,-87.619710672,41.900265687,-87.63210922,1.1,,17031081000,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,6.65,2,15,6,1360940400,41.89503345,-87.619710672,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Taxi Affiliation Services,420,7,1.6
8,7.25,9,18,5,1411668000,41.89503345,-87.619710672,41.914616286,-87.631717366,1.7,,17031071500,Credit Card,,480,7,0.0
8,6.65,9,18,5,1379613600,41.89503345,-87.619710672,41.877406123,-87.621971652,0.12,,17031320400,Cash,,480,32,0.0
8,10.45,11,22,6,1416608100,41.89503345,-87.619710672,41.859349715,-87.617358006,3.1,,17031330100,Cash,,840,33,0.0
8,11.65,3,12,1,1427028300,41.89503345,-87.619710672,41.906025969,-87.675311622,3.6,,17031241400,Credit Card,Taxi Affiliation Services,840,24,3.0
8,5.45,11,21,5,1448573400,41.89503345,-87.619710672,41.907520075,-87.6266589,0.8,,17031080100,Cash,,360,8,0.0
8,10.25,6,18,6,1403893800,41.89503345,-87.619710672,41.922082541,-87.634156093,3.1,,17031071400,Credit Card,,720,7,2.0
8,8.45,3,18,4,1426702500,41.89503345,-87.619710672,41.922082541,-87.634156093,2.0,,17031071400,Credit Card,,660,7,3.0
8,6.25,6,11,1,1435491000,41.89503345,-87.619710672,41.890922026,-87.618868355,1.3,,17031081403,Credit Card,,360,8,2.0
8,5.65,11,18,2,1383588900,41.89503345,-87.619710672,41.890922026,-87.618868355,0.0,,17031081403,Cash,Northwest Management LLC,420,8,0.0
8,4.65,11,16,2,1416240000,41.89503345,-87.619710672,41.890922026,-87.618868355,0.5,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
8,5.45,12,20,7,1449348300,41.89503345,-87.619710672,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,300,32,0.0
8,6.65,9,13,4,1441805400,41.89503345,-87.619710672,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,5.85,12,13,3,1419339600,41.89503345,-87.619710672,41.884987192,-87.620992913,1.1,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
8,7.05,4,20,3,1398802500,41.89503345,-87.619710672,41.884987192,-87.620992913,1.3,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
8,6.65,4,11,2,1429527600,41.89503345,-87.619710672,41.884987192,-87.620992913,1.0,,17031320100,Cash,,540,32,0.0
8,7.25,5,13,4,1368623700,41.89503345,-87.619710672,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
8,5.25,6,23,3,1372201200,41.89503345,-87.619710672,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Dispatch Taxi Affiliation,300,32,2.0
8,5.85,6,20,7,1371326400,41.89503345,-87.619710672,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Northwest Management LLC,300,32,2.0
8,6.45,5,12,7,1400328900,41.89503345,-87.619710672,41.884987192,-87.620992913,1.3,,17031320100,Cash,,420,32,0.0
8,9.75,6,14,4,1466001000,41.89503345,-87.619710672,41.880994471,-87.632746489,1.6,,17031839100,Cash,,960,32,0.0
8,8.05,12,10,6,1386324900,41.89503345,-87.619710672,41.880994471,-87.632746489,1.8,,17031839100,Credit Card,Taxi Affiliation Services,720,32,3.0
8,7.25,7,8,2,1436776200,41.89503345,-87.619710672,41.880994471,-87.632746489,1.6,,17031839100,Cash,,600,32,0.0
8,7.45,11,12,1,1416744900,41.89503345,-87.619710672,41.880994471,-87.632746489,2.0,,17031839100,Credit Card,,480,32,3.0
8,6.05,2,15,7,1425138300,41.89503345,-87.619710672,41.880994471,-87.632746489,1.0,,17031839100,Cash,,360,32,0.0
8,6.25,3,8,4,1363769100,41.89503345,-87.619710672,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,7.65,9,9,7,1411205400,41.89503345,-87.619710672,41.880994471,-87.632746489,1.8,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
8,7.65,10,16,3,1413909900,41.89503345,-87.619710672,41.880994471,-87.632746489,1.5,,17031839100,Credit Card,Taxi Affiliation Services,660,32,3.0
8,8.25,7,16,5,1438272900,41.89503345,-87.619710672,41.880994471,-87.632746489,1.0,,17031839100,Cash,Taxi Affiliation Services,840,32,0.0
8,6.85,6,19,2,1434395700,41.89503345,-87.619710672,41.880994471,-87.632746489,1.3,,17031839100,Cash,,480,32,0.0
8,7.85,1,17,4,1357146000,41.89503345,-87.619710672,41.880994471,-87.632746489,1.9,,17031839100,Cash,,540,32,0.0
8,6.85,3,11,4,1363172400,41.89503345,-87.619710672,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,420,32,1.0
8,6.85,3,22,4,1394058600,41.89503345,-87.619710672,41.880994471,-87.632746489,0.7,,17031839100,Cash,Choice Taxi Association,480,32,0.0
8,9.0,9,16,4,1474475400,41.89503345,-87.619710672,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,780,32,2.0
8,8.65,9,15,6,1442588400,41.89503345,-87.619710672,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,840,32,2.0
8,8.25,2,16,4,1424882700,41.89503345,-87.619710672,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,,840,32,2.0
8,8.65,4,11,2,1398078000,41.89503345,-87.619710672,41.880994471,-87.632746489,1.7,,17031839100,Cash,Dispatch Taxi Affiliation,720,32,0.0
8,11.25,2,18,7,1361644200,41.89503345,-87.619710672,41.88528132,-87.6572332,2.7,,17031833000,Cash,,1140,28,0.0
8,9.05,5,21,2,1399929300,41.89503345,-87.619710672,41.88528132,-87.6572332,0.0,,17031833000,Cash,Dispatch Taxi Affiliation,600,28,0.0
8,8.0,6,19,5,1466708400,41.89503345,-87.619710672,41.891971508,-87.612945414,1.2,,17031081402,Cash,,660,8,0.0
8,7.65,4,15,2,1364829300,41.89503345,-87.619710672,41.891971508,-87.612945414,0.0,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
8,5.25,5,19,4,1401303600,41.89503345,-87.619710672,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,300,8,0.0
8,6.85,10,10,5,1444299300,41.89503345,-87.619710672,41.891971508,-87.612945414,1.3,,17031081402,Credit Card,KOAM Taxi Association,540,8,1.15
8,11.05,6,18,3,1434480300,41.89503345,-87.619710672,41.891971508,-87.612945414,2.0,,17031081402,No Charge,Choice Taxi Association,1200,8,0.0
8,10.45,7,9,5,1437642000,41.89503345,-87.619710672,41.879066994,-87.657005027,0.1,,17031833100,Credit Card,Taxi Affiliation Services,1080,28,2.05
8,15.05,8,9,7,1408786200,41.89503345,-87.619710672,41.949139771,-87.656803909,4.8,,17031061100,Cash,Taxi Affiliation Services,720,6,0.0
8,9.45,6,10,1,1403431200,41.89503345,-87.619710672,41.879255084,-87.642648998,2.6,,17031281900,Cash,Taxi Affiliation Services,720,28,0.0
8,9.85,8,18,3,1440525600,41.89503345,-87.619710672,41.879255084,-87.642648998,1.8,,17031281900,Cash,,960,28,0.0
8,10.05,10,13,6,1381496400,41.89503345,-87.619710672,41.879255084,-87.642648998,0.1,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,840,28,0.0
8,7.05,1,21,6,1390597200,41.89503345,-87.619710672,41.879255084,-87.642648998,1.9,,17031281900,Cash,,360,28,0.0
8,7.85,5,8,5,1368088200,41.89503345,-87.619710672,41.879255084,-87.642648998,0.1,,17031281900,Credit Card,Taxi Affiliation Services,420,28,4.0
8,9.05,8,14,4,1407336300,41.89503345,-87.619710672,41.879255084,-87.642648998,1.8,,17031281900,Cash,Taxi Affiliation Services,840,28,0.0
8,7.45,5,20,5,1431634500,41.89503345,-87.619710672,41.879255084,-87.642648998,1.8,,17031281900,Cash,,540,28,0.0
8,8.25,2,15,1,1392563700,41.89503345,-87.619710672,41.879255084,-87.642648998,1.8,,17031281900,Cash,Dispatch Taxi Affiliation,720,28,0.0
8,5.45,1,20,2,1422304200,41.89503345,-87.619710672,41.902788048,-87.62614559,1.0,,17031081202,Credit Card,Taxi Affiliation Services,360,8,2.0
8,5.85,4,21,7,1397336400,41.89503345,-87.619710672,41.892072635,-87.628874157,0.08,,17031081600,Cash,,480,8,0.0
8,4.25,8,22,6,1471041900,41.89503345,-87.619710672,41.892072635,-87.628874157,0.4,,17031081600,Cash,,120,8,0.0
8,15.05,1,2,7,1389406500,41.89503345,-87.619710672,41.958055933,-87.660389456,0.0,,17031830700,Cash,Dispatch Taxi Affiliation,900,3,0.0
8,8.45,10,12,6,1414759500,41.89503345,-87.619710672,41.885300022,-87.642808466,1.7,,17031280100,Cash,,660,28,0.0
8,7.85,1,16,3,1359477900,41.89503345,-87.619710672,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,540,28,0.0
8,6.65,6,14,4,1434549600,41.89503345,-87.619710672,41.909495669,-87.630963601,1.2,,17031080201,Credit Card,Taxi Affiliation Services,480,8,1.0
8,6.45,2,18,4,1361988000,41.89503345,-87.619710672,41.952822916,-87.653243992,0.88,,17031832100,Cash,,540,6,0.0
8,3.45,8,15,7,1408807800,41.89503345,-87.619710672,41.89503345,-87.619710672,0.1,,17031081401,Cash,,0,8,0.0
8,4.45,5,16,6,1370016900,41.89503345,-87.619710672,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,240,8,0.0
8,4.85,10,13,5,1414070100,41.89503345,-87.619710672,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,240,8,2.0
8,3.85,12,13,4,1450273500,41.89503345,-87.619710672,41.89503345,-87.619710672,0.0,,17031081401,No Charge,Dispatch Taxi Affiliation,120,8,0.0
8,23.85,3,0,7,1363999500,41.89503345,-87.619710672,41.89503345,-87.619710672,6.7,,17031081401,Cash,,2760,8,0.0
8,8.25,9,14,6,1410531300,41.89503345,-87.619710672,41.870607372,-87.622172937,1.5,,17031320600,Credit Card,Taxi Affiliation Services,660,32,3.0
8,7.85,12,22,4,1450303200,41.89503345,-87.619710672,41.870607372,-87.622172937,1.9,,17031320600,Credit Card,Taxi Affiliation Services,540,32,3.0
8,8.85,8,23,6,1376696700,41.89503345,-87.619710672,41.87101588,-87.631406525,0.0,,17031839000,Cash,Taxi Affiliation Services,660,32,0.0
8,4.05,3,11,4,1395831600,41.89503345,-87.619710672,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,120,8,0.0
8,5.65,3,9,7,1394271900,41.89503345,-87.619710672,41.899155613,-87.626210532,0.9,,17031081201,Cash,,360,8,0.0
8,43.85,3,13,7,1426338000,41.89503345,-87.619710672,41.785998518,-87.750934289,13.5,,17031980100,Credit Card,,1680,56,9.47
8,30.05,4,17,7,1398531600,41.89503345,-87.619710672,41.785998518,-87.750934289,13.5,,17031980100,Credit Card,Taxi Affiliation Services,1920,56,5.0
8,7.05,11,17,5,1415293200,41.89503345,-87.619710672,41.89321636,-87.63784421,0.0,,17031081800,Cash,Dispatch Taxi Affiliation,660,8,0.0
8,6.25,2,20,4,1423080900,41.89503345,-87.619710672,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
8,5.85,6,19,2,1433187900,41.89503345,-87.619710672,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
8,5.65,1,19,3,1389726900,41.89503345,-87.619710672,41.89321636,-87.63784421,1.0,,17031081800,Credit Card,2192 - Zeymane Corp,300,8,1.0
8,5.45,4,7,2,1367219700,41.89503345,-87.619710672,41.89321636,-87.63784421,0.9,,17031081800,Cash,,300,8,0.0
8,4.65,1,11,4,1421235900,41.89503345,-87.619710672,41.898331794,-87.620762865,0.7,,17031081300,Cash,Choice Taxi Association,240,8,0.0
8,4.45,4,6,5,1428561000,41.89503345,-87.619710672,41.898331794,-87.620762865,0.6,,17031081300,Credit Card,,180,8,1.0
8,9.65,7,13,4,1374673500,41.89503345,-87.619710672,41.904935302,-87.649907226,2.1,,17031842200,Cash,,900,8,0.0
8,7.85,6,10,2,1433760300,41.89503345,-87.619710672,41.904935302,-87.649907226,1.9,,17031842200,Cash,,540,8,0.0
32,7.65,1,2,3,1357008300,41.870607372,-87.622172937,41.892507781,-87.626214906,1.8,,17031081500,Cash,,480,8,0.0
32,9.45,2,19,7,1361041200,41.870607372,-87.622172937,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,960,8,0.0
32,8.05,5,18,7,1399140000,41.870607372,-87.622172937,41.892042136,-87.63186395,1.7,,17031081700,Cash,,660,8,0.0
32,8.05,1,17,7,1358012700,41.870607372,-87.622172937,41.892042136,-87.63186395,1.5,,17031081700,Cash,,720,8,0.0
32,42.05,7,11,2,1374493500,41.870607372,-87.622172937,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Dispatch Taxi Affiliation,2700,76,8.8
32,37.45,3,7,6,1363331700,41.870607372,-87.622172937,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,1920,76,6.0
32,39.25,10,9,6,1414141200,41.870607372,-87.622172937,41.97907082,-87.903039661,18.4,,17031980000,Credit Card,Dispatch Taxi Affiliation,2640,76,8.45
32,38.05,4,10,5,1366281000,41.870607372,-87.622172937,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,1980,76,0.0
32,10.65,8,22,6,1375483500,41.870607372,-87.622172937,41.900265687,-87.63210922,0.1,,17031081000,Cash,Dispatch Taxi Affiliation,1080,8,0.0
32,12.45,2,12,1,1391344200,41.870607372,-87.622172937,41.914616286,-87.631717366,4.5,,17031071500,Cash,,780,7,0.0
32,6.05,3,20,2,1363033800,41.870607372,-87.622172937,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,420,32,4.0
32,6.05,10,9,6,1412327700,41.870607372,-87.622172937,41.877406123,-87.621971652,0.8,,17031320400,Credit Card,Choice Taxi Association,480,32,2.0
32,7.05,8,15,2,1441033200,41.870607372,-87.622172937,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,600,32,0.0
32,14.65,10,17,2,1382979600,41.870607372,-87.622172937,41.89830587,-87.653613982,0.2,,17031842300,Cash,Taxi Affiliation Services,1560,24,0.0
32,7.05,5,11,1,1433072700,41.870607372,-87.622172937,41.859349715,-87.617358006,1.9,,17031330100,Credit Card,Choice Taxi Association,600,33,0.0
32,7.25,11,9,6,1446803100,41.870607372,-87.622172937,41.859349715,-87.617358006,1.7,,17031330100,Cash,Taxi Affiliation Services,480,33,0.0
32,3.85,3,1,6,1426211100,41.870607372,-87.622172937,41.859349715,-87.617358006,0.4,,17031330100,Cash,Taxi Affiliation Services,60,33,0.0
32,8.25,7,14,1,1375020900,41.870607372,-87.622172937,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,840,33,0.0
32,7.65,3,9,6,1425633300,41.870607372,-87.622172937,41.859349715,-87.617358006,2.0,,17031330100,Cash,KOAM Taxi Association,480,33,0.0
32,11.05,4,20,6,1428696900,41.870607372,-87.622172937,41.907520075,-87.6266589,0.1,,17031080100,Credit Card,Taxi Affiliation Services,1080,8,0.0
32,37.25,12,10,5,1418292900,41.870607372,-87.622172937,41.890922026,-87.618868355,17.5,,17031081403,Cash,,1860,8,0.0
32,7.05,5,12,5,1399553100,41.870607372,-87.622172937,41.890922026,-87.618868355,1.7,,17031081403,Credit Card,,540,8,2.0
32,7.25,4,23,4,1397690100,41.870607372,-87.622172937,41.890922026,-87.618868355,3.5,,17031081403,Credit Card,Dispatch Taxi Affiliation,480,8,4.0
32,6.05,12,12,7,1387022400,41.870607372,-87.622172937,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,360,32,2.0
32,7.25,2,18,5,1455821100,41.870607372,-87.622172937,41.884987192,-87.620992913,1.3,,17031320100,Credit Card,,540,32,2.0
32,7.05,6,10,1,1402223400,41.870607372,-87.622172937,41.880994471,-87.632746489,1.3,,17031839100,Credit Card,,540,32,2.0
32,6.25,5,14,6,1432908900,41.870607372,-87.622172937,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
32,8.45,1,10,5,1420711200,41.870607372,-87.622172937,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,900,32,0.0
32,6.25,7,4,2,1436157900,41.870607372,-87.622172937,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
32,6.05,6,9,6,1371203100,41.870607372,-87.622172937,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Northwest Management LLC,420,32,1.0
32,6.0,12,16,1,1480869000,41.870607372,-87.622172937,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,Choice Taxi Association,360,32,0.0
32,37.85,3,8,3,1427789700,41.870607372,-87.622172937,41.880994471,-87.632746489,17.9,,17031839100,Credit Card,,2940,32,11.96
32,5.45,7,21,2,1373922000,41.870607372,-87.622172937,41.880994471,-87.632746489,0.09,,17031839100,Cash,,0,32,0.0
32,7.25,10,12,4,1476878400,41.870607372,-87.622172937,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,540,32,0.0
32,5.25,9,13,6,1441979100,41.870607372,-87.622172937,41.880994471,-87.632746489,0.7,,17031839100,Cash,,300,32,0.0
32,17.45,4,20,2,1428955200,41.870607372,-87.622172937,41.946294536,-87.654298084,6.8,,17031832000,Credit Card,Choice Taxi Association,1320,6,3.0
32,7.45,11,20,1,1446408900,41.870607372,-87.622172937,41.879066994,-87.657005027,1.8,,17031833100,Credit Card,Northwest Management LLC,540,28,3.0
32,19.65,1,9,6,1420794900,41.870607372,-87.622172937,41.7904694,-87.601285122,8.1,,17031836200,Credit Card,Taxi Affiliation Services,1260,41,4.9
32,7.25,12,22,3,1417559400,41.870607372,-87.622172937,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,540,28,0.0
32,6.85,9,18,1,1411928100,41.870607372,-87.622172937,41.879255084,-87.642648998,1.3,,17031281900,Cash,Taxi Affiliation Services,540,28,0.0
32,7.05,11,18,7,1448733600,41.870607372,-87.622172937,41.879255084,-87.642648998,1.5,,17031281900,Cash,,420,28,0.0
32,6.85,8,17,2,1408987800,41.870607372,-87.622172937,41.879255084,-87.642648998,1.3,,17031281900,Credit Card,Northwest Management LLC,540,28,3.0
32,7.25,12,9,4,1481103000,41.870607372,-87.622172937,41.879255084,-87.642648998,1.2,,17031281900,Credit Card,Choice Taxi Association,540,28,2.0
32,14.65,6,0,1,1403396100,41.870607372,-87.622172937,41.908378669,-87.670945075,0.46,,17031241500,Cash,,1380,24,0.0
32,12.75,5,20,7,1462653000,41.870607372,-87.622172937,41.908378669,-87.670945075,3.9,,17031241500,Cash,,660,24,0.0
32,11.45,8,17,7,1376154900,41.870607372,-87.622172937,41.902788048,-87.62614559,2.3,,17031081202,Cash,,1140,8,0.0
32,9.05,6,0,7,1403308800,41.870607372,-87.622172937,41.902788048,-87.62614559,2.4,,17031081202,Cash,Taxi Affiliation Services,720,8,0.0
32,7.65,6,19,6,1435347000,41.870607372,-87.622172937,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,660,8,0.0
32,7.05,4,21,1,1366579800,41.870607372,-87.622172937,41.892072635,-87.628874157,0.0,,17031081600,Cash,Dispatch Taxi Affiliation,540,8,0.0
32,8.65,4,8,5,1429173900,41.870607372,-87.622172937,41.89503345,-87.619710672,0.0,,17031081401,No Charge,Dispatch Taxi Affiliation,720,8,0.0
32,3.25,11,20,6,1415390400,41.870607372,-87.622172937,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,0,32,0.0
32,3.25,9,15,7,1379173500,41.870607372,-87.622172937,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,0,32,0.0
32,8.65,9,14,5,1411656300,41.870607372,-87.622172937,41.899155613,-87.626210532,1.9,,17031081201,Credit Card,,660,8,2.0
32,8.25,11,11,7,1384601400,41.870607372,-87.622172937,41.899155613,-87.626210532,2.2,,17031081201,Cash,,540,8,0.0
32,8.44,11,14,1,1416753900,41.870607372,-87.622172937,41.898331794,-87.620762865,2.1,,17031081300,Credit Card,,600,8,2.0
32,6.05,5,9,5,1398936600,41.870607372,-87.622172937,41.867902418,-87.642958665,0.0,,17031841900,Credit Card,Taxi Affiliation Services,360,28,4.0
32,7.65,7,23,4,1372894200,41.870607372,-87.622172937,41.867902418,-87.642958665,1.9,,17031841900,Cash,,480,28,0.0
32,5.65,4,20,2,1430164800,41.870607372,-87.622172937,41.867902418,-87.642958665,1.0,,17031841900,Cash,Top Cab Affiliation,300,28,0.0
8,7.05,3,19,3,1362510900,41.899155613,-87.626210532,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
8,54.85,7,15,5,1405004400,41.899155613,-87.626210532,,,25.5,,,Cash,,4200,,0.0
8,12.25,3,18,6,1363372200,41.899155613,-87.626210532,41.849246754,-87.624135298,3.3,,17031841000,Cash,,1200,33,0.0
8,5.05,3,22,2,1395700200,41.899155613,-87.626210532,41.892507781,-87.626214906,0.6,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,9.25,12,17,4,1420047000,41.899155613,-87.626210532,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,1080,8,0.0
8,4.85,9,21,5,1379625300,41.899155613,-87.626210532,41.892507781,-87.626214906,0.5,,17031081500,Cash,KOAM Taxi Association,300,8,0.0
8,5.45,1,16,7,1421512200,41.899155613,-87.626210532,41.892507781,-87.626214906,0.5,,17031081500,Credit Card,,420,8,0.0
8,4.65,6,0,4,1371600000,41.899155613,-87.626210532,41.892507781,-87.626214906,0.5,,17031081500,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,4.85,8,18,2,1408387500,41.899155613,-87.626210532,41.892507781,-87.626214906,0.5,,17031081500,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,4.65,3,14,5,1394116200,41.899155613,-87.626210532,41.892507781,-87.626214906,0.5,,17031081500,Cash,,240,8,0.0
8,4.05,1,15,5,1421334000,41.899155613,-87.626210532,41.892507781,-87.626214906,0.4,,17031081500,Cash,Dispatch Taxi Affiliation,120,8,0.0
8,9.44,12,20,5,1418328900,41.899155613,-87.626210532,41.921877461,-87.66407824,2.7,,17031832500,Credit Card,,720,7,2.0
8,5.25,5,23,4,1430954100,41.899155613,-87.626210532,41.892042136,-87.63186395,1.0,,17031081700,Cash,Choice Taxi Association,240,8,0.0
8,5.45,6,20,2,1433190600,41.899155613,-87.626210532,41.892042136,-87.63186395,1.0,,17031081700,Cash,Choice Taxi Association,360,8,0.0
8,6.05,11,20,7,1383425100,41.899155613,-87.626210532,41.892042136,-87.63186395,0.0,,17031081700,Cash,Choice Taxi Association,420,8,0.0
8,6.45,5,14,5,1368108000,41.899155613,-87.626210532,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
8,6.45,7,13,1,1437915600,41.899155613,-87.626210532,41.892042136,-87.63186395,0.8,,17031081700,Cash,Taxi Affiliation Services,540,8,0.0
8,5.65,9,14,1,1378044900,41.899155613,-87.626210532,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
8,5.05,4,19,2,1366053300,41.899155613,-87.626210532,41.892042136,-87.63186395,0.7,,17031081700,Cash,Choice Taxi Association,300,8,0.0
8,6.65,12,10,2,1386584100,41.899155613,-87.626210532,41.892042136,-87.63186395,1.3,,17031081700,Cash,,480,8,0.0
8,16.25,6,1,1,1371344400,41.899155613,-87.626210532,41.950442599,-87.68350623,6.5,,17031050500,Cash,Dispatch Taxi Affiliation,1080,5,0.0
8,17.85,3,18,5,1395945900,41.899155613,-87.626210532,41.957360691,-87.722822251,0.78,,17031160400,Credit Card,,900,16,2.68
8,47.05,7,18,7,1405188900,41.899155613,-87.626210532,41.97907082,-87.903039661,21.9,,17031980000,Cash,,2460,76,0.0
8,58.65,7,11,3,1373370300,41.899155613,-87.626210532,41.97907082,-87.903039661,0.0,,17031980000,Cash,Choice Taxi Association,1440,76,0.0
8,36.45,8,14,2,1439215200,41.899155613,-87.626210532,41.97907082,-87.903039661,17.5,,17031980000,Cash,Choice Taxi Association,2280,76,0.0
8,37.25,4,16,2,1396889100,41.899155613,-87.626210532,41.97907082,-87.903039661,18.0,,17031980000,Cash,,1860,76,0.0
8,37.65,10,18,1,1412532900,41.899155613,-87.626210532,41.97907082,-87.903039661,18.3,,17031980000,No Charge,Dispatch Taxi Affiliation,1980,76,0.0
8,34.25,3,10,6,1363342500,41.899155613,-87.626210532,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Dispatch Taxi Affiliation,1260,76,7.25
8,7.85,7,19,4,1405539000,41.899155613,-87.626210532,41.921778356,-87.641459759,2.2,,17031071300,Cash,Dispatch Taxi Affiliation,480,7,0.0
8,4.05,11,20,1,1383509700,41.899155613,-87.626210532,41.900265687,-87.63210922,0.0,,17031081000,Cash,Choice Taxi Association,120,8,0.0
8,4.65,4,19,5,1428003000,41.899155613,-87.626210532,41.900265687,-87.63210922,0.7,,17031081000,Cash,Taxi Affiliation Services,180,8,0.0
8,10.25,4,16,5,1429807500,41.899155613,-87.626210532,41.914747305,-87.654007029,2.4,,17031832600,Cash,Taxi Affiliation Services,960,7,0.0
8,12.25,10,19,6,1445629500,41.899155613,-87.626210532,41.958154876,-87.653021789,4.5,,17031032100,Cash,Taxi Affiliation Services,720,3,0.0
8,6.45,6,16,1,1402848000,41.899155613,-87.626210532,41.914616286,-87.631717366,1.2,,17031071500,Cash,Northwest Management LLC,480,7,0.0
8,5.65,7,21,5,1372973400,41.899155613,-87.626210532,41.914616286,-87.631717366,0.0,,17031071500,Cash,Blue Ribbon Taxi Association Inc.,300,7,0.0
8,6.25,7,12,4,1375272900,41.899155613,-87.626210532,41.914616286,-87.631717366,1.3,,17031071500,Cash,,420,7,0.0
8,10.05,11,11,6,1417174200,41.899155613,-87.626210532,41.938391258,-87.63857492,3.6,,17031063200,Cash,,480,6,0.0
8,6.85,4,23,2,1428967800,41.899155613,-87.626210532,41.877406123,-87.621971652,0.0,,17031320400,Cash,Blue Ribbon Taxi Association Inc.,480,32,0.0
8,12.25,8,12,2,1407155400,41.899155613,-87.626210532,41.859349715,-87.617358006,3.5,,17031330100,Cash,,1020,33,0.0
8,12.65,7,10,3,1373970600,41.899155613,-87.626210532,41.859349715,-87.617358006,3.7,,17031330100,Cash,,1140,33,0.0
8,9.85,1,15,6,1420818300,41.899155613,-87.626210532,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
8,14.25,6,11,2,1401709500,41.899155613,-87.626210532,41.859349715,-87.617358006,4.3,,17031330100,Cash,5874 - Sergey Cab Corp.,1140,33,0.0
8,4.85,3,22,2,1395095400,41.899155613,-87.626210532,41.907520075,-87.6266589,0.8,,17031080100,Cash,Dispatch Taxi Affiliation,120,8,0.0
8,5.45,1,3,7,1421466300,41.899155613,-87.626210532,41.907520075,-87.6266589,0.9,,17031080100,Cash,Taxi Affiliation Services,240,8,0.0
8,4.85,1,18,3,1359482400,41.899155613,-87.626210532,41.907520075,-87.6266589,0.0,,17031080100,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,5.45,11,18,5,1385663400,41.899155613,-87.626210532,41.907520075,-87.6266589,0.8,,17031080100,Credit Card,Dispatch Taxi Affiliation,300,8,2.0
8,4.45,2,16,6,1425052800,41.899155613,-87.626210532,41.907520075,-87.6266589,0.4,,17031080100,Credit Card,Taxi Affiliation Services,180,8,0.01
8,5.85,9,13,2,1441631700,41.899155613,-87.626210532,41.907520075,-87.6266589,0.9,,17031080100,Cash,KOAM Taxi Association,420,8,0.0
8,12.05,2,21,4,1392843600,41.899155613,-87.626210532,41.936237179,-87.656411531,4.3,,17031062900,Credit Card,,840,6,2.0
8,4.65,4,11,2,1428923700,41.899155613,-87.626210532,41.905857769,-87.630865027,0.6,,17031080202,Cash,,180,8,0.0
8,7.05,11,16,6,1385743500,41.899155613,-87.626210532,41.922082541,-87.634156093,1.8,,17031071400,Cash,,360,7,0.0
8,6.85,3,23,3,1426030200,41.899155613,-87.626210532,41.922082541,-87.634156093,1.6,,17031071400,Cash,Choice Taxi Association,420,7,0.0
8,5.45,12,22,4,1450303200,41.899155613,-87.626210532,41.890922026,-87.618868355,1.5,,17031081403,Cash,Northwest Management LLC,360,8,0.0
8,6.25,5,10,4,1401272100,41.899155613,-87.626210532,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,420,8,0.0
8,5.65,11,16,3,1384877700,41.899155613,-87.626210532,41.890922026,-87.618868355,0.7,,17031081403,Cash,,360,8,0.0
8,4.85,3,2,1,1427597100,41.899155613,-87.626210532,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,8.25,10,23,1,1413156600,41.899155613,-87.626210532,41.899737388,-87.664953917,0.0,,17031242000,Cash,Northwest Management LLC,600,24,0.0
8,7.45,8,15,1,1440946800,41.899155613,-87.626210532,41.884987192,-87.620992913,1.7,,17031320100,Cash,,600,32,0.0
8,7.65,7,12,1,1405254600,41.899155613,-87.626210532,41.884987192,-87.620992913,1.2,,17031320100,Cash,Taxi Affiliation Services,720,32,0.0
8,4.05,11,14,3,1416924900,41.899155613,-87.626210532,41.884987192,-87.620992913,0.04,,17031320100,Cash,,60,32,0.0
8,13.25,6,15,5,1433431800,41.899155613,-87.626210532,41.884987192,-87.620992913,3.2,,17031320100,Cash,,1560,32,0.0
8,6.5,11,17,2,1479749400,41.899155613,-87.626210532,41.884987192,-87.620992913,0.6,,17031320100,Credit Card,Choice Taxi Association,480,32,2.0
8,5.85,11,14,5,1416492000,41.899155613,-87.626210532,41.884987192,-87.620992913,0.9,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
8,11.05,2,19,4,1423077300,41.899155613,-87.626210532,41.884987192,-87.620992913,2.7,,17031320100,Credit Card,,1020,32,2.41
8,7.25,11,14,4,1479306600,41.899155613,-87.626210532,41.884987192,-87.620992913,1.2,,17031320100,Cash,,420,32,0.0
8,6.05,4,18,7,1366481700,41.899155613,-87.626210532,41.884987192,-87.620992913,0.9,,17031320100,Cash,,420,32,0.0
8,9.25,12,13,7,1419082200,41.899155613,-87.626210532,41.884987192,-87.620992913,1.4,,17031320100,Cash,,960,32,0.0
8,7.05,12,19,7,1386444600,41.899155613,-87.626210532,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
8,6.65,6,10,3,1433845800,41.899155613,-87.626210532,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,420,32,0.0
8,7.45,7,15,6,1438354800,41.899155613,-87.626210532,41.884987192,-87.620992913,1.0,,17031320100,Cash,Taxi Affiliation Services,720,32,0.0
8,6.85,3,0,2,1426465800,41.899155613,-87.626210532,41.884987192,-87.620992913,1.7,,17031320100,Cash,Choice Taxi Association,420,32,0.0
8,8.05,9,17,3,1410282900,41.899155613,-87.626210532,41.880994471,-87.632746489,1.8,,17031839100,Cash,Northwest Management LLC,600,32,0.0
8,8.25,8,7,2,1407138300,41.899155613,-87.626210532,41.880994471,-87.632746489,1.7,,17031839100,Cash,,720,32,0.0
8,8.05,12,14,2,1419257700,41.899155613,-87.626210532,41.880994471,-87.632746489,1.7,,17031839100,Credit Card,,780,32,2.0
8,7.45,6,11,4,1372245300,41.899155613,-87.626210532,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,,600,32,2.54
8,10.25,12,16,6,1483116300,41.899155613,-87.626210532,41.880994471,-87.632746489,1.8,,17031839100,Cash,,960,32,0.0
8,8.25,2,10,6,1359713700,41.899155613,-87.626210532,41.880994471,-87.632746489,0.2,,17031839100,Cash,Northwest Management LLC,660,32,0.0
8,9.25,6,18,3,1371581100,41.899155613,-87.626210532,41.880994471,-87.632746489,1.9,,17031839100,Cash,Dispatch Taxi Affiliation,840,32,0.0
8,7.85,12,22,4,1386197100,41.899155613,-87.626210532,41.880994471,-87.632746489,1.8,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,7.65,1,14,5,1388671200,41.899155613,-87.626210532,41.880994471,-87.632746489,1.9,,17031839100,Credit Card,Taxi Affiliation Services,480,32,2.0
8,7.25,1,15,3,1357659900,41.899155613,-87.626210532,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
8,9.25,9,17,4,1378921500,41.899155613,-87.626210532,41.880994471,-87.632746489,0.1,,17031839100,Credit Card,Taxi Affiliation Services,780,32,1.0
8,9.45,10,21,4,1444856400,41.899155613,-87.626210532,41.88528132,-87.6572332,2.5,,17031833000,Cash,,780,28,0.0
8,8.44,6,20,1,1401655500,41.899155613,-87.626210532,41.88528132,-87.6572332,2.3,,17031833000,Credit Card,,600,28,3.0
8,9.85,4,19,2,1429558200,41.899155613,-87.626210532,41.88528132,-87.6572332,2.7,,17031833000,Credit Card,Northwest Management LLC,960,28,2.0
8,9.05,12,22,5,1449180000,41.899155613,-87.626210532,41.88528132,-87.6572332,2.2,,17031833000,Credit Card,Taxi Affiliation Services,840,28,2.2
8,11.05,3,14,4,1427292900,41.899155613,-87.626210532,41.88528132,-87.6572332,2.8,,17031833000,Credit Card,,1140,28,2.0
8,10.25,10,12,4,1444826700,41.899155613,-87.626210532,41.88528132,-87.6572332,2.8,,17031833000,Dispute,Chicago Medallion Management,1020,28,0.0
8,7.85,11,21,1,1415567700,41.899155613,-87.626210532,41.891971508,-87.612945414,1.8,,17031081402,Cash,Northwest Management LLC,660,8,0.0
8,8.05,8,16,6,1409328900,41.899155613,-87.626210532,41.891971508,-87.612945414,1.9,,17031081402,Cash,Dispatch Taxi Affiliation,660,8,0.0
8,8.85,9,18,2,1379959200,41.899155613,-87.626210532,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Taxi Affiliation Services,780,8,2.05
8,12.85,9,19,2,1410809400,41.899155613,-87.626210532,41.946294536,-87.654298084,0.2,,17031832000,Credit Card,Taxi Affiliation Services,1200,6,2.75
8,12.65,7,20,2,1405368900,41.899155613,-87.626210532,41.936310131,-87.651562592,4.1,,17031063000,Cash,Dispatch Taxi Affiliation,960,6,0.0
8,13.45,3,14,7,1425736800,41.899155613,-87.626210532,41.936086535,-87.666110694,4.3,,17031062700,Cash,Dispatch Taxi Affiliation,1200,6,0.0
8,9.25,12,21,7,1419714900,41.899155613,-87.626210532,41.943155086,-87.640698076,0.0,,17031061902,Credit Card,Blue Ribbon Taxi Association Inc.,360,6,0.0
8,11.05,10,0,4,1413936000,41.899155613,-87.626210532,41.879066994,-87.657005027,3.3,,17031833100,Credit Card,Dispatch Taxi Affiliation,840,28,2.2
8,10.65,7,16,7,1405180800,41.899155613,-87.626210532,41.879066994,-87.657005027,2.6,,17031833100,Credit Card,Taxi Affiliation Services,960,28,1.0
8,12.05,9,13,6,1378474200,41.899155613,-87.626210532,41.949139771,-87.656803909,4.2,,17031061100,Credit Card,,780,6,3.0
8,8.85,10,10,1,1413108900,41.899155613,-87.626210532,41.879255084,-87.642648998,2.2,,17031281900,Cash,,720,28,0.0
8,8.65,6,23,6,1435360500,41.899155613,-87.626210532,41.879255084,-87.642648998,1.9,,17031281900,Cash,Dispatch Taxi Affiliation,720,28,0.0
8,8.25,10,0,1,1381017600,41.899155613,-87.626210532,41.879255084,-87.642648998,2.0,,17031281900,Cash,Choice Taxi Association,660,28,0.0
8,9.25,5,17,4,1400086800,41.899155613,-87.626210532,41.879255084,-87.642648998,2.1,,17031281900,Cash,Northwest Management LLC,840,28,0.0
8,11.05,10,17,4,1413395100,41.899155613,-87.626210532,41.879255084,-87.642648998,0.1,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,1200,28,0.0
8,8.25,2,16,5,1424362500,41.899155613,-87.626210532,41.879255084,-87.642648998,2.1,,17031281900,Cash,,660,28,0.0
8,9.25,6,15,1,1434296700,41.899155613,-87.626210532,41.929046937,-87.651310877,2.9,,17031070300,Credit Card,,600,7,2.0
8,31.65,8,17,6,1377882000,41.899155613,-87.626210532,42.001315924,-87.693637494,0.0,,17031020602,Cash,Taxi Affiliation Services,3840,2,0.0
8,5.65,4,18,7,1365271200,41.899155613,-87.626210532,41.892072635,-87.628874157,0.6,,17031081600,Cash,,360,8,0.0
8,5.05,12,22,6,1449267300,41.899155613,-87.626210532,41.892072635,-87.628874157,0.6,,17031081600,Cash,,240,8,0.0
8,7.65,4,0,6,1428624900,41.899155613,-87.626210532,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,600,8,0.0
8,15.75,1,19,7,1452366000,41.899155613,-87.626210532,41.958055933,-87.660389456,0.0,,17031830700,Credit Card,Taxi Affiliation Services,660,3,3.15
8,8.65,10,17,6,1414777500,41.899155613,-87.626210532,41.885300022,-87.642808466,1.9,,17031280100,Cash,,780,28,0.0
8,8.85,8,19,7,1407612600,41.899155613,-87.626210532,41.885300022,-87.642808466,0.0,,17031280100,Cash,Northwest Management LLC,780,28,0.0
8,9.05,1,8,3,1358843400,41.899155613,-87.626210532,41.885300022,-87.642808466,2.0,,17031280100,Cash,,840,28,0.0
8,7.65,10,14,2,1445870700,41.899155613,-87.626210532,41.885300022,-87.642808466,1.5,,17031280100,Credit Card,Choice Taxi Association,600,28,2.0
8,9.85,1,18,6,1420224300,41.899155613,-87.626210532,41.929077655,-87.646293476,3.2,,17031070200,Credit Card,Taxi Affiliation Services,600,7,3.0
8,5.25,6,18,5,1403808300,41.899155613,-87.626210532,41.89503345,-87.619710672,0.6,,17031081401,Cash,Northwest Management LLC,360,8,0.0
8,11.45,1,23,5,1390519800,41.899155613,-87.626210532,41.870607372,-87.622172937,3.4,,17031320600,Cash,Dispatch Taxi Affiliation,960,32,0.0
8,7.85,4,17,7,1396717200,41.899155613,-87.626210532,41.870607372,-87.622172937,0.0,,17031320600,Credit Card,Blue Ribbon Taxi Association Inc.,600,32,3.0
8,7.85,5,21,4,1431551700,41.899155613,-87.626210532,41.870607372,-87.622172937,1.9,,17031320600,Cash,,600,32,0.0
8,4.05,6,12,2,1370263500,41.899155613,-87.626210532,41.899155613,-87.626210532,0.0,,17031081201,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,3.25,4,20,4,1397680200,41.899155613,-87.626210532,41.899155613,-87.626210532,0.0,,17031081201,Cash,Northwest Management LLC,60,8,0.0
8,0.32,5,9,4,1400059800,41.899155613,-87.626210532,41.899155613,-87.626210532,0.0,,17031081201,Cash,,0,8,0.0
8,41.25,5,14,1,1368972000,41.899155613,-87.626210532,41.785998518,-87.750934289,18.1,,17031980100,Cash,,3180,56,0.0
8,33.85,5,13,1,1430658000,41.899155613,-87.626210532,41.785998518,-87.750934289,14.0,,17031980100,Cash,Taxi Affiliation Services,2400,56,0.0
8,19.85,5,15,2,1399304700,41.899155613,-87.626210532,42.004764559,-87.659122427,8.7,,17031010400,Credit Card,Choice Taxi Association,1020,1,4.95
8,8.05,1,19,6,1390590000,41.899155613,-87.626210532,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,840,8,2.0
8,6.05,10,12,6,1414152000,41.899155613,-87.626210532,41.89321636,-87.63784421,0.9,,17031081800,Credit Card,Taxi Affiliation Services,420,8,2.0
8,6.45,6,11,2,1402311600,41.899155613,-87.626210532,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,480,8,0.0
8,6.85,6,17,1,1402854300,41.899155613,-87.626210532,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,6.45,12,19,4,1450295100,41.899155613,-87.626210532,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,540,8,1.25
8,4.25,10,18,3,1444761900,41.899155613,-87.626210532,41.898331794,-87.620762865,0.3,,17031081300,Cash,,180,8,0.0
8,5.25,8,7,2,1441005300,41.899155613,-87.626210532,41.898331794,-87.620762865,0.5,,17031081300,Cash,,360,8,0.0
8,5.25,9,14,3,1442932200,41.899155613,-87.626210532,41.898331794,-87.620762865,0.9,,17031081300,Credit Card,,240,8,1.0
8,9.65,7,21,7,1374960600,41.899155613,-87.626210532,41.867902418,-87.642958665,0.0,,17031841900,Credit Card,Taxi Affiliation Services,780,28,2.1
8,14.85,12,18,7,1417889700,41.899155613,-87.626210532,41.87866742,-87.671653621,3.5,,17031838100,Credit Card,,1680,28,3.0
8,8.75,5,23,7,1463874300,41.899155613,-87.626210532,41.904935302,-87.649907226,1.8,,17031842200,Cash,,720,8,0.0
56,27.05,9,20,3,1378241100,41.785998518,-87.750934289,,,0.7,,,Cash,Taxi Affiliation Services,1380,,0.0
56,0.0,4,11,2,1398078000,41.785998518,-87.750934289,,,0.0,,,Unknown,Taxi Affiliation Services,,,0.0
56,60.25,4,13,4,1366206300,41.785998518,-87.750934289,,,0.0,,,Cash,Northwest Management LLC,4560,,0.0
56,54.25,4,11,4,1398253500,41.785998518,-87.750934289,,,27.3,,,Credit Card,Taxi Affiliation Services,2100,,16.65
56,31.0,7,10,6,1469182500,41.785998518,-87.750934289,,,11.3,,,Credit Card,KOAM Taxi Association,1560,,10.2
56,31.85,6,14,4,1433340000,41.785998518,-87.750934289,,,14.2,,,Credit Card,Taxi Affiliation Services,1800,,10.0
56,52.25,1,15,4,1453303800,41.785998518,-87.750934289,,,21.3,,,Credit Card,Northwest Management LLC,2100,,19.9
56,85.85,11,18,7,1415470500,41.785998518,-87.750934289,,,2.8,,,Cash,Taxi Affiliation Services,3720,,0.0
56,20.05,3,12,7,1362830400,41.785998518,-87.750934289,41.849246754,-87.624135298,0.5,,17031841000,Cash,Taxi Affiliation Services,840,33,0.0
56,28.65,10,14,7,1443883500,41.785998518,-87.750934289,41.892507781,-87.626214906,12.7,,17031081500,Credit Card,Choice Taxi Association,1620,8,6.1
56,26.45,5,12,2,1367841600,41.785998518,-87.750934289,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Dispatch Taxi Affiliation,1260,8,5.65
56,47.05,3,15,7,1426345200,41.785998518,-87.750934289,41.892507781,-87.626214906,12.8,,17031081500,Credit Card,,1380,8,10.11
56,27.45,3,17,3,1393954200,41.785998518,-87.750934289,41.892507781,-87.626214906,12.5,,17031081500,Credit Card,,1680,8,5.0
56,3.25,6,20,3,1433275200,41.785998518,-87.750934289,41.892507781,-87.626214906,0.0,,17031081500,Cash,,0,8,0.0
56,27.45,11,14,4,1383749100,41.785998518,-87.750934289,41.892507781,-87.626214906,12.6,,17031081500,Credit Card,,1440,8,6.09
56,27.45,12,22,1,1450044000,41.785998518,-87.750934289,41.892042136,-87.63186395,12.6,,17031081700,Credit Card,Taxi Affiliation Services,1380,8,7.6
56,25.25,10,21,3,1444167900,41.785998518,-87.750934289,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,1320,8,6.8
56,28.65,12,0,4,1417565700,41.785998518,-87.750934289,41.914616286,-87.631717366,13.8,,17031071500,Credit Card,Taxi Affiliation Services,1320,7,6.1
56,26.65,2,17,6,1359738000,41.785998518,-87.750934289,41.877406123,-87.621971652,11.7,,17031320400,Cash,,1500,32,0.0
56,24.05,7,16,1,1373820300,41.785998518,-87.750934289,41.877406123,-87.621971652,0.6,,17031320400,Credit Card,Taxi Affiliation Services,1500,32,5.0
56,25.85,6,8,4,1435135500,41.785998518,-87.750934289,41.877406123,-87.621971652,11.5,,17031320400,Cash,KOAM Taxi Association,1740,32,0.0
56,26.25,1,18,4,1420654500,41.785998518,-87.750934289,41.877406123,-87.621971652,0.7,,17031320400,Credit Card,Taxi Affiliation Services,1440,32,5.65
56,26.65,9,0,4,1410307200,41.785998518,-87.750934289,41.89830587,-87.653613982,12.9,,17031842300,Credit Card,Taxi Affiliation Services,900,24,5.7
56,34.85,7,21,4,1436995800,41.785998518,-87.750934289,41.934762456,-87.639853859,15.7,,17031063302,Credit Card,,2040,6,0.0
56,28.85,6,8,5,1402560000,41.785998518,-87.750934289,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,2280,8,0.0
56,32.85,8,19,5,1438888500,41.785998518,-87.750934289,41.890922026,-87.618868355,12.8,,17031081403,Cash,,1620,8,0.0
56,27.25,8,19,4,1440011700,41.785998518,-87.750934289,41.890922026,-87.618868355,0.7,,17031081403,Credit Card,Blue Ribbon Taxi Association Inc.,1560,8,6.05
56,27.45,2,22,5,1360274400,41.785998518,-87.750934289,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,1320,8,5.85
56,35.65,4,20,5,1397765700,41.785998518,-87.750934289,41.934659157,-87.646729729,1.0,,17031063400,Credit Card,Taxi Affiliation Services,2040,6,7.5
56,26.85,10,1,4,1444180500,41.785998518,-87.750934289,41.884987192,-87.620992913,12.1,,17031320100,Credit Card,Taxi Affiliation Services,1140,32,8.65
56,27.25,11,20,6,1415391300,41.785998518,-87.750934289,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Choice Taxi Association,1440,32,3.0
56,28.05,7,11,4,1438167600,41.785998518,-87.750934289,41.884987192,-87.620992913,12.6,,17031320100,Credit Card,,1860,32,7.51
56,27.25,9,9,6,1442568600,41.785998518,-87.750934289,41.884987192,-87.620992913,12.1,,17031320100,Credit Card,,1620,32,7.31
56,27.05,9,22,5,1411685100,41.785998518,-87.750934289,41.884987192,-87.620992913,0.7,,17031320100,Credit Card,Taxi Affiliation Services,1320,32,5.8
56,28.65,10,15,4,1380728700,41.785998518,-87.750934289,41.880994471,-87.632746489,12.0,,17031839100,Cash,,1980,32,0.0
56,27.65,9,12,5,1442493900,41.785998518,-87.750934289,41.880994471,-87.632746489,10.9,,17031839100,Credit Card,Choice Taxi Association,2340,32,5.9
56,27.45,7,16,4,1406132100,41.785998518,-87.750934289,41.880994471,-87.632746489,11.6,,17031839100,Cash,Taxi Affiliation Services,1920,32,0.0
56,27.85,1,19,2,1421695800,41.785998518,-87.750934289,41.880994471,-87.632746489,12.0,,17031839100,Credit Card,Taxi Affiliation Services,1800,32,7.45
56,33.25,11,0,7,1448064000,41.785998518,-87.750934289,41.943155086,-87.640698076,16.4,,17031061902,Credit Card,,1500,6,7.05
56,28.85,12,22,1,1450046700,41.785998518,-87.750934289,41.900221297,-87.629105186,13.6,,17031081100,Credit Card,Northwest Management LLC,1440,8,6.15
56,28.85,10,11,2,1412594100,41.785998518,-87.750934289,41.790506261,-87.583143717,13.4,,17031411000,Cash,Taxi Affiliation Services,1260,41,0.0
56,36.85,10,21,5,1445548500,41.785998518,-87.750934289,41.929329713,-87.711974254,15.2,,17031220602,Cash,Taxi Affiliation Services,3420,22,0.0
56,28.05,4,19,4,1429729200,41.785998518,-87.750934289,41.892072635,-87.628874157,12.9,,17031081600,Credit Card,,1380,8,7.51
56,29.25,2,17,6,1360343700,41.785998518,-87.750934289,41.892072635,-87.628874157,7.5,,17031081600,Credit Card,Dispatch Taxi Affiliation,2280,8,6.25
56,22.65,10,22,6,1413584100,41.785998518,-87.750934289,41.885300022,-87.642808466,10.3,,17031280100,Cash,Choice Taxi Association,1020,28,0.0
56,34.0,3,12,5,1458216900,41.785998518,-87.750934289,41.89503345,-87.619710672,14.0,,17031081401,Credit Card,Choice Taxi Association,1500,8,7.0
56,24.25,7,0,3,1438041600,41.785998518,-87.750934289,41.870607372,-87.622172937,11.2,,17031320600,Credit Card,Taxi Affiliation Services,1080,32,7.05
56,29.25,3,22,2,1457994600,41.785998518,-87.750934289,41.870607372,-87.622172937,11.2,,17031320600,Credit Card,,1020,32,6.65
56,24.45,11,13,5,1416488400,41.785998518,-87.750934289,41.870607372,-87.622172937,11.1,,17031320600,Credit Card,Taxi Affiliation Services,1080,32,5.25
56,24.05,12,1,2,1417398300,41.785998518,-87.750934289,41.87101588,-87.631406525,11.1,,17031839000,Credit Card,Taxi Affiliation Services,1140,32,3.0
56,33.25,2,13,6,1423834200,41.785998518,-87.750934289,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,3120,8,0.0
56,32.85,10,14,7,1446300900,41.785998518,-87.750934289,41.899155613,-87.626210532,0.0,,17031081201,Cash,Choice Taxi Association,2340,8,0.0
56,3.45,10,20,6,1413578700,41.785998518,-87.750934289,41.785998518,-87.750934289,0.1,,17031980100,Cash,,60,56,0.0
56,3.45,3,11,5,1395919800,41.785998518,-87.750934289,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Taxi Affiliation Services,0,56,8.0
56,3.25,3,17,6,1427476500,41.785998518,-87.750934289,41.785998518,-87.750934289,0.0,,17031980100,Cash,Taxi Affiliation Services,0,56,0.0
56,3.75,10,17,2,1477329300,41.785998518,-87.750934289,41.785998518,-87.750934289,0.0,,17031980100,Cash,Taxi Affiliation Services,120,56,0.0
56,3.25,6,20,5,1434660300,41.785998518,-87.750934289,41.785998518,-87.750934289,0.0,,17031980100,Cash,Taxi Affiliation Services,0,56,0.0
56,30.85,12,23,5,1386890100,41.785998518,-87.750934289,41.89321636,-87.63784421,0.8,,17031081800,Cash,Taxi Affiliation Services,1740,8,0.0
56,39.85,7,17,5,1437671700,41.785998518,-87.750934289,41.945170453,-87.668794439,17.5,,17031831900,Credit Card,,3000,6,8.37
56,31.05,5,14,2,1431354600,41.785998518,-87.750934289,41.898331794,-87.620762865,13.1,,17031081300,Credit Card,Taxi Affiliation Services,2100,8,6.6
56,27.85,1,22,6,1358548200,41.785998518,-87.750934289,41.898331794,-87.620762865,0.8,,17031081300,Cash,Taxi Affiliation Services,1260,8,0.0
56,30.45,12,0,2,1417392900,41.785998518,-87.750934289,41.90749193,-87.63576009,14.8,,17031080300,Cash,Taxi Affiliation Services,1260,8,0.0
56,32.45,10,18,3,1382466600,41.785998518,-87.750934289,41.90749193,-87.63576009,14.9,,17031080300,Cash,,2580,8,0.0
56,26.45,10,22,1,1445205600,41.785998518,-87.750934289,41.904935302,-87.649907226,0.7,,17031842200,Cash,Taxi Affiliation Services,1320,8,0.0
8,9.05,4,18,4,1427913000,41.89321636,-87.63784421,,,0.0,,,Cash,Dispatch Taxi Affiliation,0,,0.0
8,15.45,6,2,1,1370745900,41.89321636,-87.63784421,,,5.69,,,Cash,,1140,,0.0
8,11.05,6,3,5,1370487600,41.89321636,-87.63784421,41.849246754,-87.624135298,3.7,,17031841000,Credit Card,,720,33,3.0
8,4.45,7,22,1,1373841000,41.89321636,-87.63784421,41.892507781,-87.626214906,0.07,,17031081500,Cash,,180,8,0.0
8,6.85,10,8,5,1382604300,41.89321636,-87.63784421,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,540,8,2.0
8,4.85,3,4,1,1427604300,41.89321636,-87.63784421,41.892507781,-87.626214906,0.7,,17031081500,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,4.85,9,17,6,1410543000,41.89321636,-87.63784421,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,180,8,0.0
8,6.85,10,17,3,1381253400,41.89321636,-87.63784421,41.892507781,-87.626214906,1.3,,17031081500,Cash,,540,8,0.0
8,5.25,6,12,7,1371904200,41.89321636,-87.63784421,41.892507781,-87.626214906,0.8,,17031081500,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,6.05,3,12,7,1394885700,41.89321636,-87.63784421,41.892507781,-87.626214906,1.1,,17031081500,Credit Card,,420,8,2.0
8,4.45,4,15,4,1398265200,41.89321636,-87.63784421,41.892507781,-87.626214906,0.5,,17031081500,Credit Card,,180,8,2.0
8,6.5,12,14,3,1481035500,41.89321636,-87.63784421,41.892507781,-87.626214906,1.1,,17031081500,Cash,,420,8,0.0
8,87.65,9,2,4,1442973600,41.89321636,-87.63784421,41.892507781,-87.626214906,45.5,,17031081500,Cash,,5160,8,0.0
8,5.65,12,21,5,1387487700,41.89321636,-87.63784421,41.892507781,-87.626214906,0.9,,17031081500,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,4.85,2,8,7,1425112200,41.89321636,-87.63784421,41.892507781,-87.626214906,0.6,,17031081500,Cash,,240,8,0.0
8,5.05,5,23,7,1433026800,41.89321636,-87.63784421,41.892042136,-87.63186395,0.7,,17031081700,Cash,,300,8,0.0
8,5.05,6,19,7,1371927600,41.89321636,-87.63784421,41.892042136,-87.63186395,0.7,,17031081700,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,5.05,1,21,7,1359235800,41.89321636,-87.63784421,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,3.85,11,22,7,1385246700,41.89321636,-87.63784421,41.892042136,-87.63186395,0.3,,17031081700,Cash,,60,8,0.0
8,4.65,1,18,3,1358877600,41.89321636,-87.63784421,41.892042136,-87.63186395,0.5,,17031081700,Cash,,180,8,0.0
8,4.85,7,3,7,1405134000,41.89321636,-87.63784421,41.892042136,-87.63186395,0.7,,17031081700,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,5.05,4,1,1,1397957400,41.89321636,-87.63784421,41.892042136,-87.63186395,0.7,,17031081700,Credit Card,Dispatch Taxi Affiliation,300,8,1.95
8,5.05,6,18,7,1434825000,41.89321636,-87.63784421,41.892042136,-87.63186395,0.8,,17031081700,Cash,Northwest Management LLC,300,8,0.0
8,4.65,11,4,1,1384660800,41.89321636,-87.63784421,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
8,4.25,11,22,4,1479335400,41.89321636,-87.63784421,41.892042136,-87.63186395,0.5,,17031081700,Credit Card,Choice Taxi Association,120,8,3.0
8,11.85,8,20,6,1376685000,41.89321636,-87.63784421,41.93057857,-87.642206313,0.0,,17031070102,Cash,Blue Ribbon Taxi Association Inc.,900,7,0.0
8,9.25,10,20,6,1412972100,41.89321636,-87.63784421,41.93057857,-87.642206313,0.1,,17031070102,Credit Card,Taxi Affiliation Services,780,7,1.0
8,34.25,6,14,4,1435155300,41.89321636,-87.63784421,41.97907082,-87.903039661,16.9,,17031980000,Credit Card,,1980,76,7.45
8,34.45,10,15,5,1412869500,41.89321636,-87.63784421,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,2040,76,7.25
8,37.25,10,16,4,1413995400,41.89321636,-87.63784421,41.97907082,-87.903039661,17.8,,17031980000,Credit Card,Choice Taxi Association,2700,76,0.0
8,33.25,3,12,1,1362312000,41.89321636,-87.63784421,41.97907082,-87.903039661,0.0,,17031980000,Cash,Dispatch Taxi Affiliation,1260,76,0.0
8,32.04,12,14,1,1449413100,41.89321636,-87.63784421,41.97907082,-87.903039661,16.0,,17031980000,Cash,,1440,76,0.0
8,34.25,3,16,3,1364313600,41.89321636,-87.63784421,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,1440,76,10.85
8,5.85,5,14,6,1370010600,41.89321636,-87.63784421,41.900265687,-87.63210922,1.2,,17031081000,Cash,,300,8,0.0
8,6.65,9,12,4,1379507400,41.89321636,-87.63784421,41.900265687,-87.63210922,1.3,,17031081000,Cash,,420,8,0.0
8,6.25,4,1,7,1365211800,41.89321636,-87.63784421,41.900265687,-87.63210922,0.0,,17031081000,Credit Card,Blue Ribbon Taxi Association Inc.,360,8,1.0
8,6.05,9,20,1,1379880000,41.89321636,-87.63784421,41.900265687,-87.63210922,1.3,,17031081000,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,7.25,3,16,7,1426348800,41.89321636,-87.63784421,41.921778188,-87.651061884,1.9,,17031071100,Cash,,420,7,0.0
8,7.05,4,22,5,1430433900,41.89321636,-87.63784421,41.914616286,-87.631717366,1.7,,17031071500,Cash,Choice Taxi Association,420,7,0.0
8,7.25,7,21,3,1374008400,41.89321636,-87.63784421,41.877406123,-87.621971652,1.5,,17031320400,Credit Card,Dispatch Taxi Affiliation,540,32,3.0
8,8.44,5,19,6,1370029500,41.89321636,-87.63784421,41.877406123,-87.621971652,1.5,,17031320400,Cash,,660,32,0.0
8,7.45,9,12,6,1410525900,41.89321636,-87.63784421,41.877406123,-87.621971652,1.3,,17031320400,Cash,Taxi Affiliation Services,660,32,0.0
8,9.85,10,21,3,1383081300,41.89321636,-87.63784421,41.900560384,-87.69419737,0.0,,17031242600,Cash,Choice Taxi Association,900,24,0.0
8,7.25,3,21,6,1394226900,41.89321636,-87.63784421,41.89830587,-87.653613982,1.87,,17031842300,Cash,,480,24,0.0
8,8.85,3,17,7,1362849300,41.89321636,-87.63784421,41.859349715,-87.617358006,0.0,,17031330100,Cash,Choice Taxi Association,660,33,0.0
8,15.25,7,18,6,1435948200,41.89321636,-87.63784421,41.859349715,-87.617358006,0.2,,17031330100,Credit Card,Taxi Affiliation Services,1620,33,4.05
8,10.25,6,20,2,1403556300,41.89321636,-87.63784421,41.859349715,-87.617358006,3.2,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
8,9.05,6,17,7,1433610900,41.89321636,-87.63784421,41.899589796,-87.674719134,2.8,,17031242200,Credit Card,6574 - Babylon Express Inc.,600,24,2.0
8,10.25,3,23,6,1364600700,41.89321636,-87.63784421,41.899506548,-87.679600287,0.0,,17031242300,Cash,Taxi Affiliation Services,780,24,0.0
8,7.85,6,2,6,1433472300,41.89321636,-87.63784421,41.922082541,-87.634156093,2.3,,17031071400,Cash,Taxi Affiliation Services,360,7,0.0
8,9.05,10,19,5,1382641200,41.89321636,-87.63784421,41.922082541,-87.634156093,2.4,,17031071400,Cash,,660,7,0.0
8,6.45,10,16,3,1413909900,41.89321636,-87.63784421,41.890922026,-87.618868355,1.1,,17031081403,Cash,,480,8,0.0
8,6.25,1,21,2,1422307800,41.89321636,-87.63784421,41.890922026,-87.618868355,1.1,,17031081403,Credit Card,Dispatch Taxi Affiliation,480,8,2.0
8,5.05,2,21,2,1423516500,41.89321636,-87.63784421,41.890922026,-87.618868355,0.7,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
8,5.65,4,19,5,1428606900,41.89321636,-87.63784421,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,360,8,0.0
8,6.45,11,2,1,1383446700,41.89321636,-87.63784421,41.890922026,-87.618868355,1.5,,17031081403,Cash,Choice Taxi Association,420,8,0.0
8,6.05,9,12,6,1410525000,41.89321636,-87.63784421,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,360,8,0.0
8,6.85,11,19,6,1447443900,41.89321636,-87.63784421,41.890922026,-87.618868355,1.2,,17031081403,Cash,Taxi Affiliation Services,540,8,0.0
8,13.25,1,22,7,1422744300,41.89321636,-87.63784421,41.921125914,-87.699754406,4.9,,17031221300,Cash,Choice Taxi Association,780,22,0.0
8,6.65,11,15,2,1447083900,41.89321636,-87.63784421,41.884987192,-87.620992913,1.2,,17031320100,Cash,,540,32,0.0
8,6.25,9,16,1,1443369600,41.89321636,-87.63784421,41.884987192,-87.620992913,1.2,,17031320100,Cash,Choice Taxi Association,420,32,0.0
8,7.85,3,8,3,1363682700,41.89321636,-87.63784421,41.884987192,-87.620992913,1.5,,17031320100,Cash,,660,32,0.0
8,5.85,5,19,7,1367694900,41.89321636,-87.63784421,41.884987192,-87.620992913,1.0,,17031320100,Cash,,360,32,0.0
8,7.45,4,18,4,1427911200,41.89321636,-87.63784421,41.880994471,-87.632746489,0.9,,17031839100,Cash,Dispatch Taxi Affiliation,660,32,0.0
8,7.65,10,6,5,1381992300,41.89321636,-87.63784421,41.880994471,-87.632746489,0.19,,17031839100,Cash,,540,32,0.0
8,6.65,3,13,3,1425389400,41.89321636,-87.63784421,41.880994471,-87.632746489,1.4,,17031839100,Cash,,420,32,0.0
8,5.75,7,11,4,1468410300,41.89321636,-87.63784421,41.880994471,-87.632746489,1.0,,17031839100,Cash,Top Cab Affiliation,240,32,0.0
8,6.25,5,17,6,1431711000,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,540,32,2.0
8,6.75,9,14,2,1474296300,41.89321636,-87.63784421,41.880994471,-87.632746489,0.9,,17031839100,Cash,,540,32,0.0
8,6.45,10,13,5,1381411800,41.89321636,-87.63784421,41.880994471,-87.632746489,1.1,,17031839100,Cash,,480,32,0.0
8,4.45,5,16,3,1431446400,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,180,32,0.0
8,5.25,12,14,5,1386253800,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,300,32,2.0
8,5.85,9,6,5,1443074400,41.89321636,-87.63784421,41.880994471,-87.632746489,1.3,,17031839100,Cash,,240,32,0.0
8,7.25,1,9,5,1422523800,41.89321636,-87.63784421,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,Choice Taxi Association,660,32,1.0
8,6.85,2,14,6,1424442600,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,600,32,0.0
8,7.45,3,8,5,1395907200,41.89321636,-87.63784421,41.880994471,-87.632746489,1.5,,17031839100,Credit Card,Dispatch Taxi Affiliation,540,32,0.0
8,5.65,9,21,3,1409691600,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,300,32,2.5
8,4.75,6,12,2,1467030600,41.89321636,-87.63784421,41.880994471,-87.632746489,0.5,,17031839100,Cash,KOAM Taxi Association,240,32,0.0
8,5.45,5,10,5,1400150700,41.89321636,-87.63784421,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,5.25,5,21,2,1399931100,41.89321636,-87.63784421,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,240,28,0.0
8,6.25,9,21,6,1443214800,41.89321636,-87.63784421,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,420,28,0.0
8,5.85,1,16,7,1420303500,41.89321636,-87.63784421,41.88528132,-87.6572332,1.1,,17031833000,Credit Card,,360,28,2.0
8,7.85,7,10,3,1406024100,41.89321636,-87.63784421,41.891971508,-87.612945414,1.6,,17031081402,Credit Card,,720,8,2.0
8,6.65,3,3,1,1426995000,41.89321636,-87.63784421,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Taxi Affiliation Services,420,8,1.0
8,6.85,9,17,6,1441991700,41.89321636,-87.63784421,41.907412816,-87.640901525,1.5,,17031080400,Credit Card,Dispatch Taxi Affiliation,480,8,3.0
8,7.25,3,13,6,1364562000,41.89321636,-87.63784421,41.879066994,-87.657005027,0.1,,17031833100,Cash,Taxi Affiliation Services,540,28,0.0
8,7.45,1,23,6,1422659700,41.89321636,-87.63784421,41.879066994,-87.657005027,2.0,,17031833100,Cash,,540,28,0.0
8,7.05,8,8,3,1408437900,41.89321636,-87.63784421,41.879066994,-87.657005027,1.5,,17031833100,Cash,,600,28,0.0
8,8.45,10,18,6,1444415400,41.89321636,-87.63784421,41.879066994,-87.657005027,1.6,,17031833100,Credit Card,Northwest Management LLC,780,28,2.0
8,4.65,3,17,5,1394126100,41.89321636,-87.63784421,41.900221297,-87.629105186,0.0,,17031081100,Cash,Taxi Affiliation Services,240,8,0.0
8,6.5,9,20,3,1474402500,41.89321636,-87.63784421,41.900221297,-87.629105186,1.1,,17031081100,Credit Card,,420,8,2.0
8,5.25,9,0,6,1442534400,41.89321636,-87.63784421,41.900221297,-87.629105186,0.9,,17031081100,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,12.25,5,23,7,1432423800,41.89321636,-87.63784421,41.911972301,-87.683642922,3.7,,17031240500,Credit Card,,1140,24,3.0
8,8.45,6,18,3,1433268900,41.89321636,-87.63784421,41.879255084,-87.642648998,1.2,,17031281900,Credit Card,Dispatch Taxi Affiliation,840,28,3.0
8,5.85,2,18,1,1361729700,41.89321636,-87.63784421,41.879255084,-87.642648998,1.2,,17031281900,Credit Card,,300,28,3.0
8,5.45,11,21,4,1416431700,41.89321636,-87.63784421,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
8,6.85,3,21,2,1395091800,41.89321636,-87.63784421,41.879255084,-87.642648998,1.6,,17031281900,Cash,Taxi Affiliation Services,600,28,0.0
8,6.85,10,11,2,1381145400,41.89321636,-87.63784421,41.879255084,-87.642648998,0.0,,17031281900,Cash,Choice Taxi Association,420,28,0.0
8,5.25,11,20,4,1415219400,41.89321636,-87.63784421,41.879255084,-87.642648998,1.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
8,5.25,4,16,2,1429545600,41.89321636,-87.63784421,41.879255084,-87.642648998,0.9,,17031281900,Cash,Dispatch Taxi Affiliation,240,28,0.0
8,9.05,7,2,7,1374287400,41.89321636,-87.63784421,41.929046937,-87.651310877,0.0,,17031070300,Cash,Taxi Affiliation Services,540,7,0.0
8,8.65,1,22,3,1359497700,41.89321636,-87.63784421,41.908378669,-87.670945075,2.7,,17031241500,Cash,,420,24,0.0
8,7.85,4,20,3,1428438600,41.89321636,-87.63784421,41.908378669,-87.670945075,1.9,,17031241500,Cash,Top Cab Affiliation,600,24,0.0
8,7.25,7,21,3,1406065500,41.89321636,-87.63784421,41.902788048,-87.62614559,1.5,,17031081202,Cash,Dispatch Taxi Affiliation,660,8,0.0
8,7.45,2,19,4,1423077300,41.89321636,-87.63784421,41.914585709,-87.645966207,0.0,,17031071800,Credit Card,Taxi Affiliation Services,660,7,2.0
8,8.85,5,17,5,1431018000,41.89321636,-87.63784421,41.914585709,-87.645966207,2.3,,17031071800,Cash,,660,7,0.0
8,4.65,7,22,7,1374357600,41.89321636,-87.63784421,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,240,8,0.0
8,6.65,10,13,3,1381842000,41.89321636,-87.63784421,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,300,8,0.0
8,4.65,4,1,3,1429579800,41.89321636,-87.63784421,41.892072635,-87.628874157,0.7,,17031081600,Cash,Taxi Affiliation Services,180,8,0.0
8,5.05,2,20,7,1391285700,41.89321636,-87.63784421,41.892072635,-87.628874157,0.0,,17031081600,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,17.25,8,19,4,1407352500,41.89321636,-87.63784421,41.965445784,-87.66319585,6.6,,17031031700,Credit Card,Top Cab Affiliation,1200,3,4.3
8,8.45,5,18,6,1432319400,41.89321636,-87.63784421,41.89967018,-87.669837798,2.5,,17031242100,Cash,KOAM Taxi Association,480,24,0.0
8,11.25,3,21,5,1458250200,41.89321636,-87.63784421,41.912364354,-87.675062757,3.2,,17031240300,Cash,KOAM Taxi Association,540,24,0.0
8,5.85,3,17,7,1394903700,41.89321636,-87.63784421,41.885300022,-87.642808466,1.1,,17031280100,Cash,Taxi Affiliation Services,360,28,0.0
8,5.05,11,17,2,1447088400,41.89321636,-87.63784421,41.885300022,-87.642808466,0.5,,17031280100,Cash,,300,28,0.0
8,6.45,9,18,4,1443033000,41.89321636,-87.63784421,41.885300022,-87.642808466,1.3,,17031280100,Cash,,480,28,0.0
8,6.45,6,14,6,1371221100,41.89321636,-87.63784421,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,480,28,0.0
8,9.65,6,20,3,1433880000,41.89321636,-87.63784421,41.909495669,-87.630963601,0.1,,17031080201,Cash,Taxi Affiliation Services,900,8,0.0
8,6.85,4,17,3,1398186900,41.89321636,-87.63784421,41.89503345,-87.619710672,1.2,,17031081401,Cash,,540,8,0.0
8,5.75,11,22,7,1479592800,41.89321636,-87.63784421,41.899155613,-87.626210532,0.8,,17031081201,Cash,,360,8,0.0
8,6.25,2,11,7,1393066800,41.89321636,-87.63784421,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,360,8,3.0
8,6.65,12,21,1,1386536400,41.89321636,-87.63784421,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,540,8,0.0
8,8.25,12,19,5,1450379700,41.89321636,-87.63784421,41.899155613,-87.626210532,0.1,,17031081201,Cash,Dispatch Taxi Affiliation,840,8,0.0
8,5.85,6,11,4,1401881400,41.89321636,-87.63784421,41.899155613,-87.626210532,0.9,,17031081201,Credit Card,Dispatch Taxi Affiliation,420,8,4.0
8,4.84,3,23,7,1363475700,41.89321636,-87.63784421,41.899155613,-87.626210532,0.5,,17031081201,Cash,,240,8,0.0
8,9.44,12,19,5,1418930100,41.89321636,-87.63784421,41.884767784,-87.684147449,2.8,,17031837800,Credit Card,,720,28,2.0
8,9.85,1,22,6,1422657900,41.89321636,-87.63784421,41.892276708,-87.679397479,2.7,,17031243000,Cash,Taxi Affiliation Services,780,24,0.0
8,6.65,1,13,1,1421588700,41.89321636,-87.63784421,41.89321636,-87.63784421,1.5,,17031081800,Credit Card,,360,8,3.0
8,3.25,8,18,7,1408213800,41.89321636,-87.63784421,41.89321636,-87.63784421,0.0,,17031081800,Cash,,0,8,0.0
8,5.45,3,22,4,1362607200,41.89321636,-87.63784421,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,3.25,6,9,6,1370598300,41.89321636,-87.63784421,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,0,8,0.0
8,5.85,11,18,6,1446833700,41.89321636,-87.63784421,41.89321636,-87.63784421,0.7,,17031081800,Credit Card,Taxi Affiliation Services,420,8,1.0
8,4.45,9,21,7,1411247700,41.89321636,-87.63784421,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,180,8,0.0
8,12.45,2,3,1,1393126200,41.89321636,-87.63784421,41.942577185,-87.647078509,4.5,,17031062000,Credit Card,Taxi Affiliation Services,780,6,2.0
8,7.05,2,12,4,1392208200,41.89321636,-87.63784421,41.898331794,-87.620762865,1.8,,17031081300,Cash,,420,8,0.0
8,5.85,11,23,7,1415489400,41.89321636,-87.63784421,41.898331794,-87.620762865,1.3,,17031081300,Cash,Taxi Affiliation Services,360,8,0.0
8,6.05,7,22,2,1406585700,41.89321636,-87.63784421,41.90749193,-87.63576009,1.3,,17031080300,Credit Card,,360,8,2.0
8,7.85,9,8,2,1378713600,41.89321636,-87.63784421,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,480,8,0.0
8,4.25,6,22,7,1466287200,41.89321636,-87.63784421,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,120,8,0.0
8,8.25,10,0,7,1445647500,41.89321636,-87.63784421,41.904935302,-87.649907226,2.1,,17031842200,Credit Card,,540,8,3.0
22,3.25,10,19,3,1383073200,41.92276062,-87.699155343,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
22,4.25,7,1,4,1406682000,41.92276062,-87.699155343,41.901206994,-87.676355989,0.5,,,Cash,Taxi Affiliation Services,120,24,0.0
22,6.85,12,1,6,1449193500,41.92276062,-87.699155343,41.901206994,-87.676355989,1.8,,,Cash,Taxi Affiliation Services,360,24,0.0
22,5.05,9,19,2,1442862000,41.92276062,-87.699155343,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,240,24,0.0
22,9.25,2,23,5,1393543800,41.92276062,-87.699155343,41.901206994,-87.676355989,2.9,,,Cash,,540,24,0.0
22,7.25,2,16,1,1391357700,41.92276062,-87.699155343,41.901206994,-87.676355989,1.8,,,Cash,,420,24,0.0
22,13.25,4,8,5,1396512900,41.92276062,-87.699155343,41.878865584,-87.625192142,4.8,,,Cash,Dispatch Taxi Affiliation,1020,32,0.0
22,12.65,7,23,4,1406159100,41.92276062,-87.699155343,41.878865584,-87.625192142,5.0,,,Credit Card,Dispatch Taxi Affiliation,780,32,2.5
22,12.45,7,13,4,1406727000,41.92276062,-87.699155343,41.878865584,-87.625192142,4.9,,,Credit Card,Taxi Affiliation Services,600,32,2.45
22,17.85,7,5,7,1373086800,41.92276062,-87.699155343,42.009622881,-87.670166857,0.4,,,Cash,Taxi Affiliation Services,1020,1,0.0
22,9.25,11,18,6,1383328800,41.92276062,-87.699155343,41.900069603,-87.720918238,2.7,,,Cash,Dispatch Taxi Affiliation,600,23,0.0
22,11.25,7,19,5,1404414900,41.92276062,-87.699155343,41.96581197,-87.655878786,3.6,,,Credit Card,,840,3,3.0
22,9.65,4,1,3,1430182800,41.92276062,-87.699155343,41.938666196,-87.711210593,3.1,,,Credit Card,,480,21,3.0
22,14.5,5,15,7,1462635900,41.92276062,-87.699155343,41.899602111,-87.633308037,4.3,,,Cash,,1020,8,0.0
22,16.05,10,11,1,1381059900,41.92276062,-87.699155343,41.899602111,-87.633308037,0.3,,,Cash,Taxi Affiliation Services,1320,8,0.0
22,11.25,11,7,1,1384674300,41.92276062,-87.699155343,41.899602111,-87.633308037,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
22,13.45,7,17,4,1405530900,41.92276062,-87.699155343,41.899602111,-87.633308037,4.9,,,Cash,Taxi Affiliation Services,960,8,0.0
22,15.25,4,2,6,1461897900,41.92276062,-87.699155343,41.899602111,-87.633308037,5.1,,,Cash,Dispatch Taxi Affiliation,600,8,0.0
22,30.5,2,6,2,1454911200,41.92276062,-87.699155343,41.980264315,-87.913624596,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,900,76,0.0
22,29.45,2,6,4,1392792300,41.92276062,-87.699155343,41.980264315,-87.913624596,14.3,,,Cash,KOAM Taxi Association,1260,76,0.0
22,30.05,10,6,2,1444631400,41.92276062,-87.699155343,41.980264315,-87.913624596,13.3,,,Cash,Taxi Affiliation Services,2400,76,0.0
22,37.45,6,9,4,1370422800,41.92276062,-87.699155343,41.980264315,-87.913624596,17.7,,,Cash,,2160,76,0.0
22,10.05,5,20,6,1401482700,41.92276062,-87.699155343,41.927260956,-87.765501609,2.9,,,Cash,,840,19,0.0
22,12.25,11,22,7,1447541100,41.92276062,-87.699155343,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,1140,6,0.0
22,9.65,7,13,3,1374585300,41.92276062,-87.699155343,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,840,6,0.0
22,14.25,7,20,7,1374957900,41.92276062,-87.699155343,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,1140,6,0.0
22,8.85,4,23,3,1364945400,41.92276062,-87.699155343,41.944226601,-87.655998182,1.6,,,Credit Card,Dispatch Taxi Affiliation,600,6,2.0
22,15.85,7,16,7,1405180800,41.92276062,-87.699155343,41.944226601,-87.655998182,4.4,,,Credit Card,Taxi Affiliation Services,1800,6,1.5
22,12.85,9,12,7,1380370500,41.92276062,-87.699155343,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,960,28,0.0
22,8.65,9,22,1,1443393900,41.92276062,-87.699155343,41.922686284,-87.649488729,2.5,,,Cash,Choice Taxi Association,600,7,0.0
22,11.25,10,20,7,1414268100,41.92276062,-87.699155343,41.922686284,-87.649488729,3.6,,,Cash,Taxi Affiliation Services,840,7,0.0
22,10.25,11,19,4,1384974900,41.92276062,-87.699155343,41.922686284,-87.649488729,0.1,,,Cash,Taxi Affiliation Services,960,7,0.0
22,8.05,11,0,2,1385337600,41.92276062,-87.699155343,41.922686284,-87.649488729,2.2,,,Credit Card,,480,7,2.0
22,8.45,1,19,2,1390247100,41.92276062,-87.699155343,41.922686284,-87.649488729,0.0,,,Credit Card,Taxi Affiliation Services,720,7,2.0
22,19.85,12,2,5,1388024100,41.92276062,-87.699155343,41.978829526,-87.771166703,8.4,,,Cash,,1080,11,0.0
22,6.05,4,2,1,1366510500,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,420,22,0.0
22,5.85,11,3,1,1446347700,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Credit Card,Taxi Affiliation Services,240,22,1.0
22,7.85,10,2,1,1381027500,41.92276062,-87.699155343,41.92276062,-87.699155343,2.1,,,Credit Card,Top Cab Affiliation,540,22,2.0
22,8.05,3,2,1,1427597100,41.92276062,-87.699155343,41.92276062,-87.699155343,2.3,,,Cash,,480,22,0.0
22,5.65,2,22,3,1392157800,41.92276062,-87.699155343,41.92276062,-87.699155343,1.1,,,Cash,Dispatch Taxi Affiliation,240,22,0.0
22,5.65,11,22,6,1417213800,41.92276062,-87.699155343,41.92276062,-87.699155343,1.3,,,Cash,Taxi Affiliation Services,240,22,0.0
77,10.05,8,19,2,1408995000,41.9867118,-87.663416405,42.001571027,-87.695012589,0.1,,,Cash,Taxi Affiliation Services,840,2,0.0
77,23.25,9,10,5,1379586600,41.9867118,-87.663416405,41.878865584,-87.625192142,9.9,,,Cash,,1440,32,0.0
77,23.05,8,8,1,1375605000,41.9867118,-87.663416405,41.878865584,-87.625192142,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1800,32,0.0
77,21.05,1,9,2,1358759700,41.9867118,-87.663416405,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,1200,32,0.0
77,18.65,7,9,5,1406194200,41.9867118,-87.663416405,41.878865584,-87.625192142,8.0,,,Cash,Choice Taxi Association,1080,32,0.0
77,8.25,2,23,6,1391815800,41.9867118,-87.663416405,42.009622881,-87.670166857,0.17,,,Cash,,600,1,0.0
77,7.65,4,8,6,1398415500,41.9867118,-87.663416405,42.009622881,-87.670166857,1.8,,,Cash,Dispatch Taxi Affiliation,600,1,0.0
77,5.25,10,3,6,1446174000,41.9867118,-87.663416405,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,240,1,0.0
77,4.05,4,12,2,1396873800,41.9867118,-87.663416405,42.009622881,-87.670166857,0.2,,,Cash,Taxi Affiliation Services,120,1,0.0
77,6.05,1,14,5,1422542700,41.9867118,-87.663416405,42.009622881,-87.670166857,1.4,,,Cash,Choice Taxi Association,240,1,0.0
77,6.45,12,13,3,1417527000,41.9867118,-87.663416405,41.96581197,-87.655878786,1.5,,,Credit Card,,360,3,1.0
77,5.25,8,12,2,1376310600,41.9867118,-87.663416405,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,300,3,0.0
77,5.85,9,13,2,1442843100,41.9867118,-87.663416405,41.96581197,-87.655878786,1.06,,,Cash,,360,3,0.0
77,16.45,2,5,4,1393390800,41.9867118,-87.663416405,41.899602111,-87.633308037,6.8,,,Cash,,780,8,0.0
77,19.85,7,8,3,1372753800,41.9867118,-87.663416405,41.899602111,-87.633308037,0.5,,,Cash,Taxi Affiliation Services,1080,8,0.0
77,18.05,5,22,1,1430693100,41.9867118,-87.663416405,41.899602111,-87.633308037,8.0,,,Credit Card,,1020,8,3.61
77,14.65,6,10,1,1401619500,41.9867118,-87.663416405,41.899602111,-87.633308037,0.3,,,Credit Card,Taxi Affiliation Services,660,8,2.9
77,16.85,10,11,2,1414408500,41.9867118,-87.663416405,41.899602111,-87.633308037,0.0,,,Cash,Choice Taxi Association,600,8,0.0
77,18.05,8,10,5,1375351200,41.9867118,-87.663416405,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,900,8,0.0
77,16.45,1,15,2,1421680500,41.9867118,-87.663416405,41.899602111,-87.633308037,6.9,,,Cash,,780,8,0.0
77,31.45,9,12,1,1410093000,41.9867118,-87.663416405,41.980264315,-87.913624596,14.2,,,Cash,Taxi Affiliation Services,2100,76,0.0
77,10.45,8,1,1,1407030300,41.9867118,-87.663416405,41.944226601,-87.655998182,3.8,,,Cash,Dispatch Taxi Affiliation,540,6,0.0
77,12.85,4,20,5,1397764800,41.9867118,-87.663416405,41.944226601,-87.655998182,4.7,,,Cash,Taxi Affiliation Services,720,6,0.0
77,8.85,3,9,3,1363081500,41.9867118,-87.663416405,41.944226601,-87.655998182,2.9,,,Cash,,360,6,0.0
77,13.85,1,20,2,1389039300,41.9867118,-87.663416405,41.983636307,-87.723583185,0.0,,,Cash,Taxi Affiliation Services,1320,13,0.0
77,11.45,12,16,3,1387296900,41.9867118,-87.663416405,41.983636307,-87.723583185,0.1,,,Cash,Taxi Affiliation Services,1080,13,0.0
77,9.65,8,18,7,1407005100,41.9867118,-87.663416405,41.947791586,-87.683834942,3.0,,,Cash,Taxi Affiliation Services,660,5,0.0
77,15.05,4,17,3,1397582100,41.9867118,-87.663416405,41.922686284,-87.649488729,5.8,,,Credit Card,Taxi Affiliation Services,840,7,2.5
77,10.85,4,19,5,1429212600,41.9867118,-87.663416405,41.968069,-87.721559063,3.2,,,Credit Card,,1020,14,2.0
77,7.05,1,23,7,1390691700,41.9867118,-87.663416405,41.975170943,-87.687515515,1.9,,,Cash,,480,4,0.0
77,7.5,12,18,5,1483036200,41.9867118,-87.663416405,41.9867118,-87.663416405,1.3,,,Credit Card,,600,77,3.0
77,5.05,5,20,1,1430684100,41.9867118,-87.663416405,41.9867118,-87.663416405,0.9,,,Credit Card,Dispatch Taxi Affiliation,240,77,2.0
77,6.5,11,21,2,1480366800,41.9867118,-87.663416405,41.9867118,-87.663416405,1.1,,,Credit Card,,420,77,0.0
77,4.85,9,12,1,1441541700,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,240,77,0.0
77,5.05,10,9,6,1382088600,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,240,77,0.0
77,4.65,3,9,2,1425893400,41.9867118,-87.663416405,41.9867118,-87.663416405,0.5,,,Cash,Taxi Affiliation Services,180,77,0.0
77,3.25,8,18,7,1440871200,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,,0,77,0.0
77,7.05,2,20,4,1423080000,41.9867118,-87.663416405,41.9867118,-87.663416405,1.3,,,Cash,Taxi Affiliation Services,540,77,0.0
77,5.05,8,0,7,1440808200,41.9867118,-87.663416405,41.9867118,-87.663416405,0.8,,,Credit Card,Top Cab Affiliation,240,77,2.0
8,4.65,9,23,6,1410564600,41.898331794,-87.620762865,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,4.85,12,13,1,1449407700,41.898331794,-87.620762865,41.892507781,-87.626214906,0.5,,17031081500,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,8.05,10,0,1,1381019400,41.898331794,-87.620762865,41.892042136,-87.63186395,1.1,,17031081700,Cash,Choice Taxi Association,840,8,0.0
8,6.05,3,20,2,1395089100,41.898331794,-87.620762865,41.892042136,-87.63186395,1.0,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
8,37.45,12,10,1,1450001700,41.898331794,-87.620762865,41.97907082,-87.903039661,18.2,,17031980000,Cash,,1500,76,0.0
8,35.45,4,13,2,1398087900,41.898331794,-87.620762865,41.97907082,-87.903039661,17.8,,17031980000,Cash,Taxi Affiliation Services,1380,76,0.0
8,38.45,3,7,1,1425193200,41.898331794,-87.620762865,41.97907082,-87.903039661,17.6,,17031980000,Cash,Taxi Affiliation Services,1380,76,0.0
8,39.25,4,17,3,1397583000,41.898331794,-87.620762865,41.97907082,-87.903039661,18.5,,17031980000,Cash,,2820,76,0.0
8,6.45,9,23,6,1442013300,41.898331794,-87.620762865,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Taxi Affiliation Services,360,7,1.0
8,7.85,2,23,5,1423179000,41.898331794,-87.620762865,41.914616286,-87.631717366,1.8,,17031071500,Cash,Choice Taxi Association,600,7,0.0
8,7.65,12,10,6,1387535400,41.898331794,-87.620762865,41.877406123,-87.621971652,1.9,,17031320400,Cash,,420,32,0.0
8,6.65,2,22,7,1360448100,41.898331794,-87.620762865,41.877406123,-87.621971652,1.4,,17031320400,Credit Card,Dispatch Taxi Affiliation,480,32,0.0
8,9.25,5,14,6,1431699300,41.898331794,-87.620762865,41.877406123,-87.621971652,1.4,,17031320400,Cash,Taxi Affiliation Services,960,32,0.0
8,6.85,6,13,5,1434029400,41.898331794,-87.620762865,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,540,32,0.0
8,6.45,9,12,4,1441197000,41.898331794,-87.620762865,41.877406123,-87.621971652,1.3,,17031320400,Cash,,420,32,0.0
8,8.44,8,18,1,1439748900,41.898331794,-87.620762865,41.877406123,-87.621971652,1.9,,17031320400,Cash,,720,32,0.0
8,8.05,6,1,1,1371949200,41.898331794,-87.620762865,41.916473316,-87.641183657,0.0,,17031071600,Cash,Taxi Affiliation Services,600,7,0.0
8,8.85,8,14,6,1438956000,41.898331794,-87.620762865,41.934762456,-87.639853859,2.9,,17031063302,Cash,,480,6,0.0
8,11.25,7,16,3,1372783500,41.898331794,-87.620762865,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,960,33,0.0
8,10.45,10,18,7,1381603500,41.898331794,-87.620762865,41.859349715,-87.617358006,0.0,,17031330100,Cash,Dispatch Taxi Affiliation,600,33,0.0
8,12.25,12,12,4,1451477700,41.898331794,-87.620762865,41.906025969,-87.675311622,3.4,,17031241400,Credit Card,Taxi Affiliation Services,1200,24,3.05
8,8.65,3,19,1,1426446900,41.898331794,-87.620762865,41.892658108,-87.652534484,2.2,,17031243500,Credit Card,Northwest Management LLC,660,24,2.0
8,5.05,2,8,3,1393317900,41.898331794,-87.620762865,41.907520075,-87.6266589,0.8,,17031080100,Cash,,240,8,0.0
8,5.45,12,12,5,1451563200,41.898331794,-87.620762865,41.907520075,-87.6266589,0.9,,17031080100,Credit Card,,240,8,2.0
8,4.65,4,14,1,1430058600,41.898331794,-87.620762865,41.907520075,-87.6266589,1.7,,17031080100,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,4.85,5,23,3,1400626800,41.898331794,-87.620762865,41.890922026,-87.618868355,0.7,,17031081403,Cash,,240,8,0.0
8,5.65,10,11,5,1443698100,41.898331794,-87.620762865,41.890922026,-87.618868355,0.9,,17031081403,Cash,,360,8,0.0
8,6.0,12,12,7,1481976900,41.898331794,-87.620762865,41.890922026,-87.618868355,0.5,,17031081403,Cash,Top Cab Affiliation,480,8,0.0
8,4.25,6,19,6,1403897400,41.898331794,-87.620762865,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,120,8,0.0
8,6.25,2,14,6,1425046500,41.898331794,-87.620762865,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
8,6.85,10,1,1,1445737500,41.898331794,-87.620762865,41.884987192,-87.620992913,1.6,,17031320100,Cash,Dispatch Taxi Affiliation,480,32,0.0
8,5.25,9,12,5,1411044300,41.898331794,-87.620762865,41.884987192,-87.620992913,0.8,,17031320100,Credit Card,,240,32,2.0
8,5.65,3,17,1,1394385300,41.898331794,-87.620762865,41.884987192,-87.620992913,1.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,6.65,4,0,7,1396656900,41.898331794,-87.620762865,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
8,8.25,4,17,6,1428687900,41.898331794,-87.620762865,41.884987192,-87.620992913,0.1,,17031320100,Cash,Taxi Affiliation Services,720,32,0.0
8,5.65,10,14,6,1414766700,41.898331794,-87.620762865,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,7.05,6,0,5,1371689100,41.898331794,-87.620762865,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,480,32,0.0
8,7.45,10,21,5,1443733200,41.898331794,-87.620762865,41.884987192,-87.620992913,0.1,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
8,9.65,3,9,5,1426151700,41.898331794,-87.620762865,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,900,32,0.0
8,5.25,5,17,4,1367427600,41.898331794,-87.620762865,41.880994471,-87.632746489,0.5,,17031839100,Cash,Dispatch Taxi Affiliation,240,32,0.0
8,8.85,2,8,6,1393576200,41.898331794,-87.620762865,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Choice Taxi Association,720,32,3.0
8,7.65,7,10,4,1373450400,41.898331794,-87.620762865,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,600,32,2.0
8,7.65,4,20,4,1365624000,41.898331794,-87.620762865,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,8.25,9,10,3,1409654700,41.898331794,-87.620762865,41.880994471,-87.632746489,2.2,,17031839100,Cash,,600,32,0.0
8,7.05,5,9,3,1401183900,41.898331794,-87.620762865,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,8.5,11,20,6,1478896200,41.898331794,-87.620762865,41.880994471,-87.632746489,1.8,,17031839100,Cash,,600,32,0.0
8,9.65,4,21,3,1428442200,41.898331794,-87.620762865,41.88528132,-87.6572332,2.8,,17031833000,Credit Card,Taxi Affiliation Services,720,28,2.1
8,5.85,12,10,4,1386151200,41.898331794,-87.620762865,41.891971508,-87.612945414,0.8,,17031081402,Cash,,420,8,0.0
8,5.85,9,16,1,1379262600,41.898331794,-87.620762865,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,360,8,0.0
8,6.65,3,18,6,1425665700,41.898331794,-87.620762865,41.891971508,-87.612945414,1.0,,17031081402,Cash,,540,8,0.0
8,7.85,1,23,1,1421624700,41.898331794,-87.620762865,41.921854911,-87.646210977,2.2,,17031071200,Credit Card,Taxi Affiliation Services,420,7,1.15
8,9.65,5,19,6,1370028600,41.898331794,-87.620762865,41.921854911,-87.646210977,2.3,,17031071200,Cash,Dispatch Taxi Affiliation,840,7,0.0
8,11.25,7,19,6,1374867000,41.898331794,-87.620762865,41.936310131,-87.651562592,0.1,,17031063000,Cash,Dispatch Taxi Affiliation,1020,6,0.0
8,9.85,10,18,2,1382380200,41.898331794,-87.620762865,41.906650766,-87.66533766,2.7,,17031241600,Cash,,840,24,0.0
8,12.25,10,18,6,1414174500,41.898331794,-87.620762865,41.962178629,-87.645378762,0.0,,17031031400,Cash,Taxi Affiliation Services,600,3,0.0
8,24.45,6,17,6,1402680600,41.898331794,-87.620762865,41.7904694,-87.601285122,9.7,,17031836200,Cash,Dispatch Taxi Affiliation,2040,41,0.0
8,11.85,4,13,4,1397048400,41.898331794,-87.620762865,41.949139771,-87.656803909,4.4,,17031061100,Credit Card,,600,6,0.0
8,7.65,4,23,5,1365116400,41.898331794,-87.620762865,41.879255084,-87.642648998,0.0,,17031281900,Cash,Northwest Management LLC,480,28,0.0
8,10.25,4,20,7,1367093700,41.898331794,-87.620762865,41.879255084,-87.642648998,2.4,,17031281900,Cash,Dispatch Taxi Affiliation,960,28,0.0
8,9.25,11,8,6,1383899400,41.898331794,-87.620762865,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,660,28,0.0
8,8.05,11,11,1,1417346100,41.898331794,-87.620762865,41.879255084,-87.642648998,2.2,,17031281900,Credit Card,Taxi Affiliation Services,480,28,1.6
8,3.85,5,23,7,1400370300,41.898331794,-87.620762865,41.902788048,-87.62614559,0.3,,17031081202,Cash,Choice Taxi Association,60,8,0.0
8,4.25,5,19,3,1400612400,41.898331794,-87.620762865,41.902788048,-87.62614559,0.5,,17031081202,Cash,,120,8,0.0
8,9.25,8,17,3,1409072400,41.898331794,-87.620762865,41.885300022,-87.642808466,1.8,,17031280100,Credit Card,Taxi Affiliation Services,840,28,2.0
8,7.75,4,22,4,1459980900,41.898331794,-87.620762865,41.885300022,-87.642808466,1.8,,17031280100,Credit Card,Dispatch Taxi Affiliation,480,28,2.0
8,9.85,12,22,5,1418335200,41.898331794,-87.620762865,41.929077655,-87.646293476,3.1,,17031070200,Credit Card,,600,7,3.0
8,5.5,9,9,6,1475228700,41.898331794,-87.620762865,41.89503345,-87.619710672,0.9,,17031081401,Cash,Choice Taxi Association,240,8,0.0
8,4.85,5,0,7,1401494400,41.898331794,-87.620762865,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,4.85,3,15,7,1396106100,41.898331794,-87.620762865,41.89503345,-87.619710672,0.5,,17031081401,Cash,Choice Taxi Association,240,8,0.0
8,7.45,11,14,7,1385822700,41.898331794,-87.620762865,41.89503345,-87.619710672,0.16,,17031081401,Cash,,540,8,0.0
8,4.45,5,20,5,1431634500,41.898331794,-87.620762865,41.89503345,-87.619710672,0.5,,17031081401,Cash,Taxi Affiliation Services,180,8,0.0
8,4.45,7,16,7,1374336000,41.898331794,-87.620762865,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,180,8,0.0
8,4.85,2,20,3,1392149700,41.898331794,-87.620762865,41.89503345,-87.619710672,0.7,,17031081401,Cash,Taxi Affiliation Services,240,8,0.0
8,7.85,12,8,4,1450255500,41.898331794,-87.620762865,41.870607372,-87.622172937,2.1,,17031320600,Cash,5074 - 54002 Ahzmi Inc,480,32,0.0
8,9.45,2,19,5,1392924600,41.898331794,-87.620762865,41.87101588,-87.631406525,2.3,,17031839000,Cash,Taxi Affiliation Services,900,32,0.0
8,33.05,7,16,6,1438358400,41.898331794,-87.620762865,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Blue Ribbon Taxi Association Inc.,3060,56,5.0
8,35.25,10,5,5,1476942300,41.898331794,-87.620762865,41.785998518,-87.750934289,13.7,,17031980100,Credit Card,Taxi Affiliation Services,1320,56,8.8
8,31.05,5,13,1,1367758800,41.898331794,-87.620762865,41.785998518,-87.750934289,0.0,,17031980100,Cash,Taxi Affiliation Services,1860,56,0.0
8,6.85,4,8,5,1366273800,41.898331794,-87.620762865,41.89321636,-87.63784421,1.2,,17031081800,Cash,,480,8,0.0
8,6.05,10,7,4,1381906800,41.898331794,-87.620762865,41.89321636,-87.63784421,0.0,,17031081800,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,6.85,11,11,4,1384342200,41.898331794,-87.620762865,41.89321636,-87.63784421,0.12,,17031081800,Cash,,540,8,0.0
8,6.75,5,13,4,1464183000,41.898331794,-87.620762865,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
8,6.65,11,21,4,1446670800,41.898331794,-87.620762865,41.89321636,-87.63784421,1.2,,17031081800,Cash,Choice Taxi Association,540,8,0.0
8,28.85,8,22,7,1439071200,41.898331794,-87.620762865,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,4560,8,0.0
8,7.65,4,9,3,1367315100,41.898331794,-87.620762865,41.89321636,-87.63784421,1.6,,17031081800,Cash,,600,8,0.0
8,4.25,11,0,1,1416700800,41.898331794,-87.620762865,41.898331794,-87.620762865,0.3,,17031081300,Cash,Taxi Affiliation Services,180,8,0.0
8,3.25,5,11,5,1432206000,41.898331794,-87.620762865,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,0,8,0.0
8,3.25,9,12,5,1410439500,41.898331794,-87.620762865,41.898331794,-87.620762865,1.3,,17031081300,Cash,Choice Taxi Association,0,8,0.0
8,9.45,4,11,4,1366801200,41.898331794,-87.620762865,41.867902418,-87.642958665,2.4,,17031841900,Cash,Dispatch Taxi Affiliation,840,28,0.0
8,11.25,4,8,5,1398326400,41.898331794,-87.620762865,41.867902418,-87.642958665,3.0,,17031841900,Credit Card,,1140,28,2.0
8,7.85,4,22,6,1397254500,41.90749193,-87.63576009,41.892507781,-87.626214906,1.6,,17031081500,Cash,,660,8,0.0
8,6.45,2,21,7,1393102800,41.90749193,-87.63576009,41.892042136,-87.63186395,0.13,,17031081700,Cash,,420,8,0.0
8,6.45,12,11,4,1420026300,41.90749193,-87.63576009,41.892042136,-87.63186395,1.5,,17031081700,Credit Card,Taxi Affiliation Services,360,8,2.0
8,10.05,12,1,5,1418864400,41.90749193,-87.63576009,41.93057857,-87.642206313,0.0,,17031070102,Cash,Blue Ribbon Taxi Association Inc.,720,7,0.0
8,6.05,11,20,7,1448742600,41.90749193,-87.63576009,41.921778356,-87.641459759,0.9,,17031071300,Credit Card,KOAM Taxi Association,420,7,3.0
8,7.65,6,23,7,1434843000,41.90749193,-87.63576009,41.928967266,-87.656156831,1.8,,17031070400,Cash,KOAM Taxi Association,600,7,0.0
8,3.85,6,21,2,1435611600,41.90749193,-87.63576009,41.914616286,-87.631717366,0.0,,17031071500,Cash,Taxi Affiliation Services,120,7,0.0
8,6.85,8,13,7,1408196700,41.90749193,-87.63576009,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Taxi Affiliation Services,480,7,2.0
8,7.05,7,21,5,1374183000,41.90749193,-87.63576009,41.934762456,-87.639853859,1.8,,17031063302,Cash,,420,6,0.0
8,8.85,5,12,7,1368273600,41.90749193,-87.63576009,41.921701492,-87.655911848,0.0,,17031071000,Cash,Blue Ribbon Taxi Association Inc.,720,7,0.0
8,12.05,3,18,6,1426874400,41.90749193,-87.63576009,41.899589796,-87.674719134,2.3,,17031242200,Credit Card,Taxi Affiliation Services,1320,24,2.0
8,5.25,2,23,1,1424647800,41.90749193,-87.63576009,41.907520075,-87.6266589,0.8,,17031080100,Cash,,300,8,0.0
8,4.45,9,1,1,1410659100,41.90749193,-87.63576009,41.905857769,-87.630865027,0.5,,17031080202,Credit Card,,180,8,2.0
8,9.05,8,10,2,1408356900,41.90749193,-87.63576009,41.890922026,-87.618868355,0.1,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,600,8,0.0
8,7.65,6,20,4,1372279500,41.90749193,-87.63576009,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,600,8,2.0
8,8.25,8,21,6,1406928600,41.90749193,-87.63576009,41.890922026,-87.618868355,1.9,,17031081403,Cash,Taxi Affiliation Services,600,8,0.0
8,7.25,12,4,1,1387080000,41.90749193,-87.63576009,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,480,8,0.0
8,6.45,2,16,2,1424103300,41.90749193,-87.63576009,41.890922026,-87.618868355,1.4,,17031081403,Credit Card,Taxi Affiliation Services,360,8,1.0
8,7.65,5,11,1,1432466100,41.90749193,-87.63576009,41.884987192,-87.620992913,2.1,,17031320100,Credit Card,,420,32,2.0
8,10.05,1,9,6,1420794000,41.90749193,-87.63576009,41.880994471,-87.632746489,1.9,,17031839100,Cash,,1140,32,0.0
8,9.05,4,0,1,1430006400,41.90749193,-87.63576009,41.88528132,-87.6572332,0.1,,17031833000,Credit Card,Taxi Affiliation Services,720,28,2.75
8,11.65,8,22,5,1377211500,41.90749193,-87.63576009,41.946294536,-87.654298084,41.0,,17031832000,Cash,Taxi Affiliation Services,720,6,0.0
8,6.05,12,4,1,1387080000,41.90749193,-87.63576009,41.921854911,-87.646210977,0.0,,17031071200,Cash,Taxi Affiliation Services,300,7,0.0
8,9.25,4,19,7,1396727100,41.90749193,-87.63576009,41.916005274,-87.675095116,2.5,,17031831000,Cash,,840,22,0.0
8,7.85,3,23,4,1394667000,41.90749193,-87.63576009,41.879255084,-87.642648998,2.2,,17031281900,Cash,Dispatch Taxi Affiliation,480,28,0.0
8,26.05,5,22,2,1431383400,41.90749193,-87.63576009,41.972709547,-87.657341107,7.9,,17031031200,Cash,,2640,3,0.0
8,7.45,1,0,7,1420849800,41.90749193,-87.63576009,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,600,8,0.0
8,10.45,1,20,6,1391198400,41.90749193,-87.63576009,41.89967018,-87.669837798,3.0,,17031242100,Cash,,840,24,0.0
8,12.05,2,22,1,1359931500,41.90749193,-87.63576009,41.94258518,-87.656644092,0.2,,17031062200,Cash,Taxi Affiliation Services,1080,6,0.0
8,8.85,6,2,1,1370141100,41.90749193,-87.63576009,41.942691844,-87.651770507,2.5,,17031062100,Credit Card,,660,6,2.0
8,5.85,1,10,7,1422093600,41.90749193,-87.63576009,41.89321636,-87.63784421,1.2,,17031081800,Credit Card,Dispatch Taxi Affiliation,360,8,1.2
8,7.05,3,2,1,1426384800,41.90749193,-87.63576009,41.89321636,-87.63784421,1.6,,17031081800,Cash,Taxi Affiliation Services,540,8,0.0
8,6.25,4,22,5,1430432100,41.90749193,-87.63576009,41.89321636,-87.63784421,1.4,,17031081800,Cash,,360,8,0.0
8,7.85,12,23,5,1449183600,41.90749193,-87.63576009,41.926811182,-87.642605247,1.8,,17031070103,Cash,KOAM Taxi Association,600,7,0.0
8,10.25,1,21,7,1390079700,41.90749193,-87.63576009,41.90749193,-87.63576009,0.0,,17031080300,Cash,Chicago Elite Cab Corp. (Chicago Carriag,720,8,0.0
8,9.25,7,18,6,1437158700,41.90749193,-87.63576009,41.90749193,-87.63576009,1.9,,17031080300,Cash,,900,8,0.0
8,4.45,9,19,7,1380396600,41.90749193,-87.63576009,41.90749193,-87.63576009,0.5,,17031080300,Cash,,180,8,0.0
8,12.45,5,23,5,1398985200,41.90749193,-87.63576009,41.91922505,-87.671445766,0.0,,17031832300,Cash,Dispatch Taxi Affiliation,960,22,0.0
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/taxi_model/data/train/data.csv
================================================
pickup_community_area,fare,trip_start_month,trip_start_hour,trip_start_day,trip_start_timestamp,pickup_latitude,pickup_longitude,dropoff_latitude,dropoff_longitude,trip_miles,pickup_census_tract,dropoff_census_tract,payment_type,company,trip_seconds,dropoff_community_area,tips
22,12.85,3,11,7,1393673400,41.920451512,-87.679954768,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,720,32,0.0
22,5.45,8,21,7,1439675100,41.920451512,-87.679954768,41.906771332,-87.681025231,1.2,,17031241300,Cash,Dispatch Taxi Affiliation,360,24,0.0
33,0.0,5,10,4,1432118700,41.849246754,-87.624135298,41.849246754,-87.624135298,0.0,,17031841000,Cash,Northwest Management LLC,0,33,0.0
33,11.05,3,15,1,1427037300,41.849246754,-87.624135298,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,900,8,0.0
33,11.05,5,15,6,1401464700,41.849246754,-87.624135298,41.892507781,-87.626214906,3.2,,17031081500,Cash,,960,8,0.0
33,13.05,1,19,1,1422213300,41.849246754,-87.624135298,41.892507781,-87.626214906,0.2,,17031081500,Credit Card,Taxi Affiliation Services,1260,8,3.6
33,43.25,7,11,5,1405597500,41.849246754,-87.624135298,41.97907082,-87.903039661,20.8,,17031980000,Credit Card,,2460,76,1.0
33,20.25,10,17,1,1381683600,41.849246754,-87.624135298,41.914747305,-87.654007029,7.9,,17031832600,Credit Card,Taxi Affiliation Services,1620,7,4.0
33,8.65,11,20,1,1417378500,41.849246754,-87.624135298,41.877406123,-87.621971652,2.4,,17031320400,Credit Card,Dispatch Taxi Affiliation,660,32,3.0
33,9.05,6,18,7,1402769700,41.849246754,-87.624135298,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,720,32,0.0
33,5.85,11,9,7,1384595100,41.849246754,-87.624135298,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Taxi Affiliation Services,240,33,0.25
33,5.45,11,18,2,1446488100,41.849246754,-87.624135298,41.859349715,-87.617358006,1.1,,17031330100,Credit Card,,240,33,2.0
33,4.65,9,16,6,1443198600,41.849246754,-87.624135298,41.859349715,-87.617358006,0.0,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,240,33,0.0
33,21.65,6,18,5,1434046500,41.849246754,-87.624135298,41.892658108,-87.652534484,4.02,,17031243500,Cash,,2520,24,0.0
33,5.05,11,11,1,1448797500,41.849246754,-87.624135298,41.851017824,-87.635091856,0.78,,17031841100,Cash,,240,34,0.0
33,13.25,4,23,7,1429398000,41.849246754,-87.624135298,41.905857769,-87.630865027,0.2,,17031080202,Credit Card,Taxi Affiliation Services,1320,8,3.05
33,8.65,2,11,5,1424949300,41.849246754,-87.624135298,41.884987192,-87.620992913,2.5,,17031320100,Cash,,540,32,0.0
33,11.25,10,8,6,1413535500,41.849246754,-87.624135298,41.884987192,-87.620992913,0.1,,17031320100,Cash,Taxi Affiliation Services,1020,32,0.0
33,10.45,4,15,5,1397143800,41.849246754,-87.624135298,41.884987192,-87.620992913,2.9,,17031320100,Credit Card,,840,32,3.0
33,12.25,2,14,6,1456497900,41.849246754,-87.624135298,41.884987192,-87.620992913,3.2,,17031320100,Credit Card,KOAM Taxi Association,840,32,3.65
33,13.45,5,13,2,1431955800,41.849246754,-87.624135298,41.884987192,-87.620992913,3.3,,17031320100,Credit Card,Taxi Affiliation Services,1440,32,3.6
33,12.65,4,10,4,1429696800,41.849246754,-87.624135298,41.884987192,-87.620992913,3.5,,17031320100,Cash,5997 - 65283 AW Services Inc.,1140,32,0.0
33,11.05,9,18,3,1442340900,41.849246754,-87.624135298,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Northwest Management LLC,1140,32,0.0
33,9.05,3,12,2,1396269000,41.849246754,-87.624135298,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,660,32,0.0
33,8.85,10,18,3,1412704800,41.849246754,-87.624135298,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,660,32,0.0
33,11.75,6,12,6,1464957900,41.849246754,-87.624135298,41.880994471,-87.632746489,2.6,,17031839100,Credit Card,,1080,32,4.0
33,19.05,1,10,5,1420108200,41.849246754,-87.624135298,41.943237122,-87.643470956,8.7,,17031061901,Credit Card,Taxi Affiliation Services,720,6,3.0
33,11.05,11,15,4,1447861500,41.849246754,-87.624135298,41.879066994,-87.657005027,3.2,,17031833100,Cash,,840,28,0.0
33,13.5,10,9,3,1477386900,41.849246754,-87.624135298,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,1020,28,0.0
33,9.85,2,12,7,1425124800,41.849246754,-87.624135298,41.879255084,-87.642648998,2.7,,17031281900,Cash,,720,28,0.0
33,9.85,9,14,3,1443535200,41.849246754,-87.624135298,41.879255084,-87.642648998,2.9,,17031281900,Credit Card,Dispatch Taxi Affiliation,840,28,3.0
33,43.85,8,17,3,1407259800,41.849246754,-87.624135298,41.982775009,-87.8773054,1.2,,17031770700,Credit Card,Taxi Affiliation Services,3780,,4.15
33,10.65,3,14,5,1426170600,41.849246754,-87.624135298,41.892072635,-87.628874157,3.3,,17031081600,Credit Card,Taxi Affiliation Services,840,8,2.1
33,11.65,4,17,1,1428254100,41.849246754,-87.624135298,41.892072635,-87.628874157,0.35,,17031081600,Cash,,1020,8,0.0
33,12.05,10,17,3,1414515600,41.849246754,-87.624135298,41.892072635,-87.628874157,3.0,,17031081600,Credit Card,,1080,8,3.0
33,8.65,2,16,7,1425141000,41.849246754,-87.624135298,41.892072635,-87.628874157,1.9,,17031081600,Credit Card,,720,8,3.0
33,11.65,7,11,2,1372677300,41.849246754,-87.624135298,41.89503345,-87.619710672,3.7,,17031081401,Credit Card,,840,8,2.0
33,7.85,2,12,7,1425125700,41.849246754,-87.624135298,41.87101588,-87.631406525,1.7,,17031839000,Cash,,360,32,0.0
33,11.85,2,17,5,1392915600,41.849246754,-87.624135298,41.899155613,-87.626210532,3.3,,17031081201,Cash,Northwest Management LLC,1020,8,0.0
33,15.45,3,17,5,1363887000,41.849246754,-87.624135298,41.899155613,-87.626210532,4.6,,17031081201,Cash,,1380,8,0.0
33,25.45,9,17,1,1442770200,41.849246754,-87.624135298,41.785998518,-87.750934289,9.4,,17031980100,Credit Card,,2520,56,8.24
33,24.45,1,16,4,1422460800,41.849246754,-87.624135298,41.785998518,-87.750934289,9.8,,17031980100,Credit Card,,2400,56,5.59
33,11.85,11,16,1,1414944000,41.849246754,-87.624135298,41.898331794,-87.620762865,3.5,,17031081300,Credit Card,Dispatch Taxi Affiliation,1020,8,1.0
4,19.45,1,19,7,1359228600,41.963184966,-87.683854556,41.89967018,-87.669837798,0.0,,17031242100,Credit Card,Taxi Affiliation Services,1860,24,4.05
2,3.85,3,12,5,1427373000,42.001571027,-87.695012589,,,0.19,,,Cash,,120,,0.0
2,6.25,3,3,4,1427254200,42.001571027,-87.695012589,,,1.6,,,Credit Card,,240,,2.0
2,5.75,5,8,5,1464250500,42.001571027,-87.695012589,,,0.9,,,Cash,,300,,0.0
2,3.25,2,18,3,1392143400,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,2,0.0
2,6.25,1,19,2,1390245300,42.001571027,-87.695012589,42.001571027,-87.695012589,1.5,,,Cash,Taxi Affiliation Services,360,2,0.0
2,39.65,8,14,7,1407592800,42.001571027,-87.695012589,42.001571027,-87.695012589,18.24,,,Credit Card,,2700,2,0.0
2,3.45,12,7,3,1386659700,42.001571027,-87.695012589,42.001571027,-87.695012589,10.7,,,Cash,Taxi Affiliation Services,120,2,0.0
2,3.25,10,5,4,1413349200,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,Taxi Affiliation Services,0,2,0.0
2,3.25,11,16,2,1447690500,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,,0,2,0.0
2,4.65,10,18,5,1444327200,42.001571027,-87.695012589,42.001571027,-87.695012589,0.5,,,Cash,KOAM Taxi Association,240,2,0.0
2,7.65,6,13,3,1433250900,42.001571027,-87.695012589,42.001571027,-87.695012589,1.5,,,Cash,,600,2,0.0
2,7.0,4,20,4,1459975500,42.001571027,-87.695012589,42.001571027,-87.695012589,1.2,,,Cash,,420,2,0.0
2,3.25,8,3,2,1439177400,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,Taxi Affiliation Services,0,2,0.0
2,3.25,12,18,2,1419877800,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,,0,2,0.0
2,3.45,6,17,5,1403198100,42.001571027,-87.695012589,42.001571027,-87.695012589,0.2,,,Cash,,60,2,0.0
2,3.25,1,22,1,1422225000,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,Taxi Affiliation Services,0,2,0.0
2,3.25,2,17,2,1423503000,42.001571027,-87.695012589,42.001571027,-87.695012589,0.0,,,Cash,Taxi Affiliation Services,0,2,0.0
2,6.05,11,10,6,1416566700,42.001571027,-87.695012589,42.001571027,-87.695012589,0.94,,,Cash,,360,2,0.0
2,6.25,11,12,2,1416226500,42.001571027,-87.695012589,42.001571027,-87.695012589,0.93,,,Cash,,420,2,0.0
2,17.25,6,22,6,1434146400,42.001571027,-87.695012589,41.901206994,-87.676355989,6.7,,,Cash,Taxi Affiliation Services,1380,24,0.0
2,17.65,1,5,3,1357017300,42.001571027,-87.695012589,41.901206994,-87.676355989,70.0,,,Credit Card,Taxi Affiliation Services,1380,24,3.8
2,8.44,8,3,5,1440042300,42.001571027,-87.695012589,42.009622881,-87.670166857,2.8,,,Cash,,480,1,0.0
2,18.45,9,10,5,1378980000,42.001571027,-87.695012589,41.938666196,-87.711210593,0.4,,,Cash,Blue Ribbon Taxi Association Inc.,1500,21,0.0
2,23.0,3,9,5,1456997400,42.001571027,-87.695012589,41.899602111,-87.633308037,8.4,,,Cash,,1260,8,0.0
2,25.5,1,13,3,1453815900,42.001571027,-87.695012589,41.899602111,-87.633308037,8.8,,,Cash,Top Cab Affiliation,1500,8,0.0
2,26.05,11,5,2,1384751700,42.001571027,-87.695012589,41.980264315,-87.913624596,0.0,,,Credit Card,Taxi Affiliation Services,1140,76,4.0
2,26.65,4,7,2,1428911100,42.001571027,-87.695012589,41.857183858,-87.620334624,12.0,,,Cash,Taxi Affiliation Services,1620,33,0.0
2,13.85,1,1,1,1390698000,42.001571027,-87.695012589,41.983636307,-87.723583185,2.5,,,Cash,,1560,13,0.0
2,39.45,2,20,6,1423860300,42.001571027,-87.695012589,41.761577908,-87.572781987,18.8,,,Cash,Taxi Affiliation Services,2160,43,0.0
2,8.25,1,19,6,1390590000,42.001571027,-87.695012589,41.975170943,-87.687515515,0.24,,,Cash,,540,4,0.0
2,6.25,7,10,5,1406800800,42.001571027,-87.695012589,41.975170943,-87.687515515,1.4,,,Cash,,300,4,0.0
2,21.05,9,23,7,1379804400,42.001571027,-87.695012589,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,1920,22,0.0
2,14.65,8,23,2,1407195900,42.001571027,-87.695012589,41.92276062,-87.699155343,5.5,,,Cash,Taxi Affiliation Services,1020,22,0.0
2,6.85,4,22,1,1367188200,42.001571027,-87.695012589,41.9867118,-87.663416405,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,420,77,0.0
2,5.25,1,20,7,1420921800,42.001571027,-87.695012589,41.9867118,-87.663416405,0.9,,,Cash,KOAM Taxi Association,180,77,0.0
2,11.05,10,15,6,1446217200,42.001571027,-87.695012589,41.9867118,-87.663416405,3.0,,,Cash,,1020,77,0.0
2,5.05,3,15,7,1393686900,42.001571027,-87.695012589,41.9867118,-87.663416405,0.9,,,Cash,Taxi Affiliation Services,240,77,0.0
2,5.85,5,7,1,1399793400,42.001571027,-87.695012589,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,240,77,0.0
24,32.45,12,0,2,1386547200,41.901206994,-87.676355989,,,15.6,,,Cash,,1500,,0.0
24,7.05,8,19,7,1377370800,41.901206994,-87.676355989,,,1.81,,,Cash,,420,,0.0
24,3.25,4,6,2,1430114400,41.901206994,-87.676355989,42.001571027,-87.695012589,0.0,,,Cash,,0,2,0.0
24,5.45,8,18,7,1376159400,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,240,24,0.0
24,6.25,2,16,6,1360944900,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,360,24,0.0
24,6.45,1,4,7,1389415500,41.901206994,-87.676355989,41.901206994,-87.676355989,1.5,,,Credit Card,Choice Taxi Association,360,24,3.0
24,7.25,6,17,4,1371663900,41.901206994,-87.676355989,41.901206994,-87.676355989,0.2,,,Cash,,660,24,0.0
24,4.65,9,17,7,1379180700,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,240,24,0.0
24,3.45,7,20,7,1436644800,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,60,24,0.0
24,5.85,12,1,1,1419728400,41.901206994,-87.676355989,41.901206994,-87.676355989,1.2,,,Cash,Taxi Affiliation Services,360,24,0.0
24,8.85,8,22,6,1406930400,41.901206994,-87.676355989,41.901206994,-87.676355989,1.4,,,Cash,Taxi Affiliation Services,660,24,0.0
24,5.65,9,12,5,1411646400,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Dispatch Taxi Affiliation,300,24,0.0
24,4.05,11,0,1,1447546500,41.901206994,-87.676355989,41.901206994,-87.676355989,0.3,,,Cash,Taxi Affiliation Services,120,24,0.0
24,3.25,4,15,7,1428764400,41.901206994,-87.676355989,41.901206994,-87.676355989,0.1,,,Cash,Dispatch Taxi Affiliation,0,24,0.0
24,3.25,9,22,6,1379112300,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,0,24,0.0
24,7.45,12,22,3,1388528100,41.901206994,-87.676355989,41.901206994,-87.676355989,1.9,,,Cash,KOAM Taxi Association,600,24,0.0
24,7.25,11,18,3,1415731500,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Dispatch Taxi Affiliation,480,24,0.0
24,4.85,6,2,7,1402711200,41.901206994,-87.676355989,41.901206994,-87.676355989,0.9,,,Cash,,120,24,0.0
24,8.25,11,4,7,1415420100,41.901206994,-87.676355989,41.901206994,-87.676355989,2.1,,,Cash,Choice Taxi Association,600,24,0.0
24,6.25,9,0,1,1411257600,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,300,24,0.0
24,5.05,2,8,6,1359707400,41.901206994,-87.676355989,41.901206994,-87.676355989,9.0,,,Cash,Taxi Affiliation Services,180,24,0.0
24,6.25,10,11,1,1412508600,41.901206994,-87.676355989,41.901206994,-87.676355989,1.3,,,Cash,Dispatch Taxi Affiliation,360,24,0.0
24,6.25,2,1,1,1359854100,41.901206994,-87.676355989,41.901206994,-87.676355989,1.3,,,Cash,,420,24,0.0
24,7.05,5,18,3,1399401000,41.901206994,-87.676355989,41.901206994,-87.676355989,1.2,,,Cash,,600,24,0.0
24,3.25,11,17,6,1383327000,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,,0,24,0.0
24,3.85,3,23,3,1427843700,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,No Charge,Dispatch Taxi Affiliation,60,24,0.0
24,5.45,9,4,4,1380081600,41.901206994,-87.676355989,41.901206994,-87.676355989,0.1,,,Cash,Dispatch Taxi Affiliation,180,24,0.0
24,4.65,2,11,4,1392202800,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,180,24,0.0
24,7.45,4,15,7,1429976700,41.901206994,-87.676355989,41.901206994,-87.676355989,1.7,,,Cash,,540,24,0.0
24,5.5,4,19,5,1460057400,41.901206994,-87.676355989,41.901206994,-87.676355989,1.0,,,Credit Card,,180,24,0.0
24,5.65,5,6,7,1431151200,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,240,24,0.0
24,9.45,1,8,3,1357028100,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,900,24,0.0
24,6.05,4,11,1,1367147700,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Dispatch Taxi Affiliation,300,24,0.0
24,4.05,1,17,3,1359481500,41.901206994,-87.676355989,41.901206994,-87.676355989,0.3,,,Cash,,180,24,0.0
24,5.05,3,4,6,1395980100,41.901206994,-87.676355989,41.901206994,-87.676355989,1.9,,,Cash,Northwest Management LLC,120,24,0.0
24,3.25,6,8,4,1372236300,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,No Charge,Dispatch Taxi Affiliation,0,24,0.0
24,8.05,5,11,4,1367406000,41.901206994,-87.676355989,41.901206994,-87.676355989,1.8,,,Cash,Dispatch Taxi Affiliation,600,24,0.0
24,6.25,9,22,6,1441405800,41.901206994,-87.676355989,41.901206994,-87.676355989,1.1,,,Credit Card,,480,24,2.0
24,3.25,4,10,2,1365417000,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,0,24,0.0
24,4.65,3,10,7,1362221100,41.901206994,-87.676355989,41.901206994,-87.676355989,0.7,,,Cash,,120,24,0.0
24,6.25,8,10,7,1408790700,41.901206994,-87.676355989,41.901206994,-87.676355989,1.3,,,Cash,,480,24,0.0
24,5.85,2,22,4,1361397600,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,240,24,0.0
24,5.45,6,0,7,1434154500,41.901206994,-87.676355989,41.901206994,-87.676355989,1.1,,,Cash,Choice Taxi Association,300,24,0.0
24,4.25,12,1,7,1388193300,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,120,24,0.0
24,10.25,1,10,5,1359628200,41.901206994,-87.676355989,41.901206994,-87.676355989,2.7,,,Cash,,840,24,0.0
24,4.25,6,20,2,1370897100,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,120,24,0.0
24,3.65,10,20,1,1445805000,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,120,24,0.0
24,9.65,2,4,7,1359780300,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,720,24,0.0
24,5.45,5,0,6,1368146700,41.901206994,-87.676355989,41.901206994,-87.676355989,1.1,,,Cash,,240,24,0.0
24,5.65,4,22,6,1367013600,41.901206994,-87.676355989,41.901206994,-87.676355989,0.9,,,Cash,,300,24,0.0
24,4.84,2,21,4,1360187100,41.901206994,-87.676355989,41.901206994,-87.676355989,0.9,,,Cash,,180,24,0.0
24,3.25,10,0,5,1443659400,41.901206994,-87.676355989,41.901206994,-87.676355989,0.1,,,Cash,Taxi Affiliation Services,60,24,0.0
24,7.05,5,15,1,1401030900,41.901206994,-87.676355989,41.901206994,-87.676355989,0.1,,,Cash,Taxi Affiliation Services,420,24,0.0
24,3.25,2,9,1,1392542100,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,0,24,0.0
24,4.84,5,2,6,1368153000,41.901206994,-87.676355989,41.901206994,-87.676355989,0.9,,,Cash,,180,24,0.0
24,5.05,4,1,5,1365039900,41.901206994,-87.676355989,41.901206994,-87.676355989,1.0,,,Cash,,120,24,0.0
24,4.05,3,14,3,1362492900,41.901206994,-87.676355989,41.901206994,-87.676355989,0.4,,,Cash,,60,24,0.0
24,4.45,9,22,4,1378939500,41.901206994,-87.676355989,41.901206994,-87.676355989,5.0,,,Cash,Taxi Affiliation Services,120,24,0.0
24,5.25,4,4,7,1397881800,41.901206994,-87.676355989,41.901206994,-87.676355989,0.8,,,Cash,KOAM Taxi Association,300,24,0.0
24,3.25,12,15,5,1450366200,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Credit Card,Taxi Affiliation Services,0,24,0.0
24,4.85,1,23,5,1389308400,41.901206994,-87.676355989,41.901206994,-87.676355989,0.7,,,Cash,Choice Taxi Association,180,24,0.0
24,6.45,2,11,6,1423827900,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,420,24,0.0
24,6.05,10,10,7,1382176800,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,300,24,0.0
24,3.25,6,9,3,1372152600,41.901206994,-87.676355989,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,0,24,0.0
24,3.65,8,8,6,1376641800,41.901206994,-87.676355989,41.901206994,-87.676355989,0.3,,,Cash,Dispatch Taxi Affiliation,0,24,0.0
24,6.25,12,19,7,1450554300,41.901206994,-87.676355989,41.901206994,-87.676355989,1.5,,,Credit Card,Taxi Affiliation Services,360,24,2.0
24,10.45,2,15,4,1423062000,41.901206994,-87.676355989,41.878865584,-87.625192142,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,780,32,0.0
24,10.45,8,10,5,1407406500,41.901206994,-87.676355989,41.878865584,-87.625192142,2.9,,,Cash,,840,32,0.0
24,10.05,10,10,6,1414749600,41.901206994,-87.676355989,41.878865584,-87.625192142,3.1,,,Cash,,660,32,0.0
24,12.45,2,10,5,1423737000,41.901206994,-87.676355989,41.878865584,-87.625192142,0.0,,,Cash,Dispatch Taxi Affiliation,1080,32,0.0
24,17.05,9,13,7,1410011100,41.901206994,-87.676355989,41.878865584,-87.625192142,4.2,,,Credit Card,,1860,32,3.71
24,11.25,5,6,1,1399183200,41.901206994,-87.676355989,41.878865584,-87.625192142,0.2,,,Cash,Taxi Affiliation Services,600,32,0.0
24,11.65,12,12,2,1418042700,41.901206994,-87.676355989,41.878865584,-87.625192142,4.1,,,Cash,Taxi Affiliation Services,900,32,0.0
24,6.85,6,11,5,1372330800,41.901206994,-87.676355989,41.878865584,-87.625192142,0.0,,,Credit Card,Taxi Affiliation Services,420,32,1.0
24,11.25,12,14,3,1386081000,41.901206994,-87.676355989,41.878865584,-87.625192142,3.2,,,Cash,,960,32,0.0
24,8.25,3,11,6,1396004400,41.901206994,-87.676355989,41.878865584,-87.625192142,0.26,,,Credit Card,,480,32,2.75
24,9.44,6,6,3,1403592300,41.901206994,-87.676355989,41.878865584,-87.625192142,2.8,,,Cash,,720,32,0.0
24,8.05,6,21,4,1433972700,41.901206994,-87.676355989,41.878865584,-87.625192142,2.13,,,Credit Card,,480,32,4.0
24,21.85,12,1,7,1417829400,41.901206994,-87.676355989,42.009622881,-87.670166857,0.5,,,Cash,Taxi Affiliation Services,1440,1,0.0
24,10.25,9,4,1,1410667200,41.901206994,-87.676355989,41.900069603,-87.720918238,3.2,,,Cash,Taxi Affiliation Services,780,23,0.0
24,9.05,10,4,6,1414125000,41.901206994,-87.676355989,41.900069603,-87.720918238,0.1,,,Cash,Taxi Affiliation Services,1140,23,0.0
24,8.05,1,23,6,1420844400,41.901206994,-87.676355989,41.900069603,-87.720918238,6.0,,,Cash,Dispatch Taxi Affiliation,540,23,0.0
24,7.25,9,5,2,1411362900,41.901206994,-87.676355989,41.900069603,-87.720918238,0.1,,,Credit Card,Blue Ribbon Taxi Association Inc.,300,23,1.0
24,6.75,10,21,7,1477774800,41.901206994,-87.676355989,41.900069603,-87.720918238,1.5,,,Cash,Taxi Affiliation Services,300,23,0.0
24,8.05,4,0,2,1364775300,41.901206994,-87.676355989,41.900069603,-87.720918238,0.1,,,Cash,Taxi Affiliation Services,420,23,0.0
24,13.65,5,23,4,1399505400,41.901206994,-87.676355989,41.900069603,-87.720918238,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1200,23,5.0
24,18.05,8,21,6,1408137300,41.901206994,-87.676355989,41.96581197,-87.655878786,7.3,,,Credit Card,Dispatch Taxi Affiliation,1140,3,3.8
24,13.85,12,23,5,1386891000,41.901206994,-87.676355989,41.96581197,-87.655878786,4.9,,,Cash,Dispatch Taxi Affiliation,1020,3,0.0
24,14.85,7,0,3,1373932800,41.901206994,-87.676355989,41.96581197,-87.655878786,0.3,,,Cash,Taxi Affiliation Services,1080,3,0.0
24,14.85,4,3,1,1396755900,41.901206994,-87.676355989,41.96581197,-87.655878786,5.5,,,Cash,Taxi Affiliation Services,1080,3,0.0
24,12.85,12,22,3,1417558500,41.901206994,-87.676355989,41.96581197,-87.655878786,4.9,,,Cash,Dispatch Taxi Affiliation,900,3,0.0
24,16.45,12,14,7,1449324000,41.901206994,-87.676355989,41.96581197,-87.655878786,5.4,,,Cash,Dispatch Taxi Affiliation,1560,3,0.0
24,10.45,4,15,2,1429542000,41.901206994,-87.676355989,41.924347077,-87.734739754,3.3,,,Credit Card,Taxi Affiliation Services,840,20,2.05
24,8.05,2,4,7,1359780300,41.901206994,-87.676355989,41.938666196,-87.711210593,0.0,,,Cash,Taxi Affiliation Services,480,21,0.0
24,10.45,10,1,7,1445043600,41.901206994,-87.676355989,41.938666196,-87.711210593,3.6,,,Cash,,720,21,0.0
24,10.45,5,13,3,1401198300,41.901206994,-87.676355989,41.938666196,-87.711210593,3.2,,,Cash,Taxi Affiliation Services,840,21,0.0
24,9.44,4,23,1,1396826100,41.901206994,-87.676355989,41.938666196,-87.711210593,3.1,,,Credit Card,,540,21,1.55
24,14.25,5,15,1,1432480500,41.901206994,-87.676355989,41.899602111,-87.633308037,4.4,,,Cash,Taxi Affiliation Services,1260,8,0.0
24,15.05,11,21,5,1417122000,41.901206994,-87.676355989,41.899602111,-87.633308037,0.3,,,Cash,Taxi Affiliation Services,1380,8,0.0
24,7.45,4,9,3,1398762000,41.901206994,-87.676355989,41.899602111,-87.633308037,1.8,,,Cash,Taxi Affiliation Services,540,8,0.0
24,8.85,4,13,2,1364821200,41.901206994,-87.676355989,41.899602111,-87.633308037,2.4,,,Credit Card,,660,8,2.0
24,6.0,8,11,1,1470569400,41.901206994,-87.676355989,41.899602111,-87.633308037,0.9,,,Cash,Taxi Affiliation Services,240,8,0.0
24,10.25,11,9,6,1383903000,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,1080,8,0.0
24,14.25,1,17,4,1421257500,41.901206994,-87.676355989,41.899602111,-87.633308037,3.1,,,Cash,,1560,8,0.0
24,10.25,8,9,6,1408095900,41.901206994,-87.676355989,41.899602111,-87.633308037,2.5,,,Cash,Taxi Affiliation Services,1020,8,0.0
24,10.0,6,12,6,1465560000,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,720,8,0.0
24,14.05,12,9,4,1387358100,41.901206994,-87.676355989,41.899602111,-87.633308037,3.9,,,Cash,,1320,8,0.0
24,7.85,7,9,7,1406367900,41.901206994,-87.676355989,41.899602111,-87.633308037,2.4,,,Credit Card,Taxi Affiliation Services,420,8,2.0
24,10.85,11,12,7,1416657600,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1080,8,2.0
24,11.45,12,13,6,1450444500,41.901206994,-87.676355989,41.899602111,-87.633308037,3.0,,,Cash,,1080,8,0.0
24,8.05,4,22,7,1367100000,41.901206994,-87.676355989,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,660,8,0.0
24,8.65,2,18,3,1391537700,41.901206994,-87.676355989,41.899602111,-87.633308037,0.22,,,Cash,,840,8,0.0
24,9.25,6,13,2,1433166300,41.901206994,-87.676355989,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,660,8,0.0
24,7.65,7,10,2,1436782500,41.901206994,-87.676355989,41.899602111,-87.633308037,1.9,,,Cash,,480,8,0.0
24,10.05,9,9,3,1378805400,41.901206994,-87.676355989,41.899602111,-87.633308037,0.1,,,Credit Card,Taxi Affiliation Services,900,8,1.5
24,11.65,6,10,5,1401963300,41.901206994,-87.676355989,41.899602111,-87.633308037,0.2,,,Cash,Taxi Affiliation Services,1080,8,0.0
24,8.85,7,6,1,1373177700,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Credit Card,Northwest Management LLC,540,8,0.0
24,7.05,5,18,4,1400092200,41.901206994,-87.676355989,41.899602111,-87.633308037,1.6,,,Cash,,480,8,0.0
24,11.05,6,19,3,1435087800,41.901206994,-87.676355989,41.899602111,-87.633308037,3.0,,,Cash,Taxi Affiliation Services,840,8,0.0
24,6.85,11,15,1,1384701300,41.901206994,-87.676355989,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,360,8,0.0
24,8.65,7,12,6,1405082700,41.901206994,-87.676355989,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,600,8,0.0
24,6.25,8,18,3,1470163500,41.901206994,-87.676355989,41.899602111,-87.633308037,1.0,,,Cash,,300,8,0.0
24,8.05,12,18,7,1449338400,41.901206994,-87.676355989,41.899602111,-87.633308037,1.9,,,Credit Card,,660,8,0.0
24,10.65,9,11,3,1410867900,41.901206994,-87.676355989,41.899602111,-87.633308037,3.3,,,Credit Card,Taxi Affiliation Services,840,8,2.65
24,13.5,9,15,5,1474559100,41.901206994,-87.676355989,41.899602111,-87.633308037,3.1,,,Credit Card,,1200,8,4.2
24,11.65,1,15,7,1390059900,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Cash,Northwest Management LLC,1200,8,0.0
24,9.05,1,21,4,1389216600,41.901206994,-87.676355989,41.899602111,-87.633308037,2.8,,,Cash,Taxi Affiliation Services,540,8,0.0
24,7.85,4,8,5,1430382600,41.901206994,-87.676355989,41.899602111,-87.633308037,1.8,,,Cash,,540,8,0.0
24,7.25,5,23,4,1399503600,41.901206994,-87.676355989,41.899602111,-87.633308037,2.1,,,Cash,,300,8,0.0
24,10.45,8,10,6,1438942500,41.901206994,-87.676355989,41.899602111,-87.633308037,2.8,,,Cash,,900,8,0.0
24,8.25,6,15,7,1372518000,41.901206994,-87.676355989,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,660,8,0.0
24,8.85,12,13,1,1387112400,41.901206994,-87.676355989,41.899602111,-87.633308037,2.3,,,Cash,Dispatch Taxi Affiliation,660,8,0.0
24,7.05,4,14,7,1365863400,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,360,8,0.0
24,8.25,1,11,2,1358767800,41.901206994,-87.676355989,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
24,38.85,10,7,6,1382687100,41.901206994,-87.676355989,41.980264315,-87.913624596,1.87,,,Cash,,2520,76,0.0
24,31.05,11,15,3,1384270200,41.901206994,-87.676355989,41.980264315,-87.913624596,1.49,,,Cash,,1740,76,0.0
24,31.85,5,7,3,1367910000,41.901206994,-87.676355989,41.980264315,-87.913624596,0.0,,,Credit Card,Taxi Affiliation Services,1140,76,6.75
24,35.04,2,11,2,1359975600,41.901206994,-87.676355989,41.980264315,-87.913624596,17.5,,,Cash,,1320,76,0.0
24,30.45,8,13,6,1439559000,41.901206994,-87.676355989,41.79259236,-87.769615453,13.0,,,Cash,,2760,56,0.0
24,25.65,2,20,4,1392842700,41.901206994,-87.676355989,41.79259236,-87.769615453,10.6,,,Cash,Taxi Affiliation Services,1920,56,0.0
24,25.25,1,12,7,1422103500,41.901206994,-87.676355989,41.79259236,-87.769615453,11.5,,,Credit Card,,1200,56,4.09
24,30.05,6,3,4,1403060400,41.901206994,-87.676355989,41.792357223,-87.61793138,0.8,,,Credit Card,Taxi Affiliation Services,1860,40,1.5
24,13.85,2,20,6,1423255500,41.901206994,-87.676355989,41.953582125,-87.72345239,5.4,,,Credit Card,,780,16,3.0
24,13.85,3,20,7,1396124100,41.901206994,-87.676355989,41.857183858,-87.620334624,5.5,,,Cash,,780,33,0.0
24,14.25,4,20,7,1365885900,41.901206994,-87.676355989,41.857183858,-87.620334624,5.4,,,Credit Card,Dispatch Taxi Affiliation,1020,33,5.0
24,15.25,9,2,7,1380335400,41.901206994,-87.676355989,41.857183858,-87.620334624,6.2,,,Cash,,840,33,0.0
24,16.05,10,11,1,1414323000,41.901206994,-87.676355989,41.857183858,-87.620334624,0.3,,,Cash,Taxi Affiliation Services,1260,33,0.0
24,12.65,12,18,3,1418753700,41.901206994,-87.676355989,41.857183858,-87.620334624,0.2,,,Cash,Taxi Affiliation Services,1260,33,0.0
24,9.65,4,0,4,1366764300,41.901206994,-87.676355989,41.944226601,-87.655998182,0.0,,,Cash,Dispatch Taxi Affiliation,720,6,0.0
24,11.45,11,8,6,1384505100,41.901206994,-87.676355989,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,840,6,0.0
24,9.45,2,15,1,1393170300,41.901206994,-87.676355989,41.944226601,-87.655998182,3.0,,,Cash,Dispatch Taxi Affiliation,660,6,0.0
24,10.25,1,11,2,1389007800,41.901206994,-87.676355989,41.944226601,-87.655998182,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,720,6,0.0
24,12.05,8,3,7,1440214200,41.901206994,-87.676355989,41.944226601,-87.655998182,4.0,,,Cash,Choice Taxi Association,960,6,0.0
24,13.65,8,1,1,1409447700,41.901206994,-87.676355989,41.944226601,-87.655998182,0.2,,,Credit Card,Taxi Affiliation Services,1080,6,2.7
24,15.25,8,15,6,1408721400,41.901206994,-87.676355989,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,1560,6,0.0
24,16.45,5,19,5,1368126000,41.901206994,-87.676355989,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,1740,6,0.0
24,11.5,1,0,3,1453766400,41.901206994,-87.676355989,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,600,6,0.0
24,12.05,7,4,1,1374381900,41.901206994,-87.676355989,41.944226601,-87.655998182,3.9,,,Credit Card,Dispatch Taxi Affiliation,900,6,2.0
24,14.45,4,18,7,1398536100,41.901206994,-87.676355989,41.944226601,-87.655998182,4.9,,,Cash,Taxi Affiliation Services,1260,6,0.0
24,10.25,12,3,7,1388202300,41.901206994,-87.676355989,41.944226601,-87.655998182,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,660,6,0.0
24,10.05,9,23,7,1442703600,41.901206994,-87.676355989,41.944226601,-87.655998182,3.1,,,Cash,Taxi Affiliation Services,780,6,0.0
24,10.05,3,0,5,1395274500,41.901206994,-87.676355989,41.944226601,-87.655998182,3.4,,,Cash,Taxi Affiliation Services,600,6,0.0
24,16.05,12,7,2,1418022000,41.901206994,-87.676355989,41.836150155,-87.648787952,6.6,,,Cash,,900,60,0.0
24,8.85,3,1,7,1394242200,41.901206994,-87.676355989,41.947791586,-87.683834942,2.6,,,Cash,Taxi Affiliation Services,660,5,0.0
24,9.65,4,1,6,1429234200,41.901206994,-87.676355989,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,600,5,0.0
24,14.05,5,17,4,1369242000,41.901206994,-87.676355989,41.947791586,-87.683834942,0.1,,,Cash,Taxi Affiliation Services,1200,5,0.0
24,12.05,11,9,2,1384766100,41.901206994,-87.676355989,41.947791586,-87.683834942,3.9,,,Cash,Dispatch Taxi Affiliation,1140,5,0.0
24,7.45,6,1,2,1433726100,41.901206994,-87.676355989,41.947791586,-87.683834942,0.1,,,Credit Card,Taxi Affiliation Services,360,5,3.0
24,10.65,6,11,3,1371555900,41.901206994,-87.676355989,41.874005383,-87.66351755,36.0,,,Cash,Taxi Affiliation Services,600,28,0.0
24,5.65,9,18,6,1441392300,41.901206994,-87.676355989,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,300,28,0.0
24,11.65,10,7,3,1444117500,41.901206994,-87.676355989,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,840,28,0.0
24,14.45,6,23,4,1372290300,41.901206994,-87.676355989,41.874005383,-87.66351755,0.3,,,Cash,Taxi Affiliation Services,840,28,0.0
24,7.85,4,13,6,1398430800,41.901206994,-87.676355989,41.874005383,-87.66351755,2.1,,,Cash,,600,28,0.0
24,8.05,12,19,5,1418327100,41.901206994,-87.676355989,41.874005383,-87.66351755,0.25,,,Cash,,420,28,0.0
24,7.65,4,11,6,1366974000,41.901206994,-87.676355989,41.874005383,-87.66351755,1.9,,,Credit Card,Dispatch Taxi Affiliation,540,28,3.0
24,11.45,1,15,6,1389971700,41.901206994,-87.676355989,41.874005383,-87.66351755,3.4,,,Cash,,1080,28,0.0
24,9.5,6,6,4,1464761700,41.901206994,-87.676355989,41.874005383,-87.66351755,2.7,,,Cash,,240,28,0.0
24,11.85,11,1,3,1416879900,41.901206994,-87.676355989,41.874005383,-87.66351755,0.47,,,Cash,,540,28,0.0
24,7.25,4,12,2,1397477700,41.901206994,-87.676355989,41.874005383,-87.66351755,1.7,,,Cash,Taxi Affiliation Services,480,28,0.0
24,10.05,7,14,5,1374156900,41.901206994,-87.676355989,41.874005383,-87.66351755,3.3,,,Cash,,780,28,0.0
24,6.05,10,12,7,1445690700,41.901206994,-87.676355989,41.874005383,-87.66351755,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,420,28,0.0
24,7.45,3,21,7,1394919900,41.901206994,-87.676355989,41.874005383,-87.66351755,1.9,,,Cash,Dispatch Taxi Affiliation,480,28,0.0
24,6.65,5,18,6,1370024100,41.901206994,-87.676355989,41.874005383,-87.66351755,1.3,,,Cash,,420,28,0.0
24,0.0,6,4,7,1372478400,41.901206994,-87.676355989,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,660,28,0.0
24,11.25,10,7,7,1412408700,41.901206994,-87.676355989,41.874005383,-87.66351755,3.6,,,Cash,Taxi Affiliation Services,660,28,0.0
24,7.45,4,8,7,1429345800,41.901206994,-87.676355989,41.874005383,-87.66351755,2.2,,,Cash,Taxi Affiliation Services,240,28,0.0
24,4.45,12,21,4,1388007900,41.901206994,-87.676355989,41.874005383,-87.66351755,0.6,,,Cash,,180,28,0.0
24,7.45,2,6,1,1424585700,41.901206994,-87.676355989,41.874005383,-87.66351755,1.9,,,Cash,,420,28,0.0
24,9.65,6,3,1,1372563000,41.901206994,-87.676355989,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,540,7,0.0
24,8.44,8,18,6,1408127400,41.901206994,-87.676355989,41.922686284,-87.649488729,2.4,,,Cash,,600,7,0.0
24,12.65,6,12,5,1372336200,41.901206994,-87.676355989,41.922686284,-87.649488729,3.9,,,Cash,,1140,7,0.0
24,10.0,7,9,6,1469785500,41.901206994,-87.676355989,41.922686284,-87.649488729,2.6,,,Cash,Chicago Medallion Leasing INC,660,7,0.0
24,11.45,4,15,7,1365865200,41.901206994,-87.676355989,41.922686284,-87.649488729,3.3,,,Credit Card,,1020,7,1.0
24,8.25,11,18,1,1385316000,41.901206994,-87.676355989,41.922686284,-87.649488729,21.0,,,Credit Card,Taxi Affiliation Services,600,7,2.0
24,10.25,10,14,7,1382192100,41.901206994,-87.676355989,41.922686284,-87.649488729,2.9,,,Credit Card,Taxi Affiliation Services,960,7,2.05
24,14.25,2,2,7,1392429600,41.901206994,-87.676355989,41.968069,-87.721559063,0.0,,,Cash,Northwest Management LLC,780,14,0.0
24,12.45,8,20,3,1438721100,41.901206994,-87.676355989,41.975170943,-87.687515515,4.2,,,Credit Card,Taxi Affiliation Services,1020,4,3.35
24,15.65,3,23,2,1395702000,41.901206994,-87.676355989,41.975170943,-87.687515515,5.4,,,Cash,Taxi Affiliation Services,1260,4,0.0
24,11.45,11,22,2,1448921700,41.901206994,-87.676355989,41.975170943,-87.687515515,3.9,,,Credit Card,Dispatch Taxi Affiliation,720,4,2.55
24,13.85,7,1,5,1374715800,41.901206994,-87.676355989,41.975170943,-87.687515515,0.51,,,Cash,,960,4,0.0
24,14.25,4,1,2,1364780700,41.901206994,-87.676355989,41.975170943,-87.687515515,0.3,,,Cash,Taxi Affiliation Services,1020,4,0.0
24,17.25,3,13,7,1362231000,41.901206994,-87.676355989,41.975170943,-87.687515515,4.1,,,Credit Card,,2040,4,4.56
24,8.05,9,4,4,1442378700,41.901206994,-87.676355989,41.92276062,-87.699155343,2.5,,,Cash,Dispatch Taxi Affiliation,420,22,0.0
24,4.85,10,22,5,1382653800,41.901206994,-87.676355989,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,180,22,0.0
24,6.85,2,2,2,1361154600,41.901206994,-87.676355989,41.92276062,-87.699155343,1.6,,,Cash,,360,22,0.0
24,8.05,8,23,6,1376089200,41.901206994,-87.676355989,41.92276062,-87.699155343,0.1,,,Cash,Taxi Affiliation Services,480,22,0.0
24,7.85,7,4,7,1405139400,41.901206994,-87.676355989,41.92276062,-87.699155343,0.0,,,Cash,Dispatch Taxi Affiliation,420,22,0.0
24,7.45,12,21,2,1386622800,41.901206994,-87.676355989,41.92276062,-87.699155343,0.1,,,Cash,Taxi Affiliation Services,540,22,0.0
24,8.05,8,10,5,1440066600,41.901206994,-87.676355989,41.92276062,-87.699155343,2.3,,,Credit Card,,540,22,2.0
24,6.65,8,19,6,1408131900,41.901206994,-87.676355989,41.92276062,-87.699155343,1.4,,,Cash,,480,22,0.0
24,9.85,12,17,7,1417886100,41.901206994,-87.676355989,41.92276062,-87.699155343,0.1,,,Cash,Taxi Affiliation Services,1020,22,0.0
24,9.85,6,11,7,1371294900,41.901206994,-87.676355989,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,780,22,0.0
24,7.05,12,23,5,1417734900,41.901206994,-87.676355989,41.92276062,-87.699155343,1.7,,,Cash,,300,22,0.0
24,8.45,5,0,7,1400287500,41.901206994,-87.676355989,41.92276062,-87.699155343,2.3,,,Cash,KOAM Taxi Association,600,22,0.0
24,7.25,7,11,6,1374233400,41.901206994,-87.676355989,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,480,22,0.0
24,8.65,2,22,2,1391467500,41.901206994,-87.676355989,41.92276062,-87.699155343,0.0,,,Cash,Northwest Management LLC,540,22,0.0
24,9.05,9,22,4,1378938600,41.901206994,-87.676355989,41.92276062,-87.699155343,2.9,,,Cash,,600,22,0.0
24,7.65,10,21,3,1413321300,41.901206994,-87.676355989,41.92276062,-87.699155343,2.4,,,No Charge,Dispatch Taxi Affiliation,420,22,0.0
24,10.65,10,4,7,1444451400,41.901206994,-87.676355989,41.92276062,-87.699155343,3.3,,,Cash,Dispatch Taxi Affiliation,780,22,0.0
24,4.25,5,2,5,1368669600,41.901206994,-87.676355989,41.92276062,-87.699155343,0.6,,,Cash,Dispatch Taxi Affiliation,60,22,0.0
24,8.25,3,3,7,1394855100,41.901206994,-87.676355989,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,600,22,0.0
24,19.05,4,6,2,1366008300,41.901206994,-87.676355989,41.9867118,-87.663416405,0.0,,,Unknown,Taxi Affiliation Services,1080,77,4.0
24,21.65,9,3,1,1380426300,41.901206994,-87.676355989,41.9867118,-87.663416405,0.6,,,Cash,Taxi Affiliation Services,1260,77,0.0
24,13.25,11,20,6,1446842700,41.901206994,-87.676355989,41.850266366,-87.667569312,5.2,,,Cash,,780,31,0.0
24,9.85,12,20,1,1418589000,41.901206994,-87.676355989,41.850266366,-87.667569312,2.9,,,Credit Card,,780,31,2.0
24,9.85,5,11,6,1399634100,41.901206994,-87.676355989,41.850266366,-87.667569312,3.1,,,Cash,Taxi Affiliation Services,600,31,0.0
24,14.25,12,10,3,1387881900,41.901206994,-87.676355989,41.835117986,-87.618677767,5.8,,,Cash,,540,35,0.0
24,17.85,7,1,7,1404522900,41.901206994,-87.676355989,41.835117986,-87.618677767,7.6,,,Credit Card,Dispatch Taxi Affiliation,1140,35,0.0
3,7.85,5,22,7,1433023200,41.972437081,-87.671109526,41.946294536,-87.654298084,1.9,,17031832000,Cash,Dispatch Taxi Affiliation,600,6,0.0
8,39.45,7,17,7,1374341400,41.892507781,-87.626214906,,,18.41,,,Credit Card,,2280,,8.59
8,3.25,5,0,2,1432512000,41.892507781,-87.626214906,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
8,10.65,5,10,3,1369131300,41.892507781,-87.626214906,41.849246754,-87.624135298,3.3,,17031841000,Credit Card,Choice Taxi Association,780,33,2.9
8,10.65,10,10,4,1383129900,41.892507781,-87.626214906,41.849246754,-87.624135298,3.0,,17031841000,Credit Card,Dispatch Taxi Affiliation,840,33,4.0
8,9.65,8,10,5,1377167400,41.892507781,-87.626214906,41.849246754,-87.624135298,3.0,,17031841000,Cash,,660,33,0.0
8,9.85,8,23,2,1407798900,41.892507781,-87.626214906,41.849246754,-87.624135298,3.3,,17031841000,Cash,,600,33,0.0
8,4.45,5,11,5,1369307700,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,180,8,0.0
8,3.25,12,14,7,1387032300,41.892507781,-87.626214906,41.892507781,-87.626214906,0.1,,17031081500,Cash,Taxi Affiliation Services,0,8,0.0
8,5.25,9,15,7,1441465200,41.892507781,-87.626214906,41.892507781,-87.626214906,0.6,,17031081500,Cash,KOAM Taxi Association,360,8,0.0
8,3.25,12,11,4,1386156600,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Dispatch Taxi Affiliation,0,8,7.85
8,3.85,11,17,3,1415727900,41.892507781,-87.626214906,41.892507781,-87.626214906,0.2,,17031081500,Credit Card,KOAM Taxi Association,120,8,3.0
8,15.45,5,20,7,1368909000,41.892507781,-87.626214906,41.892507781,-87.626214906,3.53,,17031081500,Credit Card,,1680,8,5.0
8,4.05,7,9,6,1435914000,41.892507781,-87.626214906,41.892507781,-87.626214906,0.1,,17031081500,Cash,,120,8,0.0
8,7.05,11,3,7,1415416500,41.892507781,-87.626214906,41.892507781,-87.626214906,0.8,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
8,4.25,7,9,1,1406451600,41.892507781,-87.626214906,41.892507781,-87.626214906,0.3,,17031081500,Cash,,120,8,0.0
8,4.25,10,6,6,1382683500,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,180,8,0.0
8,3.25,3,23,6,1362785400,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,Dispatch Taxi Affiliation,0,8,0.0
8,41.85,6,15,3,1434468600,41.892507781,-87.626214906,41.892507781,-87.626214906,16.2,,17031081500,Cash,,7500,8,0.0
8,4.45,2,0,2,1424046600,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,3.5,1,8,4,1453279500,41.892507781,-87.626214906,41.892507781,-87.626214906,0.1,,17031081500,Cash,Taxi Affiliation Services,0,8,0.0
8,3.25,8,18,4,1408558500,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,0,8,0.0
8,4.05,9,23,4,1378338300,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,120,8,0.0
8,4.65,11,21,7,1446932700,41.892507781,-87.626214906,41.892507781,-87.626214906,0.4,,17031081500,Credit Card,Taxi Affiliation Services,240,8,3.0
8,4.05,3,22,1,1396219500,41.892507781,-87.626214906,41.892507781,-87.626214906,0.3,,17031081500,Credit Card,Taxi Affiliation Services,180,8,3.0
8,3.25,4,17,2,1367256600,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,0,8,0.0
8,4.65,6,10,6,1372414500,41.892507781,-87.626214906,41.892507781,-87.626214906,0.3,,17031081500,Credit Card,,240,8,2.0
8,3.25,9,9,6,1379670300,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,Choice Taxi Association,0,8,0.0
8,3.85,11,10,5,1383821100,41.892507781,-87.626214906,41.892507781,-87.626214906,0.0,,17031081500,Cash,,120,8,0.0
8,4.05,9,22,2,1442270700,41.892507781,-87.626214906,41.892507781,-87.626214906,0.3,,17031081500,Credit Card,,120,8,4.0
8,12.05,8,23,7,1407625200,41.892507781,-87.626214906,41.921877461,-87.66407824,3.5,,17031832500,Cash,Taxi Affiliation Services,1140,7,0.0
8,13.45,6,20,5,1402604100,41.892507781,-87.626214906,41.921877461,-87.66407824,0.0,,17031832500,Credit Card,Taxi Affiliation Services,1200,7,3.0
8,4.05,12,20,4,1450296000,41.892507781,-87.626214906,41.892042136,-87.63186395,0.3,,17031081700,Cash,,180,8,0.0
8,7.25,5,16,5,1368720900,41.892507781,-87.626214906,41.892042136,-87.63186395,1.1,,17031081700,Cash,,660,8,0.0
8,4.05,9,21,4,1378934100,41.892507781,-87.626214906,41.892042136,-87.63186395,0.03,,17031081700,Credit Card,,180,8,1.0
8,4.85,4,8,4,1366188300,41.892507781,-87.626214906,41.892042136,-87.63186395,7.0,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
8,5.05,12,22,7,1449959400,41.892507781,-87.626214906,41.892042136,-87.63186395,0.6,,17031081700,Cash,5129 - 87128,360,8,0.0
8,5.65,6,17,4,1435166100,41.892507781,-87.626214906,41.892042136,-87.63186395,0.8,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
8,5.05,11,19,5,1447357500,41.892507781,-87.626214906,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Blue Ribbon Taxi Association Inc.,360,8,2.0
8,5.05,1,20,7,1358625600,41.892507781,-87.626214906,41.892042136,-87.63186395,0.5,,17031081700,Cash,,300,8,0.0
8,4.65,11,2,1,1448764200,41.892507781,-87.626214906,41.892042136,-87.63186395,0.5,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
8,6.45,7,18,2,1437417900,41.892507781,-87.626214906,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,480,8,2.0
8,4.85,4,20,7,1397335500,41.892507781,-87.626214906,41.892042136,-87.63186395,0.7,,17031081700,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,6.25,8,19,4,1470252600,41.892507781,-87.626214906,41.892042136,-87.63186395,0.8,,17031081700,Credit Card,,480,8,2.0
8,6.05,5,17,5,1400175000,41.892507781,-87.626214906,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
8,4.84,4,19,1,1398023100,41.892507781,-87.626214906,41.892042136,-87.63186395,0.7,,17031081700,Cash,,240,8,0.0
8,4.25,1,20,1,1422216900,41.892507781,-87.626214906,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,180,8,0.0
8,5.05,2,16,7,1423932300,41.892507781,-87.626214906,41.892042136,-87.63186395,0.6,,17031081700,Credit Card,,300,8,1.0
8,4.45,7,21,4,1404334800,41.892507781,-87.626214906,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,180,8,0.0
8,4.25,11,22,2,1384812900,41.892507781,-87.626214906,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,120,8,0.0
8,6.45,12,12,6,1418993100,41.892507781,-87.626214906,41.892042136,-87.63186395,1.0,,17031081700,Cash,Taxi Affiliation Services,480,8,0.0
8,4.84,7,21,7,1373749200,41.892507781,-87.626214906,41.892042136,-87.63186395,0.6,,17031081700,Cash,,240,8,0.0
8,5.45,8,21,3,1407273300,41.892507781,-87.626214906,41.892042136,-87.63186395,0.9,,17031081700,Cash,,300,8,0.0
8,6.05,4,13,4,1365598800,41.892507781,-87.626214906,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
8,4.85,7,18,4,1406141100,41.892507781,-87.626214906,41.892042136,-87.63186395,0.4,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
8,37.25,4,17,6,1398445200,41.892507781,-87.626214906,41.97907082,-87.903039661,17.4,,17031980000,Credit Card,,2700,76,7.85
8,35.04,8,10,6,1376044200,41.892507781,-87.626214906,41.97907082,-87.903039661,17.5,,17031980000,Credit Card,,1500,76,5.0
8,38.25,11,14,1,1446993900,41.892507781,-87.626214906,41.97907082,-87.903039661,17.44,,17031980000,Cash,,2760,76,0.0
8,35.85,11,14,5,1384440300,41.892507781,-87.626214906,41.97907082,-87.903039661,1.75,,17031980000,Credit Card,,2100,76,7.57
8,34.45,8,4,2,1408941000,41.892507781,-87.626214906,41.97907082,-87.903039661,17.2,,17031980000,Credit Card,,1200,76,7.29
8,43.25,4,5,1,1461474000,41.892507781,-87.626214906,41.97907082,-87.903039661,17.5,,17031980000,Credit Card,,1320,76,5.0
8,38.65,9,17,5,1409852700,41.892507781,-87.626214906,41.97907082,-87.903039661,17.9,,17031980000,Credit Card,,3060,76,8.13
8,38.45,6,14,5,1434032100,41.892507781,-87.626214906,41.97907082,-87.903039661,17.3,,17031980000,Credit Card,,4020,76,10.11
8,38.25,6,16,1,1402243200,41.892507781,-87.626214906,41.97907082,-87.903039661,18.1,,17031980000,Credit Card,,2760,76,8.65
8,36.05,7,19,2,1405364400,41.892507781,-87.626214906,41.97907082,-87.903039661,17.7,,17031980000,Cash,Northwest Management LLC,1680,76,0.0
8,40.25,4,6,2,1396852200,41.892507781,-87.626214906,41.97907082,-87.903039661,17.9,,17031980000,Cash,,3780,76,0.0
8,38.25,3,8,2,1362384000,41.892507781,-87.626214906,41.97907082,-87.903039661,10.7,,17031980000,Cash,Dispatch Taxi Affiliation,3540,76,0.0
8,37.45,1,15,6,1420818300,41.892507781,-87.626214906,41.97907082,-87.903039661,0.0,,17031980000,Cash,Blue Ribbon Taxi Association Inc.,2220,76,0.0
8,37.25,5,19,1,1430679600,41.892507781,-87.626214906,41.97907082,-87.903039661,17.6,,17031980000,Credit Card,Taxi Affiliation Services,2760,76,7.85
8,39.65,5,15,5,1431617400,41.892507781,-87.626214906,41.97907082,-87.903039661,17.9,,17031980000,Credit Card,,4320,76,8.33
8,37.05,11,13,1,1446989400,41.892507781,-87.626214906,41.97907082,-87.903039661,17.3,,17031980000,Cash,Taxi Affiliation Services,2640,76,0.0
8,36.25,4,16,4,1398876300,41.892507781,-87.626214906,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,,2640,76,9.56
8,35.45,1,5,3,1390283100,41.892507781,-87.626214906,41.97907082,-87.903039661,17.5,,17031980000,Cash,,1260,76,0.0
8,36.45,10,8,6,1413532800,41.892507781,-87.626214906,41.97907082,-87.903039661,17.5,,17031980000,Credit Card,,2040,76,10.11
8,4.85,9,8,6,1379665800,41.892507781,-87.626214906,41.900265687,-87.63210922,0.7,,17031081000,Cash,Northwest Management LLC,180,8,0.0
8,5.05,12,22,6,1418423400,41.892507781,-87.626214906,41.900265687,-87.63210922,0.8,,17031081000,Cash,Taxi Affiliation Services,300,8,0.0
8,5.45,9,18,7,1443290400,41.892507781,-87.626214906,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,300,8,0.0
8,6.25,11,17,5,1447349400,41.892507781,-87.626214906,41.900265687,-87.63210922,1.0,,17031081000,Cash,,480,8,0.0
8,4.65,1,22,2,1390257900,41.892507781,-87.626214906,41.900265687,-87.63210922,0.6,,17031081000,Credit Card,Dispatch Taxi Affiliation,180,8,2.0
8,5.45,12,16,5,1449765900,41.892507781,-87.626214906,41.900265687,-87.63210922,0.0,,17031081000,Credit Card,Taxi Affiliation Services,300,8,1.0
8,4.65,1,19,7,1422732600,41.892507781,-87.626214906,41.900265687,-87.63210922,0.7,,17031081000,Cash,,180,8,0.0
8,10.75,1,18,3,1453227300,41.892507781,-87.626214906,41.914747305,-87.654007029,2.5,,17031832600,Credit Card,,900,7,2.0
8,9.25,11,13,6,1415970900,41.892507781,-87.626214906,41.921778188,-87.651061884,0.1,,17031071100,Cash,Taxi Affiliation Services,660,7,0.0
8,11.45,1,12,7,1390652100,41.892507781,-87.626214906,41.921778188,-87.651061884,0.0,,17031071100,Credit Card,Dispatch Taxi Affiliation,780,7,2.0
8,7.45,4,18,6,1429899300,41.892507781,-87.626214906,41.914616286,-87.631717366,1.7,,17031071500,Credit Card,,540,7,3.0
8,7.85,5,21,5,1369342800,41.892507781,-87.626214906,41.914616286,-87.631717366,0.0,,17031071500,Cash,Taxi Affiliation Services,660,7,0.0
8,8.05,6,19,5,1403206200,41.892507781,-87.626214906,41.914616286,-87.631717366,1.8,,17031071500,Cash,Dispatch Taxi Affiliation,660,7,0.0
8,7.65,5,14,1,1431266400,41.892507781,-87.626214906,41.914616286,-87.631717366,1.7,,17031071500,Cash,Taxi Affiliation Services,540,7,0.0
8,10.65,9,13,2,1441632600,41.892507781,-87.626214906,41.938391258,-87.63857492,3.6,,17031063200,Cash,,720,6,0.0
8,11.45,5,15,6,1367594100,41.892507781,-87.626214906,41.938391258,-87.63857492,0.0,,17031063200,Cash,Taxi Affiliation Services,600,6,0.0
8,6.75,4,11,1,1460287800,41.892507781,-87.626214906,41.877406123,-87.621971652,1.2,,17031320400,Cash,Choice Taxi Association,360,32,0.0
8,5.65,2,22,6,1393022700,41.892507781,-87.626214906,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,240,32,0.0
8,5.45,4,0,5,1397090700,41.892507781,-87.626214906,41.877406123,-87.621971652,0.9,,17031320400,Cash,,240,32,0.0
8,6.45,9,19,1,1411932600,41.892507781,-87.626214906,41.877406123,-87.621971652,1.2,,17031320400,Cash,,420,32,0.0
8,5.65,7,13,7,1437831900,41.892507781,-87.626214906,41.877406123,-87.621971652,0.0,,17031320400,Cash,Choice Taxi Association,300,32,0.0
8,5.25,6,2,6,1466129700,41.892507781,-87.626214906,41.877406123,-87.621971652,0.7,,17031320400,Credit Card,Choice Taxi Association,240,32,2.0
8,5.05,6,12,2,1371473100,41.892507781,-87.626214906,41.877406123,-87.621971652,0.6,,17031320400,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,5.65,3,11,3,1394535600,41.892507781,-87.626214906,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,300,32,0.0
8,7.25,7,17,1,1405271700,41.892507781,-87.626214906,41.877406123,-87.621971652,1.3,,17031320400,Cash,KOAM Taxi Association,660,32,0.0
8,5.85,5,10,2,1399888800,41.892507781,-87.626214906,41.877406123,-87.621971652,1.1,,17031320400,Cash,,360,32,0.0
8,6.45,10,18,2,1445882400,41.892507781,-87.626214906,41.877406123,-87.621971652,1.0,,17031320400,Credit Card,Taxi Affiliation Services,540,32,2.0
8,6.05,6,8,2,1402908300,41.892507781,-87.626214906,41.877406123,-87.621971652,0.09,,17031320400,Cash,,420,32,0.0
8,4.65,7,20,2,1374525900,41.892507781,-87.626214906,41.877406123,-87.621971652,0.7,,17031320400,Cash,,180,32,0.0
8,5.45,5,19,1,1368387000,41.892507781,-87.626214906,41.877406123,-87.621971652,0.7,,17031320400,No Charge,Northwest Management LLC,360,32,0.0
8,6.05,10,20,4,1382560200,41.892507781,-87.626214906,41.877406123,-87.621971652,1.0,,17031320400,Credit Card,Northwest Management LLC,420,32,3.0
8,4.85,6,8,4,1434528900,41.892507781,-87.626214906,41.877406123,-87.621971652,0.08,,17031320400,Credit Card,,180,32,2.0
8,6.05,9,12,6,1379681100,41.892507781,-87.626214906,41.877406123,-87.621971652,0.11,,17031320400,Cash,,360,32,0.0
8,6.25,5,16,1,1432485900,41.892507781,-87.626214906,41.877406123,-87.621971652,1.0,,17031320400,Credit Card,Taxi Affiliation Services,420,32,2.0
8,12.65,4,16,7,1365265800,41.892507781,-87.626214906,41.938232293,-87.646782081,0.0,,17031063100,Cash,Taxi Affiliation Services,900,6,0.0
8,28.05,1,15,6,1389972600,41.892507781,-87.626214906,41.89830587,-87.653613982,5.7,,17031842300,Cash,,3600,24,0.0
8,9.05,10,16,6,1380905100,41.892507781,-87.626214906,41.89830587,-87.653613982,1.7,,17031842300,Cash,,960,24,0.0
8,6.05,7,18,2,1404756000,41.892507781,-87.626214906,41.89830587,-87.653613982,1.1,,17031842300,Cash,,420,24,0.0
8,12.45,11,8,2,1383552900,41.892507781,-87.626214906,41.859349715,-87.617358006,3.4,,17031330100,Credit Card,,1140,33,2.0
8,10.85,12,12,2,1419249600,41.892507781,-87.626214906,41.859349715,-87.617358006,3.2,,17031330100,Cash,,780,33,0.0
8,9.65,4,10,4,1398853800,41.892507781,-87.626214906,41.859349715,-87.617358006,0.0,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,780,33,0.0
8,8.25,10,10,5,1412244000,41.892507781,-87.626214906,41.859349715,-87.617358006,2.4,,17031330100,Cash,Choice Taxi Association,540,33,0.0
8,10.65,3,10,2,1395052200,41.892507781,-87.626214906,41.859349715,-87.617358006,3.3,,17031330100,Cash,Taxi Affiliation Services,840,33,0.0
8,7.45,4,10,3,1364897700,41.892507781,-87.626214906,41.859349715,-87.617358006,0.0,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,480,33,0.0
8,9.45,9,10,2,1410777000,41.892507781,-87.626214906,41.859349715,-87.617358006,2.7,,17031330100,Cash,,660,33,0.0
8,8.65,4,21,3,1396990800,41.892507781,-87.626214906,41.859349715,-87.617358006,2.6,,17031330100,Credit Card,,480,33,2.0
8,10.25,7,19,1,1374435000,41.892507781,-87.626214906,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,960,33,0.0
8,12.05,7,12,1,1405857600,41.892507781,-87.626214906,41.906025969,-87.675311622,0.36,,17031241400,Credit Card,,1140,24,1.88
8,11.05,1,21,4,1389216600,41.892507781,-87.626214906,41.906025969,-87.675311622,0.2,,17031241400,Credit Card,Taxi Affiliation Services,840,24,2.75
8,7.75,3,23,5,1459467900,41.892507781,-87.626214906,41.892658108,-87.652534484,0.1,,17031243500,Credit Card,Taxi Affiliation Services,540,24,2.0
8,5.85,10,21,5,1445547600,41.892507781,-87.626214906,41.897983898,-87.641491533,0.0,,17031081900,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
8,5.85,9,22,7,1380405600,41.892507781,-87.626214906,41.907520075,-87.6266589,0.0,,17031080100,Cash,Choice Taxi Association,360,8,0.0
8,7.25,2,18,3,1456253100,41.892507781,-87.626214906,41.907520075,-87.6266589,1.3,,17031080100,Cash,Northwest Management LLC,540,8,0.0
8,6.45,12,13,7,1386423000,41.892507781,-87.626214906,41.907520075,-87.6266589,0.0,,17031080100,Cash,Dispatch Taxi Affiliation,540,8,0.0
8,7.05,5,18,7,1368900000,41.892507781,-87.626214906,41.907520075,-87.6266589,1.0,,17031080100,Credit Card,,600,8,2.0
8,16.85,11,1,1,1447551000,41.892507781,-87.626214906,41.987225558,-87.664937724,0.4,,17031030500,Cash,Taxi Affiliation Services,720,77,0.0
8,5.85,2,23,3,1392767100,41.892507781,-87.626214906,41.905857769,-87.630865027,0.0,,17031080202,Cash,Taxi Affiliation Services,360,8,0.0
8,6.05,12,15,7,1451144700,41.892507781,-87.626214906,41.905857769,-87.630865027,1.0,,17031080202,Cash,Taxi Affiliation Services,420,8,0.0
8,7.25,6,18,3,1465929900,41.892507781,-87.626214906,41.905857769,-87.630865027,1.05,,17031080202,Credit Card,,540,8,1.0
8,9.85,4,20,2,1428957000,41.892507781,-87.626214906,41.905857769,-87.630865027,2.02,,17031080202,Cash,,840,8,0.0
8,5.85,9,15,3,1378826100,41.892507781,-87.626214906,41.905857769,-87.630865027,0.11,,17031080202,Cash,,300,8,0.0
8,8.65,8,12,2,1408365000,41.892507781,-87.626214906,41.922082541,-87.634156093,0.0,,17031071400,Cash,Taxi Affiliation Services,480,7,0.0
8,9.75,7,16,5,1469724300,41.892507781,-87.626214906,41.922082541,-87.634156093,2.0,,17031071400,Cash,,900,7,0.0
8,3.85,7,21,6,1373663700,41.892507781,-87.626214906,41.890922026,-87.618868355,0.3,,17031081403,Cash,Northwest Management LLC,120,8,0.0
8,4.45,6,4,4,1370407500,41.892507781,-87.626214906,41.890922026,-87.618868355,0.06,,17031081403,Cash,,120,8,0.0
8,4.45,8,17,6,1409331600,41.892507781,-87.626214906,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,180,8,0.0
8,5.85,4,23,7,1365291000,41.892507781,-87.626214906,41.890922026,-87.618868355,0.8,,17031081403,Cash,,420,8,0.0
8,4.65,5,19,7,1431805500,41.892507781,-87.626214906,41.890922026,-87.618868355,0.4,,17031081403,Credit Card,,180,8,2.0
8,5.45,7,12,5,1373546700,41.892507781,-87.626214906,41.890922026,-87.618868355,0.7,,17031081403,Credit Card,,300,8,2.0
8,5.45,6,11,7,1372504500,41.892507781,-87.626214906,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,6.25,7,9,6,1405071900,41.892507781,-87.626214906,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,4.5,4,20,3,1461096900,41.892507781,-87.626214906,41.890922026,-87.618868355,0.5,,17031081403,Cash,,120,8,0.0
8,5.65,1,16,3,1389717900,41.892507781,-87.626214906,41.890922026,-87.618868355,0.6,,17031081403,Credit Card,Choice Taxi Association,360,8,2.0
8,4.25,1,23,7,1420326900,41.892507781,-87.626214906,41.890922026,-87.618868355,0.4,,17031081403,Cash,,180,8,0.0
8,10.65,10,17,7,1381598100,41.892507781,-87.626214906,41.890922026,-87.618868355,0.25,,17031081403,Cash,,960,8,0.0
8,4.65,12,11,5,1449745200,41.892507781,-87.626214906,41.890922026,-87.618868355,0.4,,17031081403,Credit Card,KOAM Taxi Association,240,8,2.0
8,5.05,7,21,7,1404595800,41.892507781,-87.626214906,41.890922026,-87.618868355,0.5,,17031081403,Credit Card,,300,8,2.0
8,13.25,6,8,2,1433148300,41.892507781,-87.626214906,41.890922026,-87.618868355,2.8,,17031081403,Cash,,1440,8,0.0
8,8.45,11,12,1,1417349700,41.892507781,-87.626214906,41.899737388,-87.664953917,2.2,,17031242000,Cash,Taxi Affiliation Services,540,24,0.0
8,7.05,11,22,5,1385073900,41.892507781,-87.626214906,41.892536872,-87.659864318,0.1,,17031243400,Credit Card,Taxi Affiliation Services,420,24,2.0
8,5.45,4,7,3,1428390900,41.892507781,-87.626214906,41.884987192,-87.620992913,0.8,,17031320100,Credit Card,,300,32,3.0
8,4.84,4,10,5,1430390700,41.892507781,-87.626214906,41.884987192,-87.620992913,0.5,,17031320100,Cash,,240,32,0.0
8,5.45,9,17,6,1380303000,41.892507781,-87.626214906,41.884987192,-87.620992913,0.63,,17031320100,Cash,,360,32,0.0
8,4.5,1,15,2,1453131000,41.892507781,-87.626214906,41.884987192,-87.620992913,0.5,,17031320100,Cash,,120,32,0.0
8,4.65,11,20,2,1383597000,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Choice Taxi Association,180,32,1.0
8,5.05,2,14,3,1392734700,41.892507781,-87.626214906,41.884987192,-87.620992913,0.6,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,7.05,4,18,3,1429036200,41.892507781,-87.626214906,41.884987192,-87.620992913,0.9,,17031320100,Cash,Dispatch Taxi Affiliation,660,32,0.0
8,4.85,3,22,2,1363646700,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
8,5.65,6,14,3,1402411500,41.892507781,-87.626214906,41.884987192,-87.620992913,1.1,,17031320100,Cash,,300,32,0.0
8,6.45,2,7,6,1359703800,41.892507781,-87.626214906,41.884987192,-87.620992913,1.1,,17031320100,Cash,,420,32,0.0
8,5.05,4,20,4,1429129800,41.892507781,-87.626214906,41.884987192,-87.620992913,0.6,,17031320100,Credit Card,,300,32,2.0
8,4.45,11,18,5,1383849000,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Cash,Choice Taxi Association,180,32,0.0
8,5.85,4,19,7,1365277500,41.892507781,-87.626214906,41.884987192,-87.620992913,1.2,,17031320100,Cash,,300,32,0.0
8,4.65,5,21,3,1431467100,41.892507781,-87.626214906,41.884987192,-87.620992913,0.59,,17031320100,Credit Card,,180,32,2.0
8,5.65,10,19,2,1444074300,41.892507781,-87.626214906,41.884987192,-87.620992913,0.9,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
8,4.45,11,20,7,1384633800,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,180,32,0.0
8,9.44,5,23,3,1368572400,41.892507781,-87.626214906,41.884987192,-87.620992913,2.5,,17031320100,Credit Card,,720,32,3.0
8,5.05,3,15,4,1364399100,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,10.05,10,13,6,1414762200,41.892507781,-87.626214906,41.884987192,-87.620992913,1.6,,17031320100,Cash,,1140,32,0.0
8,6.85,2,16,6,1423845900,41.892507781,-87.626214906,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,Dispatch Taxi Affiliation,540,32,2.0
8,5.05,9,13,2,1411390800,41.892507781,-87.626214906,41.884987192,-87.620992913,0.6,,17031320100,Credit Card,,300,32,1.0
8,4.65,12,16,1,1386518400,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Cash,Choice Taxi Association,180,32,0.0
8,5.05,10,0,6,1412899200,41.892507781,-87.626214906,41.884987192,-87.620992913,0.8,,17031320100,Cash,,240,32,0.0
8,5.05,11,22,7,1383432300,41.892507781,-87.626214906,41.884987192,-87.620992913,0.8,,17031320100,Cash,,300,32,0.0
8,4.45,1,14,4,1358949600,41.892507781,-87.626214906,41.884987192,-87.620992913,0.0,,17031320100,Cash,Choice Taxi Association,180,32,0.0
8,5.05,3,16,4,1425487500,41.892507781,-87.626214906,41.884987192,-87.620992913,0.8,,17031320100,Cash,,240,32,0.0
8,7.65,11,22,4,1447279200,41.892507781,-87.626214906,41.884987192,-87.620992913,1.6,,17031320100,Cash,Taxi Affiliation Services,660,32,0.0
8,6.25,4,16,6,1398441600,41.892507781,-87.626214906,41.884987192,-87.620992913,0.9,,17031320100,Cash,,480,32,0.0
8,6.85,10,14,7,1443882600,41.892507781,-87.626214906,41.884987192,-87.620992913,1.2,,17031320100,Credit Card,,540,32,2.0
8,5.45,3,8,6,1425629700,41.892507781,-87.626214906,41.884987192,-87.620992913,0.9,,17031320100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,6.25,9,18,6,1379702700,41.892507781,-87.626214906,41.884987192,-87.620992913,1.0,,17031320100,Cash,,420,32,0.0
8,6.65,9,20,4,1441225800,41.892507781,-87.626214906,41.884987192,-87.620992913,1.2,,17031320100,Credit Card,,480,32,3.0
8,6.65,10,21,6,1414789200,41.892507781,-87.626214906,41.884987192,-87.620992913,1.1,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
8,5.25,11,7,3,1383635700,41.892507781,-87.626214906,41.884987192,-87.620992913,0.8,,17031320100,Cash,,240,32,0.0
8,6.45,4,18,2,1396894500,41.892507781,-87.626214906,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,,420,32,2.0
8,12.65,12,23,6,1419635700,41.892507781,-87.626214906,41.929272532,-87.673807238,0.2,,17031070700,Credit Card,Blue Ribbon Taxi Association Inc.,900,7,2.7
8,5.85,2,9,5,1360227600,41.892507781,-87.626214906,41.880994471,-87.632746489,11.0,,17031839100,Credit Card,Taxi Affiliation Services,420,32,0.01
8,7.05,9,10,2,1411382700,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Northwest Management LLC,540,32,0.0
8,8.05,10,16,2,1444062600,41.892507781,-87.626214906,41.880994471,-87.632746489,1.7,,17031839100,Credit Card,,660,32,1.0
8,5.85,11,15,2,1416238200,41.892507781,-87.626214906,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,Dispatch Taxi Affiliation,300,32,2.0
8,4.25,3,0,5,1425515400,41.892507781,-87.626214906,41.880994471,-87.632746489,0.5,,17031839100,Credit Card,Dispatch Taxi Affiliation,180,32,2.0
8,6.85,8,20,1,1408910400,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,420,32,2.0
8,6.05,12,21,7,1387659600,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,5.65,5,20,6,1399060800,41.892507781,-87.626214906,41.880994471,-87.632746489,0.4,,17031839100,Cash,Dispatch Taxi Affiliation,480,32,0.0
8,5.25,2,2,1,1361067300,41.892507781,-87.626214906,41.880994471,-87.632746489,1.0,,17031839100,Cash,,180,32,0.0
8,7.05,6,10,2,1370859300,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,480,32,2.0
8,6.85,8,15,5,1375974000,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,540,32,0.0
8,6.05,1,9,4,1358327700,41.892507781,-87.626214906,41.880994471,-87.632746489,1.0,,17031839100,Cash,,360,32,0.0
8,6.65,4,20,3,1396987200,41.892507781,-87.626214906,41.880994471,-87.632746489,1.33,,17031839100,Cash,,360,32,0.0
8,6.45,11,7,3,1447746300,41.892507781,-87.626214906,41.880994471,-87.632746489,0.8,,17031839100,Cash,,480,32,0.0
8,5.05,10,18,7,1381601700,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,300,32,0.0
8,9.75,11,10,5,1479376800,41.892507781,-87.626214906,41.880994471,-87.632746489,1.8,,17031839100,Cash,,900,32,0.0
8,7.85,12,13,2,1387201500,41.892507781,-87.626214906,41.880994471,-87.632746489,1.6,,17031839100,Cash,Taxi Affiliation Services,660,32,0.0
8,5.65,4,7,3,1398150000,41.892507781,-87.626214906,41.880994471,-87.632746489,1.1,,17031839100,Cash,Top Cab Affiliation,240,32,0.0
8,8.25,5,10,4,1432722600,41.892507781,-87.626214906,41.880994471,-87.632746489,1.5,,17031839100,Credit Card,Taxi Affiliation Services,780,32,2.0
8,7.85,12,16,7,1387038600,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,600,32,3.0
8,4.85,5,8,4,1399452300,41.892507781,-87.626214906,41.880994471,-87.632746489,0.6,,17031839100,Cash,Dispatch Taxi Affiliation,240,32,0.0
8,7.85,2,9,2,1391420700,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,720,32,1.15
8,6.05,8,8,3,1439282700,41.892507781,-87.626214906,41.880994471,-87.632746489,0.8,,17031839100,Cash,,420,32,0.0
8,8.0,4,17,2,1460396700,41.892507781,-87.626214906,41.880994471,-87.632746489,1.06,,17031839100,Credit Card,,600,32,2.0
8,8.85,11,13,1,1383486300,41.892507781,-87.626214906,41.880994471,-87.632746489,0.1,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,720,32,0.0
8,5.25,7,13,4,1404911700,41.892507781,-87.626214906,41.880994471,-87.632746489,0.5,,17031839100,Cash,,360,32,0.0
8,6.25,10,8,4,1445415300,41.892507781,-87.626214906,41.880994471,-87.632746489,1.4,,17031839100,Cash,Dispatch Taxi Affiliation,360,32,0.0
8,7.65,7,16,5,1438272000,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,660,32,4.0
8,5.05,12,16,6,1450454400,41.892507781,-87.626214906,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,Taxi Affiliation Services,240,32,3.0
8,12.0,12,8,6,1481270400,41.892507781,-87.626214906,41.880994471,-87.632746489,2.7,,17031839100,Cash,,1020,32,0.0
8,7.65,3,10,5,1394100000,41.892507781,-87.626214906,41.880994471,-87.632746489,1.4,,17031839100,Cash,Dispatch Taxi Affiliation,600,32,0.0
8,4.65,5,4,1,1400991300,41.892507781,-87.626214906,41.880994471,-87.632746489,0.7,,17031839100,Cash,Dispatch Taxi Affiliation,180,32,0.0
8,5.85,9,10,3,1441707300,41.892507781,-87.626214906,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,,300,32,3.0
8,6.45,7,8,5,1404979200,41.892507781,-87.626214906,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,,540,32,3.0
8,6.5,6,16,1,1466353800,41.892507781,-87.626214906,41.880994471,-87.632746489,1.21,,17031839100,Credit Card,,360,32,2.0
8,5.25,5,21,5,1400187600,41.892507781,-87.626214906,41.880994471,-87.632746489,0.9,,17031839100,Cash,,240,32,0.0
8,7.65,8,9,1,1440322200,41.892507781,-87.626214906,41.880994471,-87.632746489,1.8,,17031839100,Cash,,540,32,0.0
8,6.65,10,16,3,1413304200,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,480,32,2.0
8,6.65,11,23,6,1384556400,41.892507781,-87.626214906,41.880994471,-87.632746489,0.15,,17031839100,Credit Card,,480,32,0.0
8,9.05,4,10,2,1430130600,41.892507781,-87.626214906,41.880994471,-87.632746489,1.3,,17031839100,Cash,KOAM Taxi Association,900,32,0.0
8,11.05,9,19,5,1409859900,41.892507781,-87.626214906,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,1140,32,0.0
8,7.25,10,19,6,1380915900,41.892507781,-87.626214906,41.880994471,-87.632746489,1.2,,17031839100,Cash,Choice Taxi Association,540,32,0.0
8,7.05,4,18,3,1396980000,41.892507781,-87.626214906,41.880994471,-87.632746489,1.5,,17031839100,Cash,,480,32,0.0
8,5.65,2,14,4,1361368800,41.892507781,-87.626214906,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,,360,32,2.0
8,7.05,9,12,7,1442665800,41.892507781,-87.626214906,41.880994471,-87.632746489,1.3,,17031839100,Cash,KOAM Taxi Association,540,32,0.0
8,6.25,2,14,4,1392820200,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,420,32,4.0
8,6.25,11,19,2,1384801200,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,4.84,12,18,3,1386096300,41.892507781,-87.626214906,41.880994471,-87.632746489,0.5,,17031839100,Cash,,240,32,0.0
8,6.45,4,13,4,1396446300,41.892507781,-87.626214906,41.880994471,-87.632746489,1.5,,17031839100,Credit Card,Dispatch Taxi Affiliation,360,32,2.0
8,7.45,11,18,7,1414864800,41.892507781,-87.626214906,41.880994471,-87.632746489,1.1,,17031839100,Cash,Choice Taxi Association,600,32,0.0
8,7.05,10,18,4,1382551200,41.892507781,-87.626214906,41.880994471,-87.632746489,0.9,,17031839100,Cash,,600,32,0.0
8,6.45,10,7,6,1446189300,41.892507781,-87.626214906,41.880994471,-87.632746489,1.2,,17031839100,Cash,,480,32,0.0
8,6.65,8,17,3,1408469400,41.892507781,-87.626214906,41.880994471,-87.632746489,1.5,,17031839100,Cash,Choice Taxi Association,480,32,0.0
8,9.25,7,8,4,1438159500,41.892507781,-87.626214906,41.880994471,-87.632746489,0.1,,17031839100,Credit Card,Taxi Affiliation Services,900,32,2.05
8,6.65,6,14,2,1434376800,41.892507781,-87.626214906,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,,540,32,2.0
8,7.45,8,15,4,1438786800,41.892507781,-87.626214906,41.880994471,-87.632746489,1.5,,17031839100,Cash,Northwest Management LLC,660,32,0.0
8,5.25,12,8,4,1387356300,41.892507781,-87.626214906,41.880994471,-87.632746489,0.6,,17031839100,Cash,,300,32,0.0
8,6.25,4,11,6,1365161400,41.892507781,-87.626214906,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,,360,32,2.0
8,6.85,6,22,2,1433196900,41.892507781,-87.626214906,41.880994471,-87.632746489,1.4,,17031839100,Cash,,480,32,0.0
8,7.25,10,17,3,1413911700,41.892507781,-87.626214906,41.880994471,-87.632746489,1.7,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,6.25,12,14,2,1417445100,41.892507781,-87.626214906,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,KOAM Taxi Association,420,32,2.0
8,7.05,8,11,6,1406893500,41.892507781,-87.626214906,41.880994471,-87.632746489,1.3,,17031839100,Cash,,540,32,0.0
8,7.65,10,9,1,1381654800,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,600,32,0.0
8,7.25,2,8,5,1424937600,41.892507781,-87.626214906,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,,660,32,2.0
8,5.45,2,8,5,1393490700,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
8,7.25,11,10,3,1384856100,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,5.85,11,12,4,1448453700,41.892507781,-87.626214906,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,420,32,0.0
8,7.65,7,14,5,1437057900,41.892507781,-87.626214906,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,Dispatch Taxi Affiliation,660,32,2.0
8,7.65,10,19,6,1414179000,41.892507781,-87.626214906,41.88528132,-87.6572332,1.8,,17031833000,Credit Card,Taxi Affiliation Services,600,28,3.0
8,7.45,8,17,6,1438967700,41.892507781,-87.626214906,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Taxi Affiliation Services,540,28,2.0
8,8.75,2,21,4,1455140700,41.892507781,-87.626214906,41.88528132,-87.6572332,0.1,,17031833000,Credit Card,Taxi Affiliation Services,600,28,2.0
8,6.25,12,19,7,1451158200,41.892507781,-87.626214906,41.88528132,-87.6572332,0.0,,17031833000,Cash,Blue Ribbon Taxi Association Inc.,360,28,0.0
8,8.45,2,16,1,1393171200,41.892507781,-87.626214906,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,660,28,0.0
8,8.85,12,10,4,1449655200,41.892507781,-87.626214906,41.88528132,-87.6572332,1.7,,17031833000,Credit Card,Dispatch Taxi Affiliation,840,28,2.0
8,9.65,4,13,5,1366894800,41.892507781,-87.626214906,41.92926299,-87.635890954,0.0,,17031070101,Credit Card,Taxi Affiliation Services,720,7,2.1
8,8.85,12,21,1,1386536400,41.892507781,-87.626214906,41.92926299,-87.635890954,0.0,,17031070101,Credit Card,Taxi Affiliation Services,540,7,0.0
8,6.45,9,9,7,1380361500,41.892507781,-87.626214906,41.891971508,-87.612945414,1.3,,17031081402,Cash,,420,8,0.0
8,4.85,12,15,7,1417878900,41.892507781,-87.626214906,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,240,8,0.0
8,6.25,7,18,5,1374775200,41.892507781,-87.626214906,41.891971508,-87.612945414,0.7,,17031081402,Cash,,540,8,0.0
8,5.25,2,16,6,1393605900,41.892507781,-87.626214906,41.891971508,-87.612945414,0.0,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,5.65,6,16,5,1401986700,41.892507781,-87.626214906,41.891971508,-87.612945414,0.8,,17031081402,Cash,,360,8,0.0
8,7.65,6,16,6,1434732300,41.892507781,-87.626214906,41.891971508,-87.612945414,1.4,,17031081402,Credit Card,,660,8,2.0
8,5.05,1,16,3,1390926600,41.892507781,-87.626214906,41.891971508,-87.612945414,0.0,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,8.65,9,22,5,1411682400,41.892507781,-87.626214906,41.921854911,-87.646210977,2.5,,17031071200,Credit Card,Taxi Affiliation Services,540,7,2.0
8,7.65,2,23,6,1360970100,41.892507781,-87.626214906,41.907412816,-87.640901525,0.0,,17031080400,Cash,Northwest Management LLC,540,8,0.0
8,10.45,4,21,3,1430256600,41.892507781,-87.626214906,41.943237122,-87.643470956,3.8,,17031061901,Credit Card,,480,6,2.0
8,3.25,11,20,6,1384548300,41.892507781,-87.626214906,41.936310131,-87.651562592,0.0,,17031063000,Cash,,0,6,0.0
8,15.65,8,16,7,1408204800,41.892507781,-87.626214906,41.936086535,-87.666110694,0.3,,17031062700,Cash,Taxi Affiliation Services,1440,6,0.0
8,17.05,6,10,1,1404036900,41.892507781,-87.626214906,41.943155086,-87.640698076,6.2,,17031061902,Cash,,1320,6,0.0
8,9.65,3,17,1,1426441500,41.892507781,-87.626214906,41.879066994,-87.657005027,0.0,,17031833100,Cash,Taxi Affiliation Services,660,28,0.0
8,7.65,10,17,3,1381252500,41.892507781,-87.626214906,41.879066994,-87.657005027,1.8,,17031833100,Cash,Northwest Management LLC,540,28,0.0
8,5.25,2,22,4,1423089900,41.892507781,-87.626214906,41.900221297,-87.629105186,0.0,,17031081100,Credit Card,Taxi Affiliation Services,240,8,2.0
8,5.5,10,17,7,1477763100,41.892507781,-87.626214906,41.900221297,-87.629105186,0.6,,17031081100,Cash,,420,8,0.0
8,5.25,1,15,6,1389971700,41.892507781,-87.626214906,41.900221297,-87.629105186,0.9,,17031081100,Cash,,240,8,0.0
8,16.25,9,0,1,1378600200,41.892507781,-87.626214906,41.965141709,-87.676578071,7.0,,17031830800,Cash,,780,4,0.0
8,16.45,3,21,1,1394401500,41.892507781,-87.626214906,41.991234532,-87.65730427,7.1,,17031030101,Cash,,660,77,0.0
8,7.85,5,23,5,1432854900,41.892507781,-87.626214906,41.892493167,-87.664745836,2.2,,17031243300,Cash,,480,24,0.0
8,16.85,4,16,3,1398185100,41.892507781,-87.626214906,41.949139771,-87.656803909,6.9,,17031061100,Credit Card,,960,6,3.87
8,14.45,6,23,5,1403823600,41.892507781,-87.626214906,41.949220914,-87.651970395,5.2,,17031061000,Credit Card,Dispatch Taxi Affiliation,1080,6,2.85
8,8.05,11,20,3,1446582600,41.892507781,-87.626214906,41.879255084,-87.642648998,2.1,,17031281900,Cash,,540,28,0.0
8,7.45,12,22,2,1450736100,41.892507781,-87.626214906,41.879255084,-87.642648998,1.8,,17031281900,Credit Card,Choice Taxi Association,480,28,2.0
8,8.85,1,15,3,1421766900,41.892507781,-87.626214906,41.879255084,-87.642648998,1.8,,17031281900,Cash,,840,28,0.0
8,7.05,3,23,2,1427151600,41.892507781,-87.626214906,41.879255084,-87.642648998,1.7,,17031281900,Cash,Dispatch Taxi Affiliation,360,28,0.0
8,7.65,6,10,3,1403000100,41.892507781,-87.626214906,41.879255084,-87.642648998,1.5,,17031281900,Cash,Northwest Management LLC,600,28,0.0
8,9.05,4,18,5,1429812000,41.892507781,-87.626214906,41.879255084,-87.642648998,1.5,,17031281900,Cash,Choice Taxi Association,960,28,0.0
8,8.25,7,14,6,1374847200,41.892507781,-87.626214906,41.879255084,-87.642648998,0.14,,17031281900,Cash,,720,28,0.0
8,7.85,7,11,1,1404644400,41.892507781,-87.626214906,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,540,28,0.0
8,5.45,5,20,6,1400272200,41.892507781,-87.626214906,41.879255084,-87.642648998,1.0,,17031281900,Cash,Choice Taxi Association,240,28,0.0
8,9.25,6,17,2,1434993300,41.892507781,-87.626214906,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,960,28,0.0
8,7.05,12,14,2,1385992800,41.892507781,-87.626214906,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,480,28,0.0
8,8.25,12,13,6,1481895900,41.892507781,-87.626214906,41.879255084,-87.642648998,1.5,,17031281900,Cash,Choice Taxi Association,720,28,0.0
8,8.75,12,20,6,1481919300,41.892507781,-87.626214906,41.879255084,-87.642648998,1.83,,17031281900,Cash,,641,28,0.0
8,6.65,2,19,5,1424978100,41.892507781,-87.626214906,41.879255084,-87.642648998,1.5,,17031281900,Credit Card,,420,28,2.0
8,6.25,4,10,3,1429612200,41.892507781,-87.626214906,41.879255084,-87.642648998,1.2,,17031281900,Credit Card,Choice Taxi Association,420,28,2.0
8,39.75,10,20,1,1477253700,41.892507781,-87.626214906,41.982775009,-87.8773054,15.6,,17031770700,Cash,Choice Taxi Association,1560,,0.0
8,4.65,7,17,7,1405789200,41.892507781,-87.626214906,41.902788048,-87.62614559,0.0,,17031081202,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,5.45,11,20,3,1415131200,41.892507781,-87.626214906,41.902788048,-87.62614559,0.4,,17031081202,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,5.25,12,18,4,1386785700,41.892507781,-87.626214906,41.902788048,-87.62614559,0.0,,17031081202,Cash,Taxi Affiliation Services,360,8,0.0
8,5.45,11,16,6,1385741700,41.892507781,-87.626214906,41.902788048,-87.62614559,0.0,,17031081202,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,12.05,8,18,5,1375381800,41.892507781,-87.626214906,41.902788048,-87.62614559,2.0,,17031081202,Cash,Choice Taxi Association,1440,8,0.0
8,5.5,1,12,3,1453207500,41.892507781,-87.626214906,41.902788048,-87.62614559,0.8,,17031081202,Cash,,300,8,0.0
8,6.25,7,20,6,1373054400,41.892507781,-87.626214906,41.902788048,-87.62614559,1.0,,17031081202,Cash,,480,8,0.0
8,20.65,7,10,4,1438165800,41.892507781,-87.626214906,41.790506261,-87.583143717,0.0,,17031411000,Cash,Choice Taxi Association,1200,41,0.0
8,9.44,8,17,5,1409245200,41.892507781,-87.626214906,41.914585709,-87.645966207,2.4,,17031071800,Cash,,780,7,0.0
8,5.65,5,22,7,1369521900,41.892507781,-87.626214906,41.892072635,-87.628874157,0.2,,17031081600,Cash,,420,8,0.0
8,4.25,2,18,7,1391883300,41.892507781,-87.626214906,41.892072635,-87.628874157,0.4,,17031081600,Cash,Choice Taxi Association,180,8,0.0
8,4.65,3,8,7,1425717900,41.892507781,-87.626214906,41.892072635,-87.628874157,0.5,,17031081600,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,4.25,12,23,3,1450221300,41.892507781,-87.626214906,41.892072635,-87.628874157,0.4,,17031081600,Cash,,120,8,0.0
8,4.05,3,18,2,1363631400,41.892507781,-87.626214906,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,120,8,0.0
8,3.65,4,17,6,1428687900,41.892507781,-87.626214906,41.892072635,-87.628874157,0.1,,17031081600,Cash,Taxi Affiliation Services,60,8,0.0
8,5.25,6,0,1,1403397000,41.892507781,-87.626214906,41.892072635,-87.628874157,0.5,,17031081600,Cash,4053 - Adwar H. Nikola,360,8,0.0
8,15.25,12,17,3,1448991900,41.892507781,-87.626214906,41.965445784,-87.66319585,5.7,,17031031700,Credit Card,Dispatch Taxi Affiliation,960,3,2.5
8,9.45,7,18,1,1373826600,41.892507781,-87.626214906,41.89967018,-87.669837798,0.0,,17031242100,Credit Card,Choice Taxi Association,540,24,2.0
8,8.65,10,2,1,1412476200,41.892507781,-87.626214906,41.89967018,-87.669837798,2.8,,17031242100,Cash,Taxi Affiliation Services,420,24,0.0
8,9.25,4,20,6,1429907400,41.892507781,-87.626214906,41.89967018,-87.669837798,0.28,,17031242100,Cash,,660,24,0.0
8,7.05,3,8,1,1393749900,41.892507781,-87.626214906,41.885300022,-87.642808466,1.6,,17031280100,Cash,,480,28,0.0
8,6.25,8,16,3,1377621000,41.892507781,-87.626214906,41.885300022,-87.642808466,1.1,,17031280100,Cash,,420,28,0.0
8,6.05,2,7,2,1360566000,41.892507781,-87.626214906,41.885300022,-87.642808466,1.4,,17031280100,Cash,,240,28,0.0
8,7.65,8,14,5,1377784800,41.892507781,-87.626214906,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Choice Taxi Association,660,28,3.0
8,7.85,6,0,7,1370044800,41.892507781,-87.626214906,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,600,28,0.0
8,6.65,5,11,3,1399376700,41.892507781,-87.626214906,41.885300022,-87.642808466,1.3,,17031280100,Credit Card,,420,28,0.0
8,8.25,1,9,6,1391160600,41.892507781,-87.626214906,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Taxi Affiliation Services,720,28,3.0
8,6.85,12,16,4,1449073800,41.892507781,-87.626214906,41.885300022,-87.642808466,1.1,,17031280100,Cash,,540,28,0.0
8,6.05,4,20,2,1365453900,41.892507781,-87.626214906,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,300,28,0.0
8,6.65,2,13,7,1361019600,41.892507781,-87.626214906,41.885300022,-87.642808466,1.4,,17031280100,Cash,,420,28,0.0
8,7.45,10,23,7,1381618800,41.892507781,-87.626214906,41.885300022,-87.642808466,0.18,,17031280100,Credit Card,,540,28,1.0
8,6.45,7,17,5,1372959900,41.892507781,-87.626214906,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,420,28,0.0
8,11.85,12,19,4,1418842800,41.892507781,-87.626214906,41.929077655,-87.646293476,0.2,,17031070200,Credit Card,Taxi Affiliation Services,900,7,2.35
8,13.05,2,22,4,1424902500,41.892507781,-87.626214906,41.929077655,-87.646293476,4.6,,17031070200,Cash,Taxi Affiliation Services,900,7,0.0
8,6.45,1,17,7,1421516700,41.892507781,-87.626214906,41.909495669,-87.630963601,1.3,,17031080201,Cash,,480,8,0.0
8,7.85,12,17,1,1419182100,41.892507781,-87.626214906,41.909495669,-87.630963601,1.6,,17031080201,Credit Card,Choice Taxi Association,660,8,2.0
8,6.25,12,20,2,1418068800,41.892507781,-87.626214906,41.909495669,-87.630963601,1.2,,17031080201,Credit Card,Taxi Affiliation Services,420,8,2.0
8,16.45,7,18,2,1436207400,41.892507781,-87.626214906,41.952822916,-87.653243992,5.3,,17031832100,Credit Card,Taxi Affiliation Services,1560,6,4.35
8,4.25,7,21,7,1374356700,41.892507781,-87.626214906,41.89503345,-87.619710672,0.3,,17031081401,Credit Card,,180,8,2.0
8,4.85,11,8,6,1446798600,41.892507781,-87.626214906,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,5.05,10,22,6,1382740200,41.892507781,-87.626214906,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,300,8,0.0
8,6.25,3,20,3,1364330700,41.892507781,-87.626214906,41.89503345,-87.619710672,0.9,,17031081401,Cash,,480,8,0.0
8,5.5,1,10,2,1451901600,41.892507781,-87.626214906,41.89503345,-87.619710672,0.5,,17031081401,Cash,KOAM Taxi Association,300,8,0.0
8,4.65,6,21,4,1402522200,41.892507781,-87.626214906,41.89503345,-87.619710672,0.5,,17031081401,Cash,,240,8,0.0
8,5.25,1,20,6,1358541000,41.892507781,-87.626214906,41.89503345,-87.619710672,0.8,,17031081401,Cash,,240,8,0.0
8,4.25,3,8,5,1395304200,41.892507781,-87.626214906,41.89503345,-87.619710672,0.4,,17031081401,Credit Card,,180,8,3.0
8,5.05,9,19,1,1378668600,41.892507781,-87.626214906,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,240,8,2.0
8,12.25,12,0,7,1386980100,41.892507781,-87.626214906,41.899422254,-87.684490122,3.2,,17031242400,Cash,Taxi Affiliation Services,1260,24,0.0
8,7.05,3,13,7,1394888400,41.892507781,-87.626214906,41.870607372,-87.622172937,1.2,,17031320600,Cash,Dispatch Taxi Affiliation,540,32,0.0
8,6.85,6,23,5,1435275900,41.892507781,-87.626214906,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,420,32,0.0
8,7.25,10,22,7,1381615200,41.892507781,-87.626214906,41.870607372,-87.622172937,0.1,,17031320600,Cash,Taxi Affiliation Services,540,32,0.0
8,6.25,7,21,3,1372799700,41.892507781,-87.626214906,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,360,32,0.0
8,8.05,7,14,5,1438266600,41.892507781,-87.626214906,41.870607372,-87.622172937,1.6,,17031320600,Cash,Choice Taxi Association,720,32,0.0
8,6.65,6,19,4,1372275900,41.892507781,-87.626214906,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,360,32,0.0
8,7.25,10,10,7,1413627300,41.892507781,-87.626214906,41.870607372,-87.622172937,1.9,,17031320600,Cash,Taxi Affiliation Services,480,32,0.0
8,6.25,11,13,4,1383744600,41.892507781,-87.626214906,41.870607372,-87.622172937,0.11,,17031320600,Cash,,480,32,0.0
8,9.65,7,9,3,1406625300,41.892507781,-87.626214906,41.870607372,-87.622172937,2.1,,17031320600,Cash,Taxi Affiliation Services,960,32,0.0
8,7.25,9,15,5,1441898100,41.892507781,-87.626214906,41.870607372,-87.622172937,1.4,,17031320600,Cash,,540,32,0.0
8,7.05,10,22,5,1414104300,41.892507781,-87.626214906,41.870607372,-87.622172937,1.8,,17031320600,Credit Card,Dispatch Taxi Affiliation,420,32,3.0
8,6.85,11,17,1,1415553300,41.892507781,-87.626214906,41.87101588,-87.631406525,1.3,,17031839000,Credit Card,,480,32,2.0
8,8.65,10,17,1,1445794200,41.892507781,-87.626214906,41.87101588,-87.631406525,2.0,,17031839000,Credit Card,,720,32,2.0
8,4.65,1,19,3,1358882100,41.892507781,-87.626214906,41.899155613,-87.626210532,0.4,,17031081201,Cash,,180,8,0.0
8,5.65,1,13,6,1388754000,41.892507781,-87.626214906,41.899155613,-87.626210532,0.6,,17031081201,Cash,,420,8,0.0
8,6.05,5,12,1,1431261900,41.892507781,-87.626214906,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,360,8,0.0
8,4.45,12,20,2,1387830600,41.892507781,-87.626214906,41.899155613,-87.626210532,0.3,,17031081201,Credit Card,,180,8,1.0
8,4.05,4,10,1,1397988900,41.892507781,-87.626214906,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,180,8,0.0
8,4.45,7,13,5,1437053400,41.892507781,-87.626214906,41.899155613,-87.626210532,0.5,,17031081201,Cash,Taxi Affiliation Services,180,8,0.0
8,4.25,5,13,1,1432474200,41.892507781,-87.626214906,41.899155613,-87.626210532,0.4,,17031081201,Cash,Taxi Affiliation Services,180,8,0.0
8,4.65,9,23,5,1443137400,41.892507781,-87.626214906,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Blue Ribbon Taxi Association Inc.,240,8,1.0
8,5.45,6,20,1,1434312000,41.892507781,-87.626214906,41.899155613,-87.626210532,0.7,,17031081201,Credit Card,Dispatch Taxi Affiliation,360,8,2.0
8,4.45,2,21,7,1361049300,41.892507781,-87.626214906,41.899155613,-87.626210532,0.3,,17031081201,Cash,Northwest Management LLC,240,8,0.0
8,4.45,3,14,3,1394547300,41.892507781,-87.626214906,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,5.25,10,17,5,1446140700,41.892507781,-87.626214906,41.899155613,-87.626210532,0.6,,17031081201,Cash,Taxi Affiliation Services,300,8,0.0
8,6.65,3,14,1,1394979300,41.892507781,-87.626214906,41.899155613,-87.626210532,0.6,,17031081201,Cash,,780,8,0.0
8,4.85,9,20,5,1410468300,41.892507781,-87.626214906,41.899155613,-87.626210532,0.6,,17031081201,Cash,Taxi Affiliation Services,240,8,0.0
8,6.65,8,14,3,1407248100,41.892507781,-87.626214906,41.899155613,-87.626210532,1.1,,17031081201,Cash,Taxi Affiliation Services,660,8,0.0
8,6.65,10,16,5,1443717900,41.892507781,-87.626214906,41.899155613,-87.626210532,1.1,,17031081201,Cash,Taxi Affiliation Services,600,8,0.0
8,5.65,11,18,6,1384541100,41.892507781,-87.626214906,41.899155613,-87.626210532,0.5,,17031081201,Cash,,420,8,0.0
8,4.5,9,18,7,1474135200,41.892507781,-87.626214906,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,180,8,0.0
8,4.65,8,22,5,1409263200,41.892507781,-87.626214906,41.899155613,-87.626210532,0.0,,17031081201,Cash,Choice Taxi Association,240,8,0.0
8,4.65,5,19,2,1431978300,41.892507781,-87.626214906,41.899155613,-87.626210532,0.6,,17031081201,Credit Card,,180,8,2.0
8,14.25,7,22,6,1405116900,41.892507781,-87.626214906,41.942691844,-87.651770507,5.4,,17031062100,Cash,Taxi Affiliation Services,960,6,0.0
8,29.25,7,13,6,1405689300,41.892507781,-87.626214906,41.785998518,-87.750934289,12.7,,17031980100,Credit Card,,2460,56,0.0
8,30.45,11,16,4,1446653700,41.892507781,-87.626214906,41.785998518,-87.750934289,12.9,,17031980100,Cash,Dispatch Taxi Affiliation,2940,56,0.0
8,29.85,5,15,1,1401030000,41.892507781,-87.626214906,41.785998518,-87.750934289,0.8,,17031980100,Cash,Taxi Affiliation Services,1560,56,0.0
8,28.65,9,7,1,1379835900,41.892507781,-87.626214906,41.785998518,-87.750934289,0.1,,17031980100,Cash,Dispatch Taxi Affiliation,1200,56,0.0
8,29.45,12,15,3,1418137200,41.892507781,-87.626214906,41.785998518,-87.750934289,13.1,,17031980100,Credit Card,Taxi Affiliation Services,2520,56,8.1
8,27.85,3,5,2,1426483800,41.892507781,-87.626214906,41.785998518,-87.750934289,12.8,,17031980100,Cash,Choice Taxi Association,1500,56,0.0
8,32.25,12,15,4,1386776700,41.892507781,-87.626214906,41.785998518,-87.750934289,0.0,,17031980100,Cash,Blue Ribbon Taxi Association Inc.,2580,56,0.0
8,27.45,9,8,7,1411201800,41.892507781,-87.626214906,41.785998518,-87.750934289,13.3,,17031980100,Credit Card,,1200,56,5.89
8,5.05,1,19,5,1389898800,41.892507781,-87.626214906,41.89321636,-87.63784421,0.8,,17031081800,Cash,,240,8,0.0
8,4.85,11,16,6,1384533000,41.892507781,-87.626214906,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Blue Ribbon Taxi Association Inc.,300,8,2.0
8,6.05,1,22,7,1390688100,41.892507781,-87.626214906,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,420,8,1.0
8,5.45,7,18,3,1438108200,41.892507781,-87.626214906,41.89321636,-87.63784421,0.6,,17031081800,Credit Card,,360,8,2.0
8,6.25,5,17,6,1430500500,41.892507781,-87.626214906,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,480,8,0.0
8,3.45,10,13,1,1413723600,41.892507781,-87.626214906,41.89321636,-87.63784421,0.0,,17031081800,Cash,,60,8,0.0
8,7.05,9,19,7,1442689200,41.892507781,-87.626214906,41.89321636,-87.63784421,0.8,,17031081800,Cash,Northwest Management LLC,660,8,0.0
8,5.25,3,16,7,1395505800,41.892507781,-87.626214906,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
8,6.05,9,17,4,1380128400,41.892507781,-87.626214906,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
8,6.05,7,17,5,1438275600,41.892507781,-87.626214906,41.89321636,-87.63784421,1.0,,17031081800,Cash,,420,8,0.0
8,5.25,6,10,3,1433846700,41.892507781,-87.626214906,41.89321636,-87.63784421,0.79,,17031081800,Cash,,240,8,0.0
8,4.84,2,6,2,1392013800,41.892507781,-87.626214906,41.89321636,-87.63784421,0.8,,17031081800,Credit Card,,180,8,2.0
8,6.85,11,13,4,1448457300,41.892507781,-87.626214906,41.89321636,-87.63784421,1.2,,17031081800,Cash,,540,8,0.0
8,5.75,5,19,4,1463598000,41.892507781,-87.626214906,41.89321636,-87.63784421,0.9,,17031081800,Credit Card,,300,8,0.0
8,4.65,6,10,7,1434797100,41.892507781,-87.626214906,41.89321636,-87.63784421,0.6,,17031081800,Cash,Taxi Affiliation Services,180,8,0.0
8,7.65,2,18,4,1423072800,41.892507781,-87.626214906,41.89321636,-87.63784421,1.26,,17031081800,Cash,,600,8,0.0
8,5.25,5,19,7,1367695800,41.892507781,-87.626214906,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,300,8,1.75
8,5.05,4,13,3,1429018200,41.892507781,-87.626214906,41.89321636,-87.63784421,0.6,,17031081800,Credit Card,Taxi Affiliation Services,300,8,2.0
8,7.05,8,17,7,1408814100,41.892507781,-87.626214906,41.89321636,-87.63784421,1.3,,17031081800,Cash,Taxi Affiliation Services,540,8,0.0
8,4.85,12,9,6,1417772700,41.892507781,-87.626214906,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,240,8,1.0
8,15.85,1,2,1,1389492000,41.892507781,-87.626214906,41.950673358,-87.666536281,0.0,,17031060400,Cash,Blue Ribbon Taxi Association Inc.,1020,6,0.0
8,9.65,12,15,7,1417880700,41.892507781,-87.626214906,41.898331794,-87.620762865,1.0,,17031081300,Credit Card,,1140,8,4.0
8,6.25,11,21,1,1414964700,41.892507781,-87.626214906,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Taxi Affiliation Services,360,8,4.0
8,5.65,3,22,6,1362780900,41.892507781,-87.626214906,41.898331794,-87.620762865,9.0,,17031081300,Credit Card,Taxi Affiliation Services,360,8,2.0
8,5.45,3,21,6,1427490000,41.892507781,-87.626214906,41.898331794,-87.620762865,0.07,,17031081300,Credit Card,,300,8,2.0
8,4.45,9,0,7,1442622600,41.892507781,-87.626214906,41.898331794,-87.620762865,0.3,,17031081300,Credit Card,,180,8,2.0
8,6.05,8,14,4,1408543200,41.892507781,-87.626214906,41.898331794,-87.620762865,1.1,,17031081300,Cash,,360,8,0.0
8,12.85,1,19,5,1391109300,41.892507781,-87.626214906,41.949829346,-87.64396537,4.1,,17031060900,Cash,Dispatch Taxi Affiliation,1140,6,0.0
8,5.85,9,2,7,1441421100,41.892507781,-87.626214906,41.90749193,-87.63576009,0.0,,17031080300,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,5.85,2,14,5,1393510500,41.892507781,-87.626214906,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,300,8,0.0
8,9.85,10,16,5,1382631300,41.892507781,-87.626214906,41.867902418,-87.642958665,2.2,,17031841900,Cash,,960,28,0.0
8,9.05,6,17,3,1401817500,41.892507781,-87.626214906,41.867902418,-87.642958665,0.1,,17031841900,Cash,Blue Ribbon Taxi Association Inc.,840,28,0.0
8,11.05,4,20,5,1366920000,41.892507781,-87.626214906,41.87866742,-87.671653621,0.1,,17031838100,Cash,Taxi Affiliation Services,960,28,0.0
8,10.65,7,21,7,1373750100,41.892507781,-87.626214906,41.87866742,-87.671653621,0.0,,17031838100,Cash,Dispatch Taxi Affiliation,720,28,0.0
8,9.25,12,13,7,1419080400,41.892507781,-87.626214906,41.87866742,-87.671653621,2.6,,17031838100,Cash,Choice Taxi Association,660,28,0.0
8,11.45,2,18,7,1424542500,41.892507781,-87.626214906,41.87866742,-87.671653621,0.0,,17031838100,Cash,Dispatch Taxi Affiliation,1080,28,0.0
8,11.25,4,22,7,1366497000,41.892507781,-87.626214906,41.91922505,-87.671445766,3.6,,17031832300,Cash,,720,22,0.0
8,8.85,7,20,2,1436820300,41.892507781,-87.626214906,41.904935302,-87.649907226,2.2,,17031842200,Credit Card,,720,8,3.0
8,7.85,3,9,3,1363684500,41.892507781,-87.626214906,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,600,8,0.0
8,8.85,7,17,2,1436203800,41.892507781,-87.626214906,41.904935302,-87.649907226,2.5,,17031842200,Cash,Northwest Management LLC,660,8,0.0
8,8.85,8,11,5,1439463600,41.892507781,-87.626214906,41.904935302,-87.649907226,2.4,,17031842200,Credit Card,,660,8,2.0
5,21.85,7,23,4,1404342000,41.957735565,-87.683718102,41.859349715,-87.617358006,9.2,,17031330100,Cash,,1500,33,0.0
5,9.05,6,21,1,1402263000,41.957735565,-87.683718102,41.943155086,-87.640698076,2.6,,17031061902,Cash,,660,6,0.0
7,9.85,2,0,6,1361492100,41.921877461,-87.66407824,,,2.97,,,Cash,,840,,0.0
7,3.25,5,3,7,1399086000,41.921877461,-87.66407824,41.921877461,-87.66407824,0.0,,17031832500,Credit Card,Dispatch Taxi Affiliation,0,7,2.0
7,7.45,4,0,7,1365206400,41.921877461,-87.66407824,41.950605232,-87.671332488,1.3,,17031060300,Cash,Dispatch Taxi Affiliation,360,6,0.0
7,8.65,9,1,7,1379120400,41.921877461,-87.66407824,41.905857769,-87.630865027,0.0,,17031080202,Cash,Taxi Affiliation Services,540,8,0.0
7,11.85,7,1,1,1374974100,41.921877461,-87.66407824,41.905857769,-87.630865027,0.42,,17031080202,Cash,,840,8,0.0
7,5.25,5,1,7,1369445400,41.921877461,-87.66407824,41.921854911,-87.646210977,0.8,,17031071200,Credit Card,Choice Taxi Association,240,7,3.0
7,7.05,12,23,6,1387582200,41.921877461,-87.66407824,41.936310131,-87.651562592,1.6,,17031063000,Credit Card,KOAM Taxi Association,540,6,2.0
7,4.65,4,23,5,1397172600,41.921877461,-87.66407824,41.929046937,-87.651310877,0.0,,17031070300,Credit Card,Taxi Affiliation Services,180,7,1.0
7,10.45,6,20,2,1372104900,41.921877461,-87.66407824,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,900,8,0.0
7,7.05,2,21,7,1391895000,41.921877461,-87.66407824,41.942691844,-87.651770507,1.8,,17031062100,Cash,,420,6,0.0
7,9.44,2,0,1,1361060100,41.921877461,-87.66407824,41.89321636,-87.63784421,2.9,,17031081800,Cash,,660,8,0.0
7,10.65,10,21,5,1412889300,41.921877461,-87.66407824,41.898331794,-87.620762865,3.0,,17031081300,Cash,Dispatch Taxi Affiliation,960,8,0.0
5,13.05,2,3,7,1391831100,41.941311617,-87.685615817,41.89830587,-87.653613982,0.44,,17031842300,Cash,,1140,24,0.0
8,53.65,9,10,6,1379067300,41.892042136,-87.63186395,,,0.0,,,Cash,Northwest Management LLC,2160,,0.0
8,5.65,5,16,1,1368374400,41.892042136,-87.63186395,,,0.81,,,Credit Card,,360,,3.0
8,12.45,3,5,6,1364533200,41.892042136,-87.63186395,,,1.39,,,Cash,,1500,,0.0
8,23.65,11,13,5,1383830100,41.892042136,-87.63186395,,,0.0,,,Cash,Dispatch Taxi Affiliation,0,,0.0
8,11.45,11,10,4,1415181600,41.892042136,-87.63186395,41.849246754,-87.624135298,3.4,,17031841000,Credit Card,Choice Taxi Association,900,33,0.0
8,5.25,6,22,1,1401660900,41.892042136,-87.63186395,41.892507781,-87.626214906,0.5,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
8,4.65,8,23,6,1406935800,41.892042136,-87.63186395,41.892507781,-87.626214906,0.3,,17031081500,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,4.65,3,13,1,1394974800,41.892042136,-87.63186395,41.892507781,-87.626214906,0.8,,17031081500,Credit Card,Dispatch Taxi Affiliation,120,8,1.0
8,4.25,4,1,1,1396747800,41.892042136,-87.63186395,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,120,8,2.0
8,4.45,5,11,6,1430478900,41.892042136,-87.63186395,41.892507781,-87.626214906,0.5,,17031081500,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,4.65,12,18,4,1386785700,41.892042136,-87.63186395,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,4.45,4,16,3,1398182400,41.892042136,-87.63186395,41.892507781,-87.626214906,0.4,,17031081500,Credit Card,,180,8,2.0
8,5.05,1,20,2,1420490700,41.892042136,-87.63186395,41.892507781,-87.626214906,0.7,,17031081500,Cash,,300,8,0.0
8,4.45,2,23,1,1424042100,41.892042136,-87.63186395,41.892507781,-87.626214906,0.5,,17031081500,Cash,Taxi Affiliation Services,180,8,0.0
8,5.85,10,21,5,1446154200,41.892042136,-87.63186395,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,420,8,2.0
8,5.45,9,10,3,1409652000,41.892042136,-87.63186395,41.892507781,-87.626214906,0.7,,17031081500,Cash,,300,8,0.0
8,5.05,11,18,6,1415385000,41.892042136,-87.63186395,41.892507781,-87.626214906,0.5,,17031081500,Cash,,300,8,0.0
8,5.05,5,0,4,1368576000,41.892042136,-87.63186395,41.892507781,-87.626214906,0.7,,17031081500,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,4.65,8,23,7,1409442300,41.892042136,-87.63186395,41.892507781,-87.626214906,0.3,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,6.05,6,17,2,1370886300,41.892042136,-87.63186395,41.892507781,-87.626214906,1.0,,17031081500,Credit Card,,420,8,2.0
8,5.05,4,14,3,1396967400,41.892042136,-87.63186395,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,5.05,3,21,3,1363124700,41.892042136,-87.63186395,41.892507781,-87.626214906,0.7,,17031081500,Cash,,240,8,0.0
8,5.05,3,15,6,1363360500,41.892042136,-87.63186395,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
8,4.65,12,0,4,1386115200,41.892042136,-87.63186395,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,6.85,11,22,7,1417300200,41.892042136,-87.63186395,41.892507781,-87.626214906,0.0,,17031081500,Cash,Choice Taxi Association,780,8,0.0
8,5.05,6,20,3,1401826500,41.892042136,-87.63186395,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,5.05,12,12,5,1449145800,41.892042136,-87.63186395,41.892507781,-87.626214906,0.7,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
8,5.85,11,20,7,1416084300,41.892042136,-87.63186395,41.892507781,-87.626214906,0.0,,17031081500,Cash,Choice Taxi Association,420,8,0.0
8,16.05,5,0,1,1399769100,41.892042136,-87.63186395,41.957530922,-87.66661144,6.7,,17031060100,Cash,Dispatch Taxi Affiliation,840,6,0.0
8,10.85,3,19,6,1362771000,41.892042136,-87.63186395,41.921877461,-87.66407824,3.0,,17031832500,Cash,Choice Taxi Association,900,7,0.0
8,11.45,12,3,7,1450494900,41.892042136,-87.63186395,41.869274453,-87.664047241,4.3,,17031283100,Credit Card,,480,28,3.0
8,4.45,8,1,7,1407547800,41.892042136,-87.63186395,41.892042136,-87.63186395,0.3,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
8,3.45,4,17,4,1430329500,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,60,8,0.0
8,4.85,10,2,7,1380938400,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,240,8,1.0
8,4.65,4,2,7,1397269800,41.892042136,-87.63186395,41.892042136,-87.63186395,0.4,,17031081700,Cash,Taxi Affiliation Services,180,8,0.0
8,3.25,9,14,1,1379256300,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,0,8,0.0
8,3.25,11,17,5,1383843600,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,,0,8,0.0
8,7.45,6,19,4,1434568500,41.892042136,-87.63186395,41.892042136,-87.63186395,0.9,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
8,4.05,8,19,7,1377370800,41.892042136,-87.63186395,41.892042136,-87.63186395,0.2,,17031081700,Cash,,120,8,0.0
8,5.45,3,22,7,1426370400,41.892042136,-87.63186395,41.892042136,-87.63186395,0.7,,17031081700,Cash,1085 - 72312 N and W Cab Co,360,8,0.0
8,3.45,5,0,6,1369354500,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Northwest Management LLC,0,8,0.0
8,3.25,12,13,5,1449753300,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,,0,8,0.0
8,4.45,1,13,4,1421847900,41.892042136,-87.63186395,41.892042136,-87.63186395,0.5,,17031081700,Credit Card,,180,8,2.0
8,4.45,1,21,6,1357335000,41.892042136,-87.63186395,41.892042136,-87.63186395,0.7,,17031081700,Cash,Choice Taxi Association,120,8,0.0
8,14.45,3,21,2,1396299600,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Chicago Elite Cab Corp. (Chicago Carriag,900,8,0.0
8,5.85,10,1,6,1412299800,41.892042136,-87.63186395,41.892042136,-87.63186395,0.4,,17031081700,Cash,Choice Taxi Association,480,8,0.0
8,4.65,10,20,4,1413405900,41.892042136,-87.63186395,41.892042136,-87.63186395,0.4,,17031081700,Cash,,240,8,0.0
8,3.25,5,3,7,1400297400,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,60,8,1.75
8,6.45,1,20,4,1388607300,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,600,8,0.0
8,6.25,12,19,7,1449344700,41.892042136,-87.63186395,41.892042136,-87.63186395,0.5,,17031081700,Credit Card,,480,8,2.0
8,4.45,6,1,1,1434851100,41.892042136,-87.63186395,41.892042136,-87.63186395,0.02,,17031081700,Cash,,240,8,0.0
8,5.85,2,12,2,1393244100,41.892042136,-87.63186395,41.892042136,-87.63186395,112.0,,17031081700,Unknown,Taxi Affiliation Services,0,8,1.17
8,4.05,5,13,6,1432904400,41.892042136,-87.63186395,41.892042136,-87.63186395,0.3,,17031081700,Credit Card,Taxi Affiliation Services,120,8,2.0
8,5.85,12,22,7,1419718500,41.892042136,-87.63186395,41.892042136,-87.63186395,0.7,,17031081700,Credit Card,,420,8,5.0
8,4.45,7,19,6,1374261300,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,180,8,2.0
8,4.05,1,9,6,1391161500,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,120,8,0.0
8,5.05,6,23,2,1403565300,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
8,3.45,11,2,7,1384569900,41.892042136,-87.63186395,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,60,8,0.0
8,10.65,9,23,5,1442533500,41.892042136,-87.63186395,41.93057857,-87.642206313,3.1,,17031070102,Cash,Taxi Affiliation Services,720,7,0.0
8,37.65,6,11,4,1434541500,41.892042136,-87.63186395,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,Dispatch Taxi Affiliation,2760,76,8.2
8,36.25,6,13,5,1435237200,41.892042136,-87.63186395,41.97907082,-87.903039661,17.5,,17031980000,Credit Card,,2220,76,7.85
8,37.05,5,14,4,1431526500,41.892042136,-87.63186395,41.97907082,-87.903039661,17.4,,17031980000,Credit Card,Taxi Affiliation Services,2520,76,7.8
8,35.65,4,5,2,1367214300,41.892042136,-87.63186395,41.97907082,-87.903039661,178.0,,17031980000,Credit Card,Taxi Affiliation Services,1140,76,7.5
8,37.65,9,8,5,1411029900,41.892042136,-87.63186395,41.97907082,-87.903039661,16.8,,17031980000,Cash,Northwest Management LLC,3120,76,0.0
8,34.85,3,5,2,1395639900,41.892042136,-87.63186395,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Blue Ribbon Taxi Association Inc.,1140,76,4.0
8,34.45,4,15,4,1366211700,41.892042136,-87.63186395,41.97907082,-87.903039661,10.5,,17031980000,Credit Card,Northwest Management LLC,1980,76,9.35
8,34.85,5,13,5,1399556700,41.892042136,-87.63186395,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,1800,76,0.0
8,37.65,3,16,5,1363276800,41.892042136,-87.63186395,41.97907082,-87.903039661,18.4,,17031980000,Credit Card,,2580,76,5.0
8,11.85,10,0,7,1444437900,41.892042136,-87.63186395,41.921778356,-87.641459759,3.3,,17031071300,Credit Card,,1080,7,3.0
8,8.85,12,22,3,1386713700,41.892042136,-87.63186395,41.921778356,-87.641459759,0.0,,17031071300,Credit Card,Taxi Affiliation Services,660,7,4.0
8,8.25,6,17,6,1403285400,41.892042136,-87.63186395,41.921778356,-87.641459759,1.9,,17031071300,Credit Card,,660,7,2.0
8,5.85,5,0,3,1399940100,41.892042136,-87.63186395,41.900265687,-87.63210922,1.2,,17031081000,Cash,,300,8,0.0
8,4.25,3,1,7,1394846100,41.892042136,-87.63186395,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,120,8,0.0
8,5.85,12,1,1,1418519700,41.892042136,-87.63186395,41.900265687,-87.63210922,1.0,,17031081000,Credit Card,,300,8,3.0
8,4.85,4,2,7,1428720300,41.892042136,-87.63186395,41.900265687,-87.63210922,0.8,,17031081000,Credit Card,Taxi Affiliation Services,180,8,1.0
8,8.05,7,1,1,1406422800,41.892042136,-87.63186395,41.914747305,-87.654007029,2.4,,17031832600,Cash,,420,7,0.0
8,9.25,6,23,7,1435446900,41.892042136,-87.63186395,41.914747305,-87.654007029,2.6,,17031832600,Cash,Dispatch Taxi Affiliation,720,7,0.0
8,10.65,7,18,7,1373741100,41.892042136,-87.63186395,41.914747305,-87.654007029,2.8,,17031832600,Cash,,900,7,0.0
8,9.25,1,20,5,1420749000,41.892042136,-87.63186395,41.914747305,-87.654007029,2.5,,17031832600,Credit Card,,780,7,3.0
8,12.85,5,2,7,1431741600,41.892042136,-87.63186395,41.958154876,-87.653021789,0.3,,17031032100,Credit Card,Blue Ribbon Taxi Association Inc.,600,3,2.0
8,11.45,12,2,7,1449888300,41.892042136,-87.63186395,41.928967266,-87.656156831,0.2,,17031070400,Cash,Taxi Affiliation Services,900,7,0.0
8,10.65,10,23,5,1413500400,41.892042136,-87.63186395,41.921778188,-87.651061884,3.6,,17031071100,Cash,,720,7,0.0
8,9.45,9,20,3,1443557700,41.892042136,-87.63186395,41.921778188,-87.651061884,2.8,,17031071100,Credit Card,Dispatch Taxi Affiliation,720,7,2.0
8,7.45,8,23,6,1376696700,41.892042136,-87.63186395,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Blue Ribbon Taxi Association Inc.,600,7,2.0
8,6.85,5,3,1,1400382000,41.892042136,-87.63186395,41.914616286,-87.631717366,0.1,,17031071500,Cash,Taxi Affiliation Services,480,7,0.0
8,7.65,8,22,6,1376692200,41.892042136,-87.63186395,41.914616286,-87.631717366,1.7,,17031071500,Cash,Northwest Management LLC,600,7,0.0
8,7.85,7,20,2,1373921100,41.892042136,-87.63186395,41.914616286,-87.631717366,0.0,,17031071500,Cash,Taxi Affiliation Services,540,7,0.0
8,5.65,4,6,2,1366007400,41.892042136,-87.63186395,41.914616286,-87.631717366,0.0,,17031071500,Cash,Blue Ribbon Taxi Association Inc.,240,7,0.0
8,8.25,7,22,3,1436307300,41.892042136,-87.63186395,41.914616286,-87.631717366,2.1,,17031071500,Credit Card,,600,7,2.0
8,8.5,9,18,1,1474223400,41.892042136,-87.63186395,41.914616286,-87.631717366,1.9,,17031071500,Cash,KOAM Taxi Association,540,7,0.0
8,7.65,10,0,6,1412297100,41.892042136,-87.63186395,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Choice Taxi Association,480,7,2.0
8,18.05,3,23,2,1425338100,41.892042136,-87.63186395,41.970244982,-87.713435328,7.8,,17031140200,Credit Card,,960,14,3.61
8,10.45,8,2,1,1375582500,41.892042136,-87.63186395,41.938391258,-87.63857492,0.0,,17031063200,Cash,Choice Taxi Association,660,6,0.0
8,12.85,6,18,5,1403805600,41.892042136,-87.63186395,41.938391258,-87.63857492,4.2,,17031063200,Credit Card,,1020,6,2.0
8,12.25,5,23,7,1399765500,41.892042136,-87.63186395,41.938391258,-87.63857492,4.2,,17031063200,Credit Card,,840,6,1.0
8,6.25,3,10,5,1363860000,41.892042136,-87.63186395,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,480,32,0.0
8,6.45,3,10,3,1393929000,41.892042136,-87.63186395,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,480,32,0.0
8,5.85,7,10,4,1372848300,41.892042136,-87.63186395,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,420,32,0.0
8,7.85,9,22,4,1379543400,41.892042136,-87.63186395,41.877406123,-87.621971652,0.1,,17031320400,Cash,Taxi Affiliation Services,600,32,0.0
8,5.75,3,22,7,1457215200,41.892042136,-87.63186395,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,300,32,0.0
8,5.85,6,22,7,1370125800,41.892042136,-87.63186395,41.877406123,-87.621971652,1.0,,17031320400,Cash,,360,32,0.0
8,5.45,3,21,3,1427233500,41.892042136,-87.63186395,41.877406123,-87.621971652,1.0,,17031320400,Credit Card,Dispatch Taxi Affiliation,300,32,1.0
8,5.45,2,19,6,1424458800,41.892042136,-87.63186395,41.877406123,-87.621971652,0.9,,17031320400,Credit Card,,240,32,2.0
8,8.65,11,7,3,1383634800,41.892042136,-87.63186395,41.877406123,-87.621971652,1.9,,17031320400,Cash,,720,32,0.0
8,5.65,2,19,4,1424892600,41.892042136,-87.63186395,41.877406123,-87.621971652,0.8,,17031320400,Cash,,360,32,0.0
8,15.25,3,19,3,1426016700,41.892042136,-87.63186395,41.938232293,-87.646782081,0.56,,17031063100,Cash,,960,6,0.0
8,10.45,11,20,7,1417293000,41.892042136,-87.63186395,41.89830587,-87.653613982,2.7,,17031842300,Cash,Taxi Affiliation Services,1020,24,0.0
8,9.45,10,23,5,1382657400,41.892042136,-87.63186395,41.89830587,-87.653613982,0.0,,17031842300,Cash,Taxi Affiliation Services,720,24,0.0
8,4.85,9,19,4,1378928700,41.892042136,-87.63186395,41.89830587,-87.653613982,0.0,,17031842300,Cash,Taxi Affiliation Services,180,24,0.0
8,5.65,1,19,2,1358190000,41.892042136,-87.63186395,41.89830587,-87.653613982,0.0,,17031842300,Cash,Taxi Affiliation Services,360,24,0.0
8,5.65,4,20,5,1398370500,41.892042136,-87.63186395,41.89830587,-87.653613982,1.0,,17031842300,Credit Card,,300,24,2.0
8,16.75,1,18,2,1452535200,41.892042136,-87.63186395,41.934762456,-87.639853859,0.0,,17031063302,Credit Card,Blue Ribbon Taxi Association Inc.,1200,6,3.35
8,9.45,5,2,1,1368324000,41.892042136,-87.63186395,41.934762456,-87.639853859,0.0,,17031063302,Credit Card,Taxi Affiliation Services,540,6,2.05
8,12.05,2,18,1,1423420200,41.892042136,-87.63186395,41.934762456,-87.639853859,4.7,,17031063302,Cash,,600,6,0.0
8,12.45,1,11,7,1389440700,41.892042136,-87.63186395,41.936159071,-87.661265218,0.2,,17031062800,Cash,Taxi Affiliation Services,780,6,0.0
8,10.65,6,21,3,1402434900,41.892042136,-87.63186395,41.921701492,-87.655911848,0.2,,17031071000,Credit Card,Taxi Affiliation Services,900,7,2.0
8,10.25,5,20,1,1399235400,41.892042136,-87.63186395,41.934539716,-87.643022804,0.32,,17031063301,Credit Card,,780,6,4.0
8,8.05,4,3,1,1429412400,41.892042136,-87.63186395,41.859349715,-87.617358006,1.9,,17031330100,Cash,,600,33,0.0
8,9.45,8,4,1,1407039300,41.892042136,-87.63186395,41.859349715,-87.617358006,2.9,,17031330100,Credit Card,Top Cab Affiliation,600,33,2.05
8,11.45,9,16,2,1380556800,41.892042136,-87.63186395,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,900,33,0.0
8,8.05,7,0,7,1373068800,41.892042136,-87.63186395,41.859349715,-87.617358006,1.8,,17031330100,Cash,Dispatch Taxi Affiliation,540,33,0.0
8,9.05,1,19,2,1422300600,41.892042136,-87.63186395,41.859349715,-87.617358006,2.5,,17031330100,Cash,,660,33,0.0
8,9.45,6,3,1,1404010800,41.892042136,-87.63186395,41.906025969,-87.675311622,0.1,,17031241400,Cash,Taxi Affiliation Services,660,24,0.0
8,10.05,5,20,3,1432068300,41.892042136,-87.63186395,41.906025969,-87.675311622,3.1,,17031241400,Credit Card,Choice Taxi Association,660,24,2.0
8,5.65,5,21,1,1431899100,41.892042136,-87.63186395,41.892658108,-87.652534484,1.1,,17031243500,Credit Card,Taxi Affiliation Services,300,24,1.0
8,7.25,8,12,4,1408537800,41.892042136,-87.63186395,41.892658108,-87.652534484,1.6,,17031243500,Cash,,540,24,0.0
8,6.65,6,21,5,1402609500,41.892042136,-87.63186395,41.892658108,-87.652534484,1.6,,17031243500,Cash,Dispatch Taxi Affiliation,420,24,0.0
8,5.85,4,23,5,1366933500,41.892042136,-87.63186395,41.892658108,-87.652534484,0.0,,17031243500,Cash,Taxi Affiliation Services,300,24,0.0
8,6.45,12,1,1,1417914900,41.892042136,-87.63186395,41.892658108,-87.652534484,1.4,,17031243500,Credit Card,,360,24,2.0
8,8.25,12,1,6,1418346000,41.892042136,-87.63186395,41.899589796,-87.674719134,2.5,,17031242200,Cash,,420,24,0.0
8,8.65,4,23,1,1428275700,41.892042136,-87.63186395,41.899589796,-87.674719134,2.5,,17031242200,Cash,,540,24,0.0
8,10.65,7,21,6,1374875100,41.892042136,-87.63186395,41.899506548,-87.679600287,0.1,,17031242300,Credit Card,Blue Ribbon Taxi Association Inc.,960,24,2.3
8,9.25,1,2,7,1390616100,41.892042136,-87.63186395,41.907520075,-87.6266589,0.0,,17031080100,Cash,Choice Taxi Association,900,8,0.0
8,13.05,6,0,7,1402100100,41.892042136,-87.63186395,41.935438915,-87.693325868,4.9,,17031210900,Cash,Taxi Affiliation Services,660,21,0.0
8,15.45,3,3,1,1425783600,41.892042136,-87.63186395,41.936237179,-87.656411531,6.2,,17031062900,Cash,Dispatch Taxi Affiliation,840,6,0.0
8,11.05,10,0,1,1381019400,41.892042136,-87.63186395,41.936237179,-87.656411531,0.2,,17031062900,Credit Card,Taxi Affiliation Services,1020,6,2.6
8,7.45,11,16,6,1383322500,41.892042136,-87.63186395,41.905857769,-87.630865027,0.17,,17031080202,Cash,,600,8,0.0
8,5.75,1,21,7,1454190300,41.892042136,-87.63186395,41.905857769,-87.630865027,0.0,,17031080202,Credit Card,Taxi Affiliation Services,360,8,2.0
8,9.05,1,19,5,1420744500,41.892042136,-87.63186395,41.905857769,-87.630865027,1.4,,17031080202,Credit Card,Top Cab Affiliation,960,8,2.0
8,6.25,6,22,2,1401747300,41.892042136,-87.63186395,41.905857769,-87.630865027,0.0,,17031080202,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,5.85,2,23,4,1391643900,41.892042136,-87.63186395,41.905857769,-87.630865027,1.2,,17031080202,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,7.65,4,18,4,1429121700,41.892042136,-87.63186395,41.905857769,-87.630865027,1.5,,17031080202,Credit Card,,660,8,3.35
8,8.05,5,18,6,1367604900,41.892042136,-87.63186395,41.905857769,-87.630865027,0.0,,17031080202,Cash,Taxi Affiliation Services,660,8,0.0
8,5.25,12,14,3,1386081900,41.892042136,-87.63186395,41.905857769,-87.630865027,0.0,,17031080202,Cash,Taxi Affiliation Services,240,8,0.0
8,9.25,5,12,1,1401020100,41.892042136,-87.63186395,41.922082541,-87.634156093,2.4,,17031071400,Credit Card,,720,7,5.0
8,9.44,10,15,7,1413042300,41.892042136,-87.63186395,41.922082541,-87.634156093,2.4,,17031071400,Cash,,780,7,0.0
8,9.05,7,2,1,1405823400,41.892042136,-87.63186395,41.922082541,-87.634156093,0.0,,17031071400,Cash,Taxi Affiliation Services,660,7,0.0
8,8.25,2,22,2,1392069600,41.892042136,-87.63186395,41.922082541,-87.634156093,2.4,,17031071400,Credit Card,,540,7,1.0
8,8.85,6,2,7,1370659500,41.892042136,-87.63186395,41.922082541,-87.634156093,2.5,,17031071400,Credit Card,,600,7,3.0
8,5.45,11,22,6,1417212000,41.892042136,-87.63186395,41.890922026,-87.618868355,0.1,,17031081403,Cash,,240,8,0.0
8,4.85,11,18,5,1416506400,41.892042136,-87.63186395,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
8,7.25,2,21,7,1392498000,41.892042136,-87.63186395,41.890922026,-87.618868355,1.3,,17031081403,Cash,,540,8,0.0
8,8.05,7,18,4,1436984100,41.892042136,-87.63186395,41.890922026,-87.618868355,1.6,,17031081403,Cash,,720,8,0.0
8,5.85,10,23,7,1444520700,41.892042136,-87.63186395,41.890922026,-87.618868355,0.9,,17031081403,Credit Card,KOAM Taxi Association,420,8,2.0
8,4.65,2,3,7,1423882800,41.892042136,-87.63186395,41.890922026,-87.618868355,0.5,,17031081403,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,6.65,6,2,7,1403921700,41.892042136,-87.63186395,41.890922026,-87.618868355,1.0,,17031081403,Cash,,480,8,0.0
8,7.05,6,12,7,1433592000,41.892042136,-87.63186395,41.890922026,-87.618868355,0.9,,17031081403,Cash,,600,8,0.0
8,4.85,4,22,5,1366927200,41.892042136,-87.63186395,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,240,8,2.0
8,5.25,9,16,6,1380300300,41.892042136,-87.63186395,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,300,8,0.0
8,5.65,10,13,2,1413810000,41.892042136,-87.63186395,41.890922026,-87.618868355,1.0,,17031081403,Credit Card,,300,8,3.0
8,6.65,7,20,2,1405973700,41.892042136,-87.63186395,41.890922026,-87.618868355,1.2,,17031081403,Credit Card,,540,8,2.0
8,5.05,5,20,2,1401135300,41.892042136,-87.63186395,41.890922026,-87.618868355,0.7,,17031081403,Cash,Taxi Affiliation Services,300,8,0.0
8,5.65,4,1,7,1396662300,41.892042136,-87.63186395,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,4.84,4,15,3,1366126200,41.892042136,-87.63186395,41.890922026,-87.618868355,0.8,,17031081403,Cash,,180,8,0.0
8,5.25,10,18,2,1414435500,41.892042136,-87.63186395,41.890922026,-87.618868355,0.9,,17031081403,Cash,,300,8,0.0
8,5.25,11,17,7,1384623000,41.892042136,-87.63186395,41.890922026,-87.618868355,0.7,,17031081403,Credit Card,Northwest Management LLC,300,8,1.0
8,5.65,5,23,4,1400108400,41.892042136,-87.63186395,41.890922026,-87.618868355,1.0,,17031081403,Cash,Choice Taxi Association,300,8,0.0
8,4.85,3,15,7,1364052600,41.892042136,-87.63186395,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
8,5.65,8,22,4,1409178600,41.892042136,-87.63186395,41.890922026,-87.618868355,0.7,,17031081403,Cash,,360,8,0.0
8,5.45,11,1,2,1415581200,41.892042136,-87.63186395,41.890922026,-87.618868355,0.9,,17031081403,Cash,,240,8,0.0
8,4.84,9,18,5,1443119400,41.892042136,-87.63186395,41.890922026,-87.618868355,0.6,,17031081403,Credit Card,,300,8,2.0
8,7.85,12,20,4,1449087300,41.892042136,-87.63186395,41.899737388,-87.664953917,2.1,,17031242000,Credit Card,,480,24,3.0
8,9.65,10,21,1,1382305500,41.892042136,-87.63186395,41.934659157,-87.646729729,0.1,,17031063400,Cash,Blue Ribbon Taxi Association Inc.,600,6,0.0
8,6.25,1,23,6,1422658800,41.892042136,-87.63186395,41.892536872,-87.659864318,1.5,,17031243400,Cash,Dispatch Taxi Affiliation,360,24,0.0
8,38.45,4,15,3,1366125300,41.892042136,-87.63186395,41.884987192,-87.620992913,19.4,,17031320100,Cash,,180,32,0.0
8,4.65,6,21,3,1435095900,41.892042136,-87.63186395,41.884987192,-87.620992913,0.4,,17031320100,Credit Card,Taxi Affiliation Services,240,32,3.0
8,5.85,10,13,4,1412169300,41.892042136,-87.63186395,41.884987192,-87.620992913,0.9,,17031320100,Cash,,360,32,0.0
8,4.65,5,3,1,1367725500,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,180,32,0.0
8,7.45,11,21,5,1384462800,41.892042136,-87.63186395,41.884987192,-87.620992913,1.4,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
8,5.65,1,14,1,1359295200,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,4.85,11,5,7,1383369300,41.892042136,-87.63186395,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,240,32,0.0
8,10.45,5,18,2,1399919400,41.892042136,-87.63186395,41.884987192,-87.620992913,0.1,,17031320100,Cash,Taxi Affiliation Services,960,32,0.0
8,4.84,6,22,5,1403217000,41.892042136,-87.63186395,41.884987192,-87.620992913,0.6,,17031320100,Credit Card,,240,32,2.0
8,5.05,5,3,6,1400814900,41.892042136,-87.63186395,41.884987192,-87.620992913,1.0,,17031320100,Cash,Dispatch Taxi Affiliation,240,32,0.0
8,5.65,7,4,1,1374381000,41.892042136,-87.63186395,41.884987192,-87.620992913,0.1,,17031320100,Credit Card,,300,32,0.05
8,5.25,9,18,1,1411324200,41.892042136,-87.63186395,41.884987192,-87.620992913,0.8,,17031320100,Cash,,300,32,0.0
8,6.05,4,23,4,1366240500,41.892042136,-87.63186395,41.884987192,-87.620992913,1.2,,17031320100,Cash,Dispatch Taxi Affiliation,360,32,0.0
8,5.25,7,2,7,1406340000,41.892042136,-87.63186395,41.884987192,-87.620992913,0.7,,17031320100,Cash,,300,32,0.0
8,6.25,2,7,3,1455001200,41.892042136,-87.63186395,41.884987192,-87.620992913,1.3,,17031320100,Cash,Dispatch Taxi Affiliation,240,32,0.0
8,4.85,2,11,2,1392031800,41.892042136,-87.63186395,41.884987192,-87.620992913,0.5,,17031320100,Credit Card,KOAM Taxi Association,180,32,1.25
8,5.25,3,8,4,1394613000,41.892042136,-87.63186395,41.884987192,-87.620992913,0.8,,17031320100,Cash,,300,32,0.0
8,5.45,11,20,3,1383682500,41.892042136,-87.63186395,41.884987192,-87.620992913,0.9,,17031320100,Credit Card,Northwest Management LLC,300,32,1.0
8,5.45,8,20,3,1439323200,41.892042136,-87.63186395,41.884987192,-87.620992913,0.9,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,4.65,11,0,2,1416787200,41.892042136,-87.63186395,41.884987192,-87.620992913,0.6,,17031320100,Cash,Choice Taxi Association,180,32,0.0
8,5.05,5,3,6,1432871100,41.892042136,-87.63186395,41.884987192,-87.620992913,0.5,,17031320100,Cash,,240,32,0.0
8,3.25,9,9,6,1380272400,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Cash,Choice Taxi Association,360,32,0.0
8,4.45,10,10,4,1413974700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,240,32,2.0
8,5.45,2,16,4,1361982600,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
8,5.05,4,16,4,1396454400,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Cash,Choice Taxi Association,240,32,0.0
8,5.5,3,8,6,1457685900,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,Taxi Affiliation Services,300,32,1.0
8,5.05,3,1,7,1425692700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,,240,32,3.0
8,6.25,6,7,2,1465802100,41.892042136,-87.63186395,41.880994471,-87.632746489,1.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
8,6.25,3,14,2,1393857900,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,420,32,0.0
8,6.25,3,11,7,1362827700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,360,32,2.0
8,6.05,8,10,5,1376560800,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,5.25,11,12,6,1416573900,41.892042136,-87.63186395,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,Taxi Affiliation Services,300,32,1.0
8,6.25,6,0,4,1371600900,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,4.65,7,0,1,1405814400,41.892042136,-87.63186395,41.880994471,-87.632746489,0.5,,17031839100,Cash,Choice Taxi Association,240,32,0.0
8,5.05,5,7,6,1369984500,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,240,32,0.0
8,6.45,6,9,3,1372150800,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,540,32,0.0
8,5.65,6,15,5,1402587000,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,7.25,11,13,2,1416231900,41.892042136,-87.63186395,41.880994471,-87.632746489,1.1,,17031839100,Cash,Dispatch Taxi Affiliation,540,32,0.0
8,6.45,1,0,6,1391129100,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,300,32,3.0
8,5.65,8,14,5,1408632300,41.892042136,-87.63186395,41.880994471,-87.632746489,0.9,,17031839100,Cash,,360,32,0.0
8,6.85,3,13,5,1394715600,41.892042136,-87.63186395,41.880994471,-87.632746489,1.1,,17031839100,Cash,,540,32,0.0
8,5.05,6,16,3,1371571200,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Northwest Management LLC,240,32,0.0
8,5.45,6,14,6,1435329900,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,300,32,0.0
8,3.65,1,19,6,1390591800,41.892042136,-87.63186395,41.880994471,-87.632746489,0.2,,17031839100,No Charge,Dispatch Taxi Affiliation,60,32,0.0
8,6.05,11,8,6,1416559500,41.892042136,-87.63186395,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,Taxi Affiliation Services,360,32,2.0
8,4.85,2,16,5,1423152000,41.892042136,-87.63186395,41.880994471,-87.632746489,0.6,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
8,5.85,10,13,4,1413380700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.8,,17031839100,Cash,,420,32,0.0
8,8.65,4,15,4,1427901300,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,840,32,0.0
8,5.75,12,15,4,1481123700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Cash,Dispatch Taxi Affiliation,360,32,0.0
8,4.65,8,7,5,1376551800,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,180,32,0.0
8,5.25,10,23,6,1412378100,41.892042136,-87.63186395,41.880994471,-87.632746489,1.1,,17031839100,Cash,Choice Taxi Association,240,32,0.0
8,7.65,10,4,5,1381379400,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
8,5.65,12,12,2,1386592200,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Cash,,360,32,0.0
8,5.05,8,15,4,1407944700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.8,,17031839100,Cash,Dispatch Taxi Affiliation,240,32,0.0
8,4.45,12,8,6,1418371200,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Cash,,120,32,0.0
8,8.25,6,8,3,1435653000,41.892042136,-87.63186395,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,,780,32,2.0
8,7.05,3,17,3,1425403800,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,600,32,2.0
8,5.05,7,15,5,1438271100,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
8,6.05,2,9,6,1392975000,41.892042136,-87.63186395,41.880994471,-87.632746489,0.8,,17031839100,Cash,Choice Taxi Association,420,32,0.0
8,5.05,1,13,3,1421156700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
8,7.65,6,8,3,1403599500,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,660,32,0.0
8,4.65,6,12,1,1433680200,41.892042136,-87.63186395,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,,180,32,0.0
8,4.65,1,10,7,1420280100,41.892042136,-87.63186395,41.880994471,-87.632746489,0.7,,17031839100,Cash,,180,32,0.0
8,3.85,8,6,2,1408344300,41.892042136,-87.63186395,41.880994471,-87.632746489,0.31,,17031839100,Credit Card,,120,32,1.0
8,6.45,4,7,3,1429602300,41.892042136,-87.63186395,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,,420,32,2.0
8,6.45,4,11,6,1396611900,41.892042136,-87.63186395,41.880994471,-87.632746489,1.2,,17031839100,Cash,Dispatch Taxi Affiliation,420,32,0.0
8,5.25,12,7,6,1386920700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.1,,17031839100,Cash,,240,32,0.0
8,6.85,5,12,5,1401366600,41.892042136,-87.63186395,41.880994471,-87.632746489,1.3,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
8,5.25,3,14,5,1394116200,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
8,6.5,11,17,2,1478540700,41.892042136,-87.63186395,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Northwest Management LLC,420,32,2.0
8,6.65,2,17,4,1424281500,41.892042136,-87.63186395,41.880994471,-87.632746489,1.0,,17031839100,Cash,Dispatch Taxi Affiliation,540,32,0.0
8,4.45,11,0,3,1415664900,41.892042136,-87.63186395,41.880994471,-87.632746489,0.6,,17031839100,Cash,,120,32,0.0
8,7.05,8,11,4,1438775100,41.892042136,-87.63186395,41.880994471,-87.632746489,1.4,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,7.85,5,13,6,1401454800,41.892042136,-87.63186395,41.880994471,-87.632746489,1.7,,17031839100,Cash,,600,32,0.0
8,7.05,7,21,6,1405718100,41.892042136,-87.63186395,41.880994471,-87.632746489,1.4,,17031839100,Cash,Dispatch Taxi Affiliation,480,32,0.0
8,7.85,4,9,5,1398332700,41.892042136,-87.63186395,41.88528132,-87.6572332,1.7,,17031833000,Cash,Dispatch Taxi Affiliation,660,28,0.0
8,7.5,6,19,4,1467227700,41.892042136,-87.63186395,41.88528132,-87.6572332,1.4,,17031833000,Cash,,480,28,0.0
8,6.05,7,22,6,1374273000,41.892042136,-87.63186395,41.88528132,-87.6572332,0.0,,17031833000,Cash,Dispatch Taxi Affiliation,360,28,0.0
8,11.05,11,21,3,1385501400,41.892042136,-87.63186395,41.88528132,-87.6572332,3.3,,17031833000,Credit Card,,900,28,2.0
8,7.25,8,0,1,1472345100,41.892042136,-87.63186395,41.88528132,-87.6572332,1.6,,17031833000,Cash,,420,28,0.0
8,7.65,10,2,1,1443924000,41.892042136,-87.63186395,41.88528132,-87.6572332,2.0,,17031833000,Credit Card,KOAM Taxi Association,480,28,2.0
8,10.05,11,18,5,1384454700,41.892042136,-87.63186395,41.88528132,-87.6572332,0.0,,17031833000,Cash,Dispatch Taxi Affiliation,1080,28,0.0
8,6.25,6,0,6,1370565900,41.892042136,-87.63186395,41.88528132,-87.6572332,1.4,,17031833000,Cash,,360,28,0.0
8,6.25,12,16,4,1387385100,41.892042136,-87.63186395,41.88528132,-87.6572332,0.0,,17031833000,Cash,Blue Ribbon Taxi Association Inc.,420,28,0.0
8,9.05,1,20,5,1389300300,41.892042136,-87.63186395,41.912431869,-87.670189148,0.1,,17031240200,Cash,Taxi Affiliation Services,540,24,0.0
8,11.45,9,19,5,1379617200,41.892042136,-87.63186395,41.928945904,-87.66089257,3.8,,17031070500,Cash,,960,7,0.0
8,11.25,12,22,1,1419201000,41.892042136,-87.63186395,41.928945904,-87.66089257,3.8,,17031070500,Cash,,840,7,0.0
8,11.45,6,22,3,1434492900,41.892042136,-87.63186395,41.928945904,-87.66089257,3.6,,17031070500,Cash,,900,7,0.0
8,8.65,7,0,6,1404434700,41.892042136,-87.63186395,41.92926299,-87.635890954,2.5,,17031070101,Credit Card,Taxi Affiliation Services,600,7,3.0
8,12.25,7,22,4,1374098400,41.892042136,-87.63186395,41.92926299,-87.635890954,4.4,,17031070101,Cash,Choice Taxi Association,660,7,0.0
8,6.25,8,23,6,1376090100,41.892042136,-87.63186395,41.891971508,-87.612945414,0.0,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,6.25,9,0,7,1380328200,41.892042136,-87.63186395,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,480,8,0.0
8,6.45,12,13,7,1449320400,41.892042136,-87.63186395,41.891971508,-87.612945414,1.3,,17031081402,Cash,,600,8,0.0
8,6.05,2,15,2,1392650100,41.892042136,-87.63186395,41.891971508,-87.612945414,1.2,,17031081402,Cash,Taxi Affiliation Services,420,8,0.0
8,6.45,7,22,7,1405202400,41.892042136,-87.63186395,41.891971508,-87.612945414,0.9,,17031081402,Cash,,480,8,0.0
8,5.85,9,17,6,1441386900,41.892042136,-87.63186395,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Taxi Affiliation Services,360,8,3.0
8,26.85,5,11,5,1369307700,41.892042136,-87.63186395,41.891971508,-87.612945414,0.0,,17031081402,Cash,Dispatch Taxi Affiliation,2220,8,0.0
8,15.25,7,18,7,1373739300,41.892042136,-87.63186395,41.946294536,-87.654298084,4.8,,17031832000,Cash,Dispatch Taxi Affiliation,1440,6,0.0
8,12.45,4,2,1,1430015400,41.892042136,-87.63186395,41.946294536,-87.654298084,4.7,,17031832000,Credit Card,,720,6,2.0
8,9.05,12,0,1,1450570500,41.892042136,-87.63186395,41.921854911,-87.646210977,2.5,,17031071200,Cash,,660,7,0.0
8,18.05,2,21,6,1425073500,41.892042136,-87.63186395,41.797153425,-87.582365702,7.6,,17031410900,Cash,,960,41,0.0
8,6.65,2,23,5,1424992500,41.892042136,-87.63186395,41.907412816,-87.640901525,0.0,,17031080400,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
8,12.85,8,22,1,1407708000,41.892042136,-87.63186395,41.943237122,-87.643470956,0.49,,17031061901,Cash,,660,6,0.0
8,11.85,6,2,1,1404009900,41.892042136,-87.63186395,41.936310131,-87.651562592,3.8,,17031063000,Credit Card,KOAM Taxi Association,960,6,2.35
8,9.45,5,19,4,1368647100,41.892042136,-87.63186395,41.906650766,-87.66533766,0.1,,17031241600,Cash,Blue Ribbon Taxi Association Inc.,540,24,0.0
8,9.44,8,0,1,1408233600,41.892042136,-87.63186395,41.879066994,-87.657005027,2.3,,17031833100,Cash,,540,28,0.0
8,7.05,12,2,7,1449886500,41.892042136,-87.63186395,41.879066994,-87.657005027,1.5,,17031833100,Cash,Dispatch Taxi Affiliation,420,28,0.0
8,8.25,5,0,6,1400805900,41.892042136,-87.63186395,41.879066994,-87.657005027,0.23,,17031833100,Cash,,600,28,0.0
8,6.85,11,20,5,1446754500,41.892042136,-87.63186395,41.879066994,-87.657005027,1.6,,17031833100,Credit Card,,420,28,2.0
8,7.25,12,21,4,1418851800,41.892042136,-87.63186395,41.879066994,-87.657005027,1.6,,17031833100,Cash,Dispatch Taxi Affiliation,540,28,0.0
8,3.65,11,17,6,1448643600,41.892042136,-87.63186395,41.900221297,-87.629105186,0.2,,17031081100,Credit Card,Taxi Affiliation Services,60,8,0.0
8,5.25,8,4,6,1375416000,41.892042136,-87.63186395,41.900221297,-87.629105186,0.0,,17031081100,Cash,Taxi Affiliation Services,240,8,0.0
8,5.25,8,18,3,1472580000,41.892042136,-87.63186395,41.900221297,-87.629105186,0.9,,17031081100,Cash,Choice Taxi Association,240,8,0.0
8,4.85,3,0,4,1426639500,41.892042136,-87.63186395,41.900221297,-87.629105186,0.0,,17031081100,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,5.75,1,19,4,1452713400,41.892042136,-87.63186395,41.900221297,-87.629105186,0.0,,17031081100,Credit Card,Blue Ribbon Taxi Association Inc.,300,8,1.0
8,5.05,6,23,7,1370130300,41.892042136,-87.63186395,41.900221297,-87.629105186,0.0,,17031081100,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,5.85,1,17,4,1421859600,41.892042136,-87.63186395,41.900221297,-87.629105186,0.9,,17031081100,Credit Card,,360,8,3.0
8,5.85,6,17,1,1403459100,41.892042136,-87.63186395,41.900221297,-87.629105186,0.8,,17031081100,Cash,,420,8,0.0
8,4.85,12,22,7,1449353700,41.892042136,-87.63186395,41.900221297,-87.629105186,0.6,,17031081100,Credit Card,Choice Taxi Association,240,8,2.0
8,5.05,2,3,2,1391397300,41.892042136,-87.63186395,41.900221297,-87.629105186,0.0,,17031081100,Cash,Taxi Affiliation Services,240,8,0.0
8,5.85,2,23,6,1393026300,41.892042136,-87.63186395,41.900221297,-87.629105186,0.9,,17031081100,Credit Card,Taxi Affiliation Services,360,8,2.0
8,5.05,10,21,5,1446153300,41.892042136,-87.63186395,41.900221297,-87.629105186,0.7,,17031081100,Cash,,240,8,0.0
8,11.25,9,23,7,1379200500,41.892042136,-87.63186395,41.911972301,-87.683642922,0.0,,17031240500,Cash,Choice Taxi Association,780,24,0.0
8,15.05,1,22,7,1390689900,41.892042136,-87.63186395,41.949220914,-87.651970395,0.3,,17031061000,Credit Card,Taxi Affiliation Services,960,6,3.0
8,14.05,3,2,7,1425695400,41.892042136,-87.63186395,41.949220914,-87.651970395,5.5,,17031061000,Cash,Choice Taxi Association,960,6,0.0
8,5.45,2,2,7,1391826600,41.892042136,-87.63186395,41.879255084,-87.642648998,1.0,,17031281900,Credit Card,Northwest Management LLC,240,28,3.0
8,7.45,12,17,3,1418147100,41.892042136,-87.63186395,41.879255084,-87.642648998,1.3,,17031281900,Cash,,660,28,0.0
8,7.25,9,22,4,1410992100,41.892042136,-87.63186395,41.879255084,-87.642648998,1.6,,17031281900,Credit Card,Taxi Affiliation Services,480,28,2.0
8,6.05,9,15,3,1441119600,41.892042136,-87.63186395,41.879255084,-87.642648998,1.2,,17031281900,Cash,Taxi Affiliation Services,360,28,0.0
8,7.45,4,10,2,1366020000,41.892042136,-87.63186395,41.879255084,-87.642648998,0.8,,17031281900,Credit Card,Dispatch Taxi Affiliation,600,28,3.0
8,7.05,12,7,2,1418023800,41.892042136,-87.63186395,41.879255084,-87.642648998,1.3,,17031281900,Credit Card,,480,28,2.0
8,6.05,8,14,5,1408629600,41.892042136,-87.63186395,41.879255084,-87.642648998,1.0,,17031281900,Credit Card,,420,28,2.0
8,5.85,7,11,6,1374234300,41.892042136,-87.63186395,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,360,28,2.0
8,7.05,3,18,5,1394130600,41.892042136,-87.63186395,41.879255084,-87.642648998,1.1,,17031281900,Cash,,600,28,0.0
8,5.85,10,7,6,1380871800,41.892042136,-87.63186395,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
8,8.25,5,13,4,1401282900,41.892042136,-87.63186395,41.879255084,-87.642648998,1.5,,17031281900,Credit Card,,720,28,2.0
8,6.45,7,20,2,1404764100,41.892042136,-87.63186395,41.879255084,-87.642648998,1.1,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
8,7.45,9,9,4,1441184400,41.892042136,-87.63186395,41.879255084,-87.642648998,0.9,,17031281900,Cash,Taxi Affiliation Services,720,28,0.0
8,7.25,4,15,6,1397834100,41.892042136,-87.63186395,41.879255084,-87.642648998,1.0,,17031281900,Cash,,660,28,0.0
8,7.05,11,2,7,1385172000,41.892042136,-87.63186395,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,480,28,0.0
8,6.85,6,15,6,1371827700,41.892042136,-87.63186395,41.879255084,-87.642648998,0.9,,17031281900,Cash,,540,28,0.0
8,8.05,11,21,7,1385240400,41.892042136,-87.63186395,41.902788048,-87.62614559,0.0,,17031081202,Cash,Taxi Affiliation Services,720,8,0.0
8,6.25,2,22,2,1393281900,41.892042136,-87.63186395,41.902788048,-87.62614559,1.2,,17031081202,Cash,,360,8,0.0
8,7.65,4,4,7,1366431300,41.892042136,-87.63186395,41.914585709,-87.645966207,0.0,,17031071800,Cash,Taxi Affiliation Services,480,7,0.0
8,11.05,12,19,6,1417806000,41.892042136,-87.63186395,41.914585709,-87.645966207,3.3,,17031071800,Credit Card,Dispatch Taxi Affiliation,1140,7,3.1
8,10.05,4,18,5,1396548900,41.892042136,-87.63186395,41.914585709,-87.645966207,2.3,,17031071800,Cash,,960,7,0.0
8,5.65,6,1,6,1370568600,41.892042136,-87.63186395,41.892072635,-87.628874157,0.1,,17031081600,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,4.85,5,11,5,1401362100,41.892042136,-87.63186395,41.892072635,-87.628874157,0.0,,17031081600,Cash,Choice Taxi Association,240,8,0.0
8,4.85,12,15,1,1385910000,41.892042136,-87.63186395,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Blue Ribbon Taxi Association Inc.,240,8,2.0
8,5.25,7,21,7,1405200600,41.892042136,-87.63186395,41.892072635,-87.628874157,0.6,,17031081600,Cash,,360,8,0.0
8,4.05,6,20,7,1371933900,41.892042136,-87.63186395,41.892072635,-87.628874157,0.1,,17031081600,No Charge,Dispatch Taxi Affiliation,180,8,0.0
8,4.65,4,23,6,1365809400,41.892042136,-87.63186395,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,240,8,0.0
8,4.45,8,0,7,1376699400,41.892042136,-87.63186395,41.892072635,-87.628874157,0.0,,17031081600,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,5.65,9,11,4,1441193400,41.892042136,-87.63186395,41.892072635,-87.628874157,0.5,,17031081600,Credit Card,,480,8,2.0
8,4.05,9,22,4,1441838700,41.892042136,-87.63186395,41.892072635,-87.628874157,0.2,,17031081600,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,4.25,2,18,5,1392919200,41.892042136,-87.63186395,41.892072635,-87.628874157,0.2,,17031081600,Cash,,180,8,0.0
8,5.05,10,1,1,1443922200,41.892042136,-87.63186395,41.892072635,-87.628874157,0.5,,17031081600,Cash,,300,8,0.0
8,16.65,6,2,7,1371867300,41.892042136,-87.63186395,41.942859303,-87.717503858,0.0,,17031831100,Cash,Dispatch Taxi Affiliation,840,21,0.0
8,11.65,5,18,5,1368728100,41.892042136,-87.63186395,41.89967018,-87.669837798,2.4,,17031242100,Credit Card,,1260,24,2.0
8,11.85,8,2,7,1408761900,41.892042136,-87.63186395,41.89967018,-87.669837798,3.7,,17031242100,Credit Card,Taxi Affiliation Services,960,24,2.95
8,7.85,10,2,1,1443924000,41.892042136,-87.63186395,41.89967018,-87.669837798,2.2,,17031242100,Cash,,420,24,0.0
8,12.65,3,0,7,1394843400,41.892042136,-87.63186395,41.912364354,-87.675062757,3.3,,17031240300,Cash,Taxi Affiliation Services,1320,24,0.0
8,11.85,6,22,7,1433629800,41.892042136,-87.63186395,41.912364354,-87.675062757,4.1,,17031240300,Credit Card,Choice Taxi Association,720,24,3.0
8,10.65,1,0,1,1358640900,41.892042136,-87.63186395,41.912364354,-87.675062757,0.0,,17031240300,Cash,Northwest Management LLC,660,24,0.0
8,9.65,6,1,7,1403918100,41.892042136,-87.63186395,41.885300022,-87.642808466,2.3,,17031280100,Cash,Taxi Affiliation Services,840,28,0.0
8,5.45,3,19,3,1393960500,41.892042136,-87.63186395,41.885300022,-87.642808466,0.5,,17031280100,Cash,Dispatch Taxi Affiliation,360,28,0.0
8,5.45,4,16,5,1430409600,41.892042136,-87.63186395,41.885300022,-87.642808466,0.9,,17031280100,Cash,,360,28,0.0
8,5.45,2,19,5,1423163700,41.892042136,-87.63186395,41.885300022,-87.642808466,0.7,,17031280100,Credit Card,,360,28,3.0
8,4.65,4,23,3,1429659900,41.892042136,-87.63186395,41.885300022,-87.642808466,0.6,,17031280100,Cash,Taxi Affiliation Services,180,28,0.0
8,5.85,6,22,4,1403129700,41.892042136,-87.63186395,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,420,28,0.0
8,6.25,11,14,4,1384353900,41.892042136,-87.63186395,41.885300022,-87.642808466,1.0,,17031280100,Cash,Taxi Affiliation Services,540,28,0.0
8,5.75,2,21,2,1454966100,41.892042136,-87.63186395,41.885300022,-87.642808466,0.9,,17031280100,Cash,Taxi Affiliation Services,240,28,0.0
8,5.65,2,1,2,1391995800,41.892042136,-87.63186395,41.885300022,-87.642808466,1.1,,17031280100,Cash,,300,28,0.0
8,7.25,2,1,6,1393549200,41.892042136,-87.63186395,41.885300022,-87.642808466,1.7,,17031280100,Credit Card,Dispatch Taxi Affiliation,480,28,1.05
8,5.85,4,15,6,1429888500,41.892042136,-87.63186395,41.885300022,-87.642808466,1.0,,17031280100,Cash,Dispatch Taxi Affiliation,300,28,0.0
8,6.45,8,23,4,1408575600,41.892042136,-87.63186395,41.909495669,-87.630963601,0.0,,17031080201,Cash,Taxi Affiliation Services,360,8,0.0
8,8.45,10,22,3,1413324000,41.892042136,-87.63186395,41.909495669,-87.630963601,0.0,,17031080201,Cash,Taxi Affiliation Services,540,8,0.0
8,11.45,5,18,6,1368814500,41.892042136,-87.63186395,41.899445769,-87.68931919,3.4,,17031242500,Cash,,1020,24,0.0
8,15.65,5,0,3,1400546700,41.892042136,-87.63186395,41.952822916,-87.653243992,6.8,,17031832100,Credit Card,Blue Ribbon Taxi Association Inc.,720,6,2.35
8,5.25,10,15,4,1444836600,41.892042136,-87.63186395,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,240,8,3.0
8,12.65,12,6,6,1449813600,41.892042136,-87.63186395,41.89503345,-87.619710672,5.1,,17031081401,Credit Card,,600,8,2.53
8,5.5,7,9,4,1469006100,41.892042136,-87.63186395,41.89503345,-87.619710672,0.8,,17031081401,Credit Card,Taxi Affiliation Services,240,8,3.0
8,5.85,6,12,7,1434197700,41.892042136,-87.63186395,41.89503345,-87.619710672,1.0,,17031081401,Credit Card,,360,8,1.0
8,6.85,10,20,7,1381610700,41.892042136,-87.63186395,41.870607372,-87.622172937,0.0,,17031320600,Cash,Northwest Management LLC,480,32,0.0
8,7.45,12,21,7,1419714900,41.892042136,-87.63186395,41.870607372,-87.622172937,1.6,,17031320600,Cash,Northwest Management LLC,600,32,0.0
8,7.65,8,20,5,1408048200,41.892042136,-87.63186395,41.870607372,-87.622172937,1.6,,17031320600,Credit Card,Taxi Affiliation Services,660,32,2.0
8,8.5,3,0,4,1458691200,41.892042136,-87.63186395,41.870607372,-87.622172937,0.0,,17031320600,Cash,Blue Ribbon Taxi Association Inc.,480,32,0.0
8,7.65,8,3,6,1408073400,41.892042136,-87.63186395,41.870607372,-87.622172937,1.6,,17031320600,Credit Card,Top Cab Affiliation,600,32,3.0
8,7.25,4,0,1,1396742400,41.892042136,-87.63186395,41.870607372,-87.622172937,1.6,,17031320600,Cash,Taxi Affiliation Services,540,32,0.0
8,8.25,11,12,1,1384692300,41.892042136,-87.63186395,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,540,32,0.0
8,7.45,4,21,7,1397336400,41.892042136,-87.63186395,41.870607372,-87.622172937,1.6,,17031320600,Credit Card,,480,32,2.0
8,8.25,4,0,7,1396657800,41.892042136,-87.63186395,41.87101588,-87.631406525,1.9,,17031839000,Cash,Choice Taxi Association,660,32,0.0
8,6.05,9,22,3,1441752300,41.892042136,-87.63186395,41.87101588,-87.631406525,1.1,,17031839000,Credit Card,,360,32,2.0
8,5.45,10,1,5,1381368600,41.892042136,-87.63186395,41.899155613,-87.626210532,1.0,,17031081201,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,5.05,3,15,6,1362151800,41.892042136,-87.63186395,41.899155613,-87.626210532,0.0,,17031081201,Cash,Northwest Management LLC,360,8,0.0
8,5.25,12,12,4,1418214600,41.892042136,-87.63186395,41.899155613,-87.626210532,0.7,,17031081201,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,5.45,4,3,1,1397358000,41.892042136,-87.63186395,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,240,8,0.0
8,5.65,10,10,3,1412678700,41.892042136,-87.63186395,41.899155613,-87.626210532,1.2,,17031081201,Credit Card,,240,8,1.0
8,5.25,8,13,6,1376660700,41.892042136,-87.63186395,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,300,8,1.0
8,8.65,7,12,1,1374408900,41.892042136,-87.63186395,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,780,8,0.0
8,6.05,8,21,5,1440104400,41.892042136,-87.63186395,41.899155613,-87.626210532,1.0,,17031081201,Cash,Taxi Affiliation Services,420,8,0.0
8,4.85,10,1,1,1413076500,41.892042136,-87.63186395,41.899155613,-87.626210532,0.5,,17031081201,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,4.85,7,12,7,1406377800,41.892042136,-87.63186395,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,180,8,0.0
8,4.84,3,21,3,1393969500,41.892042136,-87.63186395,41.899155613,-87.626210532,0.6,,17031081201,Credit Card,,240,8,3.0
8,6.65,5,13,6,1400247900,41.892042136,-87.63186395,41.899155613,-87.626210532,0.8,,17031081201,Cash,Choice Taxi Association,540,8,0.0
8,5.85,11,21,2,1415051100,41.892042136,-87.63186395,41.899155613,-87.626210532,1.1,,17031081201,Cash,,300,8,0.0
8,5.85,5,22,7,1368312300,41.892042136,-87.63186395,41.899155613,-87.626210532,1.1,,17031081201,Cash,,300,8,0.0
8,12.85,2,21,6,1359754200,41.892042136,-87.63186395,41.942691844,-87.651770507,4.8,,17031062100,Cash,,720,6,0.0
8,16.45,6,0,5,1435192200,41.892042136,-87.63186395,41.972929317,-87.650290074,6.8,,17031031300,Cash,,900,3,0.0
8,18.05,2,1,1,1391910300,41.892042136,-87.63186395,41.972929317,-87.650290074,0.76,,17031031300,Credit Card,,840,3,3.61
8,13.25,12,1,7,1386378000,41.892042136,-87.63186395,41.945282331,-87.661545096,0.1,,17031061500,Credit Card,Dispatch Taxi Affiliation,1200,6,2.85
8,32.45,5,15,1,1431270900,41.892042136,-87.63186395,41.785998518,-87.750934289,0.8,,17031980100,Credit Card,Taxi Affiliation Services,3120,56,10.6
8,27.65,9,12,5,1410436800,41.892042136,-87.63186395,41.785998518,-87.750934289,12.8,,17031980100,Credit Card,Taxi Affiliation Services,1560,56,4.0
8,27.05,8,12,7,1409400000,41.892042136,-87.63186395,41.785998518,-87.750934289,12.8,,17031980100,Credit Card,,1260,56,5.81
8,28.05,6,8,7,1435392900,41.892042136,-87.63186395,41.785998518,-87.750934289,12.9,,17031980100,Cash,,1320,56,0.0
8,30.05,5,13,1,1367761500,41.892042136,-87.63186395,41.785998518,-87.750934289,13.5,,17031980100,Cash,,1740,56,0.0
8,4.45,4,16,7,1397320200,41.892042136,-87.63186395,41.89321636,-87.63784421,7.0,,17031081800,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,5.05,11,1,7,1416015000,41.892042136,-87.63186395,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
8,4.05,6,21,2,1434402900,41.892042136,-87.63186395,41.89321636,-87.63784421,0.3,,17031081800,Credit Card,Northwest Management LLC,120,8,2.0
8,4.65,3,4,7,1395460800,41.892042136,-87.63186395,41.89321636,-87.63784421,0.5,,17031081800,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,13.45,5,10,6,1368784800,41.892042136,-87.63186395,41.89321636,-87.63784421,0.16,,17031081800,Cash,,1620,8,0.0
8,4.45,10,23,5,1414107900,41.892042136,-87.63186395,41.89321636,-87.63784421,0.6,,17031081800,Cash,,120,8,0.0
8,4.5,7,0,7,1469839500,41.892042136,-87.63186395,41.89321636,-87.63784421,0.4,,17031081800,Cash,,180,8,0.0
8,4.45,9,2,2,1409537700,41.892042136,-87.63186395,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,180,8,0.0
8,4.85,12,20,3,1451421900,41.892042136,-87.63186395,41.89321636,-87.63784421,0.6,,17031081800,Cash,,180,8,0.0
8,4.25,5,14,6,1430489700,41.892042136,-87.63186395,41.89321636,-87.63784421,0.3,,17031081800,Cash,,180,8,0.0
8,5.25,1,1,7,1452303000,41.892042136,-87.63186395,41.89321636,-87.63784421,0.6,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
8,6.05,3,1,6,1394758800,41.892042136,-87.63186395,41.89321636,-87.63784421,10.0,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
8,4.65,1,10,2,1389607200,41.892042136,-87.63186395,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,180,8,1.0
8,6.25,12,3,7,1480736700,41.892042136,-87.63186395,41.89321636,-87.63784421,0.97,,17031081800,Cash,,334,8,0.0
8,4.25,11,23,4,1416438900,41.892042136,-87.63186395,41.89321636,-87.63784421,0.4,,17031081800,Credit Card,,120,8,1.0
8,6.25,4,3,7,1397271600,41.892042136,-87.63186395,41.89321636,-87.63784421,1.1,,17031081800,Cash,Dispatch Taxi Affiliation,480,8,0.0
8,6.65,11,1,1,1383443100,41.892042136,-87.63186395,41.89321636,-87.63784421,1.0,,17031081800,Cash,Choice Taxi Association,540,8,0.0
8,4.45,2,1,6,1361497500,41.892042136,-87.63186395,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,240,8,0.0
8,4.45,8,2,1,1409452200,41.892042136,-87.63186395,41.89321636,-87.63784421,0.3,,17031081800,Cash,Taxi Affiliation Services,180,8,0.0
8,5.65,8,19,7,1409427900,41.892042136,-87.63186395,41.89321636,-87.63784421,0.9,,17031081800,Cash,,360,8,0.0
8,5.85,7,5,1,1437282000,41.892042136,-87.63186395,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
8,5.45,10,21,2,1413235800,41.892042136,-87.63186395,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Blue Ribbon Taxi Association Inc.,360,8,4.0
8,8.25,12,13,1,1418562000,41.892042136,-87.63186395,41.926811182,-87.642605247,2.4,,17031070103,Cash,Top Cab Affiliation,660,7,0.0
8,6.45,8,13,1,1408887000,41.892042136,-87.63186395,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Northwest Management LLC,480,8,3.0
8,5.45,10,15,3,1444146300,41.892042136,-87.63186395,41.898331794,-87.620762865,0.9,,17031081300,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,6.25,1,13,6,1389358800,41.892042136,-87.63186395,41.898331794,-87.620762865,0.12,,17031081300,Cash,,420,8,0.0
8,6.75,9,9,5,1474534800,41.892042136,-87.63186395,41.898331794,-87.620762865,1.2,,17031081300,Credit Card,,420,8,2.0
8,5.45,1,12,4,1420633800,41.892042136,-87.63186395,41.898331794,-87.620762865,1.1,,17031081300,Cash,,300,8,0.0
8,5.45,9,22,2,1409608800,41.892042136,-87.63186395,41.898331794,-87.620762865,1.0,,17031081300,Cash,Choice Taxi Association,300,8,0.0
8,7.65,1,18,2,1390241700,41.892042136,-87.63186395,41.898331794,-87.620762865,1.4,,17031081300,Credit Card,Choice Taxi Association,660,8,1.0
8,7.05,9,15,3,1410880500,41.892042136,-87.63186395,41.898331794,-87.620762865,1.4,,17031081300,Cash,Taxi Affiliation Services,600,8,0.0
8,5.45,11,22,7,1384641000,41.892042136,-87.63186395,41.898331794,-87.620762865,1.0,,17031081300,Cash,,300,8,0.0
8,5.05,11,3,4,1384919100,41.892042136,-87.63186395,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,300,8,0.0
8,5.85,4,16,7,1365869700,41.892042136,-87.63186395,41.898331794,-87.620762865,0.8,,17031081300,Cash,,420,8,0.0
8,6.65,5,22,7,1369521900,41.892042136,-87.63186395,41.90749193,-87.63576009,0.0,,17031080300,Cash,Dispatch Taxi Affiliation,480,8,0.0
8,6.45,11,19,5,1447356600,41.892042136,-87.63186395,41.90749193,-87.63576009,1.1,,17031080300,Credit Card,,420,8,2.0
8,6.5,2,3,1,1456628400,41.892042136,-87.63186395,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,360,8,0.0
8,6.45,4,13,2,1428327900,41.892042136,-87.63186395,41.90749193,-87.63576009,1.4,,17031080300,Cash,Northwest Management LLC,480,8,0.0
8,5.05,6,23,7,1371943800,41.892042136,-87.63186395,41.90749193,-87.63576009,0.8,,17031080300,Cash,,180,8,0.0
8,7.85,4,14,6,1396620000,41.892042136,-87.63186395,41.867902418,-87.642958665,0.1,,17031841900,Cash,Taxi Affiliation Services,600,28,0.0
8,10.25,7,8,4,1406709900,41.892042136,-87.63186395,41.867902418,-87.642958665,2.5,,17031841900,Cash,Dispatch Taxi Affiliation,900,28,0.0
8,8.65,12,23,3,1450220400,41.892042136,-87.63186395,41.87866742,-87.671653621,2.35,,17031838100,Cash,,600,28,0.0
8,11.05,11,23,7,1416698100,41.892042136,-87.63186395,41.91922505,-87.671445766,0.0,,17031832300,Credit Card,Blue Ribbon Taxi Association Inc.,600,22,2.0
8,10.85,11,21,7,1416692700,41.892042136,-87.63186395,41.91922505,-87.671445766,3.6,,17031832300,Cash,,660,22,0.0
8,6.05,1,23,2,1357602300,41.892042136,-87.63186395,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,360,8,0.0
8,5.65,2,3,7,1392435900,41.892042136,-87.63186395,41.904935302,-87.649907226,1.0,,17031842200,Credit Card,,300,8,3.0
8,4.85,3,23,3,1363734900,41.892042136,-87.63186395,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,240,8,0.0
5,3.25,7,18,6,1405708200,41.950442599,-87.68350623,41.950442599,-87.68350623,0.0,,17031050500,Cash,Taxi Affiliation Services,0,5,0.0
32,22.25,11,0,7,1448065800,41.878865584,-87.625192142,,,10.1,,,Credit Card,Dispatch Taxi Affiliation,900,,6.95
32,36.85,5,22,4,1432161000,41.878865584,-87.625192142,,,17.5,,,Credit Card,Taxi Affiliation Services,1920,,15.0
32,32.25,1,19,6,1454096700,41.878865584,-87.625192142,,,12.7,,,Cash,,1140,,0.0
32,44.05,11,0,3,1384216200,41.878865584,-87.625192142,,,0.3,,,Credit Card,Choice Taxi Association,1680,,8.8
32,29.45,6,22,5,1434664800,41.878865584,-87.625192142,,,0.8,,,Credit Card,Taxi Affiliation Services,1800,,8.1
32,20.05,12,20,6,1450471500,41.878865584,-87.625192142,,,8.7,,,Cash,Taxi Affiliation Services,960,,0.0
32,24.45,10,19,5,1445541300,41.878865584,-87.625192142,,,11.2,,,Credit Card,,1260,,4.89
32,42.05,10,7,3,1381217400,41.878865584,-87.625192142,,,1.2,,,Cash,Taxi Affiliation Services,3060,,0.0
32,22.65,12,20,3,1386705600,41.878865584,-87.625192142,,,0.6,,,Credit Card,Taxi Affiliation Services,1920,,4.5
32,31.45,12,19,4,1418240700,41.878865584,-87.625192142,,,14.6,,,Cash,,2040,,0.0
32,35.25,7,12,6,1437137100,41.878865584,-87.625192142,,,16.7,,,Credit Card,Dispatch Taxi Affiliation,2520,,9.05
32,67.5,8,13,5,1471525200,41.878865584,-87.625192142,,,27.9,,,Credit Card,Taxi Affiliation Services,3000,,20.25
32,24.65,5,19,2,1369078200,41.878865584,-87.625192142,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1680,,0.0
32,55.45,7,8,5,1405586700,41.878865584,-87.625192142,,,1.7,,,Credit Card,Taxi Affiliation Services,3900,,11.05
32,46.65,8,20,5,1409258700,41.878865584,-87.625192142,,,23.4,,,Credit Card,,2220,,20.0
32,21.85,1,19,4,1390419900,41.878865584,-87.625192142,,,0.99,,,Credit Card,,960,,4.37
32,33.85,9,0,6,1442537100,41.878865584,-87.625192142,,,16.9,,,Cash,,1380,,0.0
32,26.65,6,21,2,1434404700,41.878865584,-87.625192142,42.001571027,-87.695012589,0.7,,,Credit Card,Taxi Affiliation Services,1860,2,5.3
32,24.65,5,10,7,1430560800,41.878865584,-87.625192142,42.001571027,-87.695012589,10.4,,,Cash,Taxi Affiliation Services,1800,2,0.0
32,24.65,10,8,1,1445157900,41.878865584,-87.625192142,42.001571027,-87.695012589,11.1,,,Cash,,1380,2,0.0
32,19.45,7,22,2,1375137900,41.878865584,-87.625192142,42.001571027,-87.695012589,0.5,,,Credit Card,Taxi Affiliation Services,1020,2,5.8
32,17.25,11,18,5,1447957800,41.878865584,-87.625192142,41.901206994,-87.676355989,5.0,,,Cash,Top Cab Affiliation,2040,24,0.0
32,8.25,9,20,3,1412109900,41.878865584,-87.625192142,41.901206994,-87.676355989,2.1,,,Credit Card,KOAM Taxi Association,540,24,0.0
32,12.25,6,23,3,1433286900,41.878865584,-87.625192142,41.901206994,-87.676355989,4.1,,,Cash,Choice Taxi Association,780,24,0.0
32,7.25,7,4,3,1404189000,41.878865584,-87.625192142,41.901206994,-87.676355989,0.1,,,Cash,Dispatch Taxi Affiliation,420,24,0.0
32,10.05,9,17,1,1379264400,41.878865584,-87.625192142,41.901206994,-87.676355989,3.5,,,Cash,,600,24,0.0
32,10.45,6,0,5,1371083400,41.878865584,-87.625192142,41.901206994,-87.676355989,3.7,,,Credit Card,,600,24,2.0
32,9.85,2,1,4,1393378200,41.878865584,-87.625192142,41.901206994,-87.676355989,3.3,,,Credit Card,Dispatch Taxi Affiliation,600,24,2.0
32,9.25,2,14,2,1456754400,41.878865584,-87.625192142,41.901206994,-87.676355989,0.0,,,Credit Card,Dispatch Taxi Affiliation,360,24,2.0
32,12.65,8,13,6,1439558100,41.878865584,-87.625192142,41.901206994,-87.676355989,3.6,,,Cash,,1380,24,0.0
32,15.5,2,0,5,1456359300,41.878865584,-87.625192142,41.901206994,-87.676355989,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,720,24,0.0
32,7.85,4,19,3,1366138800,41.878865584,-87.625192142,41.901206994,-87.676355989,0.0,,,Cash,Dispatch Taxi Affiliation,600,24,0.0
32,39.0,10,16,1,1475426700,41.878865584,-87.625192142,41.901206994,-87.676355989,15.6,,,Cash,,1980,24,0.0
32,13.25,7,22,4,1406154600,41.878865584,-87.625192142,41.901206994,-87.676355989,4.4,,,Credit Card,Dispatch Taxi Affiliation,1140,24,2.65
32,11.25,1,20,3,1422388800,41.878865584,-87.625192142,41.901206994,-87.676355989,3.9,,,Credit Card,Dispatch Taxi Affiliation,780,24,2.0
32,13.25,11,17,6,1383325200,41.878865584,-87.625192142,41.901206994,-87.676355989,4.0,,,Credit Card,,1080,24,2.0
32,11.85,11,18,2,1447092900,41.878865584,-87.625192142,41.901206994,-87.676355989,2.8,,,Credit Card,Taxi Affiliation Services,1140,24,2.35
32,9.45,3,16,3,1393951500,41.878865584,-87.625192142,41.901206994,-87.676355989,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,660,24,0.0
32,7.65,11,13,2,1416229200,41.878865584,-87.625192142,41.901206994,-87.676355989,1.6,,,Cash,,600,24,0.0
32,9.85,3,18,4,1426703400,41.878865584,-87.625192142,41.901206994,-87.676355989,3.2,,,Credit Card,,600,24,3.0
32,8.45,1,2,4,1420597800,41.878865584,-87.625192142,41.901206994,-87.676355989,2.1,,,Credit Card,Taxi Affiliation Services,600,24,3.0
32,13.25,9,8,2,1380529800,41.878865584,-87.625192142,41.901206994,-87.676355989,0.0,,,Credit Card,Taxi Affiliation Services,1140,24,2.65
32,10.85,2,22,4,1392243300,41.878865584,-87.625192142,41.901206994,-87.676355989,7.5,,,Cash,Choice Taxi Association,780,24,0.0
32,9.05,7,13,1,1436103900,41.878865584,-87.625192142,41.901206994,-87.676355989,2.5,,,Cash,Taxi Affiliation Services,720,24,0.0
32,12.05,8,10,2,1441017000,41.878865584,-87.625192142,41.901206994,-87.676355989,3.6,,,Cash,,1080,24,0.0
32,11.5,12,15,6,1483110000,41.878865584,-87.625192142,41.901206994,-87.676355989,0.0,,,Cash,Dispatch Taxi Affiliation,1020,24,0.0
32,4.65,6,17,4,1371662100,41.878865584,-87.625192142,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,180,32,0.0
32,4.45,11,8,2,1447660800,41.878865584,-87.625192142,41.878865584,-87.625192142,0.4,,,Credit Card,Northwest Management LLC,240,32,2.0
32,7.65,3,12,4,1363178700,41.878865584,-87.625192142,41.878865584,-87.625192142,0.0,,,Credit Card,Taxi Affiliation Services,720,32,2.0
32,6.65,9,2,3,1442282400,41.878865584,-87.625192142,41.878865584,-87.625192142,1.5,,,Credit Card,Dispatch Taxi Affiliation,420,32,2.0
32,5.65,2,9,7,1359797400,41.878865584,-87.625192142,41.878865584,-87.625192142,0.0,,,Cash,Northwest Management LLC,300,32,0.0
32,22.45,12,21,5,1450387800,41.878865584,-87.625192142,42.009622881,-87.670166857,10.2,,,Cash,,1200,1,0.0
32,24.65,10,19,4,1445454900,41.878865584,-87.625192142,42.009622881,-87.670166857,10.5,,,Cash,,1680,1,0.0
32,3.25,5,18,5,1369333800,41.878865584,-87.625192142,42.009622881,-87.670166857,0.0,,,Cash,,0,1,0.0
32,23.45,5,22,4,1431556200,41.878865584,-87.625192142,42.009622881,-87.670166857,10.4,,,Credit Card,Dispatch Taxi Affiliation,1320,1,4.65
32,23.25,10,17,3,1445360400,41.878865584,-87.625192142,42.009622881,-87.670166857,10.2,,,Credit Card,KOAM Taxi Association,1440,1,4.65
32,22.25,4,17,4,1397062800,41.878865584,-87.625192142,42.009622881,-87.670166857,0.6,,,Credit Card,Taxi Affiliation Services,1260,1,5.0
32,19.05,11,1,7,1448673300,41.878865584,-87.625192142,42.009622881,-87.670166857,8.3,,,Credit Card,,960,1,5.72
32,16.65,1,17,5,1389286800,41.878865584,-87.625192142,41.900069603,-87.720918238,0.2,,,Cash,Taxi Affiliation Services,1860,23,0.0
32,17.25,12,13,7,1418475600,41.878865584,-87.625192142,41.900069603,-87.720918238,6.0,,,Credit Card,,1620,23,3.85
32,17.25,12,23,4,1449098100,41.878865584,-87.625192142,41.96581197,-87.655878786,0.4,,,Cash,Blue Ribbon Taxi Association Inc.,720,3,0.0
32,19.05,4,6,5,1398321900,41.878865584,-87.625192142,41.96581197,-87.655878786,8.3,,,Cash,,960,3,0.0
32,18.25,8,20,3,1438718400,41.878865584,-87.625192142,41.96581197,-87.655878786,7.0,,,Credit Card,,1140,3,5.0
32,19.45,4,21,7,1398547800,41.878865584,-87.625192142,41.924347077,-87.734739754,0.4,,,Cash,Taxi Affiliation Services,1620,20,0.0
32,19.25,8,2,2,1375668000,41.878865584,-87.625192142,41.938666196,-87.711210593,0.0,,,Cash,Taxi Affiliation Services,960,21,0.0
32,16.85,8,18,2,1376937900,41.878865584,-87.625192142,41.938666196,-87.711210593,0.64,,,Cash,,1080,21,0.0
32,15.65,4,21,2,1396905300,41.878865584,-87.625192142,41.938666196,-87.711210593,0.3,,,Credit Card,Taxi Affiliation Services,720,21,2.35
32,15.85,11,20,3,1416342600,41.878865584,-87.625192142,41.938666196,-87.711210593,6.3,,,Credit Card,,840,21,3.17
32,15.85,11,18,4,1416422700,41.878865584,-87.625192142,41.938666196,-87.711210593,5.82,,,Cash,,960,21,0.0
32,31.45,4,0,6,1397779200,41.878865584,-87.625192142,41.713148612,-87.675075312,0.0,,,Credit Card,Taxi Affiliation Services,1440,72,6.25
32,36.05,6,22,6,1434147300,41.878865584,-87.625192142,41.713148612,-87.675075312,0.0,,,Cash,Taxi Affiliation Services,1680,72,0.0
32,7.65,8,11,2,1408966200,41.878865584,-87.625192142,41.899602111,-87.633308037,1.8,,,Credit Card,Taxi Affiliation Services,600,8,2.0
32,8.85,8,9,1,1439110800,41.878865584,-87.625192142,41.899602111,-87.633308037,2.5,,,Cash,,660,8,0.0
32,7.85,1,10,2,1357554600,41.878865584,-87.625192142,41.899602111,-87.633308037,1.8,,,Cash,,540,8,0.0
32,7.25,2,9,5,1423127700,41.878865584,-87.625192142,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,480,8,2.0
32,10.25,6,9,1,1433669400,41.878865584,-87.625192142,41.899602111,-87.633308037,2.8,,,Credit Card,Taxi Affiliation Services,900,8,2.05
32,7.25,12,12,6,1481287500,41.878865584,-87.625192142,41.899602111,-87.633308037,1.5,,,Credit Card,,480,8,2.0
32,7.45,3,14,5,1427381100,41.878865584,-87.625192142,41.899602111,-87.633308037,1.6,,,Credit Card,Taxi Affiliation Services,600,8,3.0
32,12.05,12,16,1,1449418500,41.878865584,-87.625192142,41.899602111,-87.633308037,1.7,,,Cash,,1320,8,0.0
32,5.65,3,7,3,1362467700,41.878865584,-87.625192142,41.899602111,-87.633308037,1.04,,,Credit Card,,360,8,2.0
32,8.05,6,8,6,1371803400,41.878865584,-87.625192142,41.899602111,-87.633308037,2.1,,,Credit Card,,600,8,2.0
32,7.05,4,10,4,1429092000,41.878865584,-87.625192142,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
32,7.5,1,20,2,1453753800,41.878865584,-87.625192142,41.899602111,-87.633308037,1.6,,,Cash,Taxi Affiliation Services,420,8,0.0
32,8.05,7,15,3,1404832500,41.878865584,-87.625192142,41.899602111,-87.633308037,1.8,,,Cash,Choice Taxi Association,600,8,0.0
32,8.25,5,1,5,1431567000,41.878865584,-87.625192142,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
32,4.84,9,7,3,1442907000,41.878865584,-87.625192142,41.899602111,-87.633308037,0.8,,,Cash,,180,8,0.0
32,8.05,10,23,4,1444863600,41.878865584,-87.625192142,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,600,8,0.0
32,23.85,4,5,2,1366002000,41.878865584,-87.625192142,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,1980,8,10.0
32,7.45,3,9,1,1364723100,41.878865584,-87.625192142,41.899602111,-87.633308037,1.9,,,Cash,Dispatch Taxi Affiliation,540,8,0.0
32,24.65,12,1,1,1419731100,41.878865584,-87.625192142,41.741242728,-87.551428197,11.6,,,Cash,Taxi Affiliation Services,1140,46,0.0
32,23.45,8,6,2,1440397800,41.878865584,-87.625192142,41.79259236,-87.769615453,10.8,,,Credit Card,Taxi Affiliation Services,960,56,5.05
32,23.05,2,22,6,1425077100,41.878865584,-87.625192142,41.777196255,-87.642497527,10.1,,,Cash,Taxi Affiliation Services,1260,68,0.0
32,20.05,9,19,2,1380567600,41.878865584,-87.625192142,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,960,16,0.0
32,16.05,11,22,7,1414881900,41.878865584,-87.625192142,41.953582125,-87.72345239,0.4,,,Credit Card,Taxi Affiliation Services,780,16,3.4
32,12.45,1,9,4,1421226000,41.878865584,-87.625192142,41.878914496,-87.70589713,4.2,,,Credit Card,Northwest Management LLC,780,27,2.25
32,8.85,8,12,4,1439986500,41.878865584,-87.625192142,41.857183858,-87.620334624,2.6,,,Credit Card,Top Cab Affiliation,540,33,0.0
32,7.05,2,6,3,1360045800,41.878865584,-87.625192142,41.857183858,-87.620334624,1.7,,,Credit Card,,420,33,2.0
32,5.85,10,21,3,1413925200,41.878865584,-87.625192142,41.857183858,-87.620334624,1.4,,,Cash,,240,33,0.0
32,7.25,9,16,7,1474733700,41.878865584,-87.625192142,41.857183858,-87.620334624,1.3,,,Cash,,420,33,0.0
32,12.05,1,16,5,1391097600,41.878865584,-87.625192142,41.944226601,-87.655998182,4.5,,,Cash,,720,6,0.0
32,14.65,2,1,6,1393549200,41.878865584,-87.625192142,41.944226601,-87.655998182,0.0,,,Credit Card,Dispatch Taxi Affiliation,780,6,4.35
32,13.05,7,17,2,1404755100,41.878865584,-87.625192142,41.944226601,-87.655998182,4.1,,,Credit Card,Blue Ribbon Taxi Association Inc.,1260,6,3.25
32,16.85,6,17,2,1433782800,41.878865584,-87.625192142,41.944226601,-87.655998182,6.3,,,Credit Card,Chicago Medallion Leasing INC,1260,6,4.2
32,17.25,12,1,2,1449450900,41.878865584,-87.625192142,41.944226601,-87.655998182,7.3,,,Cash,,1080,6,0.0
32,12.25,11,14,2,1416233700,41.878865584,-87.625192142,41.944226601,-87.655998182,4.6,,,Credit Card,,600,6,2.0
32,14.65,3,10,6,1363949100,41.878865584,-87.625192142,41.944226601,-87.655998182,5.9,,,Credit Card,,780,6,2.0
32,15.25,4,3,6,1398394800,41.878865584,-87.625192142,41.944226601,-87.655998182,6.4,,,Credit Card,Taxi Affiliation Services,840,6,4.75
32,16.25,7,14,3,1437487200,41.878865584,-87.625192142,41.944226601,-87.655998182,6.4,,,Cash,Taxi Affiliation Services,960,6,0.0
32,14.25,11,23,5,1415922300,41.878865584,-87.625192142,41.944226601,-87.655998182,5.5,,,Credit Card,Taxi Affiliation Services,960,6,2.85
32,13.45,8,11,6,1439552700,41.878865584,-87.625192142,41.944226601,-87.655998182,0.3,,,Cash,Taxi Affiliation Services,840,6,0.0
32,14.85,9,14,2,1410186600,41.878865584,-87.625192142,41.944226601,-87.655998182,0.58,,,Cash,,840,6,0.0
32,14.25,9,23,2,1410824700,41.878865584,-87.625192142,41.944226601,-87.655998182,5.6,,,Credit Card,Dispatch Taxi Affiliation,720,6,2.85
32,11.45,9,21,5,1380229200,41.878865584,-87.625192142,41.944226601,-87.655998182,4.2,,,Cash,,540,6,0.0
32,14.45,3,22,2,1426545000,41.878865584,-87.625192142,41.944226601,-87.655998182,5.5,,,Credit Card,,840,6,2.17
32,14.05,5,1,5,1400116500,41.878865584,-87.625192142,41.944226601,-87.655998182,0.55,,,Cash,,840,6,0.0
32,12.85,12,22,3,1450217700,41.878865584,-87.625192142,41.944226601,-87.655998182,4.7,,,Cash,,780,6,0.0
32,17.05,4,15,4,1427902200,41.878865584,-87.625192142,41.944226601,-87.655998182,6.2,,,Cash,,1260,6,0.0
32,14.25,10,0,6,1414111500,41.878865584,-87.625192142,41.944226601,-87.655998182,5.6,,,Credit Card,,780,6,3.0
32,17.05,11,4,1,1414903500,41.878865584,-87.625192142,41.944226601,-87.655998182,7.2,,,Credit Card,Northwest Management LLC,960,6,4.0
32,17.45,12,17,7,1419701400,41.878865584,-87.625192142,41.944226601,-87.655998182,6.9,,,Cash,,1200,6,0.0
32,12.45,8,16,2,1377535500,41.878865584,-87.625192142,41.944226601,-87.655998182,4.4,,,Cash,,1140,6,0.0
32,15.85,6,19,1,1434308400,41.878865584,-87.625192142,41.944226601,-87.655998182,5.4,,,Credit Card,,1440,6,3.37
32,18.05,4,16,5,1365697800,41.878865584,-87.625192142,41.944226601,-87.655998182,61.0,,,Cash,Taxi Affiliation Services,1500,6,0.0
32,17.45,1,0,1,1358037900,41.878865584,-87.625192142,41.944226601,-87.655998182,7.2,,,Cash,,960,6,0.0
32,17.05,5,14,1,1399816800,41.878865584,-87.625192142,41.944226601,-87.655998182,5.9,,,Credit Card,Northwest Management LLC,1440,6,3.4
32,15.05,6,21,1,1433712600,41.878865584,-87.625192142,41.944226601,-87.655998182,6.0,,,Credit Card,Dispatch Taxi Affiliation,900,6,3.0
32,16.25,11,23,4,1416440700,41.878865584,-87.625192142,41.944226601,-87.655998182,6.4,,,Credit Card,Taxi Affiliation Services,1020,6,3.45
32,14.25,10,12,4,1383134400,41.878865584,-87.625192142,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,780,6,0.0
32,16.0,12,13,4,1482326100,41.878865584,-87.625192142,41.944226601,-87.655998182,5.2,,,Credit Card,Taxi Affiliation Services,840,6,2.0
32,13.25,9,22,2,1410819300,41.878865584,-87.625192142,41.944226601,-87.655998182,0.3,,,Credit Card,Taxi Affiliation Services,720,6,2.65
32,28.65,1,20,4,1389817800,41.878865584,-87.625192142,42.007612593,-87.813781034,13.6,,,Credit Card,,1260,9,6.0
32,13.25,11,22,5,1416522600,41.878865584,-87.625192142,41.794090253,-87.592310855,5.4,,,Credit Card,,480,41,0.0
32,16.25,4,13,4,1429103700,41.878865584,-87.625192142,41.794090253,-87.592310855,7.0,,,Credit Card,Dispatch Taxi Affiliation,660,41,3.25
32,17.65,12,12,4,1417609800,41.878865584,-87.625192142,41.794090253,-87.592310855,8.0,,,Cash,Taxi Affiliation Services,840,41,0.0
32,19.45,4,11,3,1397562300,41.878865584,-87.625192142,41.794090253,-87.592310855,8.2,,,Cash,,1080,41,0.0
32,18.45,9,19,3,1410894000,41.878865584,-87.625192142,41.794090253,-87.592310855,7.8,,,Credit Card,Northwest Management LLC,1020,41,3.65
32,18.65,7,10,6,1405678500,41.878865584,-87.625192142,41.794090253,-87.592310855,7.9,,,Credit Card,Taxi Affiliation Services,1080,41,3.9
32,13.05,7,20,6,1405715400,41.878865584,-87.625192142,41.836150155,-87.648787952,4.9,,,Credit Card,Dispatch Taxi Affiliation,900,60,5.0
32,13.65,8,14,3,1408457700,41.878865584,-87.625192142,41.836150155,-87.648787952,5.6,,,Cash,,540,60,0.0
32,18.25,10,18,4,1444242600,41.878865584,-87.625192142,41.947791586,-87.683834942,6.3,,,Credit Card,Taxi Affiliation Services,1620,5,3.65
32,14.25,1,20,2,1420489800,41.878865584,-87.625192142,41.947791586,-87.683834942,5.6,,,Cash,Northwest Management LLC,840,5,0.0
32,19.05,1,20,4,1422477900,41.878865584,-87.625192142,41.947791586,-87.683834942,7.3,,,Cash,Dispatch Taxi Affiliation,1260,5,0.0
32,14.45,4,20,5,1428611400,41.878865584,-87.625192142,41.947791586,-87.683834942,5.8,,,Cash,Taxi Affiliation Services,780,5,0.0
32,19.25,9,19,1,1474225200,41.878865584,-87.625192142,41.947791586,-87.683834942,6.2,,,Cash,,1020,5,0.0
32,20.65,5,15,7,1399734000,41.878865584,-87.625192142,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,2400,5,0.0
32,29.25,6,10,2,1466419500,41.878865584,-87.625192142,41.954027649,-87.763399032,5.5,,,Credit Card,,1560,15,5.85
32,8.85,12,19,1,1386530100,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,960,28,0.0
32,7.65,5,19,1,1369595700,41.878865584,-87.625192142,41.874005383,-87.66351755,0.1,,,Cash,Taxi Affiliation Services,480,28,0.0
32,5.25,8,0,5,1377132300,41.878865584,-87.625192142,41.874005383,-87.66351755,0.7,,,Cash,Dispatch Taxi Affiliation,300,28,0.0
32,10.45,1,2,2,1389580200,41.878865584,-87.625192142,41.874005383,-87.66351755,3.7,,,Cash,,420,28,0.0
32,6.25,1,22,3,1390947300,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,360,28,0.0
32,9.65,11,14,1,1384698600,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,840,28,2.65
32,8.05,9,18,2,1443465000,41.878865584,-87.625192142,41.874005383,-87.66351755,2.1,,,Credit Card,,660,28,1.6
32,10.45,11,14,1,1383488100,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,960,28,0.0
32,10.65,5,7,4,1368602100,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Cash,Choice Taxi Association,780,28,0.0
32,10.25,3,20,4,1456951500,41.878865584,-87.625192142,41.874005383,-87.66351755,0.1,,,Credit Card,Taxi Affiliation Services,540,28,2.05
32,11.45,4,20,3,1398802500,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,660,28,3.0
32,9.65,3,17,2,1395680400,41.878865584,-87.625192142,41.874005383,-87.66351755,2.4,,,Cash,,840,28,0.0
32,8.65,12,20,3,1386706500,41.878865584,-87.625192142,41.874005383,-87.66351755,2.4,,,Credit Card,Choice Taxi Association,600,28,1.0
32,10.65,10,17,6,1382721300,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Cash,Northwest Management LLC,960,28,0.0
32,9.85,4,20,2,1429560900,41.878865584,-87.625192142,41.874005383,-87.66351755,0.1,,,Credit Card,Taxi Affiliation Services,780,28,2.7
32,13.0,6,16,5,1466698500,41.878865584,-87.625192142,41.874005383,-87.66351755,2.5,,,Credit Card,Chicago Medallion Leasing INC,1320,28,2.9
32,6.25,11,5,7,1385789400,41.878865584,-87.625192142,41.874005383,-87.66351755,1.5,,,Cash,Taxi Affiliation Services,240,28,0.0
32,10.45,1,7,5,1389252600,41.878865584,-87.625192142,41.874005383,-87.66351755,3.6,,,Cash,,600,28,0.0
32,9.45,7,0,4,1374625800,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,480,28,4.0
32,8.44,2,10,6,1359713700,41.878865584,-87.625192142,41.874005383,-87.66351755,2.8,,,Cash,,480,28,0.0
32,9.65,9,3,1,1410665400,41.878865584,-87.625192142,41.874005383,-87.66351755,0.1,,,Cash,Taxi Affiliation Services,600,28,0.0
32,10.85,10,23,4,1444864500,41.878865584,-87.625192142,41.874005383,-87.66351755,3.3,,,Cash,Taxi Affiliation Services,960,28,0.0
32,10.85,7,21,4,1374095700,41.878865584,-87.625192142,41.874005383,-87.66351755,0.0,,,Cash,Dispatch Taxi Affiliation,720,28,0.0
32,4.65,7,4,5,1406779200,41.878865584,-87.625192142,41.874005383,-87.66351755,0.7,,,Cash,,180,28,0.0
32,17.65,8,19,5,1439493300,41.878865584,-87.625192142,41.860190019,-87.7172201,5.4,,,Cash,Taxi Affiliation Services,1800,29,0.0
32,17.0,8,16,6,1471019400,41.878865584,-87.625192142,41.860190019,-87.7172201,4.7,,,Credit Card,Taxi Affiliation Services,1380,29,3.7
32,20.05,6,18,3,1401820200,41.878865584,-87.625192142,41.878594358,-87.730232428,6.7,,,Cash,Choice Taxi Association,2100,26,0.0
32,10.85,7,15,5,1405005300,41.878865584,-87.625192142,41.922686284,-87.649488729,2.9,,,Cash,,1020,7,0.0
32,13.05,12,14,4,1449670500,41.878865584,-87.625192142,41.922686284,-87.649488729,4.7,,,Cash,Northwest Management LLC,840,7,0.0
32,9.25,8,16,2,1408377600,41.878865584,-87.625192142,41.922686284,-87.649488729,2.8,,,Credit Card,,600,7,2.0
32,16.25,2,17,6,1455299100,41.878865584,-87.625192142,41.922686284,-87.649488729,4.8,,,Credit Card,Northwest Management LLC,1500,7,4.05
32,15.85,1,0,5,1389227400,41.878865584,-87.625192142,41.922686284,-87.649488729,0.62,,,Credit Card,,1140,7,0.0
32,11.05,1,17,4,1420651800,41.878865584,-87.625192142,41.922686284,-87.649488729,3.1,,,Credit Card,,1020,7,2.0
32,10.5,1,1,3,1452561300,41.878865584,-87.625192142,41.922686284,-87.649488729,2.9,,,Cash,KOAM Taxi Association,600,7,0.0
32,8.25,1,22,5,1420757100,41.878865584,-87.625192142,41.922686284,-87.649488729,2.3,,,Credit Card,KOAM Taxi Association,480,7,1.75
32,11.65,12,12,3,1418127300,41.878865584,-87.625192142,41.922686284,-87.649488729,3.5,,,Credit Card,Taxi Affiliation Services,960,7,5.0
32,11.05,7,3,3,1404789300,41.878865584,-87.625192142,41.922686284,-87.649488729,0.2,,,Credit Card,Taxi Affiliation Services,540,7,2.2
32,10.65,2,14,2,1392042600,41.878865584,-87.625192142,41.922686284,-87.649488729,0.3,,,Cash,,900,7,0.0
32,14.25,3,22,3,1425420900,41.878865584,-87.625192142,41.922686284,-87.649488729,5.2,,,Credit Card,Taxi Affiliation Services,960,7,4.0
32,11.65,6,20,2,1433796300,41.878865584,-87.625192142,41.922686284,-87.649488729,4.0,,,Cash,Taxi Affiliation Services,660,7,0.0
32,11.45,10,10,2,1412590500,41.878865584,-87.625192142,41.922686284,-87.649488729,4.1,,,Credit Card,,540,7,4.0
32,13.65,12,14,2,1450707300,41.878865584,-87.625192142,41.922686284,-87.649488729,5.2,,,Cash,,960,7,0.0
32,14.05,6,8,4,1371024900,41.878865584,-87.625192142,41.922686284,-87.649488729,5.3,,,Cash,Dispatch Taxi Affiliation,840,7,0.0
32,19.45,8,15,1,1375628400,41.878865584,-87.625192142,41.922686284,-87.649488729,7.3,,,Credit Card,,1620,7,4.09
32,28.25,8,11,6,1472210100,41.878865584,-87.625192142,41.978829526,-87.771166703,10.7,,,Cash,,1260,11,0.0
32,22.45,10,11,5,1382613300,41.878865584,-87.625192142,41.978829526,-87.771166703,10.5,,,Cash,Northwest Management LLC,960,11,0.0
32,20.05,12,23,2,1388447100,41.878865584,-87.625192142,41.968069,-87.721559063,8.7,,,Credit Card,KOAM Taxi Association,1080,14,2.0
32,45.25,6,16,3,1371571200,41.878865584,-87.625192142,41.968069,-87.721559063,10.8,,,Cash,,6240,14,0.0
32,19.65,3,1,7,1364001300,41.878865584,-87.625192142,41.968069,-87.721559063,8.3,,,Cash,Dispatch Taxi Affiliation,1140,14,0.0
32,15.65,3,10,2,1426500000,41.878865584,-87.625192142,41.839086906,-87.714003807,0.3,,,Credit Card,Taxi Affiliation Services,1080,30,2.0
32,37.85,3,15,2,1394464500,41.878865584,-87.625192142,41.77887686,-87.594925439,10.3,,,Cash,Taxi Affiliation Services,4020,42,0.0
32,19.65,3,20,6,1426276800,41.878865584,-87.625192142,41.77887686,-87.594925439,8.2,,,Credit Card,Taxi Affiliation Services,1140,42,2.35
32,18.45,8,17,7,1438451100,41.878865584,-87.625192142,41.77887686,-87.594925439,0.4,,,Cash,Taxi Affiliation Services,1080,42,0.0
32,21.25,12,20,4,1388003400,41.878865584,-87.625192142,41.890608853,-87.756046711,9.5,,,Cash,Taxi Affiliation Services,1200,25,0.0
32,17.25,5,23,3,1369782900,41.878865584,-87.625192142,41.975170943,-87.687515515,0.0,,,Cash,Northwest Management LLC,1200,4,0.0
32,47.85,8,11,2,1441019700,41.878865584,-87.625192142,41.975170943,-87.687515515,11.6,,,Cash,Taxi Affiliation Services,5880,4,0.0
32,23.05,9,0,2,1409531400,41.878865584,-87.625192142,41.975170943,-87.687515515,10.4,,,Cash,,1260,4,0.0
32,23.5,2,19,6,1454700600,41.878865584,-87.625192142,41.975170943,-87.687515515,8.4,,,Cash,Taxi Affiliation Services,1140,4,0.0
32,17.05,6,23,1,1402269300,41.878865584,-87.625192142,41.975170943,-87.687515515,6.9,,,Credit Card,Taxi Affiliation Services,1080,4,3.6
32,14.45,3,5,7,1395464400,41.878865584,-87.625192142,41.92276062,-87.699155343,0.3,,,Cash,Taxi Affiliation Services,660,22,0.0
32,16.05,1,18,2,1420483500,41.878865584,-87.625192142,41.92276062,-87.699155343,0.2,,,Credit Card,Taxi Affiliation Services,1680,22,4.0
32,16.85,4,14,7,1396709100,41.878865584,-87.625192142,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,1620,22,0.0
32,13.45,3,17,6,1425662100,41.878865584,-87.625192142,41.92276062,-87.699155343,4.7,,,Credit Card,Choice Taxi Association,1260,22,3.35
32,14.05,3,21,3,1363726800,41.878865584,-87.625192142,41.92276062,-87.699155343,5.0,,,Credit Card,,1140,22,3.41
32,15.85,2,1,5,1424912400,41.878865584,-87.625192142,41.92276062,-87.699155343,0.4,,,Credit Card,Taxi Affiliation Services,960,22,3.15
32,16.45,11,13,4,1385559900,41.878865584,-87.625192142,41.92276062,-87.699155343,0.3,,,Cash,Taxi Affiliation Services,1740,22,0.0
32,10.65,2,22,2,1422917100,41.878865584,-87.625192142,41.92276062,-87.699155343,3.9,,,Credit Card,,480,22,2.0
32,16.25,10,23,4,1382571900,41.878865584,-87.625192142,41.92276062,-87.699155343,6.3,,,Credit Card,Dispatch Taxi Affiliation,1020,22,3.25
32,13.45,4,9,2,1428917400,41.878865584,-87.625192142,41.92276062,-87.699155343,4.7,,,Cash,Northwest Management LLC,960,22,0.0
32,18.45,11,23,3,1415143800,41.878865584,-87.625192142,41.9867118,-87.663416405,0.5,,,Cash,Taxi Affiliation Services,900,77,0.0
32,20.05,5,22,5,1369349100,41.878865584,-87.625192142,41.9867118,-87.663416405,8.9,,,Cash,Dispatch Taxi Affiliation,1080,77,0.0
32,22.25,6,20,3,1403640000,41.878865584,-87.625192142,41.9867118,-87.663416405,8.6,,,Credit Card,Dispatch Taxi Affiliation,1980,77,2.0
32,18.85,11,12,4,1384951500,41.878865584,-87.625192142,41.9867118,-87.663416405,8.6,,,Cash,,720,77,0.0
32,32.65,12,10,4,1418208300,41.878865584,-87.625192142,41.9867118,-87.663416405,14.5,,,Cash,,2340,77,0.0
32,18.85,9,0,4,1443571200,41.878865584,-87.625192142,41.9867118,-87.663416405,8.5,,,Cash,Chicago Medallion Leasing INC,900,77,0.0
32,18.85,9,23,4,1443655800,41.878865584,-87.625192142,41.9867118,-87.663416405,8.6,,,Credit Card,,720,77,3.15
32,22.65,12,19,6,1418410800,41.878865584,-87.625192142,41.9867118,-87.663416405,0.5,,,Cash,Taxi Affiliation Services,1560,77,0.0
32,20.85,1,23,5,1390518000,41.878865584,-87.625192142,41.9867118,-87.663416405,9.1,,,Cash,KOAM Taxi Association,1080,77,0.0
32,18.25,4,7,5,1366269300,41.878865584,-87.625192142,41.9867118,-87.663416405,7.6,,,Cash,,960,77,0.0
32,13.85,12,23,6,1419635700,41.878865584,-87.625192142,41.808916283,-87.596183344,5.7,,,Cash,,600,39,0.0
32,14.05,10,18,6,1412361900,41.878865584,-87.625192142,41.808916283,-87.596183344,0.3,,,Credit Card,Blue Ribbon Taxi Association Inc.,720,39,0.09
32,17.05,10,1,7,1380935700,41.878865584,-87.625192142,41.808916283,-87.596183344,5.8,,,Cash,Chicago Medallion Management,660,39,0.0
32,17.25,8,17,6,1438968600,41.878865584,-87.625192142,41.808916283,-87.596183344,0.3,,,Credit Card,Taxi Affiliation Services,1320,39,4.55
32,16.25,7,11,1,1373802300,41.878865584,-87.625192142,41.808916283,-87.596183344,7.0,,,Credit Card,,660,39,0.15
32,20.75,5,20,4,1463603400,41.878865584,-87.625192142,41.808916283,-87.596183344,7.3,,,Cash,,900,39,0.0
32,14.65,8,21,3,1439329500,41.878865584,-87.625192142,41.808916283,-87.596183344,6.0,,,Credit Card,Dispatch Taxi Affiliation,720,39,2.9
32,11.85,4,14,3,1396361700,41.878865584,-87.625192142,41.850266366,-87.667569312,0.2,,,Credit Card,Taxi Affiliation Services,780,31,3.55
32,11.75,6,23,6,1464996600,41.878865584,-87.625192142,41.850266366,-87.667569312,3.1,,,Credit Card,,840,31,3.31
32,7.05,5,0,2,1401064200,41.878865584,-87.625192142,41.850266366,-87.667569312,2.1,,,Cash,,300,31,0.0
32,7.25,7,21,7,1405804500,41.878865584,-87.625192142,41.835117986,-87.618677767,1.9,,,Cash,,420,35,0.0
32,11.25,7,14,3,1373380200,41.878865584,-87.625192142,41.835117986,-87.618677767,0.0,,,Cash,Taxi Affiliation Services,900,35,0.0
32,9.65,2,18,7,1360434600,41.878865584,-87.625192142,41.835117986,-87.618677767,28.0,,,Credit Card,Taxi Affiliation Services,660,35,1.0
32,9.65,3,0,5,1362617100,41.878865584,-87.625192142,41.835117986,-87.618677767,32.0,,,Credit Card,Taxi Affiliation Services,540,35,2.0
32,7.65,12,15,2,1450711800,41.878865584,-87.625192142,41.842076117,-87.633973422,0.1,,,Credit Card,Taxi Affiliation Services,420,34,3.0
32,22.05,9,17,2,1378747800,41.878865584,-87.625192142,41.842076117,-87.633973422,5.8,,,Cash,,1380,34,0.0
32,7.45,5,22,2,1369087200,41.878865584,-87.625192142,41.842076117,-87.633973422,2.1,,,Cash,,300,34,0.0
32,17.5,7,18,6,1469210400,41.878865584,-87.625192142,41.80901825,-87.659166599,0.3,,,Cash,Taxi Affiliation Services,1080,61,0.0
6,13.05,1,20,7,1388866500,41.953400044,-87.646007066,41.892042136,-87.63186395,4.8,,17031081700,Credit Card,Taxi Affiliation Services,780,8,3.25
6,33.65,6,10,6,1372415400,41.953400044,-87.646007066,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,2280,76,0.0
6,9.05,2,0,4,1361321100,41.953400044,-87.646007066,41.928967266,-87.656156831,0.1,,17031070400,Cash,Taxi Affiliation Services,660,7,0.0
6,11.05,1,13,7,1390050900,41.953400044,-87.646007066,41.921778188,-87.651061884,0.2,,17031071100,Cash,Blue Ribbon Taxi Association Inc.,780,7,0.0
6,12.65,7,10,3,1375179300,41.953400044,-87.646007066,41.884987192,-87.620992913,0.3,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
6,14.45,11,13,5,1383831000,41.953400044,-87.646007066,41.884987192,-87.620992913,6.0,,17031320100,Cash,,600,32,0.0
6,14.65,12,10,2,1387189800,41.953400044,-87.646007066,41.880994471,-87.632746489,6.0,,17031839100,Cash,Dispatch Taxi Affiliation,720,32,0.0
6,16.64,2,1,7,1424481300,41.953400044,-87.646007066,41.880994471,-87.632746489,6.7,,17031839100,Credit Card,,1020,32,4.16
6,17.25,4,10,4,1429699500,41.953400044,-87.646007066,41.880994471,-87.632746489,6.6,,17031839100,Cash,Choice Taxi Association,1020,32,0.0
6,15.25,11,9,5,1417078800,41.953400044,-87.646007066,41.879255084,-87.642648998,6.0,,17031281900,Cash,,900,28,0.0
6,15.25,2,8,2,1361176200,41.953400044,-87.646007066,41.885300022,-87.642808466,6.3,,17031280100,Cash,Dispatch Taxi Affiliation,840,28,0.0
6,12.25,2,18,5,1392314400,41.953400044,-87.646007066,41.899155613,-87.626210532,4.4,,17031081201,Credit Card,Dispatch Taxi Affiliation,660,8,2.45
6,5.05,4,21,5,1397164500,41.953400044,-87.646007066,41.942691844,-87.651770507,0.8,,17031062100,Credit Card,Dispatch Taxi Affiliation,180,6,0.0
6,12.85,11,21,7,1384636500,41.953400044,-87.646007066,41.904935302,-87.649907226,0.0,,17031842200,Credit Card,Dispatch Taxi Affiliation,780,8,2.0
7,6.85,8,0,7,1406938500,41.93057857,-87.642206313,41.953400044,-87.646007066,1.7,,17031060800,Cash,Taxi Affiliation Services,480,6,0.0
7,3.25,10,22,7,1446331500,41.93057857,-87.642206313,41.93057857,-87.642206313,0.0,,17031070102,Cash,Taxi Affiliation Services,0,7,0.0
7,3.45,3,20,7,1425759300,41.93057857,-87.642206313,41.93057857,-87.642206313,0.1,,17031070102,Cash,,60,7,0.0
7,7.25,11,12,1,1447591500,41.93057857,-87.642206313,41.958154876,-87.653021789,1.8,,17031032100,Cash,4197 - 41842 Royal Star,540,3,0.0
7,7.05,11,20,6,1447446600,41.93057857,-87.642206313,41.921778188,-87.651061884,1.4,,17031071100,Credit Card,Taxi Affiliation Services,600,7,1.0
7,9.45,7,18,7,1373738400,41.93057857,-87.642206313,41.935983574,-87.675821928,0.1,,17031051300,Credit Card,Blue Ribbon Taxi Association Inc.,900,5,3.0
7,16.65,4,17,2,1367254800,41.93057857,-87.642206313,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,1080,32,3.3
7,10.65,6,4,1,1402200000,41.93057857,-87.642206313,41.891971508,-87.612945414,3.5,,17031081402,Cash,,660,8,0.0
7,11.45,5,15,7,1430581500,41.93057857,-87.642206313,41.891971508,-87.612945414,3.7,,17031081402,Credit Card,Taxi Affiliation Services,900,8,2.65
7,14.25,11,9,2,1447062300,41.93057857,-87.642206313,41.879255084,-87.642648998,3.8,,17031281900,Credit Card,Taxi Affiliation Services,1560,28,4.25
7,7.05,5,0,5,1367455500,41.93057857,-87.642206313,41.94258518,-87.656644092,0.0,,17031062200,Credit Card,Northwest Management LLC,480,6,2.0
7,13.85,2,22,7,1423952100,41.93057857,-87.642206313,41.885300022,-87.642808466,5.6,,17031280100,Credit Card,Dispatch Taxi Affiliation,660,28,2.75
7,13.45,3,19,7,1395514800,41.93057857,-87.642206313,41.87866742,-87.671653621,4.6,,17031838100,Cash,,1140,28,0.0
76,37.85,3,13,3,1394543700,41.97907082,-87.903039661,,,18.9,,17031813100,Cash,,1380,,0.0
76,38.5,10,23,4,1477523700,41.97907082,-87.903039661,,,15.3,,17031804603,Credit Card,Choice Taxi Association,1740,,5.0
76,35.05,10,18,5,1383244200,41.97907082,-87.903039661,,,0.0,,,Credit Card,Taxi Affiliation Services,2040,,11.5
76,45.45,12,12,5,1449144900,41.97907082,-87.903039661,,,22.9,,,Cash,Choice Taxi Association,2100,,0.0
76,0.0,10,11,2,1381144500,41.97907082,-87.903039661,,,1.3,,,Cash,Taxi Affiliation Services,1560,,0.0
76,34.04,6,22,7,1370124000,41.97907082,-87.903039661,,,17.0,,,Credit Card,,1380,,0.0
76,41.65,4,15,5,1427986800,41.97907082,-87.903039661,,,0.0,,,Credit Card,Choice Taxi Association,1380,,3.0
76,42.45,6,11,1,1371985200,41.97907082,-87.903039661,,,0.0,,,Cash,Taxi Affiliation Services,1500,,0.0
76,29.25,12,20,1,1449432000,41.97907082,-87.903039661,,,14.0,,,Credit Card,Chicago Medallion Leasing INC,1260,,8.0
76,38.65,8,21,2,1439243100,41.97907082,-87.903039661,,,19.1,,,Credit Card,Choice Taxi Association,1680,,12.6
76,57.05,4,0,5,1429747200,41.97907082,-87.903039661,,,29.7,,,Credit Card,KOAM Taxi Association,2340,,10.0
76,46.65,1,0,3,1389052800,41.97907082,-87.903039661,,,1.4,,,Credit Card,Taxi Affiliation Services,1920,,0.0
76,43.25,12,19,1,1450035900,41.97907082,-87.903039661,,,21.7,,,Credit Card,Choice Taxi Association,1800,,14.0
76,20.65,11,23,5,1384470000,41.97907082,-87.903039661,,,0.95,,,Cash,,1140,,0.0
76,31.85,4,20,2,1398113100,41.97907082,-87.903039661,,,0.9,,,Cash,Taxi Affiliation Services,1440,,0.0
76,41.85,5,19,7,1433014200,41.97907082,-87.903039661,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,2100,,0.0
76,33.85,6,10,3,1370341800,41.97907082,-87.903039661,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1320,,0.0
76,27.05,12,17,6,1449853200,41.97907082,-87.903039661,,,12.4,,,Credit Card,KOAM Taxi Association,1800,,16.45
76,34.45,6,23,6,1371857400,41.97907082,-87.903039661,,,0.0,,,Cash,Choice Taxi Association,1560,,0.0
76,32.45,11,21,4,1383772500,41.97907082,-87.903039661,,,0.0,,,Cash,Dispatch Taxi Affiliation,1020,,0.0
76,32.85,10,18,2,1444068000,41.97907082,-87.903039661,,,15.8,,17031804603,Credit Card,,1680,,13.08
76,48.85,9,0,3,1442880000,41.97907082,-87.903039661,,,25.1,,,Cash,,1560,,0.0
76,35.45,9,17,3,1409678100,41.97907082,-87.903039661,,,1.0,,,Credit Card,Taxi Affiliation Services,1740,,12.0
76,38.25,9,16,3,1378829700,41.97907082,-87.903039661,,,17.93,,,Cash,,3180,,0.0
76,13.45,2,8,3,1360052100,41.97907082,-87.903039661,,,5.42,,,Cash,,780,,0.0
76,36.65,9,9,3,1380015000,41.97907082,-87.903039661,,,17.81,,,Credit Card,,2580,,4.0
76,32.45,5,17,6,1432921500,41.97907082,-87.903039661,,,14.8,,,Credit Card,Dispatch Taxi Affiliation,2940,,10.85
76,61.65,5,22,6,1401489000,41.97907082,-87.903039661,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,3120,,0.0
76,33.25,10,17,7,1443892500,41.97907082,-87.903039661,,,15.6,,,Cash,,1560,,0.0
76,35.04,11,18,2,1447697700,41.97907082,-87.903039661,,,16.7,,,Credit Card,,2220,,5.0
76,25.65,6,1,2,1434332700,41.97907082,-87.903039661,,,11.1,,,Cash,Taxi Affiliation Services,1740,,0.0
76,3.25,6,14,4,1433340000,41.97907082,-87.903039661,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,,0.0
76,31.25,11,14,6,1383921900,41.97907082,-87.903039661,,,0.1,,,Cash,Dispatch Taxi Affiliation,1080,,0.0
76,27.25,1,12,2,1358164800,41.97907082,-87.903039661,,,11.9,,,Credit Card,,1740,,5.0
76,54.85,10,18,5,1381429800,41.97907082,-87.903039661,,,27.5,,,Cash,,2940,,0.0
76,54.25,8,0,3,1409013900,41.97907082,-87.903039661,,,28.1,,,Credit Card,Taxi Affiliation Services,2100,,9.75
76,29.85,8,13,2,1438607700,41.97907082,-87.903039661,,,14.0,,,Cash,,1320,,0.0
76,46.65,6,13,6,1402665300,41.97907082,-87.903039661,,,22.8,,,Cash,,2340,,0.0
76,53.85,5,18,2,1432576800,41.97907082,-87.903039661,,,0.0,,,Cash,Dispatch Taxi Affiliation,2040,,0.0
76,33.45,3,16,5,1363881600,41.97907082,-87.903039661,,,15.0,,,Cash,,2040,,0.0
76,23.45,3,10,3,1427796000,41.97907082,-87.903039661,,,10.1,,,Credit Card,Taxi Affiliation Services,1560,,5.05
76,32.25,3,15,3,1425396600,41.97907082,-87.903039661,,,15.6,,,Cash,KOAM Taxi Association,1320,,0.0
76,86.05,6,7,7,1402731900,41.97907082,-87.903039661,,,41.6,,,Cash,,4800,,0.0
76,3.45,10,21,6,1382130900,41.97907082,-87.903039661,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
76,29.25,4,23,4,1430349300,41.97907082,-87.903039661,,,14.0,,,Credit Card,Taxi Affiliation Services,1140,,6.0
76,34.65,7,19,4,1406142000,41.97907082,-87.903039661,,,16.8,,,Cash,Taxi Affiliation Services,2700,,0.0
76,41.65,2,10,3,1423564200,41.97907082,-87.903039661,,,21.4,,,Credit Card,,1320,,13.23
76,64.05,3,15,6,1396021500,41.97907082,-87.903039661,,,32.8,,,Credit Card,,2640,,15.0
76,40.45,11,22,2,1415658600,41.97907082,-87.903039661,41.849246754,-87.624135298,20.7,,17031841000,Credit Card,Taxi Affiliation Services,1380,33,5.0
76,41.65,6,8,6,1433493000,41.97907082,-87.903039661,41.849246754,-87.624135298,20.56,,17031841000,Credit Card,,2160,33,8.73
76,41.85,10,20,1,1414354500,41.97907082,-87.903039661,41.849246754,-87.624135298,20.9,,17031841000,Credit Card,Choice Taxi Association,2460,33,5.15
76,42.05,11,15,7,1385823600,41.97907082,-87.903039661,41.849246754,-87.624135298,0.0,,17031841000,Credit Card,Taxi Affiliation Services,2700,33,6.0
76,41.85,4,20,7,1396730700,41.97907082,-87.903039661,41.849246754,-87.624135298,21.2,,17031841000,Credit Card,Choice Taxi Association,1740,33,8.0
76,46.65,11,11,2,1415013300,41.97907082,-87.903039661,41.892507781,-87.626214906,22.5,,17031081500,Cash,Taxi Affiliation Services,3120,8,0.0
76,37.85,4,15,3,1429630200,41.97907082,-87.903039661,41.892507781,-87.626214906,16.3,,17031081500,Cash,,3240,8,0.0
76,34.25,7,20,3,1374007500,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,1380,8,0.0
76,43.05,10,19,6,1445024700,41.97907082,-87.903039661,41.892507781,-87.626214906,18.1,,17031081500,Credit Card,Taxi Affiliation Services,4740,8,10.0
76,35.25,6,21,2,1403559000,41.97907082,-87.903039661,41.892507781,-87.626214906,20.0,,17031081500,Credit Card,Northwest Management LLC,1380,8,4.0
76,36.85,8,15,4,1439996400,41.97907082,-87.903039661,41.892507781,-87.626214906,18.0,,17031081500,Cash,Choice Taxi Association,2700,8,0.0
76,43.25,4,15,3,1459870200,41.97907082,-87.903039661,41.892507781,-87.626214906,17.3,,17031081500,Cash,Dispatch Taxi Affiliation,2400,8,0.0
76,40.65,5,17,6,1367600400,41.97907082,-87.903039661,41.892507781,-87.626214906,17.8,,17031081500,Cash,,3840,8,0.0
76,38.05,1,19,5,1359054900,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,3360,8,8.0
76,37.25,11,14,7,1448719200,41.97907082,-87.903039661,41.892507781,-87.626214906,17.9,,17031081500,Cash,,2280,8,0.0
76,35.85,1,18,5,1357237800,41.97907082,-87.903039661,41.892507781,-87.626214906,17.6,,17031081500,Cash,,1620,8,0.0
76,37.45,4,18,3,1396980000,41.97907082,-87.903039661,41.892507781,-87.626214906,17.8,,17031081500,Credit Card,,2880,8,8.09
76,34.04,10,22,3,1412721000,41.97907082,-87.903039661,41.892507781,-87.626214906,16.8,,17031081500,Credit Card,,1200,8,7.21
76,43.0,7,20,4,1469047500,41.97907082,-87.903039661,41.892507781,-87.626214906,17.1,,17031081500,Credit Card,Top Cab Affiliation,2100,8,9.4
76,35.45,6,17,2,1404148500,41.97907082,-87.903039661,41.892507781,-87.626214906,17.4,,17031081500,Credit Card,,2220,8,7.49
76,38.25,10,19,5,1446146100,41.97907082,-87.903039661,41.892507781,-87.626214906,17.6,,17031081500,Credit Card,Taxi Affiliation Services,3540,8,8.0
76,34.85,9,13,1,1410096600,41.97907082,-87.903039661,41.892507781,-87.626214906,17.2,,17031081500,Credit Card,,1440,8,7.37
76,38.45,10,17,3,1445361300,41.97907082,-87.903039661,41.892507781,-87.626214906,17.5,,17031081500,Credit Card,,3000,8,8.09
76,36.25,4,22,5,1398376800,41.97907082,-87.903039661,41.892507781,-87.626214906,1.0,,17031081500,Credit Card,Taxi Affiliation Services,1860,8,7.65
76,41.05,3,16,1,1425228300,41.97907082,-87.903039661,41.892507781,-87.626214906,19.7,,17031081500,Credit Card,Choice Taxi Association,2100,8,10.0
76,44.0,5,18,1,1462126500,41.97907082,-87.903039661,41.892507781,-87.626214906,17.5,,17031081500,Credit Card,,1860,8,9.6
76,36.45,3,22,2,1395095400,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Choice Taxi Association,1440,8,5.0
76,35.45,8,23,5,1377214200,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Cash,Northwest Management LLC,1320,8,0.0
76,36.85,11,18,1,1447005600,41.97907082,-87.903039661,41.892507781,-87.626214906,17.2,,17031081500,Credit Card,KOAM Taxi Association,2760,8,5.0
76,34.25,1,23,3,1358895600,41.97907082,-87.903039661,41.892507781,-87.626214906,1.73,,17031081500,Credit Card,,1200,8,9.06
76,38.85,8,18,2,1439232300,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,3660,8,8.15
76,36.45,4,18,5,1365704100,41.97907082,-87.903039661,41.892507781,-87.626214906,17.4,,17031081500,Cash,,2940,8,0.0
76,46.0,10,14,6,1477663200,41.97907082,-87.903039661,41.892507781,-87.626214906,17.6,,17031081500,Credit Card,KOAM Taxi Association,2460,8,6.0
76,39.65,2,9,3,1392110100,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Choice Taxi Association,4140,8,8.3
76,50.25,3,15,2,1363620600,41.97907082,-87.903039661,41.892507781,-87.626214906,17.8,,17031081500,Credit Card,,2940,8,10.45
76,34.45,6,23,3,1372203900,41.97907082,-87.903039661,41.892507781,-87.626214906,17.4,,17031081500,Credit Card,,1200,8,7.49
76,35.04,3,20,1,1425844800,41.97907082,-87.903039661,41.892507781,-87.626214906,17.4,,17031081500,Credit Card,,1380,8,7.41
76,35.85,6,17,2,1403542800,41.97907082,-87.903039661,41.892507781,-87.626214906,17.5,,17031081500,Credit Card,,1800,8,7.57
76,36.65,4,15,6,1429888500,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,3120,8,0.0
76,35.65,10,14,4,1382536800,41.97907082,-87.903039661,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Dispatch Taxi Affiliation,1980,8,5.0
76,38.45,7,18,5,1405017000,41.97907082,-87.903039661,41.892507781,-87.626214906,17.4,,17031081500,Credit Card,KOAM Taxi Association,3720,8,10.1
76,35.05,11,11,2,1447674300,41.97907082,-87.903039661,41.892507781,-87.626214906,17.8,,17031081500,Credit Card,Taxi Affiliation Services,1500,8,7.4
76,32.25,3,17,5,1427390100,41.97907082,-87.903039661,41.921877461,-87.66407824,14.8,,17031832500,Credit Card,Dispatch Taxi Affiliation,2580,7,6.85
76,34.45,10,22,2,1414448100,41.97907082,-87.903039661,41.892042136,-87.63186395,17.2,,17031081700,Credit Card,Dispatch Taxi Affiliation,1260,8,6.85
76,37.05,1,18,6,1420829100,41.97907082,-87.903039661,41.892042136,-87.63186395,17.4,,17031081700,Credit Card,Dispatch Taxi Affiliation,3000,8,7.8
76,35.45,6,21,4,1433365200,41.97907082,-87.903039661,41.892042136,-87.63186395,17.5,,17031081700,Credit Card,,1560,8,7.49
76,37.45,3,18,2,1425924900,41.97907082,-87.903039661,41.892042136,-87.63186395,17.5,,17031081700,Credit Card,Choice Taxi Association,2820,8,7.85
76,33.45,12,16,1,1385914500,41.97907082,-87.903039661,41.892042136,-87.63186395,16.2,,17031081700,No Charge,Dispatch Taxi Affiliation,1680,8,0.0
76,38.25,5,18,4,1401300900,41.97907082,-87.903039661,41.892042136,-87.63186395,17.5,,17031081700,Credit Card,,3000,8,8.05
76,35.05,6,20,6,1370636100,41.97907082,-87.903039661,41.892042136,-87.63186395,16.3,,17031081700,Cash,Dispatch Taxi Affiliation,2040,8,0.0
76,43.45,10,0,3,1381795200,41.97907082,-87.903039661,41.892042136,-87.63186395,1.76,,17031081700,Cash,,1200,8,0.0
76,35.25,11,15,3,1415115900,41.97907082,-87.903039661,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,2100,8,8.0
76,36.04,4,14,5,1427985000,41.97907082,-87.903039661,41.892042136,-87.63186395,17.3,,17031081700,Credit Card,,2520,8,7.61
76,36.25,5,10,6,1432896300,41.97907082,-87.903039661,41.892042136,-87.63186395,17.8,,17031081700,Credit Card,Choice Taxi Association,1980,8,9.55
76,33.65,8,0,4,1439339400,41.97907082,-87.903039661,41.892042136,-87.63186395,16.8,,17031081700,Cash,Choice Taxi Association,1020,8,0.0
76,33.85,7,16,3,1436892300,41.97907082,-87.903039661,41.892042136,-87.63186395,17.1,,17031081700,Credit Card,Northwest Management LLC,2160,8,7.15
76,34.45,3,22,4,1395873900,41.97907082,-87.903039661,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,1320,8,7.45
76,35.05,1,22,7,1390689900,41.97907082,-87.903039661,41.892042136,-87.63186395,16.8,,17031081700,Cash,Taxi Affiliation Services,1440,8,0.0
76,30.25,8,19,7,1376767800,41.97907082,-87.903039661,41.953400044,-87.646007066,14.3,,17031060800,Credit Card,,1740,6,6.45
76,38.65,8,5,5,1375335000,41.97907082,-87.903039661,41.957360691,-87.722822251,19.7,,17031160400,Cash,,780,16,0.0
76,35.05,8,19,1,1407092400,41.97907082,-87.903039661,41.93057857,-87.642206313,0.0,,17031070102,Credit Card,Choice Taxi Association,2760,7,7.4
76,33.05,12,12,4,1387369800,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Chicago Elite Cab Corp. (Chicago Carriag,1740,76,0.0
76,35.05,9,17,6,1379698200,41.97907082,-87.903039661,41.97907082,-87.903039661,1.71,,17031980000,Cash,,2520,76,0.0
76,44.05,11,3,5,1385003700,41.97907082,-87.903039661,41.97907082,-87.903039661,0.5,,17031980000,Cash,,7320,76,0.0
76,3.45,12,22,4,1450303200,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,KOAM Taxi Association,60,76,0.0
76,3.25,10,6,3,1383028200,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,0,76,0.0
76,6.05,9,20,1,1410122700,41.97907082,-87.903039661,41.97907082,-87.903039661,1.0,,17031980000,Cash,3385 - 23210 Eman Cab,420,76,0.0
76,70.0,6,16,6,1371225600,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,,0,76,0.0
76,3.25,5,15,3,1430840700,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,0,76,0.0
76,3.45,12,13,3,1450790100,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Blue Ribbon Taxi Association Inc.,60,76,0.0
76,3.25,12,13,6,1388150100,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,0,76,0.0
76,3.25,12,20,4,1387396800,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,0,76,0.0
76,3.25,5,16,5,1463674500,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,60,76,0.0
76,3.25,2,19,1,1393182000,41.97907082,-87.903039661,41.97907082,-87.903039661,0.1,,17031980000,Cash,,0,76,0.0
76,8.05,8,10,2,1439807400,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,720,76,0.0
76,38.04,6,11,5,1434627900,41.97907082,-87.903039661,41.97907082,-87.903039661,17.5,,17031980000,Credit Card,,2040,76,8.01
76,3.45,1,20,3,1389127500,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,60,76,0.0
76,33.0,3,14,3,1425393900,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,,0,76,0.0
76,12.05,2,13,5,1424353500,41.97907082,-87.903039661,41.97907082,-87.903039661,4.5,,17031980000,Credit Card,,720,76,0.95
76,3.25,12,12,6,1417782600,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,0,76,0.0
76,3.25,2,20,3,1456257600,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,0,76,0.0
76,3.25,6,12,1,1433680200,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,0,76,0.0
76,3.25,8,12,5,1377777600,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,0,76,0.0
76,3.25,11,8,1,1416731400,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,60,76,0.0
76,30.45,5,11,1,1367751600,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Chicago Elite Cab Corp.,960,76,0.0
76,3.25,6,15,2,1434985200,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Northwest Management LLC,0,76,0.0
76,3.25,1,22,4,1453932900,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,0,76,0.0
76,3.25,3,12,2,1363608000,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,60,76,0.0
76,4.85,9,18,4,1443033000,41.97907082,-87.903039661,41.97907082,-87.903039661,29.2,,17031980000,Credit Card,Dispatch Taxi Affiliation,180,76,2.0
76,25.0,3,7,7,1362208500,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,,0,76,5.0
76,3.25,5,10,2,1400494500,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Dispatch Taxi Affiliation,0,76,0.0
76,6.5,7,21,4,1469655000,41.97907082,-87.903039661,41.97907082,-87.903039661,0.8,,17031980000,Cash,KOAM Taxi Association,480,76,0.0
76,3.45,5,10,6,1368784800,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Northwest Management LLC,60,76,0.0
76,3.25,3,18,5,1395943200,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,0,76,0.0
76,3.25,3,16,6,1426262400,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,,0,76,0.0
76,0.0,6,15,2,1370879100,41.97907082,-87.903039661,41.97907082,-87.903039661,2.4,,17031980000,Cash,Taxi Affiliation Services,4140,76,0.0
76,5.85,6,10,2,1372069800,41.97907082,-87.903039661,41.97907082,-87.903039661,1.5,,17031980000,Cash,,180,76,0.0
76,3.25,10,22,1,1412547300,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,0,76,0.0
76,35.65,8,13,5,1439473500,41.97907082,-87.903039661,41.97907082,-87.903039661,17.1,,17031980000,Cash,,2760,76,0.0
76,3.25,12,17,3,1418145300,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Blue Ribbon Taxi Association Inc.,0,76,0.0
76,3.25,10,14,1,1413727200,41.97907082,-87.903039661,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,0,76,0.0
76,37.75,3,22,6,1458338400,41.97907082,-87.903039661,41.949060526,-87.661642904,0.0,,17031061200,Credit Card,Taxi Affiliation Services,1920,6,4.0
76,33.65,2,0,6,1359677700,41.97907082,-87.903039661,41.900265687,-87.63210922,0.0,,17031081000,Credit Card,Northwest Management LLC,1320,8,7.1
76,42.5,1,15,3,1453215600,41.97907082,-87.903039661,41.900265687,-87.63210922,1.0,,17031081000,Credit Card,Taxi Affiliation Services,1320,8,9.3
76,66.65,5,0,6,1368144000,41.97907082,-87.903039661,41.900265687,-87.63210922,34.8,,17031081000,Cash,,1500,8,0.0
76,27.85,4,19,7,1428781500,41.97907082,-87.903039661,41.928431564,-87.699968591,13.4,,17031220400,Cash,Choice Taxi Association,1380,22,0.0
76,30.25,4,20,4,1429735500,41.97907082,-87.903039661,41.958154876,-87.653021789,14.0,,17031032100,Credit Card,Dispatch Taxi Affiliation,1860,3,6.45
76,31.85,3,20,3,1363120200,41.97907082,-87.903039661,41.928967266,-87.656156831,0.0,,17031070400,Credit Card,Blue Ribbon Taxi Association Inc.,1680,7,5.0
76,34.65,4,11,6,1429873200,41.97907082,-87.903039661,41.914616286,-87.631717366,16.4,,17031071500,Cash,Taxi Affiliation Services,1980,7,0.0
76,35.25,9,20,6,1409948100,41.97907082,-87.903039661,41.914616286,-87.631717366,16.6,,17031071500,Credit Card,Choice Taxi Association,2400,7,7.45
76,36.05,8,18,6,1408733100,41.97907082,-87.903039661,41.914616286,-87.631717366,15.1,,17031071500,No Charge,Dispatch Taxi Affiliation,3600,7,0.0
76,33.05,4,15,2,1367248500,41.97907082,-87.903039661,41.914616286,-87.631717366,161.0,,17031071500,Cash,Taxi Affiliation Services,1980,7,0.0
76,30.05,1,20,5,1359057600,41.97907082,-87.903039661,41.935988906,-87.670966384,0.8,,17031062600,Credit Card,Taxi Affiliation Services,2760,6,5.0
76,32.85,9,23,2,1411427700,41.97907082,-87.903039661,41.912868922,-87.641070746,0.9,,17031071700,Credit Card,Blue Ribbon Taxi Association Inc.,1320,7,1.0
76,38.65,11,10,2,1447668900,41.97907082,-87.903039661,41.877406123,-87.621971652,1.1,,17031320400,Credit Card,Taxi Affiliation Services,3120,32,4.0
76,36.45,1,16,5,1422548100,41.97907082,-87.903039661,41.877406123,-87.621971652,1.1,,17031320400,Credit Card,Taxi Affiliation Services,1920,32,7.65
76,36.04,5,22,3,1399416300,41.97907082,-87.903039661,41.877406123,-87.621971652,18.0,,17031320400,Credit Card,,1320,32,7.61
76,30.25,2,21,2,1424727000,41.97907082,-87.903039661,41.900560384,-87.69419737,14.8,,17031242600,Credit Card,,1260,24,6.45
76,33.65,3,19,4,1394046000,41.97907082,-87.903039661,41.916473316,-87.641183657,0.0,,17031071600,Credit Card,Taxi Affiliation Services,2220,7,7.1
76,37.45,6,18,5,1434048300,41.97907082,-87.903039661,41.89830587,-87.653613982,17.3,,17031842300,Cash,,2940,24,0.0
76,37.25,11,19,6,1416599100,41.97907082,-87.903039661,41.89830587,-87.653613982,15.7,,17031842300,Credit Card,Choice Taxi Association,2880,24,7.85
76,31.25,6,0,2,1371429000,41.97907082,-87.903039661,41.934762456,-87.639853859,15.2,,17031063302,Credit Card,Dispatch Taxi Affiliation,1440,6,2.0
76,32.65,2,19,5,1423769400,41.97907082,-87.903039661,41.934762456,-87.639853859,14.9,,17031063302,Credit Card,,2700,6,6.93
76,28.65,10,19,6,1382125500,41.97907082,-87.903039661,41.966834067,-87.684018371,0.7,,17031040600,Cash,Blue Ribbon Taxi Association Inc.,2280,4,0.0
76,42.85,3,14,6,1394806500,41.97907082,-87.903039661,41.859349715,-87.617358006,20.8,,17031330100,Cash,,3300,33,0.0
76,35.85,7,21,2,1436822100,41.97907082,-87.903039661,41.859349715,-87.617358006,18.1,,17031330100,Credit Card,Taxi Affiliation Services,1500,33,7.0
76,39.65,12,19,4,1386791100,41.97907082,-87.903039661,41.859349715,-87.617358006,19.4,,17031330100,Credit Card,,1920,33,8.33
76,43.25,9,21,2,1443474000,41.97907082,-87.903039661,41.859349715,-87.617358006,1.2,,17031330100,Cash,Taxi Affiliation Services,3060,33,0.0
76,38.65,9,15,2,1442243700,41.97907082,-87.903039661,41.859349715,-87.617358006,18.1,,17031330100,Cash,Taxi Affiliation Services,2700,33,0.0
76,37.45,1,16,1,1358092800,41.97907082,-87.903039661,41.859349715,-87.617358006,18.3,,17031330100,Credit Card,,1560,33,4.0
76,39.85,6,12,3,1434456000,41.97907082,-87.903039661,41.859349715,-87.617358006,19.6,,17031330100,Credit Card,,2160,33,10.46
76,39.65,3,17,4,1395853200,41.97907082,-87.903039661,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Blue Ribbon Taxi Association Inc.,3300,33,2.0
76,38.05,8,1,2,1376270100,41.97907082,-87.903039661,41.859349715,-87.617358006,0.0,,17031330100,Cash,Dispatch Taxi Affiliation,1560,33,0.0
76,27.25,1,20,7,1357416000,41.97907082,-87.903039661,41.963374382,-87.67018455,12.7,,17031031900,Cash,,1320,3,0.0
76,31.85,7,19,6,1404501300,41.97907082,-87.903039661,41.892658108,-87.652534484,15.8,,17031243500,Credit Card,,1020,24,5.08
76,38.45,8,20,1,1440966600,41.97907082,-87.903039661,41.907520075,-87.6266589,18.5,,17031080100,Credit Card,,2220,8,8.09
76,34.25,8,22,1,1439159400,41.97907082,-87.903039661,41.907520075,-87.6266589,16.6,,17031080100,Cash,Dispatch Taxi Affiliation,1620,8,0.0
76,34.05,2,13,6,1391780700,41.97907082,-87.903039661,41.907520075,-87.6266589,0.0,,17031080100,Credit Card,Choice Taxi Association,1440,8,7.2
76,32.45,7,22,5,1405029600,41.97907082,-87.903039661,41.936237179,-87.656411531,15.3,,17031062900,Cash,KOAM Taxi Association,1980,6,0.0
76,34.25,9,11,7,1410003900,41.97907082,-87.903039661,41.936237179,-87.656411531,14.6,,17031062900,Credit Card,Taxi Affiliation Services,3480,6,10.85
76,37.85,9,17,5,1411059600,41.97907082,-87.903039661,41.905857769,-87.630865027,16.2,,17031080202,Credit Card,Dispatch Taxi Affiliation,3660,8,7.95
76,33.65,8,22,3,1407883500,41.97907082,-87.903039661,41.922082541,-87.634156093,0.0,,17031071400,Credit Card,Taxi Affiliation Services,1980,7,7.1
76,31.65,5,16,1,1433088000,41.97907082,-87.903039661,41.922082541,-87.634156093,14.5,,17031071400,Credit Card,,2040,7,5.0
76,33.25,9,20,5,1410468300,41.97907082,-87.903039661,41.922082541,-87.634156093,15.6,,17031071400,Credit Card,,1980,7,7.05
76,36.05,1,23,5,1421967600,41.97907082,-87.903039661,41.890922026,-87.618868355,17.9,,17031081403,Cash,Choice Taxi Association,1440,8,0.0
76,37.04,10,14,2,1382365800,41.97907082,-87.903039661,41.890922026,-87.618868355,18.2,,17031081403,Credit Card,,2280,8,7.81
76,38.85,2,19,7,1392493500,41.97907082,-87.903039661,41.890922026,-87.618868355,18.9,,17031081403,Credit Card,Choice Taxi Association,2160,8,10.2
76,36.04,10,14,3,1444747500,41.97907082,-87.903039661,41.890922026,-87.618868355,17.4,,17031081403,Credit Card,,2160,8,5.0
76,36.65,8,16,2,1441038600,41.97907082,-87.903039661,41.890922026,-87.618868355,17.9,,17031081403,Cash,Dispatch Taxi Affiliation,2220,8,0.0
76,36.65,2,14,5,1360245600,41.97907082,-87.903039661,41.890922026,-87.618868355,0.0,,17031081403,Cash,Dispatch Taxi Affiliation,1980,8,0.0
76,38.45,7,13,5,1373549400,41.97907082,-87.903039661,41.890922026,-87.618868355,1.76,,17031081403,Cash,,3420,8,0.0
76,37.85,9,18,1,1441563300,41.97907082,-87.903039661,41.890922026,-87.618868355,1.1,,17031081403,Credit Card,Taxi Affiliation Services,2280,8,7.95
76,37.85,8,16,2,1438618500,41.97907082,-87.903039661,41.890922026,-87.618868355,17.4,,17031081403,Cash,Dispatch Taxi Affiliation,3600,8,0.0
76,36.25,1,14,7,1358604900,41.97907082,-87.903039661,41.890922026,-87.618868355,0.0,,17031081403,Cash,Dispatch Taxi Affiliation,1680,8,0.0
76,3.25,3,0,2,1394412300,41.97907082,-87.903039661,41.890922026,-87.618868355,0.0,,17031081403,Cash,,0,8,0.0
76,39.65,7,19,5,1437678900,41.97907082,-87.903039661,41.890922026,-87.618868355,17.5,,17031081403,Cash,Taxi Affiliation Services,3420,8,0.0
76,36.45,12,19,2,1418066100,41.97907082,-87.903039661,41.890922026,-87.618868355,17.9,,17031081403,Credit Card,Choice Taxi Association,2520,8,11.5
76,36.85,1,18,5,1358445600,41.97907082,-87.903039661,41.890922026,-87.618868355,0.0,,17031081403,Cash,Dispatch Taxi Affiliation,3600,8,0.0
76,36.85,5,15,5,1400167800,41.97907082,-87.903039661,41.890922026,-87.618868355,17.9,,17031081403,Cash,,3060,8,0.0
76,33.45,3,19,6,1395431100,41.97907082,-87.903039661,41.934659157,-87.646729729,0.0,,17031063400,Credit Card,Taxi Affiliation Services,3000,6,10.6
76,36.25,1,18,1,1421001000,41.97907082,-87.903039661,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,Taxi Affiliation Services,2700,32,2.0
76,37.05,8,15,2,1439219700,41.97907082,-87.903039661,41.884987192,-87.620992913,1.0,,17031320100,Cash,Taxi Affiliation Services,3180,32,0.0
76,37.25,7,20,3,1438113600,41.97907082,-87.903039661,41.884987192,-87.620992913,17.8,,17031320100,Credit Card,,1920,32,7.85
76,36.85,10,16,2,1413218700,41.97907082,-87.903039661,41.884987192,-87.620992913,17.6,,17031320100,Credit Card,Taxi Affiliation Services,2940,32,6.0
76,45.25,4,17,6,1366393500,41.97907082,-87.903039661,41.884987192,-87.620992913,17.9,,17031320100,Credit Card,,4800,32,12.06
76,37.25,9,10,5,1443089700,41.97907082,-87.903039661,41.884987192,-87.620992913,18.1,,17031320100,Cash,Choice Taxi Association,2460,32,0.0
76,38.04,10,9,4,1381914000,41.97907082,-87.903039661,41.884987192,-87.620992913,17.9,,17031320100,Credit Card,,2940,32,7.0
76,37.85,5,12,5,1400157900,41.97907082,-87.903039661,41.884987192,-87.620992913,18.1,,17031320100,Credit Card,Taxi Affiliation Services,2160,32,8.45
76,36.45,7,21,1,1437339600,41.97907082,-87.903039661,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,2040,32,7.65
76,36.65,12,9,5,1388049300,41.97907082,-87.903039661,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,Taxi Affiliation Services,1500,32,7.7
76,38.25,4,13,5,1429796700,41.97907082,-87.903039661,41.884987192,-87.620992913,18.3,,17031320100,Cash,,3060,32,0.0
76,36.85,4,12,4,1365597000,41.97907082,-87.903039661,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,1620,32,1.15
76,37.65,12,15,4,1449070200,41.97907082,-87.903039661,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,2700,32,4.0
76,37.25,6,7,2,1434354300,41.97907082,-87.903039661,41.884987192,-87.620992913,17.8,,17031320100,Credit Card,Choice Taxi Association,3000,32,4.0
76,36.85,1,22,1,1422223200,41.97907082,-87.903039661,41.884987192,-87.620992913,18.1,,17031320100,Credit Card,,1560,32,5.0
76,39.04,5,18,3,1399399200,41.97907082,-87.903039661,41.884987192,-87.620992913,18.5,,17031320100,Credit Card,,3300,32,8.41
76,37.45,3,16,2,1395676800,41.97907082,-87.903039661,41.884987192,-87.620992913,17.6,,17031320100,Credit Card,Taxi Affiliation Services,3240,32,5.0
76,44.25,4,11,6,1460113200,41.97907082,-87.903039661,41.884987192,-87.620992913,17.9,,17031320100,Credit Card,KOAM Taxi Association,2580,32,9.85
76,34.04,6,0,6,1403222400,41.97907082,-87.903039661,41.884987192,-87.620992913,16.7,,17031320100,Cash,,1260,32,0.0
76,39.45,5,19,6,1430509500,41.97907082,-87.903039661,41.884987192,-87.620992913,18.2,,17031320100,Credit Card,Taxi Affiliation Services,2640,32,0.0
76,38.45,6,20,5,1371758400,41.97907082,-87.903039661,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Dispatch Taxi Affiliation,3120,32,0.0
76,40.45,5,18,5,1432836900,41.97907082,-87.903039661,41.884987192,-87.620992913,17.7,,17031320100,Credit Card,Dispatch Taxi Affiliation,4080,32,5.5
76,34.85,7,1,4,1374627600,41.97907082,-87.903039661,41.884987192,-87.620992913,17.3,,17031320100,Credit Card,Northwest Management LLC,1200,32,7.55
76,37.85,8,23,2,1438643700,41.97907082,-87.903039661,41.884987192,-87.620992913,18.6,,17031320100,Credit Card,Dispatch Taxi Affiliation,1620,32,5.0
76,37.45,12,17,7,1417885200,41.97907082,-87.903039661,41.884987192,-87.620992913,17.5,,17031320100,Cash,Choice Taxi Association,3000,32,0.0
76,38.25,11,13,2,1415624400,41.97907082,-87.903039661,41.884987192,-87.620992913,1.1,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,2160,32,0.0
76,37.45,9,11,3,1441107000,41.97907082,-87.903039661,41.884987192,-87.620992913,33.4,,17031320100,Credit Card,Taxi Affiliation Services,1860,32,5.0
76,38.25,10,8,6,1414140300,41.97907082,-87.903039661,41.884987192,-87.620992913,17.8,,17031320100,Cash,,2460,32,8.05
76,98.85,10,17,7,1445102100,41.97907082,-87.903039661,41.884987192,-87.620992913,17.0,,17031320100,Cash,,2520,32,0.0
76,36.25,4,10,1,1396781100,41.97907082,-87.903039661,41.884987192,-87.620992913,17.9,,17031320100,Credit Card,Taxi Affiliation Services,1320,32,11.45
76,42.65,2,8,4,1361349000,41.97907082,-87.903039661,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,4380,32,8.9
76,35.25,11,14,2,1446473700,41.97907082,-87.903039661,41.884987192,-87.620992913,16.3,,17031320100,Cash,Dispatch Taxi Affiliation,2340,32,0.0
76,38.45,6,15,4,1371655800,41.97907082,-87.903039661,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,3540,32,0.0
76,26.85,1,18,7,1420310700,41.97907082,-87.903039661,41.945010151,-87.680928225,12.7,,17031050800,Cash,Dispatch Taxi Affiliation,1320,5,0.0
76,35.65,10,11,4,1381316400,41.97907082,-87.903039661,41.880994471,-87.632746489,17.4,,17031839100,Credit Card,,1500,32,7.53
76,44.05,6,22,2,1370299500,41.97907082,-87.903039661,41.880994471,-87.632746489,17.6,,17031839100,Credit Card,,1260,32,9.2
76,38.04,7,13,4,1374068700,41.97907082,-87.903039661,41.880994471,-87.632746489,18.1,,17031839100,Cash,,2580,32,0.0
76,37.85,7,12,2,1373890500,41.97907082,-87.903039661,41.880994471,-87.632746489,17.7,,17031839100,Credit Card,Taxi Affiliation Services,2700,32,7.95
76,36.04,5,21,1,1367789400,41.97907082,-87.903039661,41.880994471,-87.632746489,18.0,,17031839100,Credit Card,,1440,32,7.61
76,36.85,10,20,4,1446063300,41.97907082,-87.903039661,41.880994471,-87.632746489,18.0,,17031839100,Credit Card,Choice Taxi Association,2760,32,7.75
76,44.0,7,16,2,1469462400,41.97907082,-87.903039661,41.880994471,-87.632746489,17.1,,17031839100,Credit Card,Dispatch Taxi Affiliation,3120,32,9.6
76,36.05,5,22,2,1431381600,41.97907082,-87.903039661,41.880994471,-87.632746489,17.6,,17031839100,Credit Card,KOAM Taxi Association,1740,32,7.6
76,35.25,9,13,3,1443532500,41.97907082,-87.903039661,41.880994471,-87.632746489,17.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,2460,32,7.45
76,36.04,3,9,2,1426498200,41.97907082,-87.903039661,41.880994471,-87.632746489,17.5,,17031839100,Cash,,1860,32,0.0
76,37.04,5,9,2,1399886100,41.97907082,-87.903039661,41.880994471,-87.632746489,17.9,,17031839100,Credit Card,,2400,32,9.76
76,35.65,9,21,4,1409779800,41.97907082,-87.903039661,41.880994471,-87.632746489,1.0,,17031839100,Cash,Taxi Affiliation Services,1500,32,0.0
76,39.65,11,9,4,1415782800,41.97907082,-87.903039661,41.880994471,-87.632746489,17.8,,17031839100,Credit Card,,2880,32,8.33
76,34.85,9,11,4,1441799100,41.97907082,-87.903039661,41.880994471,-87.632746489,17.4,,17031839100,Credit Card,Taxi Affiliation Services,1500,32,7.65
76,35.45,8,12,3,1408449600,41.97907082,-87.903039661,41.880994471,-87.632746489,17.5,,17031839100,Credit Card,Taxi Affiliation Services,1440,32,7.75
76,34.85,3,22,1,1364769900,41.97907082,-87.903039661,41.880994471,-87.632746489,17.1,,17031839100,Credit Card,,1320,32,7.37
76,43.5,4,22,1,1460931300,41.97907082,-87.903039661,41.880994471,-87.632746489,17.1,,17031839100,Credit Card,,1620,32,9.3
76,37.65,7,12,5,1405600200,41.97907082,-87.903039661,41.880994471,-87.632746489,17.7,,17031839100,Credit Card,,3360,32,4.0
76,40.45,11,7,3,1415087100,41.97907082,-87.903039661,41.880994471,-87.632746489,17.9,,17031839100,Cash,,4020,32,0.0
76,16.45,4,16,5,1428595200,41.97907082,-87.903039661,41.880994471,-87.632746489,6.0,,17031839100,Cash,,1320,32,0.0
76,37.04,10,15,5,1380812400,41.97907082,-87.903039661,41.880994471,-87.632746489,18.0,,17031839100,Credit Card,,2280,32,7.81
76,34.25,12,21,6,1386970200,41.97907082,-87.903039661,41.880994471,-87.632746489,17.1,,17031839100,Credit Card,Northwest Management LLC,1320,32,7.25
76,38.05,12,15,4,1417619700,41.97907082,-87.903039661,41.880994471,-87.632746489,18.0,,17031839100,Credit Card,Choice Taxi Association,3180,32,5.0
76,46.0,8,14,2,1470060900,41.97907082,-87.903039661,41.880994471,-87.632746489,17.9,,17031839100,Credit Card,Chicago Medallion Leasing INC,3780,32,8.0
76,35.45,9,12,4,1378903500,41.97907082,-87.903039661,41.880994471,-87.632746489,1.0,,17031839100,Cash,Taxi Affiliation Services,1440,32,0.0
76,43.75,2,10,2,1456741800,41.97907082,-87.903039661,41.880994471,-87.632746489,17.8,,17031839100,Credit Card,Northwest Management LLC,2040,32,9.55
76,36.25,9,15,6,1379689200,41.97907082,-87.903039661,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,Taxi Affiliation Services,1980,32,8.0
76,35.25,12,10,4,1386758700,41.97907082,-87.903039661,41.880994471,-87.632746489,17.3,,17031839100,Credit Card,Taxi Affiliation Services,1800,32,9.3
76,35.65,10,13,1,1443964500,41.97907082,-87.903039661,41.880994471,-87.632746489,17.5,,17031839100,Cash,Dispatch Taxi Affiliation,1740,32,0.0
76,39.25,2,15,3,1422977400,41.97907082,-87.903039661,41.880994471,-87.632746489,18.5,,17031839100,Cash,,3000,32,0.0
76,35.65,10,21,3,1380663000,41.97907082,-87.903039661,41.880994471,-87.632746489,1.75,,17031839100,Cash,,1380,32,0.0
76,39.85,10,8,2,1444033800,41.97907082,-87.903039661,41.880994471,-87.632746489,17.7,,17031839100,Credit Card,,3540,32,6.0
76,38.25,11,9,3,1447147800,41.97907082,-87.903039661,41.880994471,-87.632746489,18.2,,17031839100,Credit Card,,2760,32,10.0
76,34.25,7,9,6,1405071900,41.97907082,-87.903039661,41.880994471,-87.632746489,17.2,,17031839100,Credit Card,,1560,32,7.25
76,39.05,9,9,4,1379495700,41.97907082,-87.903039661,41.880994471,-87.632746489,1.78,,17031839100,Credit Card,,3420,32,6.31
76,38.04,7,11,7,1374320700,41.97907082,-87.903039661,41.880994471,-87.632746489,18.1,,17031839100,Cash,,3420,32,0.0
76,33.45,8,22,6,1406930400,41.97907082,-87.903039661,41.880994471,-87.632746489,16.4,,17031839100,Cash,Northwest Management LLC,1380,32,0.0
76,40.05,11,17,5,1384451100,41.97907082,-87.903039661,41.880994471,-87.632746489,1.0,,17031839100,Cash,Taxi Affiliation Services,4440,32,0.0
76,37.04,2,21,4,1392844500,41.97907082,-87.903039661,41.880994471,-87.632746489,17.9,,17031839100,Credit Card,,1680,32,7.81
76,34.85,8,18,3,1438713900,41.97907082,-87.903039661,41.880994471,-87.632746489,16.2,,17031839100,Credit Card,Northwest Management LLC,3000,32,7.35
76,36.65,9,10,4,1380103200,41.97907082,-87.903039661,41.880994471,-87.632746489,17.9,,17031839100,Credit Card,,2040,32,5.0
76,36.65,6,1,2,1434332700,41.97907082,-87.903039661,41.880994471,-87.632746489,17.65,,17031839100,Cash,,1620,32,0.0
76,49.0,6,18,3,1465322400,41.97907082,-87.903039661,41.880994471,-87.632746489,17.5,,17031839100,Credit Card,Taxi Affiliation Services,5160,32,12.0
76,45.85,5,15,2,1401118200,41.97907082,-87.903039661,41.880994471,-87.632746489,19.7,,17031839100,Credit Card,Taxi Affiliation Services,4200,32,5.0
76,36.05,8,10,4,1439980200,41.97907082,-87.903039661,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Northwest Management LLC,2340,32,0.0
76,37.25,2,16,3,1424794500,41.97907082,-87.903039661,41.880994471,-87.632746489,17.7,,17031839100,Credit Card,Taxi Affiliation Services,2520,32,7.85
76,34.85,6,23,3,1401837300,41.97907082,-87.903039661,41.880994471,-87.632746489,17.4,,17031839100,Credit Card,Dispatch Taxi Affiliation,1440,32,7.35
76,36.85,10,16,3,1444754700,41.97907082,-87.903039661,41.880994471,-87.632746489,17.9,,17031839100,Cash,Taxi Affiliation Services,2700,32,0.0
76,36.05,8,23,5,1407454200,41.97907082,-87.903039661,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,Taxi Affiliation Services,1560,32,3.0
76,36.04,2,20,1,1391978700,41.97907082,-87.903039661,41.880994471,-87.632746489,17.8,,17031839100,Cash,,1560,32,0.0
76,39.04,7,15,4,1374075900,41.97907082,-87.903039661,41.880994471,-87.632746489,18.3,,17031839100,Credit Card,,3360,32,8.2
76,34.85,12,9,7,1450516500,41.97907082,-87.903039661,41.88528132,-87.6572332,1.0,,17031833000,Credit Card,Taxi Affiliation Services,1380,28,7.35
76,31.65,11,18,2,1385404200,41.97907082,-87.903039661,41.912431869,-87.670189148,14.4,,17031240200,Cash,,2520,24,0.0
76,30.25,12,1,2,1386551700,41.97907082,-87.903039661,41.928945904,-87.66089257,14.3,,17031070500,Cash,Dispatch Taxi Affiliation,1320,7,0.0
76,31.65,7,20,3,1406665800,41.97907082,-87.903039661,41.92926299,-87.635890954,15.1,,17031070101,Credit Card,,1620,7,8.53
76,34.45,7,13,7,1405172700,41.97907082,-87.903039661,41.92926299,-87.635890954,15.0,,17031070101,Credit Card,Taxi Affiliation Services,2520,7,9.1
76,32.65,4,23,5,1429226100,41.97907082,-87.903039661,41.92926299,-87.635890954,15.5,,17031070101,Credit Card,Taxi Affiliation Services,1740,7,6.9
76,36.85,3,20,5,1427401800,41.97907082,-87.903039661,41.891971508,-87.612945414,17.8,,17031081402,Credit Card,Taxi Affiliation Services,1920,8,6.0
76,37.05,5,20,6,1399667400,41.97907082,-87.903039661,41.891971508,-87.612945414,1.1,,17031081402,Cash,Taxi Affiliation Services,2280,8,0.0
76,34.25,4,19,3,1429642800,41.97907082,-87.903039661,41.921854911,-87.646210977,15.3,,17031071200,Cash,,3180,7,0.0
76,34.65,11,12,7,1416053700,41.97907082,-87.903039661,41.921854911,-87.646210977,16.3,,17031071200,Credit Card,,1920,7,5.0
76,33.85,1,16,6,1389977100,41.97907082,-87.903039661,41.907412816,-87.640901525,0.0,,17031080400,Credit Card,Taxi Affiliation Services,3720,8,7.15
76,33.45,6,18,5,1401993000,41.97907082,-87.903039661,41.943237122,-87.643470956,14.7,,17031061901,Credit Card,,3240,6,8.86
76,31.25,10,19,5,1382643000,41.97907082,-87.903039661,41.906650766,-87.66533766,14.6,,17031241600,Credit Card,,2340,24,6.65
76,30.65,4,21,5,1397768400,41.97907082,-87.903039661,41.962178629,-87.645378762,14.1,,17031031400,Cash,,2100,3,0.0
76,30.85,9,21,5,1441314000,41.97907082,-87.903039661,41.962178629,-87.645378762,13.6,,17031031400,Credit Card,Choice Taxi Association,2520,3,6.55
76,33.25,2,16,5,1391704200,41.97907082,-87.903039661,41.962178629,-87.645378762,0.0,,17031031400,Credit Card,Blue Ribbon Taxi Association Inc.,2820,3,7.25
76,12.05,7,20,4,1406145600,41.97907082,-87.903039661,41.982272929,-87.841586432,4.6,,17031760801,Cash,Taxi Affiliation Services,720,76,0.0
76,35.45,8,20,5,1408653900,41.97907082,-87.903039661,41.879066994,-87.657005027,17.2,,17031833100,Credit Card,,1680,28,7.49
76,35.65,8,23,3,1376436600,41.97907082,-87.903039661,41.879066994,-87.657005027,16.7,,17031833100,Credit Card,Dispatch Taxi Affiliation,1740,28,8.0
76,34.25,1,23,2,1421103600,41.97907082,-87.903039661,41.879066994,-87.657005027,17.0,,17031833100,Credit Card,,1320,28,12.0
76,35.25,2,21,3,1392152400,41.97907082,-87.903039661,41.879066994,-87.657005027,17.2,,17031833100,Cash,Taxi Affiliation Services,1320,28,0.0
76,36.65,4,17,3,1429638300,41.97907082,-87.903039661,41.879066994,-87.657005027,16.4,,17031833100,Cash,,3300,28,0.0
76,34.65,11,19,5,1447962300,41.97907082,-87.903039661,41.879066994,-87.657005027,16.6,,17031833100,Credit Card,KOAM Taxi Association,2580,28,7.3
76,34.65,10,10,2,1444644000,41.97907082,-87.903039661,41.879066994,-87.657005027,17.4,,17031833100,Credit Card,Dispatch Taxi Affiliation,1200,28,7.5
76,34.85,3,21,5,1394141400,41.97907082,-87.903039661,41.900221297,-87.629105186,16.8,,17031081100,Cash,,1560,8,0.0
76,29.05,12,16,1,1451232000,41.97907082,-87.903039661,41.949220914,-87.651970395,13.4,,17031061000,Credit Card,,1920,6,6.21
76,33.65,12,11,1,1419767100,41.97907082,-87.903039661,41.879255084,-87.642648998,16.9,,17031281900,Credit Card,Dispatch Taxi Affiliation,1080,28,7.3
76,36.25,8,14,4,1439388900,41.97907082,-87.903039661,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,2580,28,7.65
76,10.65,3,20,3,1426020300,41.97907082,-87.903039661,41.982775009,-87.8773054,0.1,,17031770700,Cash,Blue Ribbon Taxi Association Inc.,840,,0.0
76,10.65,11,17,3,1384883100,41.97907082,-87.903039661,41.982775009,-87.8773054,0.0,,17031770700,Credit Card,Taxi Affiliation Services,720,,3.75
76,9.65,12,15,2,1418053500,41.97907082,-87.903039661,41.982775009,-87.8773054,3.0,,17031770700,Credit Card,,540,,3.0
76,8.65,4,23,5,1428015600,41.97907082,-87.903039661,41.982775009,-87.8773054,2.9,,17031770700,Credit Card,,360,,3.0
76,9.45,10,20,1,1443989700,41.97907082,-87.903039661,41.982775009,-87.8773054,0.1,,17031770700,Cash,Blue Ribbon Taxi Association Inc.,660,,0.0
76,6.85,11,20,4,1416429000,41.97907082,-87.903039661,41.982775009,-87.8773054,1.8,,17031770700,Cash,,360,,0.0
76,10.25,11,11,4,1446634800,41.97907082,-87.903039661,41.982775009,-87.8773054,3.6,,17031770700,Credit Card,,540,,2.0
76,10.45,6,0,4,1371601800,41.97907082,-87.903039661,41.982775009,-87.8773054,0.0,,17031770700,Cash,Dispatch Taxi Affiliation,720,,0.0
76,11.65,12,17,3,1450199700,41.97907082,-87.903039661,41.982775009,-87.8773054,4.1,,17031770700,Credit Card,Taxi Affiliation Services,780,,3.25
76,37.65,2,11,3,1424777400,41.97907082,-87.903039661,41.902788048,-87.62614559,18.4,,17031081202,Cash,,1740,8,0.0
76,44.25,3,8,5,1425543300,41.97907082,-87.903039661,41.902788048,-87.62614559,18.1,,17031081202,Credit Card,Taxi Affiliation Services,4920,8,13.85
76,37.05,5,12,7,1430570700,41.97907082,-87.903039661,41.902788048,-87.62614559,17.9,,17031081202,Cash,Dispatch Taxi Affiliation,1740,8,0.0
76,37.45,10,12,3,1444135500,41.97907082,-87.903039661,41.902788048,-87.62614559,18.0,,17031081202,Credit Card,,1860,8,8.19
76,35.25,3,18,1,1457289900,41.97907082,-87.903039661,41.972709547,-87.657341107,13.5,,17031031200,Credit Card,Choice Taxi Association,2220,3,7.85
76,38.45,1,22,5,1389910500,41.97907082,-87.903039661,41.861280847,-87.630580061,1.2,,17031330200,Credit Card,Taxi Affiliation Services,1500,33,8.05
76,44.75,5,10,3,1462875300,41.97907082,-87.903039661,41.892072635,-87.628874157,17.3,,17031081600,Credit Card,,2340,8,9.75
76,34.85,1,1,6,1359075600,41.97907082,-87.903039661,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Dispatch Taxi Affiliation,1260,8,9.2
76,35.04,11,10,7,1383389100,41.97907082,-87.903039661,41.892072635,-87.628874157,17.6,,17031081600,Cash,,1320,8,0.0
76,36.05,11,12,5,1416486600,41.97907082,-87.903039661,41.892072635,-87.628874157,17.4,,17031081600,Credit Card,Taxi Affiliation Services,1620,8,9.5
76,40.85,11,18,1,1417373100,41.97907082,-87.903039661,41.892072635,-87.628874157,17.7,,17031081600,Credit Card,Choice Taxi Association,2700,8,8.55
76,43.05,10,18,6,1381516200,41.97907082,-87.903039661,41.892072635,-87.628874157,1.0,,17031081600,Cash,Taxi Affiliation Services,4620,8,0.0
76,36.85,9,19,3,1380050100,41.97907082,-87.903039661,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Blue Ribbon Taxi Association Inc.,2640,8,6.0
76,32.45,4,18,7,1397325600,41.97907082,-87.903039661,41.958055933,-87.660389456,14.2,,17031830700,Cash,Choice Taxi Association,2700,3,0.0
76,33.65,8,12,3,1439295300,41.97907082,-87.903039661,41.885300022,-87.642808466,17.1,,17031280100,Credit Card,Choice Taxi Association,1260,28,7.1
76,35.04,1,18,3,1421172900,41.97907082,-87.903039661,41.885300022,-87.642808466,17.5,,17031280100,Credit Card,,2220,28,7.41
76,32.45,3,22,2,1393884900,41.97907082,-87.903039661,41.929077655,-87.646293476,0.0,,17031070200,Cash,Taxi Affiliation Services,1740,7,0.0
76,31.25,4,12,3,1396355400,41.97907082,-87.903039661,41.929077655,-87.646293476,0.0,,17031070200,Credit Card,Taxi Affiliation Services,1500,7,6.65
76,31.45,10,20,5,1413489600,41.97907082,-87.903039661,41.952822916,-87.653243992,0.0,,17031832100,Credit Card,Taxi Affiliation Services,3180,6,15.0
76,36.65,12,21,5,1418331600,41.97907082,-87.903039661,41.89503345,-87.619710672,17.8,,17031081401,Cash,,1920,8,0.0
76,36.25,8,17,1,1377450900,41.97907082,-87.903039661,41.89503345,-87.619710672,17.8,,17031081401,Credit Card,,1800,8,7.65
76,36.45,2,18,3,1393352100,41.97907082,-87.903039661,41.89503345,-87.619710672,1.1,,17031081401,Credit Card,Taxi Affiliation Services,2160,8,7.65
76,36.65,8,18,2,1376937900,41.97907082,-87.903039661,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Blue Ribbon Taxi Association Inc.,2280,8,4.0
76,46.5,5,11,6,1463139900,41.97907082,-87.903039661,41.89503345,-87.619710672,17.65,,17031081401,Cash,,2520,8,0.0
76,36.25,4,20,4,1366836300,41.97907082,-87.903039661,41.89503345,-87.619710672,17.4,,17031081401,Cash,,1500,8,0.0
76,37.65,4,10,6,1365157800,41.97907082,-87.903039661,41.89503345,-87.619710672,18.2,,17031081401,Credit Card,,1920,8,7.93
76,44.25,9,20,6,1473451200,41.97907082,-87.903039661,41.89503345,-87.619710672,17.7,,17031081401,Credit Card,,1740,8,5.0
76,37.25,12,19,7,1451156400,41.97907082,-87.903039661,41.89503345,-87.619710672,17.9,,17031081401,Credit Card,Top Cab Affiliation,1920,8,8.05
76,38.25,6,13,6,1433511900,41.97907082,-87.903039661,41.89503345,-87.619710672,18.0,,17031081401,Credit Card,,2520,8,3.0
76,37.25,10,11,7,1445080500,41.97907082,-87.903039661,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Blue Ribbon Taxi Association Inc.,2160,8,8.0
76,38.05,9,14,7,1411222500,41.97907082,-87.903039661,41.89503345,-87.619710672,18.3,,17031081401,Credit Card,Northwest Management LLC,2040,8,8.0
76,35.25,5,9,6,1400838300,41.97907082,-87.903039661,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,1800,8,4.0
76,37.05,9,11,4,1410347700,41.97907082,-87.903039661,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,2580,8,10.0
76,37.65,5,13,5,1367502300,41.97907082,-87.903039661,41.89503345,-87.619710672,17.7,,17031081401,Credit Card,,2640,8,0.0
76,37.04,10,10,6,1444386600,41.97907082,-87.903039661,41.89503345,-87.619710672,17.4,,17031081401,Cash,,2580,8,0.0
76,36.25,10,16,6,1445616000,41.97907082,-87.903039661,41.870607372,-87.622172937,17.3,,17031320600,Credit Card,Dispatch Taxi Affiliation,2640,32,7.65
76,45.45,7,16,4,1374079500,41.97907082,-87.903039661,41.870607372,-87.622172937,22.1,,17031320600,Cash,Dispatch Taxi Affiliation,3780,32,0.0
76,37.85,3,18,6,1426269600,41.97907082,-87.903039661,41.870607372,-87.622172937,1.1,,17031320600,Credit Card,Blue Ribbon Taxi Association Inc.,2880,32,10.0
76,38.05,4,16,1,1428857100,41.97907082,-87.903039661,41.870607372,-87.622172937,0.0,,17031320600,Credit Card,Blue Ribbon Taxi Association Inc.,2040,32,8.0
76,36.05,6,10,6,1433501100,41.97907082,-87.903039661,41.870607372,-87.622172937,18.1,,17031320600,Credit Card,Northwest Management LLC,1560,32,7.8
76,37.85,11,13,5,1447334100,41.97907082,-87.903039661,41.870607372,-87.622172937,18.6,,17031320600,Credit Card,,1920,32,0.0
76,40.45,9,19,4,1443035700,41.97907082,-87.903039661,41.870607372,-87.622172937,18.8,,17031320600,Credit Card,,2460,32,8.49
76,37.25,11,16,3,1384274700,41.97907082,-87.903039661,41.870607372,-87.622172937,0.0,,17031320600,Credit Card,Northwest Management LLC,3000,32,8.05
76,40.85,8,11,2,1438602300,41.97907082,-87.903039661,41.870607372,-87.622172937,18.3,,17031320600,Credit Card,Northwest Management LLC,3000,32,4.0
76,36.05,7,22,2,1404770400,41.97907082,-87.903039661,41.870607372,-87.622172937,17.6,,17031320600,Cash,Taxi Affiliation Services,1740,32,0.0
76,39.85,7,13,6,1437743700,41.97907082,-87.903039661,41.87101588,-87.631406525,18.7,,17031839000,Credit Card,,3000,32,8.37
76,37.45,6,13,5,1402579800,41.97907082,-87.903039661,41.87101588,-87.631406525,18.4,,17031839000,Credit Card,,2520,32,9.86
76,35.45,3,20,1,1395605700,41.97907082,-87.903039661,41.899155613,-87.626210532,17.5,,17031081201,Credit Card,,1380,8,7.49
76,38.25,11,16,1,1383496200,41.97907082,-87.903039661,41.899155613,-87.626210532,17.7,,17031081201,Cash,Dispatch Taxi Affiliation,2520,8,0.0
76,37.05,3,15,7,1425741300,41.97907082,-87.903039661,41.899155613,-87.626210532,16.8,,17031081201,Credit Card,2733 - 74600 Benny Jona,3480,8,5.0
76,34.45,12,20,1,1388349000,41.97907082,-87.903039661,41.899155613,-87.626210532,16.8,,17031081201,No Charge,Dispatch Taxi Affiliation,1440,8,0.0
76,35.65,10,13,2,1414417500,41.97907082,-87.903039661,41.899155613,-87.626210532,17.6,,17031081201,Credit Card,Dispatch Taxi Affiliation,1500,8,8.0
76,45.85,6,23,5,1372375800,41.97907082,-87.903039661,41.899155613,-87.626210532,1.81,,17031081201,Credit Card,,3420,8,9.57
76,36.65,11,22,4,1447884000,41.97907082,-87.903039661,41.899155613,-87.626210532,17.9,,17031081201,Credit Card,,1680,8,9.66
76,37.85,11,13,6,1383916500,41.97907082,-87.903039661,41.899155613,-87.626210532,1.79,,17031081201,Credit Card,,1800,8,0.0
76,36.25,8,13,2,1440423900,41.97907082,-87.903039661,41.899155613,-87.626210532,17.6,,17031081201,Credit Card,,2280,8,5.0
76,36.85,1,18,3,1421172900,41.97907082,-87.903039661,41.899155613,-87.626210532,17.9,,17031081201,Credit Card,,2580,8,7.77
76,39.85,11,16,6,1415376900,41.97907082,-87.903039661,41.899155613,-87.626210532,18.0,,17031081201,Credit Card,Dispatch Taxi Affiliation,4260,8,8.55
76,38.85,3,15,7,1396106100,41.97907082,-87.903039661,41.899155613,-87.626210532,18.2,,17031081201,Cash,,2880,8,0.0
76,42.25,5,16,2,1399306500,41.97907082,-87.903039661,41.899155613,-87.626210532,17.8,,17031081201,Credit Card,,4560,8,7.0
76,36.65,10,20,7,1443903300,41.97907082,-87.903039661,41.899155613,-87.626210532,17.9,,17031081201,Cash,Taxi Affiliation Services,1860,8,0.0
76,36.65,10,19,3,1381866300,41.97907082,-87.903039661,41.899155613,-87.626210532,18.4,,17031081201,Credit Card,Choice Taxi Association,1680,8,7.7
76,25.05,2,20,3,1360699200,41.97907082,-87.903039661,41.942872538,-87.701330291,0.0,,17031210100,Credit Card,Dispatch Taxi Affiliation,1680,21,5.0
76,24.65,12,22,6,1388183400,41.97907082,-87.903039661,41.9725808,-87.694001061,11.2,,17031040201,Credit Card,,1320,4,5.53
76,31.25,3,21,5,1394141400,41.97907082,-87.903039661,41.994442248,-87.665224776,0.0,,17031030200,Credit Card,Dispatch Taxi Affiliation,2340,77,6.65
76,53.45,3,10,1,1364119200,41.97907082,-87.903039661,41.785998518,-87.750934289,27.2,,17031980100,Credit Card,Dispatch Taxi Affiliation,1980,56,5.0
76,59.05,4,17,1,1428860700,41.97907082,-87.903039661,41.785998518,-87.750934289,30.4,,17031980100,Credit Card,,2340,56,13.11
76,33.05,1,1,2,1421630100,41.97907082,-87.903039661,41.89321636,-87.63784421,1.0,,17031081800,Credit Card,Taxi Affiliation Services,1080,8,7.0
76,34.85,6,11,6,1434108600,41.97907082,-87.903039661,41.89321636,-87.63784421,16.6,,17031081800,Credit Card,Choice Taxi Association,1800,8,7.35
76,34.65,8,13,4,1407937500,41.97907082,-87.903039661,41.89321636,-87.63784421,17.2,,17031081800,Credit Card,Taxi Affiliation Services,1620,8,7.6
76,37.25,9,15,7,1443282300,41.97907082,-87.903039661,41.89321636,-87.63784421,1.0,,17031081800,Cash,Taxi Affiliation Services,2820,8,0.0
76,33.05,8,20,2,1439842500,41.97907082,-87.903039661,41.89321636,-87.63784421,16.5,,17031081800,Cash,Top Cab Affiliation,1200,8,0.0
76,35.65,4,21,3,1398807900,41.97907082,-87.903039661,41.89321636,-87.63784421,1.1,,17031081800,Credit Card,Blue Ribbon Taxi Association Inc.,1440,8,7.5
76,33.85,8,22,6,1407535200,41.97907082,-87.903039661,41.89321636,-87.63784421,1.68,,17031081800,Credit Card,,1260,8,0.0
76,33.45,10,10,6,1380880800,41.97907082,-87.903039661,41.89321636,-87.63784421,16.8,,17031081800,Credit Card,,1200,8,8.86
76,27.25,12,19,5,1418327100,41.97907082,-87.903039661,41.935706471,-87.703854544,12.9,,17031210700,Credit Card,,1920,21,5.81
76,19.05,3,20,3,1394569800,41.97907082,-87.903039661,41.985916382,-87.768970241,8.5,,17031110100,Cash,,840,11,0.0
76,30.65,4,16,5,1366300800,41.97907082,-87.903039661,41.950673358,-87.666536281,0.0,,17031060400,Credit Card,Taxi Affiliation Services,2460,6,5.0
76,32.25,9,19,2,1380568500,41.97907082,-87.903039661,41.942577185,-87.647078509,0.8,,17031062000,Credit Card,Taxi Affiliation Services,2820,6,6.85
76,33.25,2,10,7,1359799200,41.97907082,-87.903039661,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,1500,8,0.0
76,36.05,9,21,2,1412027100,41.97907082,-87.903039661,41.898331794,-87.620762865,1.0,,17031081300,Cash,Taxi Affiliation Services,1800,8,0.0
76,37.45,7,18,1,1437934500,41.97907082,-87.903039661,41.898331794,-87.620762865,18.0,,17031081300,Credit Card,Dispatch Taxi Affiliation,2280,8,7.85
76,37.85,3,15,5,1395329400,41.97907082,-87.903039661,41.898331794,-87.620762865,17.6,,17031081300,Credit Card,,3540,8,7.97
76,37.05,7,19,1,1373225400,41.97907082,-87.903039661,41.898331794,-87.620762865,1.1,,17031081300,Credit Card,Taxi Affiliation Services,1800,8,7.8
76,37.05,3,23,4,1394667000,41.97907082,-87.903039661,41.898331794,-87.620762865,0.0,,17031081300,Cash,Choice Taxi Association,1680,8,0.0
76,35.85,6,14,2,1433774700,41.97907082,-87.903039661,41.898331794,-87.620762865,17.6,,17031081300,Credit Card,Taxi Affiliation Services,2580,8,7.55
76,37.45,6,12,4,1434543300,41.97907082,-87.903039661,41.898331794,-87.620762865,17.8,,17031081300,Cash,,2820,8,0.0
76,33.65,11,11,5,1447930800,41.97907082,-87.903039661,41.90749193,-87.63576009,15.9,,17031080300,Credit Card,Dispatch Taxi Affiliation,2280,8,4.0
76,38.85,9,16,7,1442679300,41.97907082,-87.903039661,41.90749193,-87.63576009,17.3,,17031080300,Cash,,3780,8,0.0
76,34.25,11,22,4,1447886700,41.97907082,-87.903039661,41.90749193,-87.63576009,16.4,,17031080300,Cash,,1320,8,0.0
76,32.05,3,22,7,1426371300,41.97907082,-87.903039661,41.988704022,-87.657234828,0.9,,17031030601,Credit Card,Taxi Affiliation Services,2100,77,7.0
76,30.65,12,16,5,1386261000,41.97907082,-87.903039661,41.91922505,-87.671445766,14.9,,17031832300,Credit Card,Choice Taxi Association,2220,22,0.0
76,33.05,11,9,4,1384940700,41.97907082,-87.903039661,41.904935302,-87.649907226,15.7,,17031842200,Credit Card,Taxi Affiliation Services,2640,8,7.0
76,38.25,11,18,1,1480271400,41.97907082,-87.903039661,41.904935302,-87.649907226,15.4,,17031842200,Cash,Choice Taxi Association,1980,8,0.0
6,45.85,7,1,7,1374283800,41.949060526,-87.661642904,,,23.1,,,Cash,,2100,,0.0
6,9.65,7,21,7,1373751900,41.949060526,-87.661642904,41.958154876,-87.653021789,2.7,,17031032100,Cash,,720,3,0.0
6,6.45,6,0,1,1403397900,41.949060526,-87.661642904,41.963374382,-87.67018455,1.1,,17031031900,Cash,Taxi Affiliation Services,480,3,0.0
6,4.45,2,22,4,1391637600,41.949060526,-87.661642904,41.950605232,-87.671332488,0.5,,17031060300,Credit Card,Taxi Affiliation Services,180,6,3.0
6,4.85,1,0,1,1357432200,41.949060526,-87.661642904,41.941488234,-87.671107656,0.0,,17031062500,Cash,Blue Ribbon Taxi Association Inc.,180,6,0.0
6,8.85,10,19,3,1444765500,41.949060526,-87.661642904,41.944813754,-87.69077501,0.1,,17031843700,Cash,Blue Ribbon Taxi Association Inc.,720,5,0.0
1,11.75,10,15,6,1475854200,42.009622881,-87.670166857,,,3.1,,,Cash,,780,,0.0
1,7.45,2,23,7,1361660400,42.009622881,-87.670166857,42.001571027,-87.695012589,1.6,,,Cash,,540,2,0.0
1,9.45,5,22,3,1399415400,42.009622881,-87.670166857,42.001571027,-87.695012589,0.0,,,Cash,Choice Taxi Association,960,2,0.0
1,6.25,3,3,7,1364008500,42.009622881,-87.670166857,42.001571027,-87.695012589,1.6,,,Cash,,180,2,0.0
1,7.05,11,4,2,1448857800,42.009622881,-87.670166857,42.001571027,-87.695012589,1.6,,,Cash,,420,2,0.0
1,57.25,10,9,5,1414661400,42.009622881,-87.670166857,41.706125752,-87.598255838,0.0,,,Credit Card,Taxi Affiliation Services,3720,50,15.0
1,22.05,4,22,7,1428789600,42.009622881,-87.670166857,41.878865584,-87.625192142,10.1,,,Cash,Taxi Affiliation Services,1140,32,0.0
1,6.45,10,0,1,1443916800,42.009622881,-87.670166857,42.009622881,-87.670166857,1.4,,,Cash,,420,1,0.0
1,36.25,6,10,2,1434969000,42.009622881,-87.670166857,42.009622881,-87.670166857,17.7,,,Credit Card,,1800,1,7.65
1,3.25,1,21,7,1389474000,42.009622881,-87.670166857,42.009622881,-87.670166857,0.0,,,Cash,Dispatch Taxi Affiliation,0,1,0.0
1,5.65,11,11,1,1448192700,42.009622881,-87.670166857,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,300,1,0.0
1,20.05,6,18,4,1370456100,42.009622881,-87.670166857,42.009622881,-87.670166857,0.0,,,Cash,Dispatch Taxi Affiliation,2040,1,0.0
1,6.45,11,10,1,1448791200,42.009622881,-87.670166857,42.009622881,-87.670166857,1.4,,,Cash,,420,1,0.0
1,7.25,1,21,6,1422047700,42.009622881,-87.670166857,42.009622881,-87.670166857,2.0,,,Cash,,240,1,0.0
1,5.25,3,8,2,1396252800,42.009622881,-87.670166857,42.009622881,-87.670166857,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,180,1,0.0
1,5.65,1,10,4,1389781800,42.009622881,-87.670166857,42.009622881,-87.670166857,0.0,,,Credit Card,Choice Taxi Association,300,1,2.0
1,18.45,3,11,5,1425553200,42.009622881,-87.670166857,42.009622881,-87.670166857,8.0,,,Cash,,780,1,0.0
1,4.05,3,20,4,1363205700,42.009622881,-87.670166857,42.009622881,-87.670166857,0.3,,,Cash,,120,1,0.0
1,5.05,6,1,2,1372038300,42.009622881,-87.670166857,42.009622881,-87.670166857,0.8,,,Cash,,240,1,0.0
1,5.45,1,9,4,1359536400,42.009622881,-87.670166857,42.009622881,-87.670166857,1.1,,,Credit Card,,240,1,2.0
1,5.45,9,16,4,1409760000,42.009622881,-87.670166857,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,300,1,0.0
1,6.45,11,13,2,1415625300,42.009622881,-87.670166857,42.009622881,-87.670166857,1.0,,,Cash,,420,1,0.0
1,16.05,6,4,7,1371873600,42.009622881,-87.670166857,41.96581197,-87.655878786,3.9,,,Cash,,1740,3,0.0
1,23.45,7,9,5,1436435100,42.009622881,-87.670166857,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1440,8,0.0
1,18.85,7,6,1,1436681700,42.009622881,-87.670166857,41.899602111,-87.633308037,8.6,,,Credit Card,Dispatch Taxi Affiliation,840,8,5.65
1,19.45,11,18,7,1414865700,42.009622881,-87.670166857,41.899602111,-87.633308037,8.0,,,No Charge,Choice Taxi Association,1140,8,0.0
1,21.45,4,10,2,1397471400,42.009622881,-87.670166857,41.899602111,-87.633308037,9.0,,,Cash,Dispatch Taxi Affiliation,1380,8,0.0
1,23.05,5,15,4,1400686200,42.009622881,-87.670166857,41.899602111,-87.633308037,0.0,,,Cash,Choice Taxi Association,1560,8,0.0
1,31.45,5,11,3,1430824500,42.009622881,-87.670166857,41.980264315,-87.913624596,0.0,,,Credit Card,Taxi Affiliation Services,1920,76,6.65
1,30.45,12,4,1,1385871300,42.009622881,-87.670166857,41.980264315,-87.913624596,14.4,,,Credit Card,,1980,76,0.0
1,13.25,7,4,3,1436846400,42.009622881,-87.670166857,41.953582125,-87.72345239,5.3,,,Cash,,960,16,0.0
1,15.25,12,11,6,1419593400,42.009622881,-87.670166857,41.953582125,-87.72345239,5.9,,,Cash,KOAM Taxi Association,1200,16,0.0
1,14.05,8,15,6,1376060400,42.009622881,-87.670166857,41.947791586,-87.683834942,5.2,,,Cash,,1080,5,0.0
1,24.05,10,14,6,1382712300,42.009622881,-87.670166857,41.874005383,-87.66351755,9.4,,,Credit Card,Dispatch Taxi Affiliation,1800,28,5.0
1,18.85,3,20,5,1427400000,42.009622881,-87.670166857,41.922686284,-87.649488729,0.4,,,Credit Card,Taxi Affiliation Services,1140,7,3.95
1,0.0,2,2,5,1423102500,42.009622881,-87.670166857,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,1740,7,0.0
1,16.85,8,13,1,1375621200,42.009622881,-87.670166857,41.922686284,-87.649488729,0.4,,,Cash,Blue Ribbon Taxi Association Inc.,960,7,0.0
1,6.85,11,14,6,1416580200,42.009622881,-87.670166857,41.9867118,-87.663416405,0.0,,,Cash,KOAM Taxi Association,360,77,0.0
1,8.45,10,7,5,1383205500,42.009622881,-87.670166857,41.9867118,-87.663416405,0.21,,,Credit Card,,720,77,1.55
1,8.25,6,19,6,1371238200,42.009622881,-87.670166857,41.9867118,-87.663416405,0.1,,,Cash,Taxi Affiliation Services,780,77,0.0
1,4.65,9,3,4,1441770300,42.009622881,-87.670166857,41.9867118,-87.663416405,0.7,,,Cash,,180,77,0.0
1,10.25,5,4,6,1368160200,42.009622881,-87.670166857,41.9867118,-87.663416405,1.7,,,Cash,,960,77,0.0
1,7.45,3,20,7,1426969800,42.009622881,-87.670166857,41.9867118,-87.663416405,1.7,,,Cash,,540,77,0.0
23,5.85,5,15,3,1401202800,41.900069603,-87.720918238,41.900069603,-87.720918238,1.4,,,Cash,Taxi Affiliation Services,240,23,0.0
23,10.25,2,2,7,1423276200,41.900069603,-87.720918238,41.927260956,-87.765501609,0.2,,,Cash,Taxi Affiliation Services,600,19,0.0
23,14.45,2,19,1,1424028600,41.900069603,-87.720918238,41.92276062,-87.699155343,5.15,,,Cash,,960,22,0.0
7,8.85,8,22,6,1408142700,41.921778356,-87.641459759,41.892507781,-87.626214906,2.5,,17031081500,Cash,,600,8,0.0
7,11.65,12,2,7,1386384300,41.921778356,-87.641459759,41.957735565,-87.683718102,0.2,,17031050200,Credit Card,Blue Ribbon Taxi Association Inc.,960,5,3.15
7,7.85,12,23,7,1449356400,41.921778356,-87.641459759,41.892042136,-87.63186395,2.0,,17031081700,Cash,Taxi Affiliation Services,540,8,0.0
7,9.85,9,1,6,1409880600,41.921778356,-87.641459759,41.953400044,-87.646007066,0.1,,17031060800,Credit Card,Taxi Affiliation Services,720,6,3.25
7,5.45,5,0,1,1400373900,41.921778356,-87.641459759,41.93057857,-87.642206313,1.1,,17031070102,Cash,,300,7,0.0
7,34.05,2,15,7,1391873400,41.921778356,-87.641459759,41.97907082,-87.903039661,15.7,,17031980000,Credit Card,Taxi Affiliation Services,2940,76,6.0
7,35.05,8,18,4,1440613800,41.921778356,-87.641459759,41.97907082,-87.903039661,1.0,,17031980000,Cash,Taxi Affiliation Services,1980,76,0.0
7,5.05,11,22,7,1385851500,41.921778356,-87.641459759,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Blue Ribbon Taxi Association Inc.,240,7,2.0
7,8.25,10,19,1,1382901300,41.921778356,-87.641459759,41.892658108,-87.652534484,2.4,,17031243500,Cash,,600,24,0.0
7,6.05,12,19,4,1386185400,41.921778356,-87.641459759,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,300,8,0.0
7,8.05,3,3,7,1362798000,41.921778356,-87.641459759,41.936237179,-87.656411531,2.2,,17031062900,Cash,Dispatch Taxi Affiliation,480,6,0.0
7,6.85,11,18,4,1416422700,41.921778356,-87.641459759,41.905857769,-87.630865027,0.15,,17031080202,Cash,,480,8,0.0
7,12.45,12,17,5,1386868500,41.921778356,-87.641459759,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,1020,32,2.85
7,9.05,8,15,3,1375801200,41.921778356,-87.641459759,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,720,32,0.0
7,15.25,2,21,7,1425157200,41.921778356,-87.641459759,41.957903897,-87.671518011,5.8,,17031060200,Cash,,1080,6,0.0
7,9.65,2,15,3,1422977400,41.921778356,-87.641459759,41.89503345,-87.619710672,2.7,,17031081401,Cash,Dispatch Taxi Affiliation,600,8,0.0
7,7.05,2,22,1,1392589800,41.921778356,-87.641459759,41.942691844,-87.651770507,1.8,,17031062100,Cash,,420,6,0.0
7,32.85,8,12,6,1407501900,41.921778356,-87.641459759,41.785998518,-87.750934289,0.9,,17031980100,Cash,Taxi Affiliation Services,1980,56,0.0
7,7.45,7,16,5,1374769800,41.921778356,-87.641459759,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,480,8,0.0
7,5.45,4,3,1,1397358000,41.921778356,-87.641459759,41.926811182,-87.642605247,0.0,,17031070103,Cash,Blue Ribbon Taxi Association Inc.,300,7,0.0
7,7.25,7,22,4,1374704100,41.921778356,-87.641459759,41.91922505,-87.671445766,0.0,,17031832300,Cash,Blue Ribbon Taxi Association Inc.,540,22,0.0
3,3.25,2,19,4,1360178100,41.96581197,-87.655878786,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
3,18.25,2,22,7,1359842400,41.96581197,-87.655878786,41.901206994,-87.676355989,7.3,,,Cash,,1320,24,0.0
3,17.45,6,6,1,1433657700,41.96581197,-87.655878786,41.901206994,-87.676355989,7.5,,,Cash,Taxi Affiliation Services,900,24,0.0
3,16.45,6,21,3,1401831000,41.96581197,-87.655878786,41.901206994,-87.676355989,6.3,,,Cash,,1200,24,0.0
3,16.05,12,0,3,1417479300,41.96581197,-87.655878786,41.901206994,-87.676355989,6.1,,,Cash,,1200,24,0.0
3,16.05,9,17,7,1379180700,41.96581197,-87.655878786,41.901206994,-87.676355989,5.5,,,Cash,Choice Taxi Association,1440,24,0.0
3,11.45,5,22,7,1432418400,41.96581197,-87.655878786,41.901206994,-87.676355989,0.2,,,Cash,Taxi Affiliation Services,840,24,0.0
3,19.85,1,9,3,1390900500,41.96581197,-87.655878786,41.878865584,-87.625192142,7.0,,,Credit Card,Choice Taxi Association,1980,32,0.0
3,18.64,9,9,7,1411204500,41.96581197,-87.655878786,41.878865584,-87.625192142,8.2,,,Cash,,720,32,0.0
3,16.05,7,7,4,1438153200,41.96581197,-87.655878786,41.878865584,-87.625192142,6.4,,,Credit Card,,1080,32,3.21
3,21.25,3,8,5,1395305100,41.96581197,-87.655878786,41.878865584,-87.625192142,8.2,,,Credit Card,KOAM Taxi Association,2100,32,3.5
3,19.65,1,10,6,1357296300,41.96581197,-87.655878786,41.878865584,-87.625192142,0.5,,,Credit Card,Taxi Affiliation Services,960,32,1.35
3,23.05,1,13,6,1421414100,41.96581197,-87.655878786,41.878865584,-87.625192142,9.8,,,Cash,,1620,32,0.0
3,14.45,10,11,2,1444042800,41.96581197,-87.655878786,41.878865584,-87.625192142,5.9,,,Cash,,660,32,0.0
3,12.85,8,20,1,1376253900,41.96581197,-87.655878786,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,960,1,0.0
3,11.05,4,20,6,1367009100,41.96581197,-87.655878786,42.009622881,-87.670166857,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,840,1,0.0
3,10.45,12,22,4,1418250600,41.96581197,-87.655878786,42.009622881,-87.670166857,3.5,,,Credit Card,Dispatch Taxi Affiliation,840,1,2.05
3,28.85,8,1,1,1407029400,41.96581197,-87.655878786,41.900069603,-87.720918238,13.0,,,Cash,,1320,23,0.0
3,5.45,5,8,7,1431161100,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Credit Card,Taxi Affiliation Services,240,3,0.0
3,5.65,8,10,4,1438771500,41.96581197,-87.655878786,41.96581197,-87.655878786,1.1,,,Cash,,300,3,0.0
3,33.05,7,18,6,1405101600,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Credit Card,Northwest Management LLC,0,3,7.4
3,3.25,9,0,7,1378514700,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,0,3,0.0
3,3.25,9,19,1,1442777400,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Credit Card,Taxi Affiliation Services,0,3,2.0
3,7.65,10,17,6,1382720400,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Choice Taxi Association,660,3,0.0
3,3.65,3,0,4,1426638600,41.96581197,-87.655878786,41.96581197,-87.655878786,0.2,,,Cash,,60,3,0.0
3,6.25,5,7,5,1367478900,41.96581197,-87.655878786,41.96581197,-87.655878786,1.3,,,Cash,,360,3,0.0
3,7.25,5,3,2,1369625400,41.96581197,-87.655878786,41.96581197,-87.655878786,1.9,,,Credit Card,,420,3,2.0
3,4.45,11,16,6,1447432200,41.96581197,-87.655878786,41.96581197,-87.655878786,0.4,,,Cash,,180,3,0.0
3,5.25,9,18,7,1442685600,41.96581197,-87.655878786,41.96581197,-87.655878786,0.8,,,Cash,,240,3,0.0
3,0.0,1,8,5,1390464900,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,,0,3,0.0
3,3.25,2,15,7,1359819000,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,,0,3,0.0
3,5.25,7,13,1,1469971800,41.96581197,-87.655878786,41.96581197,-87.655878786,0.8,,,Cash,,180,3,0.0
3,4.45,12,11,4,1419418800,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,60,3,0.0
3,10.45,12,13,6,1418389200,41.96581197,-87.655878786,41.96581197,-87.655878786,3.8,,,Cash,,420,3,0.0
3,5.65,7,17,4,1373475600,41.96581197,-87.655878786,41.96581197,-87.655878786,1.2,,,Cash,,240,3,0.0
3,6.25,4,23,6,1366415100,41.96581197,-87.655878786,41.96581197,-87.655878786,1.5,,,Cash,,300,3,0.0
3,7.05,4,2,7,1366423200,41.96581197,-87.655878786,41.96581197,-87.655878786,0.7,,,Credit Card,,660,3,3.0
3,5.45,1,1,7,1390614300,41.96581197,-87.655878786,41.96581197,-87.655878786,1.1,,,Cash,Dispatch Taxi Affiliation,240,3,0.0
3,5.0,12,12,4,1482927300,41.96581197,-87.655878786,41.96581197,-87.655878786,0.5,,,Cash,Northwest Management LLC,300,3,0.0
3,4.65,7,20,2,1436819400,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,240,3,0.0
3,5.85,7,6,1,1405838700,41.96581197,-87.655878786,41.96581197,-87.655878786,0.5,,,Cash,,420,3,0.0
3,7.25,7,14,7,1405781100,41.96581197,-87.655878786,41.96581197,-87.655878786,0.1,,,Credit Card,Blue Ribbon Taxi Association Inc.,540,3,2.0
3,5.85,5,7,4,1401260400,41.96581197,-87.655878786,41.96581197,-87.655878786,1.2,,,Cash,,300,3,0.0
3,4.84,7,21,5,1437081300,41.96581197,-87.655878786,41.96581197,-87.655878786,0.7,,,Cash,,240,3,0.0
3,4.85,6,0,2,1434327300,41.96581197,-87.655878786,41.96581197,-87.655878786,0.07,,,Credit Card,,300,3,3.0
3,5.05,8,0,6,1408063500,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,180,3,0.0
3,5.25,10,9,7,1382780700,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,300,3,0.0
3,4.65,10,7,5,1383205500,41.96581197,-87.655878786,41.96581197,-87.655878786,0.0,,,Cash,Northwest Management LLC,120,3,0.0
3,14.05,2,6,3,1360046700,41.96581197,-87.655878786,41.899602111,-87.633308037,0.0,,,Unknown,Taxi Affiliation Services,540,8,0.0
3,15.65,8,21,1,1376255700,41.96581197,-87.655878786,41.899602111,-87.633308037,0.4,,,Cash,Blue Ribbon Taxi Association Inc.,780,8,0.0
3,14.45,11,10,2,1446460200,41.96581197,-87.655878786,41.899602111,-87.633308037,6.1,,,Cash,Choice Taxi Association,660,8,0.0
3,15.65,4,4,5,1366258500,41.96581197,-87.655878786,41.899602111,-87.633308037,6.7,,,Cash,,600,8,0.0
3,13.85,4,10,6,1365762600,41.96581197,-87.655878786,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,780,8,0.0
3,18.85,8,8,5,1375344900,41.96581197,-87.655878786,41.899602111,-87.633308037,0.74,,,Cash,,1320,8,0.0
3,14.05,7,22,5,1437084000,41.96581197,-87.655878786,41.899602111,-87.633308037,5.8,,,Credit Card,Choice Taxi Association,840,8,1.0
3,13.45,5,17,1,1368378000,41.96581197,-87.655878786,41.899602111,-87.633308037,5.3,,,Credit Card,Dispatch Taxi Affiliation,660,8,9.13
3,13.85,9,15,4,1443627900,41.96581197,-87.655878786,41.899602111,-87.633308037,5.3,,,Credit Card,,780,8,2.0
3,18.05,7,12,5,1404391500,41.96581197,-87.655878786,41.899602111,-87.633308037,0.4,,,Cash,Taxi Affiliation Services,1260,8,0.0
3,17.45,2,20,5,1360269900,41.96581197,-87.655878786,41.899602111,-87.633308037,72.0,,,Cash,Taxi Affiliation Services,1080,8,0.0
3,12.45,8,5,2,1376891100,41.96581197,-87.655878786,41.899602111,-87.633308037,5.1,,,Cash,,480,8,0.0
3,39.25,1,21,4,1389215700,41.96581197,-87.655878786,41.980264315,-87.913624596,0.0,,,Cash,Northwest Management LLC,2100,76,0.0
3,30.45,4,7,1,1396767600,41.96581197,-87.655878786,41.980264315,-87.913624596,0.8,,,Cash,Taxi Affiliation Services,1560,76,0.0
3,37.25,1,5,2,1421645400,41.96581197,-87.655878786,41.980264315,-87.913624596,17.7,,,Credit Card,,1980,76,5.89
3,30.45,12,11,7,1387625400,41.96581197,-87.655878786,41.980264315,-87.913624596,13.6,,,Cash,Dispatch Taxi Affiliation,1740,76,0.0
3,31.85,12,11,1,1450006200,41.96581197,-87.655878786,41.980264315,-87.913624596,14.5,,,Cash,,2100,76,0.0
3,34.25,5,16,5,1400171400,41.96581197,-87.655878786,41.980264315,-87.913624596,14.1,,,Credit Card,Taxi Affiliation Services,3120,76,6.0
3,29.45,8,6,5,1440050400,41.96581197,-87.655878786,41.980264315,-87.913624596,0.8,,,Credit Card,Blue Ribbon Taxi Association Inc.,1440,76,6.25
3,28.05,6,9,7,1433583900,41.96581197,-87.655878786,41.980264315,-87.913624596,13.0,,,Cash,Taxi Affiliation Services,1680,76,0.0
3,27.45,1,9,4,1389173400,41.96581197,-87.655878786,41.985015101,-87.804532006,0.0,,,Credit Card,Taxi Affiliation Services,2940,10,5.45
3,27.05,2,19,2,1424720700,41.96581197,-87.655878786,41.829922304,-87.672502646,13.0,,,Credit Card,Dispatch Taxi Affiliation,1140,59,3.0
3,22.05,12,12,4,1418215500,41.96581197,-87.655878786,41.94651142,-87.806020002,8.9,,,Cash,Dispatch Taxi Affiliation,1860,17,0.0
3,11.05,4,19,1,1397417400,41.96581197,-87.655878786,41.953582125,-87.72345239,0.0,,,No Charge,Dispatch Taxi Affiliation,780,16,0.0
3,11.65,10,15,3,1380642300,41.96581197,-87.655878786,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,960,16,0.0
3,9.65,3,17,1,1396201500,41.96581197,-87.655878786,41.953582125,-87.72345239,3.1,,,Cash,KOAM Taxi Association,840,16,0.0
3,9.05,2,11,3,1360062900,41.96581197,-87.655878786,41.944226601,-87.655998182,2.6,,,Credit Card,,600,6,2.0
3,10.85,4,15,7,1428766200,41.96581197,-87.655878786,41.944226601,-87.655998182,2.4,,,Cash,Taxi Affiliation Services,1140,6,0.0
3,9.05,2,23,5,1424993400,41.96581197,-87.655878786,41.944226601,-87.655998182,2.7,,,Credit Card,,780,6,2.0
3,6.45,7,23,6,1405725300,41.96581197,-87.655878786,41.944226601,-87.655998182,1.3,,,Cash,,480,6,0.0
3,5.45,6,22,1,1434321000,41.96581197,-87.655878786,41.944226601,-87.655998182,1.2,,,Cash,,240,6,0.0
3,5.85,2,22,4,1360793700,41.96581197,-87.655878786,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,360,6,0.0
3,10.25,6,21,1,1435527900,41.96581197,-87.655878786,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,960,6,3.25
3,4.05,11,10,7,1385200800,41.96581197,-87.655878786,41.944226601,-87.655998182,0.04,,,Cash,,120,6,0.0
3,6.45,5,9,7,1431767700,41.96581197,-87.655878786,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,420,6,3.0
3,6.85,8,15,7,1409413500,41.96581197,-87.655878786,41.944226601,-87.655998182,1.4,,,Credit Card,,480,6,2.0
3,8.0,5,19,4,1462391100,41.96581197,-87.655878786,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,720,6,0.0
3,6.05,9,13,3,1410873300,41.96581197,-87.655878786,41.944226601,-87.655998182,1.6,,,Cash,,120,6,0.0
3,6.25,2,14,5,1393512300,41.96581197,-87.655878786,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,360,6,1.0
3,6.85,9,22,5,1380232800,41.96581197,-87.655878786,41.944226601,-87.655998182,1.6,,,Cash,,360,6,0.0
3,6.05,7,21,4,1374702300,41.96581197,-87.655878786,41.944226601,-87.655998182,0.13,,,Cash,,300,6,0.0
3,8.44,5,11,1,1401017400,41.96581197,-87.655878786,41.944226601,-87.655998182,2.1,,,Cash,,600,6,0.0
3,9.65,7,21,2,1438031700,41.96581197,-87.655878786,41.944226601,-87.655998182,3.5,,,Cash,,480,6,0.0
3,7.65,5,14,3,1400597100,41.96581197,-87.655878786,41.944226601,-87.655998182,1.8,,,Cash,,600,6,0.0
3,6.45,8,21,3,1409087700,41.96581197,-87.655878786,41.944226601,-87.655998182,1.4,,,Cash,Taxi Affiliation Services,420,6,0.0
3,8.45,9,17,1,1380476700,41.96581197,-87.655878786,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,600,6,0.0
3,9.25,11,18,2,1446487200,41.96581197,-87.655878786,41.944226601,-87.655998182,2.9,,,Cash,,720,6,0.0
3,7.5,2,10,4,1456310700,41.96581197,-87.655878786,41.944226601,-87.655998182,1.8,,,Cash,,360,6,0.0
3,5.85,11,23,6,1383953400,41.96581197,-87.655878786,41.944226601,-87.655998182,1.3,,,Credit Card,,300,6,3.0
3,10.05,6,20,3,1403035200,41.96581197,-87.655878786,41.944226601,-87.655998182,0.2,,,Cash,Choice Taxi Association,960,6,0.0
3,5.05,3,13,2,1426512600,41.96581197,-87.655878786,41.944226601,-87.655998182,0.7,,,Cash,Northwest Management LLC,240,6,0.0
3,5.05,9,11,3,1441710000,41.96581197,-87.655878786,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,180,6,0.0
3,10.65,6,18,4,1433355300,41.96581197,-87.655878786,41.947791586,-87.683834942,2.7,,,Credit Card,Taxi Affiliation Services,960,5,2.1
3,6.85,2,15,2,1423495800,41.96581197,-87.655878786,41.947791586,-87.683834942,1.6,,,Cash,Choice Taxi Association,480,5,0.0
3,9.45,1,3,7,1420256700,41.96581197,-87.655878786,41.947791586,-87.683834942,0.0,,,Credit Card,Taxi Affiliation Services,660,5,4.0
3,5.05,10,16,1,1413737100,41.96581197,-87.655878786,41.947791586,-87.683834942,0.9,,,Credit Card,Taxi Affiliation Services,180,5,2.0
3,6.45,5,7,5,1400742000,41.96581197,-87.655878786,41.947791586,-87.683834942,0.1,,,Credit Card,Taxi Affiliation Services,300,5,1.0
3,8.65,12,12,1,1387108800,41.96581197,-87.655878786,41.947791586,-87.683834942,2.6,,,Cash,,540,5,0.0
3,16.05,5,12,3,1369140300,41.96581197,-87.655878786,41.954027649,-87.763399032,0.2,,,Cash,Dispatch Taxi Affiliation,1200,15,0.0
3,20.65,11,13,6,1415971800,41.96581197,-87.655878786,41.874005383,-87.66351755,8.4,,,Cash,Taxi Affiliation Services,1260,28,0.0
3,19.85,5,23,3,1430866800,41.96581197,-87.655878786,41.874005383,-87.66351755,0.0,,,Cash,Choice Taxi Association,1080,28,0.0
3,11.85,6,22,7,1402785000,41.96581197,-87.655878786,41.922686284,-87.649488729,4.5,,,Credit Card,Taxi Affiliation Services,480,7,2.35
3,10.05,1,3,2,1421636400,41.96581197,-87.655878786,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,840,7,0.0
3,10.65,5,9,5,1368090900,41.96581197,-87.655878786,41.922686284,-87.649488729,3.6,,,Cash,Dispatch Taxi Affiliation,780,7,0.0
3,4.85,11,16,7,1416672000,41.96581197,-87.655878786,41.922686284,-87.649488729,0.6,,,Credit Card,,240,7,2.0
3,6.25,8,5,2,1408338000,41.96581197,-87.655878786,41.922686284,-87.649488729,0.14,,,Cash,,360,7,0.0
3,11.05,1,16,6,1391186700,41.96581197,-87.655878786,41.922686284,-87.649488729,3.9,,,Credit Card,Taxi Affiliation Services,660,7,5.0
3,12.65,4,18,3,1429641000,41.96581197,-87.655878786,41.922686284,-87.649488729,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,1200,7,0.0
3,10.25,9,7,1,1443338100,41.96581197,-87.655878786,41.922686284,-87.649488729,3.7,,,Credit Card,,360,7,2.0
3,13.05,3,11,7,1426332600,41.96581197,-87.655878786,41.968069,-87.721559063,4.2,,,Cash,,1140,14,0.0
3,11.45,12,6,3,1386053100,41.96581197,-87.655878786,41.968069,-87.721559063,0.36,,,Cash,,1020,14,0.0
3,6.85,2,1,6,1360890000,41.96581197,-87.655878786,41.975170943,-87.687515515,1.6,,,Credit Card,,360,4,2.0
3,4.85,5,14,6,1369405800,41.96581197,-87.655878786,41.975170943,-87.687515515,0.0,,,Cash,Taxi Affiliation Services,240,4,0.0
3,9.0,2,16,1,1456072200,41.96581197,-87.655878786,41.975170943,-87.687515515,2.0,,,Cash,Northwest Management LLC,660,4,0.0
3,10.45,11,17,5,1416505500,41.96581197,-87.655878786,41.975170943,-87.687515515,2.3,,,Cash,,1080,4,0.0
3,8.25,8,2,5,1440640800,41.96581197,-87.655878786,41.975170943,-87.687515515,2.8,,,Credit Card,Taxi Affiliation Services,420,4,3.0
3,8.45,8,16,1,1409502600,41.96581197,-87.655878786,41.975170943,-87.687515515,0.0,,,Cash,Taxi Affiliation Services,600,4,0.0
3,5.85,2,20,7,1423339200,41.96581197,-87.655878786,41.975170943,-87.687515515,1.0,,,Cash,,360,4,0.0
3,13.65,1,21,4,1359582300,41.96581197,-87.655878786,41.92276062,-87.699155343,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1080,22,2.7
3,15.65,8,13,7,1439038800,41.96581197,-87.655878786,41.92276062,-87.699155343,0.3,,,Cash,Taxi Affiliation Services,1440,22,0.0
3,6.25,6,23,6,1372462200,41.96581197,-87.655878786,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,360,77,0.0
3,11.65,5,8,7,1430556300,41.96581197,-87.655878786,41.9867118,-87.663416405,2.0,,,Cash,,1260,77,0.0
3,4.65,8,22,4,1409177700,41.96581197,-87.655878786,41.9867118,-87.663416405,0.7,,,Credit Card,Choice Taxi Association,120,77,2.0
3,6.45,6,18,6,1435341600,41.96581197,-87.655878786,41.9867118,-87.663416405,1.4,,,Credit Card,,480,77,0.0
3,7.45,12,14,5,1388066400,41.96581197,-87.655878786,41.9867118,-87.663416405,1.9,,,Cash,KOAM Taxi Association,480,77,0.0
3,6.85,10,10,3,1444732200,41.96581197,-87.655878786,41.9867118,-87.663416405,1.4,,,Cash,Taxi Affiliation Services,480,77,0.0
3,7.05,7,4,1,1436674500,41.96581197,-87.655878786,41.9867118,-87.663416405,1.9,,,Cash,Taxi Affiliation Services,360,77,0.0
3,7.05,6,11,1,1404042300,41.96581197,-87.655878786,41.9867118,-87.663416405,1.6,,,Cash,Taxi Affiliation Services,600,77,0.0
8,5.85,5,11,7,1368270000,41.900265687,-87.63210922,,,1.19,,,Cash,,300,,0.0
8,5.85,5,19,5,1400180400,41.900265687,-87.63210922,41.892507781,-87.626214906,0.8,,17031081500,Credit Card,,420,8,2.0
8,5.65,7,21,1,1374443100,41.900265687,-87.63210922,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,420,8,2.0
8,5.25,12,12,3,1388491200,41.900265687,-87.63210922,41.892507781,-87.626214906,0.8,,17031081500,Cash,,240,8,0.0
8,5.65,10,2,7,1382753700,41.900265687,-87.63210922,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,2.0
8,4.65,9,19,2,1378754100,41.900265687,-87.63210922,41.892042136,-87.63186395,0.6,,17031081700,Cash,,120,8,0.0
8,5.45,1,17,7,1390670100,41.900265687,-87.63210922,41.892042136,-87.63186395,0.8,,17031081700,Credit Card,,300,8,1.55
8,5.65,6,2,1,1404008100,41.900265687,-87.63210922,41.892042136,-87.63186395,1.0,,17031081700,Cash,,240,8,0.0
8,5.25,12,17,7,1449941400,41.900265687,-87.63210922,41.892042136,-87.63186395,0.6,,17031081700,Cash,,300,8,0.0
8,6.05,5,17,6,1367602200,41.900265687,-87.63210922,41.892042136,-87.63186395,0.7,,17031081700,Credit Card,,480,8,1.0
8,37.45,8,16,4,1377707400,41.900265687,-87.63210922,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,2940,76,0.0
8,35.45,11,17,3,1385485200,41.900265687,-87.63210922,41.97907082,-87.903039661,17.4,,17031980000,Credit Card,Dispatch Taxi Affiliation,2640,76,7.45
8,40.65,11,17,3,1416935700,41.900265687,-87.63210922,41.97907082,-87.903039661,0.0,,17031980000,Cash,Choice Taxi Association,4380,76,0.0
8,34.45,10,4,6,1381465800,41.900265687,-87.63210922,41.97907082,-87.903039661,17.0,,17031980000,Cash,,1320,76,0.0
8,3.5,7,23,3,1468367100,41.900265687,-87.63210922,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,60,8,0.0
8,3.25,11,2,2,1384741800,41.900265687,-87.63210922,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,0,8,0.0
8,6.45,5,16,7,1368288000,41.900265687,-87.63210922,41.912868922,-87.641070746,0.0,,17031071700,Cash,Taxi Affiliation Services,420,7,0.0
8,10.65,6,18,7,1434219300,41.900265687,-87.63210922,41.938391258,-87.63857492,0.2,,17031063200,Credit Card,Taxi Affiliation Services,900,6,3.15
8,7.85,4,12,6,1366373700,41.900265687,-87.63210922,41.877406123,-87.621971652,0.1,,17031320400,Credit Card,Taxi Affiliation Services,600,32,0.5
8,6.65,8,0,2,1408926600,41.900265687,-87.63210922,41.89830587,-87.653613982,1.6,,17031842300,Cash,Taxi Affiliation Services,300,24,0.0
8,10.05,6,23,7,1403394300,41.900265687,-87.63210922,41.859349715,-87.617358006,2.9,,17031330100,Credit Card,Northwest Management LLC,780,33,2.4
8,4.25,8,17,5,1470936600,41.900265687,-87.63210922,41.907520075,-87.6266589,0.4,,17031080100,Cash,Taxi Affiliation Services,120,8,0.0
8,5.65,7,21,4,1435784400,41.900265687,-87.63210922,41.922082541,-87.634156093,1.2,,17031071400,Credit Card,Taxi Affiliation Services,180,7,1.0
8,7.05,1,17,5,1422550800,41.900265687,-87.63210922,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,600,8,0.0
8,11.65,9,8,6,1380269700,41.900265687,-87.63210922,41.928619051,-87.685362024,0.0,,17031830900,Credit Card,Dispatch Taxi Affiliation,840,22,2.3
8,7.25,2,15,4,1391614200,41.900265687,-87.63210922,41.884987192,-87.620992913,0.1,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,480,32,0.0
8,7.05,2,8,5,1424335500,41.900265687,-87.63210922,41.884987192,-87.620992913,1.3,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,6.65,6,2,1,1402192800,41.900265687,-87.63210922,41.884987192,-87.620992913,1.3,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,6.45,1,7,4,1390376700,41.900265687,-87.63210922,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,7.25,1,14,4,1389797100,41.900265687,-87.63210922,41.884987192,-87.620992913,0.1,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,420,32,1.0
8,7.5,2,9,2,1456737300,41.900265687,-87.63210922,41.884987192,-87.620992913,1.6,,17031320100,Credit Card,,420,32,1.5
8,7.05,12,12,4,1386765900,41.900265687,-87.63210922,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,7.85,2,9,2,1423475100,41.900265687,-87.63210922,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,720,32,0.0
8,6.45,6,14,6,1403274600,41.900265687,-87.63210922,41.880994471,-87.632746489,1.2,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,6.05,3,18,2,1362421800,41.900265687,-87.63210922,41.880994471,-87.632746489,0.5,,17031839100,Cash,Dispatch Taxi Affiliation,420,32,0.0
8,5.85,2,16,6,1391789700,41.900265687,-87.63210922,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,7.65,10,9,6,1445593500,41.900265687,-87.63210922,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,660,32,1.0
8,6.45,8,7,3,1375773300,41.900265687,-87.63210922,41.880994471,-87.632746489,1.5,,17031839100,Cash,,360,32,0.0
8,9.65,3,9,5,1425548700,41.900265687,-87.63210922,41.880994471,-87.632746489,3.5,,17031839100,Credit Card,Choice Taxi Association,1020,32,1.0
8,7.45,1,9,2,1422263700,41.900265687,-87.63210922,41.880994471,-87.632746489,1.4,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,5.65,12,10,3,1419936300,41.900265687,-87.63210922,41.880994471,-87.632746489,1.0,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,8.85,4,19,4,1427915700,41.900265687,-87.63210922,41.88528132,-87.6572332,0.1,,17031833000,Cash,Blue Ribbon Taxi Association Inc.,780,28,0.0
8,8.45,12,23,2,1419291900,41.900265687,-87.63210922,41.88528132,-87.6572332,2.3,,17031833000,Credit Card,Taxi Affiliation Services,600,28,1.0
8,9.45,11,13,7,1448717400,41.900265687,-87.63210922,41.88528132,-87.6572332,3.1,,17031833000,Cash,Taxi Affiliation Services,600,28,0.0
8,6.65,10,10,5,1380797100,41.900265687,-87.63210922,41.891971508,-87.612945414,1.6,,17031081402,Cash,Choice Taxi Association,360,8,0.0
8,6.05,3,8,3,1362473100,41.900265687,-87.63210922,41.891971508,-87.612945414,0.0,,17031081402,Cash,Northwest Management LLC,300,8,0.0
8,9.65,5,18,6,1431714600,41.900265687,-87.63210922,41.906650766,-87.66533766,2.3,,17031241600,Credit Card,,960,24,2.0
8,7.65,5,18,7,1400956200,41.900265687,-87.63210922,41.937401794,-87.722330298,1.9,,17031210501,Cash,,480,21,0.0
8,7.45,11,1,1,1446342300,41.900265687,-87.63210922,41.879255084,-87.642648998,1.8,,17031281900,Cash,Dispatch Taxi Affiliation,540,28,0.0
8,10.45,8,17,3,1439315100,41.900265687,-87.63210922,41.879255084,-87.642648998,2.4,,17031281900,Cash,,1080,28,0.0
8,7.65,7,9,6,1373622300,41.900265687,-87.63210922,41.879255084,-87.642648998,1.8,,17031281900,Cash,,540,28,0.0
8,7.45,10,7,4,1412752500,41.900265687,-87.63210922,41.879255084,-87.642648998,0.1,,17031281900,Credit Card,Taxi Affiliation Services,480,28,1.5
8,9.85,11,19,3,1416338100,41.900265687,-87.63210922,41.929046937,-87.651310877,0.1,,17031070300,Cash,Taxi Affiliation Services,960,7,0.0
8,3.65,4,21,3,1430254800,41.900265687,-87.63210922,41.902788048,-87.62614559,0.2,,17031081202,Cash,,120,8,0.0
8,5.45,11,18,5,1384452900,41.900265687,-87.63210922,41.892072635,-87.628874157,0.8,,17031081600,Cash,Northwest Management LLC,300,8,0.0
8,5.65,12,19,2,1419882300,41.900265687,-87.63210922,41.892072635,-87.628874157,0.8,,17031081600,Cash,,300,8,0.0
8,8.85,5,21,5,1432242000,41.900265687,-87.63210922,41.929077655,-87.646293476,0.1,,17031070200,Credit Card,Taxi Affiliation Services,720,7,2.0
8,6.45,1,9,6,1391161500,41.900265687,-87.63210922,41.89503345,-87.619710672,1.0,,17031081401,Cash,,480,8,0.0
8,4.45,7,14,5,1405000800,41.900265687,-87.63210922,41.899155613,-87.626210532,0.6,,17031081201,Cash,,120,8,0.0
8,5.85,9,19,7,1380394800,41.900265687,-87.63210922,41.899155613,-87.626210532,0.6,,17031081201,Cash,Choice Taxi Association,420,8,0.0
8,4.84,6,18,2,1404153900,41.900265687,-87.63210922,41.899155613,-87.626210532,0.4,,17031081201,Credit Card,,300,8,1.0
8,4.65,7,22,6,1437170400,41.900265687,-87.63210922,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,4.45,9,19,4,1443641400,41.900265687,-87.63210922,41.899155613,-87.626210532,0.4,,17031081201,Cash,Taxi Affiliation Services,240,8,0.0
8,5.45,2,17,3,1392139800,41.900265687,-87.63210922,41.89321636,-87.63784421,0.11,,17031081800,Cash,,300,8,0.0
8,6.65,11,9,2,1448271000,41.900265687,-87.63210922,41.89321636,-87.63784421,0.9,,17031081800,Cash,Taxi Affiliation Services,600,8,0.0
8,6.45,8,18,6,1408125600,41.900265687,-87.63210922,41.89321636,-87.63784421,1.0,,17031081800,Cash,,480,8,0.0
8,14.65,5,3,1,1431227700,41.900265687,-87.63210922,41.950673358,-87.666536281,5.1,,17031060400,Credit Card,Taxi Affiliation Services,1200,6,3.66
8,5.05,1,11,4,1389179700,41.900265687,-87.63210922,41.898331794,-87.620762865,0.06,,17031081300,Cash,,0,8,0.0
8,5.45,7,23,7,1374361200,41.900265687,-87.63210922,41.90749193,-87.63576009,1.0,,17031080300,Cash,,180,8,0.0
8,5.05,7,15,7,1404575100,41.900265687,-87.63210922,41.904935302,-87.649907226,0.8,,17031842200,Cash,Taxi Affiliation Services,180,8,0.0
7,9.75,9,22,1,1473029100,41.914747305,-87.654007029,41.892507781,-87.626214906,0.1,,17031081500,Cash,Taxi Affiliation Services,660,8,0.0
7,10.05,9,1,1,1410657300,41.914747305,-87.654007029,41.892042136,-87.63186395,2.7,,17031081700,Cash,KOAM Taxi Association,900,8,0.0
7,8.85,5,22,7,1432419300,41.914747305,-87.654007029,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Blue Ribbon Taxi Association Inc.,720,8,1.55
7,8.85,11,20,2,1416859200,41.914747305,-87.654007029,41.892042136,-87.63186395,2.4,,17031081700,Credit Card,Choice Taxi Association,720,8,2.0
7,9.05,3,0,7,1396053000,41.914747305,-87.654007029,41.892042136,-87.63186395,2.5,,17031081700,Cash,Northwest Management LLC,720,8,0.0
7,8.05,8,22,2,1408401900,41.914747305,-87.654007029,41.900265687,-87.63210922,2.2,,17031081000,Cash,Taxi Affiliation Services,540,8,0.0
7,3.85,1,18,1,1420397100,41.914747305,-87.654007029,41.914747305,-87.654007029,0.1,,17031832600,Cash,,120,7,0.0
7,4.05,9,14,2,1378132200,41.914747305,-87.654007029,41.914747305,-87.654007029,0.4,,17031832600,Credit Card,Choice Taxi Association,120,7,3.0
7,4.45,11,1,1,1448759700,41.914747305,-87.654007029,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Blue Ribbon Taxi Association Inc.,180,7,2.0
7,7.25,4,15,7,1367074800,41.914747305,-87.654007029,41.914616286,-87.631717366,0.0,,17031071500,Cash,Blue Ribbon Taxi Association Inc.,540,7,0.0
7,6.05,7,21,5,1372973400,41.914747305,-87.654007029,41.914616286,-87.631717366,0.0,,17031071500,Cash,Northwest Management LLC,360,7,0.0
7,7.65,1,0,1,1358037900,41.914747305,-87.654007029,41.906025969,-87.675311622,2.0,,17031241400,Credit Card,,540,24,0.0
7,8.25,10,0,6,1412901900,41.914747305,-87.654007029,41.899737388,-87.664953917,1.9,,17031242000,Credit Card,,600,24,2.0
7,10.05,8,8,2,1440405900,41.914747305,-87.654007029,41.884987192,-87.620992913,2.7,,17031320100,Cash,5874 - 73628 Sergey Cab Corp.,840,32,0.0
7,15.25,4,19,7,1366487100,41.914747305,-87.654007029,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,960,32,0.0
7,12.45,8,8,3,1408437000,41.914747305,-87.654007029,41.880994471,-87.632746489,3.2,,17031839100,Cash,,1320,32,0.0
7,7.85,4,0,7,1429317000,41.914747305,-87.654007029,41.88528132,-87.6572332,0.1,,17031833000,Cash,Taxi Affiliation Services,480,28,0.0
7,8.65,9,13,7,1378559700,41.914747305,-87.654007029,41.946294536,-87.654298084,2.2,,17031832000,Cash,,660,6,0.0
7,4.65,4,3,7,1396669500,41.914747305,-87.654007029,41.907412816,-87.640901525,0.0,,17031080400,Cash,Taxi Affiliation Services,240,8,0.0
7,5.65,7,19,5,1374175800,41.914747305,-87.654007029,41.907412816,-87.640901525,0.0,,17031080400,Cash,Taxi Affiliation Services,360,8,0.0
7,7.85,12,0,2,1386548100,41.914747305,-87.654007029,41.915741193,-87.692256326,2.2,,17031832400,Cash,,480,22,0.0
7,8.65,7,22,3,1405461600,41.914747305,-87.654007029,41.879255084,-87.642648998,2.4,,17031281900,Cash,,600,28,0.0
7,8.85,9,11,4,1378899000,41.914747305,-87.654007029,41.879255084,-87.642648998,2.5,,17031281900,Cash,3201 - CID Cab Co Inc,600,28,0.0
7,10.65,2,2,1,1359859500,41.914747305,-87.654007029,41.879255084,-87.642648998,0.2,,17031281900,Cash,Taxi Affiliation Services,720,28,0.0
7,5.25,9,19,7,1442690100,41.914747305,-87.654007029,41.929046937,-87.651310877,0.9,,17031070300,Cash,Taxi Affiliation Services,300,7,0.0
7,9.45,8,21,4,1439413200,41.914747305,-87.654007029,41.892072635,-87.628874157,2.5,,17031081600,Cash,Taxi Affiliation Services,840,8,0.0
7,10.25,6,16,5,1403801100,41.914747305,-87.654007029,41.89967018,-87.669837798,0.1,,17031242100,Credit Card,Taxi Affiliation Services,1020,24,2.15
7,7.45,3,16,7,1364661900,41.914747305,-87.654007029,41.912364354,-87.675062757,0.1,,17031240300,Cash,Taxi Affiliation Services,600,24,0.0
7,9.85,8,21,6,1408136400,41.914747305,-87.654007029,41.89503345,-87.619710672,2.8,,17031081401,Cash,,840,8,0.0
7,7.25,11,20,1,1384115400,41.914747305,-87.654007029,41.89321636,-87.63784421,0.1,,17031081800,Cash,Taxi Affiliation Services,480,8,0.0
7,9.05,9,22,6,1378507500,41.914747305,-87.654007029,41.89321636,-87.63784421,2.0,,17031081800,Cash,Chicago Medallion Management,420,8,0.0
7,8.45,9,19,3,1409687100,41.914747305,-87.654007029,41.89321636,-87.63784421,1.8,,17031081800,Cash,Taxi Affiliation Services,720,8,0.0
7,5.85,3,1,7,1364607000,41.914747305,-87.654007029,41.926811182,-87.642605247,0.0,,17031070103,Cash,Taxi Affiliation Services,360,7,0.0
7,9.65,8,23,5,1440716400,41.914747305,-87.654007029,41.898331794,-87.620762865,2.5,,17031081300,Credit Card,4615 - 83503 Tyrone Henderson,840,8,2.75
7,11.85,8,15,2,1438615800,41.914747305,-87.654007029,41.867902418,-87.642958665,3.0,,17031841900,Credit Card,,1260,28,2.0
7,10.45,6,2,1,1401589800,41.914747305,-87.654007029,41.867902418,-87.642958665,3.8,,17031841900,Cash,,480,28,0.0
7,4.85,7,1,7,1374282900,41.914747305,-87.654007029,41.904935302,-87.649907226,0.0,,17031842200,Cash,Choice Taxi Association,300,8,0.0
20,16.45,8,8,1,1408264200,41.924347077,-87.734739754,41.922686284,-87.649488729,5.8,,,Cash,Taxi Affiliation Services,1320,7,0.0
21,9.85,4,17,6,1366392600,41.938666196,-87.711210593,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,900,24,0.0
21,17.65,10,12,6,1412338500,41.938666196,-87.711210593,41.878865584,-87.625192142,0.4,,,Credit Card,Taxi Affiliation Services,1200,32,1.0
21,9.65,2,18,2,1423506600,41.938666196,-87.711210593,41.900069603,-87.720918238,2.6,,,Credit Card,,900,23,2.0
21,5.85,3,3,2,1425267900,41.938666196,-87.711210593,41.924347077,-87.734739754,1.3,,,Cash,,300,20,0.0
21,3.65,8,10,6,1375439400,41.938666196,-87.711210593,41.938666196,-87.711210593,0.0,,,Cash,Taxi Affiliation Services,60,21,0.0
21,3.25,8,12,6,1438951500,41.938666196,-87.711210593,41.938666196,-87.711210593,0.0,,,Unknown,Taxi Affiliation Services,0,21,0.65
21,3.25,3,14,5,1363874400,41.938666196,-87.711210593,41.938666196,-87.711210593,0.0,,,Cash,Taxi Affiliation Services,0,21,0.0
21,13.45,2,10,1,1391335200,41.938666196,-87.711210593,41.899602111,-87.633308037,5.3,,,Credit Card,,660,8,2.0
21,16.25,7,22,6,1437173100,41.938666196,-87.711210593,41.899602111,-87.633308037,0.4,,,Cash,Taxi Affiliation Services,840,8,0.0
21,15.45,3,8,2,1363596300,41.938666196,-87.711210593,41.899602111,-87.633308037,5.2,,,Cash,Dispatch Taxi Affiliation,1500,8,0.0
21,30.75,1,6,5,1453960800,41.938666196,-87.711210593,41.980264315,-87.913624596,0.7,,,Credit Card,Taxi Affiliation Services,840,76,9.65
21,25.45,8,10,3,1409048100,41.938666196,-87.711210593,41.980264315,-87.913624596,11.9,,,Cash,Dispatch Taxi Affiliation,1500,76,0.0
21,22.05,7,0,3,1436229900,41.938666196,-87.711210593,41.980264315,-87.913624596,10.5,,,Cash,,540,76,0.0
21,5.05,12,7,1,1387695600,41.938666196,-87.711210593,41.953582125,-87.72345239,0.07,,,Cash,,240,16,0.0
21,14.45,10,8,1,1382861700,41.938666196,-87.711210593,41.953582125,-87.72345239,5.4,,,Credit Card,Dispatch Taxi Affiliation,1200,16,3.15
21,16.45,7,8,2,1405932300,41.938666196,-87.711210593,41.878914496,-87.70589713,5.6,,,Credit Card,KOAM Taxi Association,1440,27,1.5
21,19.85,5,14,2,1431355500,41.938666196,-87.711210593,41.857183858,-87.620334624,9.4,,,Cash,Dispatch Taxi Affiliation,1020,33,0.0
21,10.65,6,21,1,1434318300,41.938666196,-87.711210593,41.944226601,-87.655998182,3.6,,,Credit Card,,780,6,2.0
21,6.85,7,12,7,1406378700,41.938666196,-87.711210593,41.944226601,-87.655998182,1.4,,,Cash,,540,6,0.0
21,8.45,12,17,7,1388251800,41.938666196,-87.711210593,41.944226601,-87.655998182,2.2,,,Credit Card,Taxi Affiliation Services,540,6,2.0
21,11.65,1,21,6,1359149400,41.938666196,-87.711210593,41.944226601,-87.655998182,4.0,,,Cash,,960,6,0.0
21,8.85,12,9,6,1418375700,41.938666196,-87.711210593,41.947791586,-87.683834942,2.1,,,Cash,Dispatch Taxi Affiliation,780,5,0.0
21,10.25,6,22,7,1370125800,41.938666196,-87.711210593,41.922686284,-87.649488729,2.8,,,Cash,,780,7,0.0
21,10.45,1,21,4,1388611800,41.938666196,-87.711210593,41.975170943,-87.687515515,0.33,,,Cash,,720,4,0.0
21,6.45,9,1,1,1443316500,41.938666196,-87.711210593,41.92276062,-87.699155343,1.3,,,Credit Card,Dispatch Taxi Affiliation,420,22,1.55
21,10.0,9,21,7,1473543900,41.938666196,-87.711210593,41.92276062,-87.699155343,2.7,,,Cash,Dispatch Taxi Affiliation,660,22,0.0
21,6.25,4,23,1,1398037500,41.938666196,-87.711210593,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,420,22,0.0
21,8.85,4,0,7,1396657800,41.938666196,-87.711210593,41.92276062,-87.699155343,2.6,,,Cash,,540,22,0.0
21,25.45,4,5,5,1428558300,41.938666196,-87.711210593,41.9867118,-87.663416405,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,2700,77,0.0
21,13.25,10,19,6,1444419000,41.938666196,-87.711210593,41.9867118,-87.663416405,0.2,,,Credit Card,Taxi Affiliation Services,1380,77,2.0
3,15.25,10,22,6,1382740200,41.958154876,-87.653021789,41.892507781,-87.626214906,0.0,,17031081500,Cash,Choice Taxi Association,780,8,0.0
3,19.45,11,1,2,1384131600,41.958154876,-87.653021789,41.900265687,-87.63210922,7.5,,17031081000,Cash,,1320,8,0.0
3,12.85,4,14,7,1429365600,41.958154876,-87.653021789,41.914616286,-87.631717366,3.9,,17031071500,Cash,Choice Taxi Association,960,7,0.0
3,7.45,2,21,7,1391895900,41.958154876,-87.653021789,41.936237179,-87.656411531,1.8,,17031062900,Credit Card,,600,6,2.0
3,13.05,7,19,7,1436643000,41.958154876,-87.653021789,41.905857769,-87.630865027,0.2,,17031080202,Cash,Taxi Affiliation Services,900,8,0.0
3,17.45,12,10,6,1418381100,41.958154876,-87.653021789,41.880994471,-87.632746489,0.4,,17031839100,Cash,Taxi Affiliation Services,840,32,0.0
3,4.65,1,2,5,1420080300,41.958154876,-87.653021789,41.962178629,-87.645378762,0.7,,17031031400,Cash,Taxi Affiliation Services,120,3,0.0
3,9.25,12,20,3,1388520900,41.958154876,-87.653021789,41.929046937,-87.651310877,0.1,,17031070300,Credit Card,Taxi Affiliation Services,1020,7,2.15
3,7.85,1,1,1,1359248400,41.958154876,-87.653021789,41.929046937,-87.651310877,1.9,,17031070300,Cash,,600,7,0.0
3,4.65,11,16,7,1385223300,41.958154876,-87.653021789,41.958055933,-87.660389456,0.05,,17031830700,Cash,,180,3,0.0
3,13.45,4,17,1,1366566300,41.958154876,-87.653021789,41.965445784,-87.66319585,0.0,,17031031700,Cash,Blue Ribbon Taxi Association Inc.,1680,3,0.0
3,13.65,3,8,5,1394698500,41.958154876,-87.653021789,41.89503345,-87.619710672,5.0,,17031081401,Cash,Choice Taxi Association,780,8,0.0
3,7.65,5,22,7,1400366700,41.958154876,-87.653021789,41.979912445,-87.664188242,2.0,,17031030800,Cash,Choice Taxi Association,480,77,0.0
3,19.45,2,20,6,1423255500,41.958154876,-87.653021789,41.867902418,-87.642958665,8.4,,17031841900,Cash,Dispatch Taxi Affiliation,1080,28,0.0
3,11.45,4,19,5,1398367800,41.958154876,-87.653021789,41.91922505,-87.671445766,3.7,,17031832300,Credit Card,,900,22,3.0
59,13.85,1,14,4,1357740000,41.833517886,-87.681355829,41.833517886,-87.681355829,0.0,,17031840300,Cash,Taxi Affiliation Services,0,59,0.0
59,3.25,3,9,2,1362993300,41.833517886,-87.681355829,41.833517886,-87.681355829,0.0,,17031840300,Cash,Blue Ribbon Taxi Association Inc.,0,59,0.0
59,5.05,1,14,6,1389363300,41.833517886,-87.681355829,41.833517886,-87.681355829,1.0,,17031840300,Unknown,Taxi Affiliation Services,180,59,0.0
59,3.25,6,14,4,1403101800,41.833517886,-87.681355829,41.833517886,-87.681355829,0.0,,17031840300,Cash,Taxi Affiliation Services,0,59,0.0
59,3.25,4,13,2,1428930900,41.833517886,-87.681355829,41.833517886,-87.681355829,0.0,,17031840300,Cash,,0,59,0.0
59,14.65,8,13,6,1406898900,41.833517886,-87.681355829,41.833517886,-87.681355829,0.0,,17031840300,Cash,Taxi Affiliation Services,2040,59,0.0
59,3.25,1,14,5,1390485600,41.833517886,-87.681355829,41.833517886,-87.681355829,0.0,,17031840300,Cash,Taxi Affiliation Services,0,59,0.0
59,3.25,2,12,6,1423829700,41.833517886,-87.681355829,41.833517886,-87.681355829,0.0,,17031840300,Cash,Taxi Affiliation Services,0,59,0.0
59,5.05,10,10,2,1413801900,41.833517886,-87.681355829,41.833517886,-87.681355829,0.0,,17031840300,Unknown,Taxi Affiliation Services,240,59,2.0
7,30.45,2,8,7,1391244300,41.928967266,-87.656156831,41.97907082,-87.903039661,0.8,,17031980000,Cash,Taxi Affiliation Services,1800,76,0.0
7,3.25,5,18,4,1432144800,41.928967266,-87.656156831,41.928967266,-87.656156831,0.0,,17031070400,Cash,Blue Ribbon Taxi Association Inc.,60,7,0.0
7,4.85,1,18,7,1388860200,41.928967266,-87.656156831,41.921778188,-87.651061884,0.0,,17031071100,Cash,Blue Ribbon Taxi Association Inc.,240,7,0.0
7,6.85,7,23,5,1405639800,41.928967266,-87.656156831,41.914616286,-87.631717366,1.6,,17031071500,Credit Card,,420,7,3.0
7,5.05,4,3,7,1398482100,41.928967266,-87.656156831,41.938232293,-87.646782081,0.9,,17031063100,Cash,Dispatch Taxi Affiliation,240,6,0.0
7,4.85,6,0,1,1433637000,41.928967266,-87.656156831,41.936237179,-87.656411531,0.6,,17031062900,Cash,,240,6,0.0
7,11.05,12,23,7,1386458100,41.928967266,-87.656156831,41.890922026,-87.618868355,0.2,,17031081403,Credit Card,Blue Ribbon Taxi Association Inc.,660,8,2.2
7,7.45,12,0,1,1419726600,41.928967266,-87.656156831,41.928619051,-87.685362024,2.1,,17031830900,Cash,,420,22,0.0
7,9.65,6,19,7,1371323700,41.928967266,-87.656156831,41.88528132,-87.6572332,3.0,,17031833000,Credit Card,Dispatch Taxi Affiliation,780,28,2.0
7,4.45,2,2,1,1391309100,41.928967266,-87.656156831,41.928945904,-87.66089257,0.3,,17031070500,Credit Card,Dispatch Taxi Affiliation,240,7,1.0
7,4.05,10,2,1,1381024800,41.928967266,-87.656156831,41.936310131,-87.651562592,0.4,,17031063000,Cash,,120,6,0.0
7,4.84,10,21,4,1380749400,41.928967266,-87.656156831,41.936086535,-87.666110694,0.9,,17031062700,Cash,,180,6,0.0
7,9.25,8,19,6,1409341500,41.928967266,-87.656156831,41.911972301,-87.683642922,2.5,,17031240500,Credit Card,KOAM Taxi Association,780,24,3.0
7,10.85,7,21,7,1437858900,41.928967266,-87.656156831,41.949220914,-87.651970395,3.3,,17031061000,Cash,,960,6,0.0
7,13.65,5,11,5,1400152500,41.928967266,-87.656156831,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,1380,28,0.0
7,12.85,5,14,7,1432996200,41.928967266,-87.656156831,41.898331794,-87.620762865,3.6,,17031081300,Cash,,1140,8,0.0
7,8.44,3,19,4,1362598200,41.928967266,-87.656156831,41.949829346,-87.64396537,2.0,,17031060900,Cash,,720,6,0.0
7,8.85,10,23,7,1382829300,41.928967266,-87.656156831,41.90749193,-87.63576009,0.0,,17031080300,Credit Card,Taxi Affiliation Services,840,8,2.0
35,3.25,9,10,1,1442138400,41.841691119,-87.612563947,41.841691119,-87.612563947,0.0,,17031350100,Cash,Dispatch Taxi Affiliation,0,35,0.0
7,8.65,11,16,6,1383928200,41.921778188,-87.651061884,41.920451512,-87.679954768,1.4,,17031832200,Credit Card,Dispatch Taxi Affiliation,840,22,1.35
7,10.45,6,21,5,1434056400,41.921778188,-87.651061884,41.957735565,-87.683718102,2.9,,17031050200,Cash,Taxi Affiliation Services,960,5,0.0
7,4.85,4,20,7,1396730700,41.921778188,-87.651061884,41.914747305,-87.654007029,0.8,,17031832600,Cash,Dispatch Taxi Affiliation,240,7,0.0
7,9.45,9,2,7,1378521000,41.921778188,-87.651061884,41.958154876,-87.653021789,0.0,,17031032100,Credit Card,Taxi Affiliation Services,840,3,2.7
7,6.25,9,19,6,1380308400,41.921778188,-87.651061884,41.914616286,-87.631717366,0.0,,17031071500,Cash,Taxi Affiliation Services,480,7,0.0
7,5.85,1,3,7,1422673200,41.921778188,-87.651061884,41.936237179,-87.656411531,0.0,,17031062900,Credit Card,Northwest Management LLC,300,6,2.0
7,11.45,10,15,7,1382802300,41.921778188,-87.651061884,41.880994471,-87.632746489,0.34,,17031839100,Credit Card,,960,32,2.0
7,5.25,2,19,6,1359747000,41.921778188,-87.651061884,41.92926299,-87.635890954,0.0,,17031070101,Cash,Blue Ribbon Taxi Association Inc.,300,7,0.0
7,5.45,6,0,3,1372121100,41.921778188,-87.651061884,41.92926299,-87.635890954,0.0,,17031070101,Cash,Taxi Affiliation Services,300,7,0.0
7,9.85,10,0,7,1380932100,41.921778188,-87.651061884,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Blue Ribbon Taxi Association Inc.,600,8,1.0
7,4.85,3,22,7,1364683500,41.921778188,-87.651061884,41.921854911,-87.646210977,0.0,,17031071200,Cash,Taxi Affiliation Services,240,7,0.0
7,5.65,8,1,7,1409360400,41.921778188,-87.651061884,41.936310131,-87.651562592,0.0,,17031063000,Cash,Taxi Affiliation Services,360,6,0.0
7,5.05,4,23,6,1367019900,41.921778188,-87.651061884,41.929046937,-87.651310877,0.0,,17031070300,Credit Card,Dispatch Taxi Affiliation,240,7,1.0
7,9.85,1,11,7,1359198000,41.921778188,-87.651061884,41.908378669,-87.670945075,3.1,,17031241500,Cash,,720,24,0.0
7,9.65,10,0,1,1413073800,41.921778188,-87.651061884,41.892072635,-87.628874157,3.0,,17031081600,Cash,Northwest Management LLC,780,8,0.0
7,5.85,12,0,1,1419120000,41.921778188,-87.651061884,41.94258518,-87.656644092,1.4,,17031062200,Cash,,300,6,0.0
7,7.25,12,1,2,1386553500,41.921778188,-87.651061884,41.94258518,-87.656644092,1.8,,17031062200,Credit Card,,420,6,2.0
7,5.45,11,21,6,1385760600,41.921778188,-87.651061884,41.929077655,-87.646293476,0.9,,17031070200,Cash,,300,7,0.0
7,5.85,6,17,7,1370108700,41.921778188,-87.651061884,41.929077655,-87.646293476,0.0,,17031070200,Credit Card,Taxi Affiliation Services,480,7,2.0
7,7.05,11,9,3,1415697300,41.921778188,-87.651061884,41.909495669,-87.630963601,0.0,,17031080201,Cash,Taxi Affiliation Services,540,8,0.0
7,15.25,10,0,1,1381020300,41.921778188,-87.651061884,41.87101588,-87.631406525,5.9,,17031839000,Credit Card,,1020,32,3.35
7,8.65,1,1,1,1390095000,41.921778188,-87.651061884,41.945282331,-87.661545096,2.3,,17031061500,Cash,KOAM Taxi Association,720,6,0.0
7,5.05,6,18,7,1371926700,41.921778188,-87.651061884,41.926811182,-87.642605247,0.8,,17031070103,Cash,,240,7,0.0
7,7.45,2,19,1,1424633400,41.921778188,-87.651061884,41.949829346,-87.64396537,1.9,,17031060900,Cash,,540,6,0.0
7,8.45,8,0,2,1407113100,41.921778188,-87.651061884,41.949829346,-87.64396537,0.1,,17031060900,Cash,Taxi Affiliation Services,660,6,0.0
7,6.45,3,17,6,1426873500,41.921778188,-87.651061884,41.90749193,-87.63576009,1.6,,17031080300,Cash,Dispatch Taxi Affiliation,360,8,0.0
7,6.85,12,19,5,1386270900,41.921778188,-87.651061884,41.904935302,-87.649907226,1.7,,17031842200,Cash,,480,8,0.0
7,7.65,7,16,6,1405700100,41.914616286,-87.631717366,41.892507781,-87.626214906,1.5,,17031081500,Cash,,600,8,0.0
7,9.05,12,17,6,1386954000,41.914616286,-87.631717366,41.892507781,-87.626214906,2.0,,17031081500,Credit Card,Northwest Management LLC,840,8,3.0
7,12.25,6,16,3,1433865600,41.914616286,-87.631717366,41.921877461,-87.66407824,0.1,,17031832500,Credit Card,Blue Ribbon Taxi Association Inc.,1440,7,2.45
7,7.05,9,11,7,1410607800,41.914616286,-87.631717366,41.892042136,-87.63186395,1.7,,17031081700,Cash,,480,8,0.0
7,8.45,12,20,7,1388263500,41.914616286,-87.631717366,41.892042136,-87.63186395,0.1,,17031081700,Cash,Taxi Affiliation Services,780,8,0.0
7,7.05,6,14,3,1370355300,41.914616286,-87.631717366,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
7,10.05,3,19,6,1394824500,41.914616286,-87.631717366,41.953400044,-87.646007066,3.5,,17031060800,Credit Card,Taxi Affiliation Services,720,6,1.0
7,32.25,3,5,2,1395035100,41.914616286,-87.631717366,41.97907082,-87.903039661,1.6,,17031980000,Credit Card,,1260,76,6.85
7,34.85,3,7,2,1427698800,41.914616286,-87.631717366,41.97907082,-87.903039661,16.6,,17031980000,No Charge,Dispatch Taxi Affiliation,2580,76,0.0
7,36.65,6,15,2,1433776500,41.914616286,-87.631717366,41.97907082,-87.903039661,16.1,,17031980000,Credit Card,,3120,76,7.93
7,34.85,8,13,3,1439298000,41.914616286,-87.631717366,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Blue Ribbon Taxi Association Inc.,1680,76,7.55
7,10.05,8,18,7,1407609900,41.914616286,-87.631717366,41.949060526,-87.661642904,2.9,,17031061200,Cash,Dispatch Taxi Affiliation,840,6,0.0
7,6.45,9,9,4,1379497500,41.914616286,-87.631717366,41.914747305,-87.654007029,1.4,,17031832600,Cash,,480,7,0.0
7,5.85,5,0,1,1367714700,41.914616286,-87.631717366,41.914747305,-87.654007029,1.2,,17031832600,Credit Card,,240,7,2.0
7,11.25,8,4,1,1439697600,41.914616286,-87.631717366,41.958154876,-87.653021789,0.2,,17031032100,Cash,Taxi Affiliation Services,540,3,0.0
7,7.45,5,20,5,1400791500,41.914616286,-87.631717366,41.928967266,-87.656156831,1.6,,17031070400,Cash,,540,7,0.0
7,6.45,11,10,7,1385202600,41.914616286,-87.631717366,41.921778188,-87.651061884,0.0,,17031071100,Cash,Taxi Affiliation Services,420,7,0.0
7,13.25,9,3,7,1411182000,41.914616286,-87.631717366,41.921778188,-87.651061884,0.0,,17031071100,No Charge,Dispatch Taxi Affiliation,1320,7,0.0
7,11.45,9,2,1,1410660000,41.914616286,-87.631717366,41.921778188,-87.651061884,3.6,,17031071100,Cash,Choice Taxi Association,1020,7,0.0
7,6.05,2,21,4,1360789200,41.914616286,-87.631717366,41.921778188,-87.651061884,0.0,,17031071100,Cash,Taxi Affiliation Services,360,7,0.0
7,5.65,12,10,1,1449398700,41.914616286,-87.631717366,41.921778188,-87.651061884,0.0,,17031071100,Cash,Dispatch Taxi Affiliation,240,7,0.0
7,13.05,4,18,7,1428776100,41.914616286,-87.631717366,41.914616286,-87.631717366,3.54,,17031071500,Cash,,1200,7,0.0
7,10.05,8,19,3,1375818300,41.914616286,-87.631717366,41.914616286,-87.631717366,0.3,,17031071500,Cash,,780,7,0.0
7,7.45,8,22,6,1406932200,41.914616286,-87.631717366,41.914616286,-87.631717366,1.9,,17031071500,Cash,Choice Taxi Association,540,7,0.0
7,4.65,9,16,6,1409935500,41.914616286,-87.631717366,41.914616286,-87.631717366,0.7,,17031071500,Credit Card,,180,7,2.0
7,4.05,12,2,4,1419991200,41.914616286,-87.631717366,41.914616286,-87.631717366,0.5,,17031071500,Cash,,60,7,0.0
7,12.65,6,16,7,1403972100,41.914616286,-87.631717366,41.914616286,-87.631717366,3.1,,17031071500,Cash,,1440,7,0.0
7,12.85,8,15,1,1407080700,41.914616286,-87.631717366,41.877406123,-87.621971652,0.2,,17031320400,Cash,Taxi Affiliation Services,1260,32,0.0
7,7.45,4,23,6,1366412400,41.914616286,-87.631717366,41.934762456,-87.639853859,0.0,,17031063302,Cash,Taxi Affiliation Services,480,6,0.0
7,15.65,6,19,6,1434743100,41.914616286,-87.631717366,41.966834067,-87.684018371,0.0,,17031040600,Cash,Taxi Affiliation Services,1560,4,0.0
7,9.05,5,17,7,1369501200,41.914616286,-87.631717366,41.936159071,-87.661265218,2.4,,17031062800,Cash,,660,6,0.0
7,5.45,8,22,5,1408055400,41.914616286,-87.631717366,41.921701492,-87.655911848,1.2,,17031071000,Cash,,240,7,0.0
7,10.05,12,19,5,1387481400,41.914616286,-87.631717366,41.906025969,-87.675311622,2.7,,17031241400,Cash,,840,24,0.0
7,8.65,6,2,1,1370743200,41.914616286,-87.631717366,41.9416281,-87.661443368,2.6,,17031062300,Cash,,600,6,0.0
7,5.45,1,19,3,1422385200,41.914616286,-87.631717366,41.907520075,-87.6266589,1.0,,17031080100,Credit Card,,300,8,2.0
7,13.25,12,23,5,1417734000,41.914616286,-87.631717366,41.950605232,-87.671332488,4.6,,17031060300,Cash,Dispatch Taxi Affiliation,900,6,0.0
7,8.45,7,1,1,1404609300,41.914616286,-87.631717366,41.936237179,-87.656411531,2.3,,17031062900,Credit Card,Taxi Affiliation Services,600,6,3.15
7,8.05,3,21,5,1363296600,41.914616286,-87.631717366,41.936237179,-87.656411531,2.2,,17031062900,Cash,,600,6,0.0
7,6.05,4,3,1,1396755900,41.914616286,-87.631717366,41.905857769,-87.630865027,0.0,,17031080202,Cash,Taxi Affiliation Services,360,8,0.0
7,4.65,3,7,6,1427442300,41.914616286,-87.631717366,41.905857769,-87.630865027,0.7,,17031080202,Cash,Taxi Affiliation Services,180,8,0.0
7,8.05,6,19,7,1370719800,41.914616286,-87.631717366,41.922082541,-87.634156093,0.1,,17031071400,Cash,Northwest Management LLC,660,7,0.0
7,5.65,2,3,1,1393125300,41.914616286,-87.631717366,41.922082541,-87.634156093,1.0,,17031071400,Cash,Choice Taxi Association,300,7,0.0
7,4.45,3,11,7,1395487800,41.914616286,-87.631717366,41.922082541,-87.634156093,0.7,,17031071400,Credit Card,Taxi Affiliation Services,120,7,1.0
7,12.85,8,23,7,1407021300,41.914616286,-87.631717366,41.921125914,-87.699754406,4.2,,17031221300,Cash,,1080,22,0.0
7,7.05,3,21,4,1426712400,41.914616286,-87.631717366,41.934659157,-87.646729729,0.0,,17031063400,Credit Card,Blue Ribbon Taxi Association Inc.,540,6,1.5
7,8.85,2,20,4,1423687500,41.914616286,-87.631717366,41.892536872,-87.659864318,0.1,,17031243400,Credit Card,Taxi Affiliation Services,660,24,3.0
7,9.05,4,11,5,1396522800,41.914616286,-87.631717366,41.884987192,-87.620992913,2.6,,17031320100,Credit Card,KOAM Taxi Association,540,32,3.0
7,9.45,10,7,2,1412580600,41.914616286,-87.631717366,41.884987192,-87.620992913,2.56,,17031320100,Cash,,660,32,0.0
7,9.85,1,9,6,1391160600,41.914616286,-87.631717366,41.884987192,-87.620992913,2.6,,17031320100,Credit Card,Dispatch Taxi Affiliation,840,32,2.0
7,11.65,7,9,4,1373446800,41.914616286,-87.631717366,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,960,32,0.0
7,8.65,7,9,4,1435743900,41.914616286,-87.631717366,41.884987192,-87.620992913,2.2,,17031320100,Cash,,660,32,0.0
7,8.25,11,7,2,1385364600,41.914616286,-87.631717366,41.884987192,-87.620992913,0.0,,17031320100,Cash,Northwest Management LLC,480,32,0.0
7,8.65,4,11,7,1397303100,41.914616286,-87.631717366,41.884987192,-87.620992913,0.1,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,600,32,2.0
7,7.85,6,12,6,1402057800,41.914616286,-87.631717366,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
7,9.85,5,9,6,1368179100,41.914616286,-87.631717366,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,900,32,0.0
7,9.25,6,23,4,1372287600,41.914616286,-87.631717366,41.880994471,-87.632746489,3.2,,17031839100,Cash,,420,32,0.0
7,11.45,9,15,2,1442245500,41.914616286,-87.631717366,41.88528132,-87.6572332,3.7,,17031833000,Credit Card,Taxi Affiliation Services,1020,28,2.25
7,8.05,5,11,7,1431171900,41.914616286,-87.631717366,41.891971508,-87.612945414,0.1,,17031081402,Cash,Taxi Affiliation Services,480,8,0.0
7,6.45,3,19,7,1426359600,41.914616286,-87.631717366,41.921854911,-87.646210977,1.1,,17031071200,Cash,Taxi Affiliation Services,480,7,0.0
7,7.45,12,19,6,1449862200,41.914616286,-87.631717366,41.921854911,-87.646210977,0.0,,17031071200,Cash,Taxi Affiliation Services,720,7,0.0
7,4.25,4,2,7,1428720300,41.914616286,-87.631717366,41.921854911,-87.646210977,0.0,,17031071200,Cash,Blue Ribbon Taxi Association Inc.,120,7,0.0
7,8.85,9,23,6,1378509300,41.914616286,-87.631717366,41.936310131,-87.651562592,0.0,,17031063000,Cash,Blue Ribbon Taxi Association Inc.,720,6,0.0
7,11.45,11,19,7,1384629300,41.914616286,-87.631717366,41.962178629,-87.645378762,0.0,,17031031400,Cash,Blue Ribbon Taxi Association Inc.,720,3,0.0
7,10.05,9,19,1,1441567800,41.914616286,-87.631717366,41.962178629,-87.645378762,3.6,,17031031400,Credit Card,Dispatch Taxi Affiliation,300,3,3.0
7,11.45,6,10,6,1403864100,41.914616286,-87.631717366,41.879066994,-87.657005027,0.2,,17031833100,Cash,Taxi Affiliation Services,1020,28,0.0
7,7.45,5,2,1,1431224100,41.914616286,-87.631717366,41.916005274,-87.675095116,2.2,,17031831000,Cash,Taxi Affiliation Services,420,22,0.0
7,16.45,3,17,7,1426353300,41.914616286,-87.631717366,41.949139771,-87.656803909,3.0,,17031061100,Credit Card,,2160,6,0.0
7,10.05,3,13,1,1394975700,41.914616286,-87.631717366,41.879255084,-87.642648998,3.0,,17031281900,Cash,Choice Taxi Association,840,28,0.0
7,10.45,7,19,1,1437333300,41.914616286,-87.631717366,41.879255084,-87.642648998,2.8,,17031281900,Cash,Taxi Affiliation Services,960,28,0.0
7,8.05,2,17,7,1423935900,41.914616286,-87.631717366,41.908378669,-87.670945075,2.0,,17031241500,Cash,,660,24,0.0
7,6.85,9,18,6,1442600100,41.914616286,-87.631717366,41.902788048,-87.62614559,1.1,,17031081202,Credit Card,Taxi Affiliation Services,540,8,2.0
7,5.25,9,22,6,1379716200,41.914616286,-87.631717366,41.902788048,-87.62614559,0.0,,17031081202,Cash,Taxi Affiliation Services,240,8,0.0
7,3.25,7,21,4,1436995800,41.914616286,-87.631717366,42.001315924,-87.693637494,0.0,,17031020602,Cash,,0,2,0.0
7,7.25,5,1,1,1431222300,41.914616286,-87.631717366,41.892072635,-87.628874157,1.9,,17031081600,Cash,Taxi Affiliation Services,480,8,0.0
7,7.05,10,23,5,1380841200,41.914616286,-87.631717366,41.892072635,-87.628874157,1.6,,17031081600,Cash,,540,8,0.0
7,8.45,7,20,7,1405195200,41.914616286,-87.631717366,41.892072635,-87.628874157,2.2,,17031081600,Cash,,660,8,0.0
7,9.05,5,20,5,1368131400,41.914616286,-87.631717366,41.941488234,-87.671107656,0.0,,17031062500,Cash,Dispatch Taxi Affiliation,780,6,0.0
7,9.25,12,20,7,1449951300,41.914616286,-87.631717366,41.912364354,-87.675062757,2.2,,17031240300,Cash,Taxi Affiliation Services,780,24,0.0
7,6.65,2,20,5,1424983500,41.914616286,-87.631717366,41.929077655,-87.646293476,1.3,,17031070200,Cash,Northwest Management LLC,480,7,0.0
7,6.65,11,23,4,1448494200,41.914616286,-87.631717366,41.929077655,-87.646293476,1.4,,17031070200,Cash,Taxi Affiliation Services,420,7,0.0
7,11.05,4,3,1,1398569400,41.914616286,-87.631717366,41.952822916,-87.653243992,0.2,,17031832100,Credit Card,Taxi Affiliation Services,420,6,3.0
7,8.05,9,23,6,1379113200,41.914616286,-87.631717366,41.89503345,-87.619710672,0.1,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
7,7.85,8,0,1,1439685900,41.914616286,-87.631717366,41.89503345,-87.619710672,1.8,,17031081401,Cash,,540,8,0.0
7,11.85,9,0,7,1409963400,41.914616286,-87.631717366,41.899422254,-87.684490122,3.6,,17031242400,Cash,Taxi Affiliation Services,960,24,0.0
7,11.05,8,17,6,1440783000,41.914616286,-87.631717366,41.870607372,-87.622172937,2.9,,17031320600,Credit Card,Taxi Affiliation Services,960,32,2.2
7,7.25,8,15,6,1438960500,41.914616286,-87.631717366,41.899155613,-87.626210532,0.0,,17031081201,Cash,Choice Taxi Association,660,8,0.0
7,6.65,6,15,7,1435417200,41.914616286,-87.631717366,41.899155613,-87.626210532,1.4,,17031081201,Credit Card,Northwest Management LLC,420,8,2.0
7,6.05,8,11,1,1407065400,41.914616286,-87.631717366,41.899155613,-87.626210532,1.3,,17031081201,Cash,,360,8,0.0
7,7.25,5,0,3,1400544000,41.914616286,-87.631717366,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Dispatch Taxi Affiliation,480,8,4.0
7,16.05,5,22,6,1431729900,41.914616286,-87.631717366,41.994442248,-87.665224776,6.7,,17031030200,Credit Card,,840,77,4.01
7,7.0,10,10,7,1477737900,41.914616286,-87.631717366,41.89321636,-87.63784421,1.3,,17031081800,Credit Card,,420,8,0.0
7,6.25,1,22,3,1421791200,41.914616286,-87.631717366,41.89321636,-87.63784421,1.5,,17031081800,Cash,,300,8,0.0
7,7.25,7,14,4,1435761900,41.914616286,-87.631717366,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,540,8,2.0
7,5.25,7,1,7,1405733400,41.914616286,-87.631717366,41.926811182,-87.642605247,0.0,,17031070103,Cash,Taxi Affiliation Services,240,7,0.0
7,6.25,7,11,4,1405508400,41.914616286,-87.631717366,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Taxi Affiliation Services,360,8,1.0
7,4.45,8,21,3,1440539100,41.914616286,-87.631717366,41.90749193,-87.63576009,0.0,,17031080300,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
7,5.25,10,18,7,1413051300,41.914616286,-87.631717366,41.90749193,-87.63576009,0.5,,17031080300,Cash,Taxi Affiliation Services,300,8,0.0
7,15.45,7,20,1,1405888200,41.914616286,-87.631717366,41.979912445,-87.664188242,0.4,,17031030800,Credit Card,Taxi Affiliation Services,840,77,4.1
7,6.85,4,9,5,1428570900,41.914616286,-87.631717366,41.904935302,-87.649907226,1.6,,17031842200,Credit Card,Taxi Affiliation Services,480,8,1.0
73,22.05,1,5,4,1357707600,41.717493036,-87.648895072,41.717493036,-87.648895072,10.5,,,Cash,,0,73,0.0
3,0.0,12,9,7,1417858200,41.967288614,-87.652435,41.967288614,-87.652435,0.0,,17031031501,Cash,Choice Taxi Association,60,3,0.0
31,13.05,6,0,7,1402101900,41.856333217,-87.659564239,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,780,8,0.0
4,19.45,4,23,7,1366499700,41.972562538,-87.678845966,41.89321636,-87.63784421,7.8,,17031081800,Cash,,1140,8,0.0
8,4.65,7,9,5,1372928400,41.899602111,-87.633308037,,,0.56,,,Cash,,180,,0.0
8,33.25,9,20,6,1411761600,41.899602111,-87.633308037,,,15.2,,,Credit Card,,2340,,8.0
8,33.05,6,22,2,1371509100,41.899602111,-87.633308037,,,0.0,,,Cash,Taxi Affiliation Services,1980,,0.0
8,27.65,8,1,1,1407030300,41.899602111,-87.633308037,,,13.1,,,Cash,,1080,,0.0
8,37.75,6,19,1,1465758000,41.899602111,-87.633308037,,,14.0,,,Credit Card,Taxi Affiliation Services,2400,,10.4
8,29.85,12,16,3,1386086400,41.899602111,-87.633308037,,,0.0,,,Credit Card,Taxi Affiliation Services,2160,,6.0
8,22.65,3,18,7,1426963500,41.899602111,-87.633308037,,,10.2,,,Credit Card,KOAM Taxi Association,1260,,6.75
8,41.65,2,3,3,1423537200,41.899602111,-87.633308037,,,20.4,,,Cash,Taxi Affiliation Services,1740,,0.0
8,29.25,3,3,1,1394938800,41.899602111,-87.633308037,,,1.36,,,Credit Card,,1380,,0.0
8,23.45,3,19,7,1426362300,41.899602111,-87.633308037,,,10.8,,,Cash,,1080,,0.0
8,22.45,12,22,7,1387058400,41.899602111,-87.633308037,,,9.9,,,Cash,,1380,,0.0
8,46.65,11,22,7,1384034400,41.899602111,-87.633308037,,,2.18,,,Cash,,2400,,0.0
8,30.05,10,20,3,1445371200,41.899602111,-87.633308037,,,13.5,,,Credit Card,Northwest Management LLC,2280,,6.0
8,30.25,9,4,2,1442205900,41.899602111,-87.633308037,,,14.8,,,Cash,Dispatch Taxi Affiliation,1200,,0.0
8,5.5,5,8,4,1464164100,41.899602111,-87.633308037,42.001571027,-87.695012589,1.0,,,Cash,,240,2,0.0
8,30.05,4,13,3,1366724700,41.899602111,-87.633308037,42.001571027,-87.695012589,9.8,,,Cash,,2880,2,0.0
8,32.25,8,16,2,1407772800,41.899602111,-87.633308037,42.001571027,-87.695012589,11.7,,,Cash,,2820,2,0.0
8,10.25,10,15,7,1382195700,41.899602111,-87.633308037,41.901206994,-87.676355989,2.3,,,Cash,,1020,24,0.0
8,6.05,8,4,7,1375504200,41.899602111,-87.633308037,41.901206994,-87.676355989,0.13,,,Cash,,300,24,0.0
8,14.25,5,11,6,1463743800,41.899602111,-87.633308037,41.901206994,-87.676355989,3.4,,,Cash,Dispatch Taxi Affiliation,1260,24,0.0
8,9.45,2,21,5,1361480400,41.899602111,-87.633308037,41.901206994,-87.676355989,3.1,,,Credit Card,Northwest Management LLC,600,24,4.0
8,13.45,6,13,3,1402407000,41.899602111,-87.633308037,41.901206994,-87.676355989,0.2,,,Credit Card,Taxi Affiliation Services,1380,24,5.0
8,7.85,4,16,7,1398528000,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,600,24,0.0
8,9.25,10,22,2,1382394600,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Choice Taxi Association,540,24,0.0
8,9.25,11,3,7,1383966900,41.899602111,-87.633308037,41.901206994,-87.676355989,2.3,,,Cash,Dispatch Taxi Affiliation,720,24,0.0
8,13.65,9,17,6,1441991700,41.899602111,-87.633308037,41.901206994,-87.676355989,2.8,,,Cash,,1500,24,0.0
8,5.25,5,12,1,1401020100,41.899602111,-87.633308037,41.901206994,-87.676355989,1.1,,,Cash,Taxi Affiliation Services,180,24,0.0
8,12.05,2,16,5,1423759500,41.899602111,-87.633308037,41.901206994,-87.676355989,2.9,,,Credit Card,,1320,24,3.0
8,5.85,7,13,1,1375018200,41.899602111,-87.633308037,41.901206994,-87.676355989,1.3,,,Cash,,300,24,0.0
8,9.25,12,17,6,1386350100,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,780,24,0.0
8,8.65,7,10,3,1404815400,41.899602111,-87.633308037,41.901206994,-87.676355989,2.6,,,Credit Card,,540,24,2.0
8,11.65,8,14,4,1439992800,41.899602111,-87.633308037,41.901206994,-87.676355989,3.4,,,Cash,,840,24,0.0
8,10.25,5,11,4,1432122300,41.899602111,-87.633308037,41.901206994,-87.676355989,2.8,,,Credit Card,Taxi Affiliation Services,900,24,2.05
8,8.05,10,18,5,1413483300,41.899602111,-87.633308037,41.901206994,-87.676355989,0.1,,,Credit Card,Taxi Affiliation Services,540,24,3.0
8,11.45,10,17,1,1382289300,41.899602111,-87.633308037,41.901206994,-87.676355989,3.1,,,No Charge,Dispatch Taxi Affiliation,1020,24,0.0
8,8.25,11,21,3,1447795800,41.899602111,-87.633308037,41.901206994,-87.676355989,2.3,,,Credit Card,Dispatch Taxi Affiliation,540,24,2.0
8,10.0,11,22,4,1478729700,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,600,24,2.0
8,10.45,3,17,6,1362762000,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,1020,24,0.0
8,8.25,5,23,6,1400886000,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,840,24,3.0
8,12.65,4,12,2,1365424200,41.899602111,-87.633308037,41.901206994,-87.676355989,4.2,,,Credit Card,Dispatch Taxi Affiliation,960,24,2.5
8,8.85,10,16,6,1414772100,41.899602111,-87.633308037,41.901206994,-87.676355989,2.0,,,Cash,,840,24,0.0
8,8.05,9,18,7,1378579500,41.899602111,-87.633308037,41.901206994,-87.676355989,2.5,,,Cash,,480,24,0.0
8,11.25,8,17,7,1408211100,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Choice Taxi Association,1020,24,0.0
8,8.05,5,16,1,1431275400,41.899602111,-87.633308037,41.901206994,-87.676355989,2.4,,,Credit Card,,480,24,2.0
8,12.65,9,12,7,1410611400,41.899602111,-87.633308037,41.901206994,-87.676355989,4.0,,,Cash,Choice Taxi Association,1200,24,0.0
8,4.25,6,16,7,1370102400,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,120,24,0.0
8,8.65,12,18,4,1419444900,41.899602111,-87.633308037,41.901206994,-87.676355989,2.2,,,Credit Card,Choice Taxi Association,660,24,2.0
8,6.85,10,4,4,1445400000,41.899602111,-87.633308037,41.901206994,-87.676355989,2.0,,,Cash,Dispatch Taxi Affiliation,300,24,0.0
8,11.85,1,13,3,1357046100,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Credit Card,Northwest Management LLC,840,24,2.55
8,6.05,9,16,7,1442074500,41.899602111,-87.633308037,41.901206994,-87.676355989,0.9,,,Credit Card,,420,24,2.0
8,7.45,8,23,4,1408577400,41.899602111,-87.633308037,41.901206994,-87.676355989,1.9,,,Credit Card,Dispatch Taxi Affiliation,480,24,2.0
8,7.85,11,0,1,1446941700,41.899602111,-87.633308037,41.901206994,-87.676355989,1.8,,,Credit Card,Dispatch Taxi Affiliation,660,24,2.0
8,7.85,3,3,7,1362798000,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,600,24,0.0
8,11.85,3,15,7,1393688700,41.899602111,-87.633308037,41.901206994,-87.676355989,3.6,,,Cash,,1080,24,0.0
8,10.05,7,10,6,1437733800,41.899602111,-87.633308037,41.901206994,-87.676355989,2.6,,,Credit Card,,900,24,2.0
8,8.45,5,5,1,1432446300,41.899602111,-87.633308037,41.901206994,-87.676355989,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,600,24,0.0
8,8.44,11,23,4,1384989300,41.899602111,-87.633308037,41.901206994,-87.676355989,2.7,,,Cash,,360,24,0.0
8,8.85,10,1,1,1445132700,41.899602111,-87.633308037,41.901206994,-87.676355989,2.3,,,Credit Card,Dispatch Taxi Affiliation,660,24,2.0
8,9.85,6,21,2,1434402900,41.899602111,-87.633308037,41.901206994,-87.676355989,3.1,,,Cash,Dispatch Taxi Affiliation,660,24,0.0
8,14.85,6,11,1,1434887100,41.899602111,-87.633308037,41.901206994,-87.676355989,4.3,,,Cash,,1560,24,0.0
8,12.85,12,23,4,1387408500,41.899602111,-87.633308037,41.901206994,-87.676355989,5.0,,,Cash,Choice Taxi Association,780,24,0.0
8,9.25,12,10,2,1450087200,41.899602111,-87.633308037,41.901206994,-87.676355989,2.9,,,Cash,,600,24,0.0
8,7.05,10,21,1,1381698000,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,300,24,0.0
8,7.65,4,9,7,1428745500,41.899602111,-87.633308037,41.901206994,-87.676355989,2.0,,,Cash,Taxi Affiliation Services,420,24,0.0
8,11.25,6,8,5,1433407500,41.899602111,-87.633308037,41.901206994,-87.676355989,3.2,,,Cash,,1080,24,0.0
8,13.25,5,9,1,1433062800,41.899602111,-87.633308037,41.901206994,-87.676355989,0.3,,,Cash,Taxi Affiliation Services,840,24,0.0
8,10.45,4,4,6,1428036300,41.899602111,-87.633308037,41.901206994,-87.676355989,3.5,,,Cash,Dispatch Taxi Affiliation,600,24,0.0
8,9.45,2,10,3,1392720300,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,900,24,0.0
8,10.45,6,15,7,1402759800,41.899602111,-87.633308037,41.901206994,-87.676355989,3.0,,,Credit Card,Northwest Management LLC,780,24,2.0
8,5.25,8,10,5,1409222700,41.899602111,-87.633308037,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,240,24,0.0
8,11.25,3,3,1,1395545400,41.899602111,-87.633308037,41.901206994,-87.676355989,3.8,,,Credit Card,Taxi Affiliation Services,780,24,2.0
8,10.45,6,17,1,1401644700,41.899602111,-87.633308037,41.901206994,-87.676355989,2.5,,,Cash,KOAM Taxi Association,1020,24,0.0
8,6.25,10,2,3,1382409000,41.899602111,-87.633308037,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,360,32,0.0
8,8.05,9,5,4,1379480400,41.899602111,-87.633308037,41.878865584,-87.625192142,2.0,,,Credit Card,Dispatch Taxi Affiliation,480,32,4.0
8,8.05,4,6,3,1397541600,41.899602111,-87.633308037,41.878865584,-87.625192142,1.7,,,Cash,,540,32,0.0
8,4.85,9,2,6,1443146400,41.899602111,-87.633308037,41.878865584,-87.625192142,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,180,32,0.0
8,10.45,7,2,1,1405821600,41.899602111,-87.633308037,41.878865584,-87.625192142,0.2,,,Credit Card,Taxi Affiliation Services,780,32,3.4
8,8.05,11,9,3,1416302100,41.899602111,-87.633308037,41.878865584,-87.625192142,0.1,,,Credit Card,Taxi Affiliation Services,540,32,0.0
8,7.25,2,14,1,1359900900,41.899602111,-87.633308037,41.878865584,-87.625192142,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
8,8.65,6,11,5,1371727800,41.899602111,-87.633308037,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,780,32,0.0
8,8.45,1,10,3,1359455400,41.899602111,-87.633308037,41.878865584,-87.625192142,2.2,,,Cash,Dispatch Taxi Affiliation,600,32,0.0
8,8.5,8,11,2,1472471100,41.899602111,-87.633308037,41.878865584,-87.625192142,1.7,,,Credit Card,,720,32,2.0
8,8.05,10,1,2,1445822100,41.899602111,-87.633308037,41.878865584,-87.625192142,2.3,,,Credit Card,,480,32,2.0
8,4.85,11,4,2,1385353800,41.899602111,-87.633308037,41.878865584,-87.625192142,0.6,,,Credit Card,Dispatch Taxi Affiliation,180,32,2.0
8,6.85,7,4,6,1374813900,41.899602111,-87.633308037,41.878865584,-87.625192142,1.7,,,Cash,,360,32,0.0
8,7.25,5,3,5,1399520700,41.899602111,-87.633308037,41.878865584,-87.625192142,1.6,,,Cash,,480,32,2.0
8,9.25,7,9,7,1405762200,41.899602111,-87.633308037,41.878865584,-87.625192142,2.9,,,Cash,Taxi Affiliation Services,540,32,0.0
8,6.65,1,20,1,1358109000,41.899602111,-87.633308037,41.878865584,-87.625192142,1.5,,,Cash,,360,32,0.0
8,7.05,4,5,2,1367214300,41.899602111,-87.633308037,41.878865584,-87.625192142,1.8,,,Cash,,360,32,0.0
8,14.25,8,12,5,1438863300,41.899602111,-87.633308037,41.878865584,-87.625192142,5.9,,,Cash,,780,32,0.0
8,8.05,12,15,2,1450711800,41.899602111,-87.633308037,41.878865584,-87.625192142,1.4,,,Cash,,720,32,0.0
8,5.45,8,3,2,1438570800,41.899602111,-87.633308037,41.878865584,-87.625192142,1.1,,,Cash,,240,32,0.0
8,23.45,1,23,1,1359328500,41.899602111,-87.633308037,41.878865584,-87.625192142,0.0,,,Unknown,Taxi Affiliation Services,1740,32,6.1
8,8.25,8,2,6,1440729000,41.899602111,-87.633308037,41.878865584,-87.625192142,2.3,,,Credit Card,Taxi Affiliation Services,480,32,2.0
8,7.85,7,8,1,1436690700,41.899602111,-87.633308037,41.878865584,-87.625192142,1.9,,,Cash,,540,32,0.0
8,6.05,3,8,5,1363853700,41.899602111,-87.633308037,41.878865584,-87.625192142,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,360,32,0.0
8,7.25,9,6,3,1412056800,41.899602111,-87.633308037,41.878865584,-87.625192142,2.0,,,Cash,,360,32,0.0
8,22.25,10,11,2,1413802800,41.899602111,-87.633308037,42.009622881,-87.670166857,9.6,,,Cash,Taxi Affiliation Services,1320,1,0.0
8,21.05,10,21,5,1381438800,41.899602111,-87.633308037,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,1260,1,0.0
8,19.85,11,2,1,1384654500,41.899602111,-87.633308037,42.009622881,-87.670166857,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1260,1,0.0
8,20.25,8,12,4,1407327300,41.899602111,-87.633308037,42.009622881,-87.670166857,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1200,1,0.0
8,22.85,8,16,6,1377879300,41.899602111,-87.633308037,42.009622881,-87.670166857,0.5,,,Credit Card,Taxi Affiliation Services,1920,1,5.95
8,20.85,12,19,4,1386791100,41.899602111,-87.633308037,42.009622881,-87.670166857,9.1,,,Cash,Choice Taxi Association,1200,1,0.0
8,20.85,6,22,5,1434664800,41.899602111,-87.633308037,42.009622881,-87.670166857,9.5,,,Cash,Dispatch Taxi Affiliation,1020,1,0.0
8,15.85,10,22,5,1445553000,41.899602111,-87.633308037,42.009622881,-87.670166857,6.5,,,Cash,,1020,1,0.0
8,21.05,8,22,3,1407881700,41.899602111,-87.633308037,42.009622881,-87.670166857,9.5,,,Credit Card,Choice Taxi Association,1080,1,4.4
8,21.85,4,23,2,1428966000,41.899602111,-87.633308037,42.009622881,-87.670166857,9.2,,,Credit Card,Choice Taxi Association,1260,1,3.0
8,16.45,3,21,5,1425590100,41.899602111,-87.633308037,41.900069603,-87.720918238,5.7,,,Cash,Choice Taxi Association,1440,23,0.0
8,13.5,8,4,5,1470888000,41.899602111,-87.633308037,41.900069603,-87.720918238,0.0,,,Cash,Taxi Affiliation Services,780,23,0.0
8,12.65,11,1,7,1385775000,41.899602111,-87.633308037,41.900069603,-87.720918238,0.0,,,Cash,Taxi Affiliation Services,660,23,0.0
8,15.65,7,0,7,1404518400,41.899602111,-87.633308037,41.900069603,-87.720918238,0.3,,,Cash,Taxi Affiliation Services,1320,23,0.0
8,14.45,8,2,6,1376619300,41.899602111,-87.633308037,41.900069603,-87.720918238,5.7,,,Cash,,900,23,0.0
8,11.65,10,1,5,1444266000,41.899602111,-87.633308037,41.900069603,-87.720918238,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,660,23,0.0
8,16.25,12,4,5,1386216900,41.899602111,-87.633308037,41.96581197,-87.655878786,0.68,,,Cash,,960,3,0.0
8,16.45,3,14,7,1364048100,41.899602111,-87.633308037,41.96581197,-87.655878786,0.8,,,Credit Card,Northwest Management LLC,720,3,3.25
8,16.65,7,9,4,1436952600,41.899602111,-87.633308037,41.96581197,-87.655878786,6.6,,,Credit Card,Taxi Affiliation Services,1080,3,3.3
8,11.65,11,23,3,1447199100,41.899602111,-87.633308037,41.96581197,-87.655878786,4.5,,,Cash,Top Cab Affiliation,480,3,0.0
8,13.45,8,4,7,1408769100,41.899602111,-87.633308037,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,660,3,0.0
8,16.25,10,8,5,1381998600,41.899602111,-87.633308037,41.96581197,-87.655878786,6.3,,,Credit Card,,1080,3,2.0
8,11.05,5,13,2,1369056600,41.899602111,-87.633308037,41.96581197,-87.655878786,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,420,3,0.0
8,13.85,8,22,6,1406930400,41.899602111,-87.633308037,41.96581197,-87.655878786,5.6,,,Cash,,600,3,0.0
8,10.65,6,16,4,1371055500,41.899602111,-87.633308037,41.96581197,-87.655878786,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,480,3,0.0
8,12.65,7,20,6,1373661000,41.899602111,-87.633308037,41.96581197,-87.655878786,0.0,,,Credit Card,Taxi Affiliation Services,540,3,2.5
8,17.65,2,20,4,1393445700,41.899602111,-87.633308037,41.96581197,-87.655878786,0.0,,,Credit Card,Taxi Affiliation Services,960,3,3.5
8,40.25,11,16,5,1447345800,41.899602111,-87.633308037,41.96581197,-87.655878786,0.5,,,Cash,Blue Ribbon Taxi Association Inc.,5220,3,0.0
8,15.45,2,13,2,1424091600,41.899602111,-87.633308037,41.96581197,-87.655878786,6.4,,,Credit Card,Taxi Affiliation Services,840,3,3.05
8,14.65,8,14,7,1438438500,41.899602111,-87.633308037,41.938666196,-87.711210593,5.6,,,Credit Card,Choice Taxi Association,1080,21,3.1
8,14.45,6,0,3,1401753600,41.899602111,-87.633308037,41.938666196,-87.711210593,0.3,,,Cash,Blue Ribbon Taxi Association Inc.,660,21,0.0
8,17.45,1,0,6,1420158600,41.899602111,-87.633308037,41.938666196,-87.711210593,7.4,,,Cash,Dispatch Taxi Affiliation,900,21,0.0
8,15.85,3,22,6,1362177900,41.899602111,-87.633308037,41.938666196,-87.711210593,0.0,,,Credit Card,Taxi Affiliation Services,720,21,0.0
8,7.5,5,11,2,1462187700,41.899602111,-87.633308037,41.899602111,-87.633308037,1.4,,,Credit Card,Northwest Management LLC,480,8,1.0
8,5.45,3,3,3,1395719100,41.899602111,-87.633308037,41.899602111,-87.633308037,0.6,,,Cash,Taxi Affiliation Services,360,8,0.0
8,5.45,5,23,4,1368056700,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,300,8,0.0
8,57.05,1,6,6,1420784100,41.899602111,-87.633308037,41.899602111,-87.633308037,28.6,,,Cash,Taxi Affiliation Services,3240,8,0.0
8,5.45,9,17,2,1379955600,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,6.5,10,12,6,1477053000,41.899602111,-87.633308037,41.899602111,-87.633308037,1.1,,,Credit Card,,360,8,2.0
8,4.25,1,16,1,1359303300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,120,8,0.0
8,5.05,7,11,4,1404299700,41.899602111,-87.633308037,41.899602111,-87.633308037,0.9,,,Cash,Choice Taxi Association,240,8,0.0
8,6.85,12,0,3,1450745100,41.899602111,-87.633308037,41.899602111,-87.633308037,1.4,,,Cash,,480,8,0.0
8,4.85,12,14,5,1419516000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.9,,,Credit Card,Taxi Affiliation Services,120,8,2.0
8,6.25,12,22,5,1449787500,41.899602111,-87.633308037,41.899602111,-87.633308037,1.5,,,Cash,Top Cab Affiliation,360,8,0.0
8,5.85,10,0,3,1444090500,41.899602111,-87.633308037,41.899602111,-87.633308037,1.1,,,Credit Card,,300,8,3.0
8,3.25,9,0,2,1411951500,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,0,8,0.0
8,5.05,9,4,7,1441427400,41.899602111,-87.633308037,41.899602111,-87.633308037,0.8,,,Credit Card,KOAM Taxi Association,240,8,2.0
8,5.45,3,6,3,1364278500,41.899602111,-87.633308037,41.899602111,-87.633308037,1.0,,,Cash,,240,8,0.0
8,6.05,6,2,6,1371782700,41.899602111,-87.633308037,41.899602111,-87.633308037,1.1,,,Cash,,420,8,0.0
8,4.25,2,23,2,1361230200,41.899602111,-87.633308037,41.899602111,-87.633308037,0.3,,,Cash,Dispatch Taxi Affiliation,120,8,0.0
8,7.0,2,9,1,1454835600,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Choice Taxi Association,360,8,0.0
8,6.65,4,12,2,1398084300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,480,8,0.0
8,4.85,3,10,7,1426932900,41.899602111,-87.633308037,41.899602111,-87.633308037,0.5,,,Cash,,240,8,0.0
8,6.25,10,15,7,1444491900,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,480,8,0.0
8,9.25,8,16,7,1471104900,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,840,8,0.0
8,3.85,3,15,4,1363793400,41.899602111,-87.633308037,41.899602111,-87.633308037,0.4,,,Cash,,120,8,0.0
8,5.45,9,3,5,1380165300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,300,8,0.6
8,6.05,3,8,3,1362471300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,300,8,1.0
8,8.65,11,12,6,1448021700,41.899602111,-87.633308037,41.899602111,-87.633308037,1.5,,,Cash,Taxi Affiliation Services,840,8,0.0
8,5.25,4,14,7,1461421800,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,240,8,0.0
8,6.45,10,0,1,1382832000,41.899602111,-87.633308037,41.899602111,-87.633308037,1.6,,,Cash,,420,8,0.0
8,7.75,9,1,4,1474420500,41.899602111,-87.633308037,41.899602111,-87.633308037,1.8,,,Credit Card,,420,8,2.0
8,5.05,10,10,3,1445336100,41.899602111,-87.633308037,41.899602111,-87.633308037,0.9,,,Credit Card,,240,8,1.08
8,5.85,12,15,2,1388418300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,300,8,0.0
8,3.25,10,3,2,1381719600,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Credit Card,Dispatch Taxi Affiliation,0,8,0.0
8,5.85,8,18,7,1376159400,41.899602111,-87.633308037,41.899602111,-87.633308037,0.11,,,Cash,,360,8,0.0
8,6.05,10,21,4,1381353300,41.899602111,-87.633308037,41.899602111,-87.633308037,1.1,,,Credit Card,Choice Taxi Association,300,8,0.5
8,7.25,12,11,6,1388142900,41.899602111,-87.633308037,41.899602111,-87.633308037,1.6,,,Credit Card,Choice Taxi Association,540,8,1.5
8,3.25,4,4,5,1428552900,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,0,8,0.0
8,5.65,9,2,6,1411093800,41.899602111,-87.633308037,41.899602111,-87.633308037,1.1,,,Cash,,240,8,0.0
8,5.65,12,4,4,1386132300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,300,8,0.0
8,6.85,12,21,6,1450474200,41.899602111,-87.633308037,41.899602111,-87.633308037,1.3,,,Cash,,540,8,0.0
8,5.25,9,10,2,1409567400,41.899602111,-87.633308037,41.899602111,-87.633308037,0.6,,,Credit Card,Dispatch Taxi Affiliation,240,8,1.0
8,5.25,3,2,6,1364523300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,240,8,0.0
8,6.45,2,15,7,1359818100,41.899602111,-87.633308037,41.899602111,-87.633308037,1.3,,,Cash,,480,8,0.0
8,5.85,11,20,1,1448829000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,360,8,0.0
8,12.25,5,16,5,1369929600,41.899602111,-87.633308037,41.899602111,-87.633308037,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,1260,8,0.0
8,8.25,10,0,1,1445129100,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Northwest Management LLC,720,8,0.0
8,5.65,2,0,5,1391647500,41.899602111,-87.633308037,41.899602111,-87.633308037,1.2,,,Cash,,240,8,0.0
8,3.25,8,5,4,1409116500,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,8,0.0
8,5.45,4,15,2,1397490300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.4,,,Cash,Taxi Affiliation Services,360,8,0.0
8,6.05,3,5,1,1425792600,41.899602111,-87.633308037,41.899602111,-87.633308037,1.2,,,Cash,Taxi Affiliation Services,300,8,0.0
8,6.05,1,10,4,1389780000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,360,8,0.0
8,5.25,2,10,1,1391940000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.8,,,Cash,,300,8,0.0
8,4.85,2,2,5,1392864300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,4.65,2,15,7,1392476400,41.899602111,-87.633308037,41.899602111,-87.633308037,0.6,,,Cash,,240,8,0.0
8,5.85,12,22,3,1451428200,41.899602111,-87.633308037,41.899602111,-87.633308037,1.2,,,Cash,Taxi Affiliation Services,300,8,0.0
8,3.25,2,4,3,1361247300,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,,0,8,0.0
8,5.45,12,13,6,1449235800,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,6.45,6,4,7,1402116300,41.899602111,-87.633308037,41.899602111,-87.633308037,1.4,,,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,4.85,10,1,2,1382319000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,180,8,0.0
8,4.65,3,13,1,1425214800,41.899602111,-87.633308037,41.899602111,-87.633308037,0.5,,,Cash,,180,8,0.0
8,5.45,10,1,4,1383096600,41.899602111,-87.633308037,41.899602111,-87.633308037,1.1,,,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,5.65,10,6,3,1381819500,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,5.45,6,7,6,1402644600,41.899602111,-87.633308037,41.899602111,-87.633308037,0.6,,,Credit Card,,300,8,0.0
8,5.25,1,13,6,1357911000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.7,,,Cash,,300,8,0.0
8,4.85,7,5,3,1438060500,41.899602111,-87.633308037,41.899602111,-87.633308037,0.7,,,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,7.45,9,6,3,1380004200,41.899602111,-87.633308037,41.899602111,-87.633308037,1.8,,,Cash,,480,8,0.0
8,5.25,3,17,1,1362330000,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,240,8,2.0
8,6.45,2,21,2,1361221200,41.899602111,-87.633308037,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,39.85,5,9,6,1400837400,41.899602111,-87.633308037,41.690633347,-87.570058269,0.0,,,Credit Card,Taxi Affiliation Services,1920,51,10.0
8,30.05,12,2,4,1386728100,41.899602111,-87.633308037,41.980264315,-87.913624596,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1260,76,0.0
8,37.25,1,6,5,1421907300,41.899602111,-87.633308037,41.980264315,-87.913624596,18.5,,,Credit Card,,2160,76,9.81
8,35.65,8,5,5,1438839000,41.899602111,-87.633308037,41.980264315,-87.913624596,17.7,,,Credit Card,KOAM Taxi Association,1260,76,6.0
8,39.45,9,20,3,1441743300,41.899602111,-87.633308037,41.980264315,-87.913624596,16.8,,,Credit Card,Taxi Affiliation Services,2940,76,5.0
8,36.85,5,5,4,1400649300,41.899602111,-87.633308037,41.980264315,-87.913624596,17.6,,,Cash,,1800,76,0.0
8,25.85,10,18,7,1446315300,41.899602111,-87.633308037,41.741242728,-87.551428197,11.8,,,Credit Card,Taxi Affiliation Services,1500,46,0.0
8,37.5,6,16,7,1466265600,41.899602111,-87.633308037,41.79259236,-87.769615453,13.8,,,Cash,,2520,56,0.0
8,28.25,7,11,2,1436183100,41.899602111,-87.633308037,41.985015101,-87.804532006,13.0,,,Cash,Northwest Management LLC,1740,10,0.0
8,27.65,11,16,5,1447948800,41.899602111,-87.633308037,41.985015101,-87.804532006,11.5,,,Cash,Choice Taxi Association,2760,10,0.0
8,19.05,4,19,4,1366227900,41.899602111,-87.633308037,41.812948939,-87.617859676,7.8,,,Cash,,1260,38,0.0
8,23.65,12,13,3,1418130900,41.899602111,-87.633308037,41.812948939,-87.617859676,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1980,38,0.0
8,22.05,5,19,5,1369335600,41.899602111,-87.633308037,41.927260956,-87.765501609,0.5,,,Cash,Blue Ribbon Taxi Association Inc.,2040,19,0.0
8,16.85,9,3,7,1379129400,41.899602111,-87.633308037,41.927260956,-87.765501609,0.0,,,Cash,Taxi Affiliation Services,960,19,0.0
8,29.25,4,20,7,1398542400,41.899602111,-87.633308037,41.740205756,-87.615969523,13.1,,,Cash,,1980,44,0.0
8,24.25,1,3,1,1420947900,41.899602111,-87.633308037,41.94651142,-87.806020002,1.06,,,Credit Card,,1320,17,4.85
8,19.25,12,19,2,1419277500,41.899602111,-87.633308037,41.953582125,-87.72345239,8.2,,,Cash,,960,16,0.0
8,15.85,5,20,4,1432756800,41.899602111,-87.633308037,41.953582125,-87.72345239,6.8,,,Credit Card,Taxi Affiliation Services,600,16,4.0
8,16.85,9,2,7,1442630700,41.899602111,-87.633308037,41.953582125,-87.72345239,7.2,,,Cash,Top Cab Affiliation,660,16,0.0
8,17.25,10,18,5,1444933800,41.899602111,-87.633308037,41.953582125,-87.72345239,7.1,,,Credit Card,,900,16,1.0
8,58.65,9,14,7,1379169000,41.899602111,-87.633308037,41.953582125,-87.72345239,28.4,,,Cash,,4440,16,0.0
8,17.45,5,3,7,1401507000,41.899602111,-87.633308037,41.953582125,-87.72345239,6.9,,,Credit Card,Dispatch Taxi Affiliation,960,16,4.35
8,19.05,2,5,4,1393390800,41.899602111,-87.633308037,41.953582125,-87.72345239,6.5,,,Credit Card,Taxi Affiliation Services,1560,16,0.0
8,25.0,2,19,5,1454612400,41.899602111,-87.633308037,41.953582125,-87.72345239,8.6,,,Cash,Choice Taxi Association,1380,16,0.0
8,12.45,10,7,1,1445154300,41.899602111,-87.633308037,41.857183858,-87.620334624,4.5,,,Cash,,720,33,0.0
8,11.05,2,14,3,1392733800,41.899602111,-87.633308037,41.857183858,-87.620334624,3.5,,,Cash,,840,33,0.0
8,13.85,2,20,7,1360440900,41.899602111,-87.633308037,41.857183858,-87.620334624,3.5,,,Cash,Choice Taxi Association,1440,33,0.0
8,12.65,6,2,2,1372041000,41.899602111,-87.633308037,41.857183858,-87.620334624,0.0,,,Cash,Taxi Affiliation Services,900,33,0.0
8,9.25,12,3,6,1387508400,41.899602111,-87.633308037,41.857183858,-87.620334624,0.1,,,Credit Card,Taxi Affiliation Services,540,33,2.05
8,15.25,8,1,3,1376355600,41.899602111,-87.633308037,41.857183858,-87.620334624,0.4,,,Cash,Taxi Affiliation Services,480,33,0.0
8,10.85,5,8,6,1368174600,41.899602111,-87.633308037,41.857183858,-87.620334624,0.2,,,Credit Card,Taxi Affiliation Services,780,33,3.55
8,9.25,7,1,3,1373936400,41.899602111,-87.633308037,41.857183858,-87.620334624,0.1,,,Credit Card,Taxi Affiliation Services,480,33,2.0
8,10.65,2,14,6,1393596000,41.899602111,-87.633308037,41.857183858,-87.620334624,0.1,,,Cash,Taxi Affiliation Services,960,33,0.0
8,13.65,12,22,1,1418595300,41.899602111,-87.633308037,41.944226601,-87.655998182,4.6,,,Cash,Dispatch Taxi Affiliation,1140,6,0.0
8,13.65,4,2,6,1398393900,41.899602111,-87.633308037,41.944226601,-87.655998182,0.3,,,Cash,Taxi Affiliation Services,780,6,0.0
8,13.85,3,19,5,1364497200,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Cash,Dispatch Taxi Affiliation,900,6,0.0
8,17.05,9,15,6,1441984500,41.899602111,-87.633308037,41.944226601,-87.655998182,5.6,,,Credit Card,,1500,6,3.61
8,11.85,11,4,1,1384056000,41.899602111,-87.633308037,41.944226601,-87.655998182,0.2,,,Cash,Taxi Affiliation Services,720,6,0.0
8,9.65,6,15,3,1401810300,41.899602111,-87.633308037,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,600,6,0.0
8,13.65,2,23,4,1361402100,41.899602111,-87.633308037,41.944226601,-87.655998182,0.49,,,Cash,,960,6,0.0
8,11.45,12,23,4,1418252400,41.899602111,-87.633308037,41.944226601,-87.655998182,3.9,,,Cash,,720,6,0.0
8,11.45,6,20,3,1433881800,41.899602111,-87.633308037,41.944226601,-87.655998182,0.2,,,Credit Card,Taxi Affiliation Services,960,6,2.25
8,15.0,12,19,5,1481831100,41.899602111,-87.633308037,41.944226601,-87.655998182,4.6,,,Credit Card,Choice Taxi Association,1020,6,3.0
8,10.85,2,23,7,1392507000,41.899602111,-87.633308037,41.944226601,-87.655998182,3.8,,,Cash,Taxi Affiliation Services,660,6,0.0
8,8.25,4,16,4,1366216200,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,600,6,2.0
8,10.85,7,1,5,1372902300,41.899602111,-87.633308037,41.944226601,-87.655998182,0.2,,,Cash,Taxi Affiliation Services,660,6,0.0
8,4.85,11,9,5,1447923600,41.899602111,-87.633308037,41.944226601,-87.655998182,0.6,,,Credit Card,,240,6,0.0
8,11.65,11,1,3,1447119000,41.899602111,-87.633308037,41.944226601,-87.655998182,4.2,,,Cash,Taxi Affiliation Services,660,6,0.0
8,10.65,1,19,7,1422731700,41.899602111,-87.633308037,41.944226601,-87.655998182,3.6,,,Credit Card,Dispatch Taxi Affiliation,660,6,1.0
8,13.05,3,0,2,1427675400,41.899602111,-87.633308037,41.944226601,-87.655998182,4.6,,,Cash,Northwest Management LLC,900,6,0.0
8,8.44,10,8,1,1382862600,41.899602111,-87.633308037,41.944226601,-87.655998182,2.8,,,Cash,,360,6,0.0
8,18.25,1,14,4,1453905000,41.899602111,-87.633308037,41.944226601,-87.655998182,6.5,,,Credit Card,Taxi Affiliation Services,840,6,3.65
8,13.85,9,22,6,1380321000,41.899602111,-87.633308037,41.944226601,-87.655998182,5.3,,,Cash,Dispatch Taxi Affiliation,720,6,0.0
8,12.05,8,12,2,1407759300,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Cash,Choice Taxi Association,840,6,0.0
8,12.05,4,11,4,1365594300,41.899602111,-87.633308037,41.944226601,-87.655998182,4.2,,,Credit Card,,720,6,2.0
8,17.25,5,5,7,1401514200,41.899602111,-87.633308037,41.944226601,-87.655998182,0.4,,,Credit Card,Taxi Affiliation Services,1020,6,2.0
8,9.25,9,15,1,1411916400,41.899602111,-87.633308037,41.944226601,-87.655998182,3.1,,,Credit Card,Top Cab Affiliation,540,6,2.0
8,15.65,6,3,1,1433647800,41.899602111,-87.633308037,41.944226601,-87.655998182,0.4,,,Cash,Taxi Affiliation Services,780,6,0.0
8,12.25,8,18,1,1472408100,41.899602111,-87.633308037,41.944226601,-87.655998182,3.3,,,Cash,Taxi Affiliation Services,480,6,0.0
8,0.0,6,23,3,1372201200,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,1080,6,0.0
8,11.05,2,18,1,1361729700,41.899602111,-87.633308037,41.944226601,-87.655998182,4.0,,,Credit Card,,540,6,2.0
8,10.45,8,0,5,1408579200,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,480,6,0.0
8,16.25,8,2,7,1470450600,41.899602111,-87.633308037,41.944226601,-87.655998182,4.9,,,Cash,Dispatch Taxi Affiliation,1080,6,0.0
8,15.85,3,21,1,1395005400,41.899602111,-87.633308037,41.944226601,-87.655998182,5.5,,,Credit Card,KOAM Taxi Association,1200,6,3.35
8,15.85,10,20,5,1412884800,41.899602111,-87.633308037,41.944226601,-87.655998182,0.3,,,Cash,Taxi Affiliation Services,1440,6,0.0
8,15.25,10,14,7,1443880800,41.899602111,-87.633308037,41.944226601,-87.655998182,5.0,,,Credit Card,,1200,6,3.05
8,13.45,9,3,7,1442634300,41.899602111,-87.633308037,41.944226601,-87.655998182,4.7,,,Credit Card,Taxi Affiliation Services,960,6,1.75
8,12.85,9,14,1,1410098400,41.899602111,-87.633308037,41.944226601,-87.655998182,3.9,,,Cash,Dispatch Taxi Affiliation,1260,6,0.0
8,13.45,10,0,6,1413506700,41.899602111,-87.633308037,41.944226601,-87.655998182,0.3,,,Cash,Taxi Affiliation Services,780,6,0.0
8,14.05,5,1,4,1369184400,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,720,6,0.0
8,15.85,2,22,3,1392763500,41.899602111,-87.633308037,41.944226601,-87.655998182,6.0,,,No Charge,Dispatch Taxi Affiliation,1140,6,0.0
8,12.85,3,1,3,1425949200,41.899602111,-87.633308037,41.944226601,-87.655998182,5.1,,,Cash,Taxi Affiliation Services,600,6,0.0
8,10.05,2,1,6,1360287900,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,660,6,2.0
8,11.85,10,1,5,1412213400,41.899602111,-87.633308037,41.944226601,-87.655998182,4.3,,,Credit Card,,600,6,2.0
8,7.05,6,15,3,1403019000,41.899602111,-87.633308037,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,420,6,0.0
8,13.45,3,0,5,1395880200,41.899602111,-87.633308037,41.944226601,-87.655998182,0.3,,,Cash,Taxi Affiliation Services,840,6,0.0
8,15.45,12,1,2,1419211800,41.899602111,-87.633308037,41.944226601,-87.655998182,5.8,,,Credit Card,,960,6,1.5
8,12.45,9,1,6,1441329300,41.899602111,-87.633308037,41.944226601,-87.655998182,4.7,,,Cash,Taxi Affiliation Services,660,6,0.0
8,13.05,3,21,4,1427319900,41.899602111,-87.633308037,41.944226601,-87.655998182,5.0,,,Credit Card,Choice Taxi Association,780,6,3.5
8,10.85,2,1,2,1360544400,41.899602111,-87.633308037,41.944226601,-87.655998182,3.9,,,Cash,,660,6,0.0
8,13.25,1,14,2,1358174700,41.899602111,-87.633308037,41.944226601,-87.655998182,4.2,,,Credit Card,Dispatch Taxi Affiliation,1020,6,0.0
8,7.65,1,14,7,1420900200,41.899602111,-87.633308037,41.944226601,-87.655998182,2.4,,,Cash,,360,6,0.0
8,9.45,10,22,5,1380838500,41.899602111,-87.633308037,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,780,6,0.0
8,14.05,7,12,7,1406376900,41.899602111,-87.633308037,41.944226601,-87.655998182,3.6,,,Cash,,1560,6,0.0
8,17.85,12,7,7,1387004400,41.899602111,-87.633308037,41.944226601,-87.655998182,6.4,,,Cash,,1620,6,0.0
8,13.65,6,21,2,1435613400,41.899602111,-87.633308037,41.944226601,-87.655998182,5.1,,,Cash,Northwest Management LLC,960,6,0.0
8,15.05,1,23,6,1421450100,41.899602111,-87.633308037,41.944226601,-87.655998182,5.4,,,Cash,,1080,6,0.0
8,15.05,4,9,2,1366017300,41.899602111,-87.633308037,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,960,6,3.0
8,30.45,7,22,3,1404252000,41.899602111,-87.633308037,42.007612593,-87.813781034,14.8,,,Cash,Dispatch Taxi Affiliation,1440,9,0.0
8,20.85,7,3,1,1406432700,41.899602111,-87.633308037,41.794090253,-87.592310855,8.5,,,Cash,Taxi Affiliation Services,1260,41,0.0
8,23.25,6,14,4,1403707500,41.899602111,-87.633308037,41.794090253,-87.592310855,9.6,,,Cash,Taxi Affiliation Services,1440,41,0.0
8,17.65,3,2,7,1394246700,41.899602111,-87.633308037,41.794090253,-87.592310855,0.0,,,Credit Card,Taxi Affiliation Services,1020,41,5.0
8,22.45,10,11,4,1380711600,41.899602111,-87.633308037,41.794090253,-87.592310855,9.9,,,Cash,,1320,41,0.0
8,19.25,12,14,6,1386339300,41.899602111,-87.633308037,41.794090253,-87.592310855,8.2,,,Credit Card,,1020,41,4.05
8,21.05,9,15,3,1378825200,41.899602111,-87.633308037,41.794090253,-87.592310855,8.6,,,Cash,,1320,41,0.0
8,21.65,10,11,1,1445770800,41.899602111,-87.633308037,41.794090253,-87.592310855,0.6,,,Credit Card,Blue Ribbon Taxi Association Inc.,1080,41,4.3
8,20.45,11,23,7,1383434100,41.899602111,-87.633308037,41.794090253,-87.592310855,0.5,,,Cash,Taxi Affiliation Services,1080,41,0.0
8,22.65,4,6,3,1428386400,41.899602111,-87.633308037,41.775928827,-87.666596265,9.7,,,Credit Card,,1320,67,0.0
8,25.25,6,5,1,1434258000,41.899602111,-87.633308037,41.983636307,-87.723583185,12.1,,,Credit Card,Taxi Affiliation Services,1020,13,2.0
8,14.45,5,1,7,1432342800,41.899602111,-87.633308037,41.836150155,-87.648787952,6.2,,,Cash,,540,60,0.0
8,16.45,1,21,7,1389474900,41.899602111,-87.633308037,41.836150155,-87.648787952,6.7,,,Cash,KOAM Taxi Association,900,60,0.0
8,19.65,12,16,7,1418486400,41.899602111,-87.633308037,41.947791586,-87.683834942,6.1,,,Cash,Dispatch Taxi Affiliation,1740,5,0.0
8,13.65,10,0,5,1382575500,41.899602111,-87.633308037,41.947791586,-87.683834942,4.4,,,Credit Card,,1080,5,0.0
8,12.85,12,19,6,1417806000,41.899602111,-87.633308037,41.947791586,-87.683834942,3.1,,,Credit Card,Taxi Affiliation Services,1500,5,2.55
8,27.25,7,22,4,1404944100,41.899602111,-87.633308037,41.947791586,-87.683834942,10.9,,,Cash,,2460,5,0.0
8,12.25,10,11,3,1413889200,41.899602111,-87.633308037,41.947791586,-87.683834942,4.0,,,Credit Card,,900,5,2.0
8,12.85,8,2,6,1407465000,41.899602111,-87.633308037,41.947791586,-87.683834942,4.6,,,Cash,,660,5,0.0
8,14.65,6,21,7,1402174800,41.899602111,-87.633308037,41.947791586,-87.683834942,5.9,,,Credit Card,,900,5,2.0
8,16.25,12,14,2,1387204200,41.899602111,-87.633308037,41.947791586,-87.683834942,0.64,,,Credit Card,,960,5,3.45
8,14.65,12,1,6,1418950800,41.899602111,-87.633308037,41.947791586,-87.683834942,0.3,,,Credit Card,Blue Ribbon Taxi Association Inc.,1080,5,0.0
8,15.25,11,13,2,1447075800,41.899602111,-87.633308037,41.947791586,-87.683834942,0.3,,,Credit Card,Taxi Affiliation Services,1080,5,3.8
8,16.05,9,20,3,1412108100,41.899602111,-87.633308037,41.947791586,-87.683834942,6.2,,,Cash,,1260,5,0.0
8,9.85,9,18,4,1443031200,41.899602111,-87.633308037,41.947791586,-87.683834942,2.2,,,Cash,,900,5,0.0
8,21.45,12,20,7,1449346500,41.899602111,-87.633308037,41.947791586,-87.683834942,7.6,,,Credit Card,Dispatch Taxi Affiliation,2100,5,4.0
8,15.85,2,22,3,1423001700,41.899602111,-87.633308037,41.947791586,-87.683834942,6.2,,,Credit Card,Taxi Affiliation Services,1020,5,2.0
8,19.65,1,23,6,1390002300,41.899602111,-87.633308037,41.954027649,-87.763399032,0.0,,,Credit Card,Dispatch Taxi Affiliation,1320,15,2.0
8,21.45,9,20,5,1441310400,41.899602111,-87.633308037,41.954027649,-87.763399032,0.5,,,Credit Card,Taxi Affiliation Services,1080,15,5.0
8,21.05,9,2,1,1378606500,41.899602111,-87.633308037,41.954027649,-87.763399032,0.0,,,Cash,Taxi Affiliation Services,1140,15,0.0
8,13.65,12,13,7,1418475600,41.899602111,-87.633308037,41.874005383,-87.66351755,5.4,,,Cash,Taxi Affiliation Services,780,28,0.0
8,10.65,6,4,1,1401595200,41.899602111,-87.633308037,41.874005383,-87.66351755,0.2,,,Cash,Taxi Affiliation Services,480,28,0.0
8,9.75,7,7,2,1469432700,41.899602111,-87.633308037,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,600,28,2.0
8,9.25,7,3,4,1436326200,41.899602111,-87.633308037,41.874005383,-87.66351755,2.7,,,Credit Card,Taxi Affiliation Services,600,28,2.0
8,8.25,7,7,1,1436686200,41.899602111,-87.633308037,41.874005383,-87.66351755,2.5,,,Credit Card,Taxi Affiliation Services,540,28,1.0
8,7.85,8,22,7,1438468200,41.899602111,-87.633308037,41.874005383,-87.66351755,2.3,,,Cash,,360,28,0.0
8,13.45,10,1,7,1412386200,41.899602111,-87.633308037,41.874005383,-87.66351755,5.2,,,Credit Card,,900,28,2.0
8,10.85,9,23,7,1379806200,41.899602111,-87.633308037,41.874005383,-87.66351755,0.1,,,Cash,Taxi Affiliation Services,900,28,0.0
8,13.85,4,17,6,1397235600,41.899602111,-87.633308037,41.874005383,-87.66351755,0.2,,,Cash,Taxi Affiliation Services,1440,28,0.0
8,8.25,1,7,6,1358495100,41.899602111,-87.633308037,41.874005383,-87.66351755,2.3,,,Cash,Northwest Management LLC,420,28,0.0
8,10.25,10,5,3,1476162000,41.899602111,-87.633308037,41.874005383,-87.66351755,2.8,,,Cash,,480,28,0.0
8,7.85,5,5,1,1431839700,41.899602111,-87.633308037,41.874005383,-87.66351755,2.0,,,Credit Card,,480,28,1.0
8,11.45,6,11,6,1402659000,41.899602111,-87.633308037,41.874005383,-87.66351755,3.4,,,Credit Card,,900,28,3.0
8,13.25,3,1,1,1425778200,41.899602111,-87.633308037,41.874005383,-87.66351755,4.9,,,Credit Card,Dispatch Taxi Affiliation,900,28,3.55
8,11.45,4,22,5,1429826400,41.899602111,-87.633308037,41.874005383,-87.66351755,3.0,,,Credit Card,,1200,28,3.0
8,9.65,8,9,3,1376387100,41.899602111,-87.633308037,41.874005383,-87.66351755,0.0,,,Cash,Dispatch Taxi Affiliation,720,28,0.0
8,8.45,8,15,7,1439047800,41.899602111,-87.633308037,41.874005383,-87.66351755,2.2,,,Cash,Dispatch Taxi Affiliation,780,28,0.0
8,7.05,8,2,5,1377742500,41.899602111,-87.633308037,41.874005383,-87.66351755,1.8,,,Cash,,480,28,0.0
8,7.25,10,1,5,1414631700,41.899602111,-87.633308037,41.874005383,-87.66351755,1.8,,,Cash,,360,28,0.0
8,10.45,7,4,3,1404794700,41.899602111,-87.633308037,41.874005383,-87.66351755,0.24,,,Credit Card,,1020,28,0.0
8,8.44,1,10,3,1357034400,41.899602111,-87.633308037,41.874005383,-87.66351755,2.0,,,Cash,,600,28,0.0
8,9.65,4,22,7,1397945700,41.899602111,-87.633308037,41.874005383,-87.66351755,3.0,,,Cash,,660,28,0.0
8,9.05,2,1,5,1392860700,41.899602111,-87.633308037,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,660,28,2.0
8,40.65,12,17,3,1449594000,41.899602111,-87.633308037,41.874005383,-87.66351755,18.5,,,Cash,,3000,28,0.0
8,8.05,7,9,5,1406193300,41.899602111,-87.633308037,41.874005383,-87.66351755,2.1,,,Cash,,600,28,0.0
8,5.65,5,10,7,1367664300,41.899602111,-87.633308037,41.874005383,-87.66351755,1.2,,,Credit Card,Choice Taxi Association,360,28,1.0
8,11.85,4,19,6,1429903800,41.899602111,-87.633308037,41.874005383,-87.66351755,3.0,,,Cash,Choice Taxi Association,1140,28,0.0
8,8.25,7,11,6,1435923900,41.899602111,-87.633308037,41.874005383,-87.66351755,0.1,,,Cash,Taxi Affiliation Services,480,28,0.0
8,14.25,11,21,4,1415827800,41.899602111,-87.633308037,41.874005383,-87.66351755,5.6,,,Cash,,780,28,0.0
8,20.85,12,15,7,1386429300,41.899602111,-87.633308037,41.761577908,-87.572781987,9.4,,,Cash,,960,43,0.0
8,28.65,7,10,6,1374229800,41.899602111,-87.633308037,41.761577908,-87.572781987,0.8,,,Credit Card,Taxi Affiliation Services,1500,43,6.1
8,24.25,8,22,2,1439848800,41.899602111,-87.633308037,41.761577908,-87.572781987,11.1,,,Credit Card,,1260,43,3.0
8,20.45,6,19,2,1433791800,41.899602111,-87.633308037,41.878594358,-87.730232428,0.0,,,Cash,Northwest Management LLC,1800,26,0.0
8,9.05,2,4,7,1392438600,41.899602111,-87.633308037,41.922686284,-87.649488729,2.9,,,Cash,Taxi Affiliation Services,600,7,0.0
8,7.25,8,14,1,1407075300,41.899602111,-87.633308037,41.922686284,-87.649488729,0.1,,,Credit Card,Taxi Affiliation Services,480,7,2.0
8,11.45,10,20,1,1444595400,41.899602111,-87.633308037,41.922686284,-87.649488729,3.7,,,Cash,Taxi Affiliation Services,900,7,0.0
8,11.85,2,11,2,1424691900,41.899602111,-87.633308037,41.922686284,-87.649488729,0.2,,,Cash,Taxi Affiliation Services,840,7,0.0
8,15.05,3,21,1,1362344400,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Cash,Dispatch Taxi Affiliation,1080,7,0.0
8,10.85,11,16,6,1385741700,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Credit Card,Choice Taxi Association,720,7,2.0
8,7.05,11,23,2,1385423100,41.899602111,-87.633308037,41.922686284,-87.649488729,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,420,7,0.0
8,14.05,7,19,4,1438196400,41.899602111,-87.633308037,41.922686284,-87.649488729,4.7,,,Cash,,1020,7,0.0
8,9.05,3,15,7,1362236400,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,540,7,0.0
8,7.85,9,9,4,1441185300,41.899602111,-87.633308037,41.922686284,-87.649488729,0.1,,,Credit Card,Taxi Affiliation Services,540,7,1.0
8,5.65,11,7,1,1416123900,41.899602111,-87.633308037,41.922686284,-87.649488729,1.3,,,Cash,,240,7,0.0
8,9.05,5,13,6,1432906200,41.899602111,-87.633308037,41.922686284,-87.649488729,2.1,,,Credit Card,,720,7,0.0
8,9.85,11,1,6,1417139100,41.899602111,-87.633308037,41.922686284,-87.649488729,3.0,,,Cash,,720,7,0.0
8,12.25,7,23,6,1468623600,41.899602111,-87.633308037,41.922686284,-87.649488729,3.3,,,Credit Card,Taxi Affiliation Services,960,7,0.73
8,11.25,10,16,5,1383235200,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Cash,Dispatch Taxi Affiliation,900,7,0.0
8,11.65,6,14,2,1434376800,41.899602111,-87.633308037,41.922686284,-87.649488729,3.7,,,Credit Card,,900,7,2.0
8,11.45,11,16,3,1416326400,41.899602111,-87.633308037,41.922686284,-87.649488729,3.3,,,Credit Card,Choice Taxi Association,1020,7,2.25
8,5.05,2,12,5,1423139400,41.899602111,-87.633308037,41.922686284,-87.649488729,0.6,,,Cash,,300,7,0.0
8,10.45,10,17,4,1446051600,41.899602111,-87.633308037,41.922686284,-87.649488729,2.1,,,Credit Card,,1080,7,2.0
8,10.25,11,22,4,1415225700,41.899602111,-87.633308037,41.922686284,-87.649488729,3.1,,,Credit Card,Northwest Management LLC,720,7,1.5
8,6.45,10,4,1,1443933900,41.899602111,-87.633308037,41.922686284,-87.649488729,1.5,,,Cash,,300,7,0.0
8,11.45,5,20,1,1368994500,41.899602111,-87.633308037,41.922686284,-87.649488729,0.2,,,Cash,Taxi Affiliation Services,1020,7,0.0
8,14.05,8,15,2,1375715700,41.899602111,-87.633308037,41.922686284,-87.649488729,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,1080,7,0.0
8,15.25,6,16,7,1433607300,41.899602111,-87.633308037,41.922686284,-87.649488729,0.3,,,Credit Card,Taxi Affiliation Services,1260,7,3.8
8,10.65,8,0,3,1438648200,41.899602111,-87.633308037,41.922686284,-87.649488729,3.8,,,Credit Card,Choice Taxi Association,660,7,2.4
8,9.25,12,4,1,1417926600,41.899602111,-87.633308037,41.922686284,-87.649488729,3.0,,,Credit Card,Taxi Affiliation Services,480,7,2.0
8,8.05,9,11,7,1442056500,41.899602111,-87.633308037,41.922686284,-87.649488729,2.1,,,Cash,,540,7,0.0
8,9.25,11,23,4,1448493300,41.899602111,-87.633308037,41.922686284,-87.649488729,2.6,,,Cash,Northwest Management LLC,660,7,0.0
8,10.25,3,14,7,1459002600,41.899602111,-87.633308037,41.922686284,-87.649488729,2.6,,,Credit Card,,720,7,2.0
8,5.85,1,14,3,1421160300,41.899602111,-87.633308037,41.922686284,-87.649488729,1.3,,,Cash,,240,7,0.0
8,14.25,4,7,2,1428908400,41.899602111,-87.633308037,41.922686284,-87.649488729,5.4,,,Credit Card,Choice Taxi Association,900,7,2.85
8,5.05,4,23,2,1366672500,41.899602111,-87.633308037,41.922686284,-87.649488729,1.0,,,Cash,,120,7,0.0
8,10.0,11,1,2,1480296600,41.899602111,-87.633308037,41.922686284,-87.649488729,2.9,,,Credit Card,Taxi Affiliation Services,420,7,4.0
8,11.65,6,2,4,1433902500,41.899602111,-87.633308037,41.922686284,-87.649488729,4.3,,,Credit Card,,540,7,3.0
8,8.85,7,22,4,1373493600,41.899602111,-87.633308037,41.922686284,-87.649488729,0.1,,,Credit Card,Dispatch Taxi Affiliation,720,7,2.0
8,5.05,9,20,1,1380484800,41.899602111,-87.633308037,41.922686284,-87.649488729,0.9,,,Cash,KOAM Taxi Association,180,7,0.0
8,6.45,5,1,6,1430443800,41.899602111,-87.633308037,41.922686284,-87.649488729,1.7,,,Cash,Taxi Affiliation Services,240,7,0.0
8,7.25,12,13,4,1450878300,41.899602111,-87.633308037,41.922686284,-87.649488729,1.3,,,Cash,,600,7,0.0
8,12.65,6,10,1,1371379500,41.899602111,-87.633308037,41.922686284,-87.649488729,4.4,,,Cash,Dispatch Taxi Affiliation,720,7,0.0
8,9.05,9,18,2,1442858400,41.899602111,-87.633308037,41.922686284,-87.649488729,1.9,,,Cash,,840,7,0.0
8,8.45,3,16,2,1393862400,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,480,7,0.0
8,7.05,4,1,4,1366160400,41.899602111,-87.633308037,41.922686284,-87.649488729,2.1,,,Credit Card,Dispatch Taxi Affiliation,360,7,2.0
8,6.0,2,8,4,1455698700,41.899602111,-87.633308037,41.922686284,-87.649488729,1.3,,,Cash,Taxi Affiliation Services,240,7,0.0
8,11.85,10,1,5,1446080400,41.899602111,-87.633308037,41.922686284,-87.649488729,4.2,,,Credit Card,Top Cab Affiliation,720,7,1.0
8,9.05,2,8,4,1423038600,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,660,7,0.0
8,6.65,11,14,5,1383832800,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Credit Card,Taxi Affiliation Services,360,7,1.0
8,9.65,4,21,5,1430428500,41.899602111,-87.633308037,41.922686284,-87.649488729,2.26,,,Cash,,780,7,0.0
8,6.65,12,17,6,1449855900,41.899602111,-87.633308037,41.922686284,-87.649488729,1.6,,,Cash,,420,7,0.0
8,9.85,9,5,4,1410326100,41.899602111,-87.633308037,41.922686284,-87.649488729,3.4,,,Cash,Dispatch Taxi Affiliation,600,7,0.0
8,12.65,2,16,4,1360168200,41.899602111,-87.633308037,41.922686284,-87.649488729,4.1,,,Credit Card,Dispatch Taxi Affiliation,1020,7,2.0
8,11.05,2,1,3,1361841300,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Credit Card,Northwest Management LLC,480,7,2.2
8,6.65,12,3,7,1419651900,41.899602111,-87.633308037,41.922686284,-87.649488729,1.8,,,Cash,,300,7,0.0
8,9.85,6,14,5,1370527200,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,660,7,0.0
8,31.25,7,0,2,1404692100,41.899602111,-87.633308037,41.922686284,-87.649488729,15.3,,,Cash,,1380,7,0.0
8,8.85,2,11,7,1423307700,41.899602111,-87.633308037,41.922686284,-87.649488729,2.5,,,Credit Card,Taxi Affiliation Services,660,7,2.0
8,11.65,10,3,6,1414726200,41.899602111,-87.633308037,41.922686284,-87.649488729,3.9,,,Cash,,780,7,0.0
8,12.05,7,0,6,1374194700,41.899602111,-87.633308037,41.922686284,-87.649488729,0.2,,,Credit Card,Taxi Affiliation Services,720,7,3.0
8,5.25,2,16,1,1424620800,41.899602111,-87.633308037,41.922686284,-87.649488729,0.8,,,Cash,,300,7,0.0
8,14.45,7,13,7,1405774800,41.899602111,-87.633308037,41.922686284,-87.649488729,4.0,,,Credit Card,Dispatch Taxi Affiliation,1560,7,3.0
8,9.65,2,21,3,1361308500,41.899602111,-87.633308037,41.922686284,-87.649488729,0.0,,,Credit Card,Dispatch Taxi Affiliation,600,7,2.0
8,19.05,11,1,2,1448241300,41.899602111,-87.633308037,41.968069,-87.721559063,8.3,,,Credit Card,,900,14,3.81
8,18.65,3,4,6,1427430600,41.899602111,-87.633308037,41.968069,-87.721559063,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,960,14,0.0
8,18.45,11,1,2,1385343000,41.899602111,-87.633308037,41.968069,-87.721559063,8.1,,,Cash,,1020,14,0.0
8,24.45,8,22,2,1439850600,41.899602111,-87.633308037,41.968069,-87.721559063,10.0,,,Cash,Dispatch Taxi Affiliation,1980,14,0.0
8,19.65,4,1,5,1398301200,41.899602111,-87.633308037,41.968069,-87.721559063,0.5,,,Cash,Taxi Affiliation Services,1020,14,0.0
8,19.45,5,3,5,1432179000,41.899602111,-87.633308037,41.968069,-87.721559063,0.5,,,Credit Card,Blue Ribbon Taxi Association Inc.,840,14,5.8
8,18.65,2,17,1,1424021400,41.899602111,-87.633308037,41.839086906,-87.714003807,6.7,,,Cash,KOAM Taxi Association,1560,30,0.0
8,31.85,12,10,6,1449224100,41.899602111,-87.633308037,41.77887686,-87.594925439,14.8,,,Credit Card,,1620,42,10.16
8,26.25,3,1,1,1426383900,41.899602111,-87.633308037,41.795430631,-87.696435232,12.1,,,Cash,,1320,63,0.0
8,19.85,11,0,1,1416701700,41.899602111,-87.633308037,41.890608853,-87.756046711,7.6,,,No Charge,Dispatch Taxi Affiliation,1500,25,0.0
8,20.85,8,15,7,1439047800,41.899602111,-87.633308037,41.890608853,-87.756046711,0.5,,,Credit Card,Blue Ribbon Taxi Association Inc.,1740,25,5.21
8,20.45,7,13,7,1405170900,41.899602111,-87.633308037,41.975170943,-87.687515515,8.0,,,Cash,Dispatch Taxi Affiliation,1500,4,0.0
8,17.05,8,21,1,1408914000,41.899602111,-87.633308037,41.975170943,-87.687515515,7.0,,,Credit Card,,1140,4,3.61
8,18.85,7,1,1,1404609300,41.899602111,-87.633308037,41.975170943,-87.687515515,8.2,,,Cash,Dispatch Taxi Affiliation,1080,4,0.0
8,19.25,5,0,2,1432514700,41.899602111,-87.633308037,41.975170943,-87.687515515,8.5,,,Cash,Taxi Affiliation Services,1020,4,0.0
8,22.45,3,16,2,1395679500,41.899602111,-87.633308037,41.975170943,-87.687515515,8.6,,,Cash,,1740,4,0.0
8,19.45,12,4,1,1450584900,41.899602111,-87.633308037,41.975170943,-87.687515515,8.6,,,Cash,Dispatch Taxi Affiliation,900,4,0.0
8,21.25,4,22,4,1397685600,41.899602111,-87.633308037,41.975170943,-87.687515515,7.1,,,Cash,Taxi Affiliation Services,1140,4,0.0
8,18.64,2,23,4,1362006000,41.899602111,-87.633308037,41.975170943,-87.687515515,8.1,,,Cash,,1020,4,0.0
8,17.64,5,21,5,1368739800,41.899602111,-87.633308037,41.975170943,-87.687515515,7.4,,,Credit Card,,1080,4,3.53
8,13.85,7,23,2,1372719600,41.899602111,-87.633308037,41.92276062,-87.699155343,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,840,22,2.75
8,13.65,9,13,7,1378561500,41.899602111,-87.633308037,41.92276062,-87.699155343,4.0,,,Cash,,1320,22,0.0
8,12.45,2,19,2,1424718900,41.899602111,-87.633308037,41.92276062,-87.699155343,4.9,,,Cash,,600,22,0.0
8,13.85,11,22,4,1415224800,41.899602111,-87.633308037,41.92276062,-87.699155343,5.4,,,Cash,Taxi Affiliation Services,720,22,0.0
8,16.25,9,22,5,1411684200,41.899602111,-87.633308037,41.92276062,-87.699155343,4.2,,,Cash,,1680,22,0.0
8,7.85,6,4,6,1402632000,41.899602111,-87.633308037,41.92276062,-87.699155343,0.0,,,Credit Card,Dispatch Taxi Affiliation,420,22,0.0
8,6.05,7,8,4,1375257600,41.899602111,-87.633308037,41.92276062,-87.699155343,1.2,,,Cash,Taxi Affiliation Services,300,22,0.0
8,18.85,4,12,1,1365941700,41.899602111,-87.633308037,41.92276062,-87.699155343,6.1,,,Cash,,1920,22,0.0
8,10.45,1,3,5,1391053500,41.899602111,-87.633308037,41.92276062,-87.699155343,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,720,22,0.0
8,15.45,6,11,1,1372590900,41.899602111,-87.633308037,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,900,22,0.0
8,12.65,2,22,5,1424385000,41.899602111,-87.633308037,41.92276062,-87.699155343,4.8,,,Credit Card,Taxi Affiliation Services,600,22,3.75
8,11.85,6,0,5,1371689100,41.899602111,-87.633308037,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,480,22,0.0
8,9.85,10,1,4,1412125200,41.899602111,-87.633308037,41.92276062,-87.699155343,0.2,,,Credit Card,Taxi Affiliation Services,360,22,3.0
8,10.45,5,23,2,1432594800,41.899602111,-87.633308037,41.92276062,-87.699155343,3.7,,,Credit Card,Dispatch Taxi Affiliation,540,22,0.0
8,11.65,10,4,7,1444452300,41.899602111,-87.633308037,41.92276062,-87.699155343,0.2,,,Credit Card,Blue Ribbon Taxi Association Inc.,420,22,2.3
8,12.85,11,14,5,1448549100,41.899602111,-87.633308037,41.92276062,-87.699155343,4.6,,,Credit Card,,1080,22,2.0
8,12.85,8,3,7,1376708400,41.899602111,-87.633308037,41.92276062,-87.699155343,5.1,,,Cash,,540,22,0.0
8,19.85,10,14,4,1413382500,41.899602111,-87.633308037,41.92276062,-87.699155343,0.3,,,Cash,Blue Ribbon Taxi Association Inc.,2340,22,0.0
8,14.65,7,22,2,1436220900,41.899602111,-87.633308037,41.92276062,-87.699155343,0.3,,,Credit Card,Taxi Affiliation Services,960,22,2.9
8,12.65,12,0,2,1450053900,41.899602111,-87.633308037,41.92276062,-87.699155343,5.1,,,Credit Card,,540,22,2.0
8,16.65,3,18,7,1426960800,41.899602111,-87.633308037,41.92276062,-87.699155343,5.9,,,Cash,,1500,22,0.0
8,8.85,12,23,6,1451084400,41.899602111,-87.633308037,41.92276062,-87.699155343,3.0,,,Cash,,300,22,0.0
8,13.45,9,23,4,1441237500,41.899602111,-87.633308037,41.92276062,-87.699155343,0.3,,,Credit Card,Taxi Affiliation Services,840,22,3.35
8,6.05,5,22,3,1432679400,41.899602111,-87.633308037,41.92276062,-87.699155343,1.0,,,Cash,,360,22,0.0
8,13.85,9,15,1,1410707700,41.899602111,-87.633308037,41.92276062,-87.699155343,4.9,,,Credit Card,,840,22,3.0
8,11.25,2,22,2,1393280100,41.899602111,-87.633308037,41.92276062,-87.699155343,3.9,,,Cash,Dispatch Taxi Affiliation,600,22,0.0
8,13.45,10,3,1,1382845500,41.899602111,-87.633308037,41.92276062,-87.699155343,0.52,,,Cash,,720,22,0.0
8,16.05,3,10,6,1425637800,41.899602111,-87.633308037,41.92276062,-87.699155343,6.5,,,Credit Card,Taxi Affiliation Services,900,22,3.2
8,23.05,6,17,6,1402681500,41.899602111,-87.633308037,41.9867118,-87.663416405,7.9,,,Cash,Choice Taxi Association,2040,77,0.0
8,15.85,10,18,7,1414260000,41.899602111,-87.633308037,41.9867118,-87.663416405,6.4,,,Cash,Taxi Affiliation Services,780,77,0.0
8,15.85,10,22,6,1443825900,41.899602111,-87.633308037,41.9867118,-87.663416405,6.29,,,Cash,,780,77,0.0
8,19.45,10,16,3,1380645000,41.899602111,-87.633308037,41.9867118,-87.663416405,6.6,,,Credit Card,Dispatch Taxi Affiliation,1380,77,3.85
8,15.85,12,14,5,1450360800,41.899602111,-87.633308037,41.9867118,-87.663416405,6.4,,,Cash,Chicago Medallion Leasing INC,840,77,0.0
8,16.05,11,23,7,1414883700,41.899602111,-87.633308037,41.9867118,-87.663416405,6.5,,,Credit Card,,780,77,3.21
8,24.85,3,19,1,1394998200,41.899602111,-87.633308037,41.9867118,-87.663416405,8.7,,,Credit Card,,2580,77,2.0
8,20.45,5,7,1,1401002100,41.899602111,-87.633308037,41.9867118,-87.663416405,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1740,77,4.05
8,20.25,2,15,7,1361633400,41.899602111,-87.633308037,41.9867118,-87.663416405,8.7,,,Credit Card,,1020,77,0.0
8,15.25,12,1,5,1419470100,41.899602111,-87.633308037,41.9867118,-87.663416405,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,660,77,0.0
8,17.65,12,16,4,1386778500,41.899602111,-87.633308037,41.9867118,-87.663416405,0.4,,,Cash,Taxi Affiliation Services,900,77,0.0
8,17.65,11,21,2,1416863700,41.899602111,-87.633308037,41.9867118,-87.663416405,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1080,77,3.0
8,17.05,2,4,3,1360642500,41.899602111,-87.633308037,41.9867118,-87.663416405,0.0,,,Cash,Dispatch Taxi Affiliation,840,77,0.0
8,17.25,8,23,6,1407540600,41.899602111,-87.633308037,41.9867118,-87.663416405,7.5,,,Cash,Taxi Affiliation Services,840,77,0.0
8,19.45,5,7,2,1431933300,41.899602111,-87.633308037,41.9867118,-87.663416405,8.6,,,Credit Card,Dispatch Taxi Affiliation,900,77,4.85
8,17.45,2,23,3,1423006200,41.899602111,-87.633308037,41.9867118,-87.663416405,7.7,,,Credit Card,,900,77,0.0
8,17.25,12,23,2,1482793200,41.899602111,-87.633308037,41.9867118,-87.663416405,6.0,,,Cash,,540,77,0.0
8,18.0,4,10,2,1459764900,41.899602111,-87.633308037,41.808916283,-87.596183344,6.3,,,Credit Card,Northwest Management LLC,600,39,1.0
8,18.64,6,13,6,1371215700,41.899602111,-87.633308037,41.808916283,-87.596183344,7.8,,,Cash,,1020,39,0.0
8,19.05,1,20,7,1357416900,41.899602111,-87.633308037,41.808916283,-87.596183344,7.7,,,Cash,,1140,39,0.0
8,20.05,9,2,7,1380335400,41.899602111,-87.633308037,41.808916283,-87.596183344,0.0,,,Credit Card,Taxi Affiliation Services,1140,39,4.0
8,10.45,10,2,5,1444877100,41.899602111,-87.633308037,41.850266366,-87.667569312,3.4,,,Credit Card,Taxi Affiliation Services,720,31,2.05
8,16.85,9,0,7,1379721600,41.899602111,-87.633308037,41.850266366,-87.667569312,6.1,,,Cash,,1200,31,0.0
8,11.05,3,22,2,1363644900,41.899602111,-87.633308037,41.850266366,-87.667569312,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,540,31,0.0
8,10.05,9,22,7,1442700000,41.899602111,-87.633308037,41.850266366,-87.667569312,3.5,,,Cash,,600,31,0.0
8,13.25,12,17,2,1418058900,41.899602111,-87.633308037,41.850266366,-87.667569312,0.3,,,Cash,Taxi Affiliation Services,1020,31,0.0
8,14.85,8,3,1,1409455800,41.899602111,-87.633308037,41.850266366,-87.667569312,5.0,,,Credit Card,Taxi Affiliation Services,1380,31,2.95
8,13.85,3,17,7,1362245400,41.899602111,-87.633308037,41.835117986,-87.618677767,0.2,,,Cash,Taxi Affiliation Services,1080,35,0.0
8,13.45,12,20,6,1386967500,41.899602111,-87.633308037,41.835117986,-87.618677767,0.0,,,Credit Card,Taxi Affiliation Services,780,35,3.35
8,14.45,11,10,1,1384682400,41.899602111,-87.633308037,41.835117986,-87.618677767,0.0,,,Cash,Taxi Affiliation Services,780,35,0.0
8,13.25,7,21,6,1405115100,41.899602111,-87.633308037,41.835117986,-87.618677767,4.4,,,Cash,Dispatch Taxi Affiliation,1080,35,0.0
8,13.05,7,19,4,1374695100,41.899602111,-87.633308037,41.835117986,-87.618677767,0.48,,,Cash,,780,35,0.0
8,10.65,10,21,7,1381008600,41.899602111,-87.633308037,41.835117986,-87.618677767,3.0,,,Cash,Dispatch Taxi Affiliation,840,35,0.0
8,10.05,6,19,4,1371671100,41.899602111,-87.633308037,41.835117986,-87.618677767,3.1,,,Cash,,660,35,0.0
8,11.45,6,7,5,1401951600,41.899602111,-87.633308037,41.835117986,-87.618677767,4.0,,,Cash,,720,35,0.0
8,10.45,3,21,7,1394919000,41.899602111,-87.633308037,41.842076117,-87.633973422,3.2,,,Credit Card,,780,34,3.0
8,12.25,6,16,3,1372176000,41.899602111,-87.633308037,41.842076117,-87.633973422,3.5,,,Credit Card,,1020,34,0.0
8,12.45,10,19,2,1444074300,41.899602111,-87.633308037,41.842076117,-87.633973422,3.9,,,Cash,Choice Taxi Association,1020,34,0.0
6,17.25,5,0,1,1400372100,41.935988906,-87.670966384,41.911972301,-87.683642922,5.9,,17031240500,Credit Card,,1680,24,2.74
1,22.05,12,0,7,1386979200,42.004517488,-87.663327859,41.908378669,-87.670945075,0.0,,17031241500,Credit Card,Taxi Affiliation Services,1500,24,2.0
5,7.25,4,23,7,1398555900,41.935983574,-87.675821928,41.929046937,-87.651310877,0.0,,17031070300,Credit Card,Taxi Affiliation Services,480,7,3.0
7,7.45,2,1,1,1392512400,41.912868922,-87.641070746,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,480,28,0.0
7,6.45,6,20,5,1403814600,41.912868922,-87.641070746,41.929077655,-87.646293476,1.2,,17031070200,Cash,KOAM Taxi Association,480,7,0.0
6,8.25,1,2,3,1357007400,41.938391258,-87.63857492,41.914616286,-87.631717366,2.3,,17031071500,Cash,,480,7,0.0
6,7.65,6,17,5,1370540700,41.938391258,-87.63857492,41.914616286,-87.631717366,1.8,,17031071500,Cash,,540,7,0.0
6,8.85,5,1,1,1431219600,41.938391258,-87.63857492,41.935983574,-87.675821928,2.3,,17031051300,Cash,Dispatch Taxi Affiliation,780,5,0.0
6,8.05,4,22,7,1397946600,41.938391258,-87.63857492,41.921701492,-87.655911848,0.0,,17031071000,Credit Card,Blue Ribbon Taxi Association Inc.,720,7,1.0
6,18.65,1,14,7,1421505900,41.938391258,-87.63857492,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,1320,33,0.0
6,11.05,11,15,6,1417189500,41.938391258,-87.63857492,41.890922026,-87.618868355,3.4,,17031081403,Cash,,960,8,0.0
6,13.25,3,12,6,1396009800,41.938391258,-87.63857492,41.884987192,-87.620992913,4.6,,17031320100,Cash,,840,32,0.0
6,7.05,7,0,1,1373760000,41.938391258,-87.63857492,41.921854911,-87.646210977,1.5,,17031071200,Cash,Choice Taxi Association,600,7,0.0
6,13.45,5,22,7,1369521000,41.938391258,-87.63857492,41.892072635,-87.628874157,4.9,,17031081600,Cash,,840,8,0.0
6,8.85,12,13,1,1387719000,41.938391258,-87.63857492,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,540,8,1.11
6,11.25,1,9,5,1358413200,41.938391258,-87.63857492,41.89321636,-87.63784421,3.6,,17031081800,Cash,,840,8,0.0
6,9.25,4,10,1,1430044200,41.938391258,-87.63857492,41.898331794,-87.620762865,3.1,,17031081300,Credit Card,Taxi Affiliation Services,480,8,2.0
32,3.25,6,18,5,1435257900,41.877406123,-87.621971652,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
32,35.25,3,22,2,1425938400,41.877406123,-87.621971652,,,0.0,,17031806600,Cash,Taxi Affiliation Services,1500,,0.0
32,8.44,10,14,7,1381588200,41.877406123,-87.621971652,41.849246754,-87.624135298,2.1,,17031841000,Cash,,600,33,0.0
32,9.45,1,14,6,1422626400,41.877406123,-87.621971652,41.849246754,-87.624135298,2.9,,17031841000,Credit Card,Choice Taxi Association,660,33,1.5
32,6.05,7,12,4,1405513800,41.877406123,-87.621971652,41.892507781,-87.626214906,1.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
32,6.85,10,23,7,1446335100,41.877406123,-87.621971652,41.892507781,-87.626214906,1.1,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
32,6.5,4,19,5,1460057400,41.877406123,-87.621971652,41.892507781,-87.626214906,1.1,,17031081500,Cash,,360,8,0.0
32,7.65,11,9,2,1447060500,41.877406123,-87.621971652,41.892507781,-87.626214906,1.2,,17031081500,Credit Card,,720,8,2.0
32,6.45,8,20,6,1408135500,41.877406123,-87.621971652,41.892507781,-87.626214906,1.0,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
32,7.05,12,23,5,1417736700,41.877406123,-87.621971652,41.892507781,-87.626214906,1.8,,17031081500,Cash,Taxi Affiliation Services,360,8,0.0
32,10.65,11,17,7,1448732700,41.877406123,-87.621971652,41.892507781,-87.626214906,1.7,,17031081500,No Charge,Northwest Management LLC,1260,8,0.0
32,6.05,11,22,2,1416262500,41.877406123,-87.621971652,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Dispatch Taxi Affiliation,360,8,2.0
32,6.05,8,20,1,1438548300,41.877406123,-87.621971652,41.892507781,-87.626214906,1.0,,17031081500,Credit Card,,360,8,2.0
32,5.65,3,20,1,1395605700,41.877406123,-87.621971652,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
32,8.25,8,18,5,1440093600,41.877406123,-87.621971652,41.892507781,-87.626214906,1.3,,17031081500,Credit Card,,780,8,2.0
32,7.45,1,12,5,1420719300,41.877406123,-87.621971652,41.892507781,-87.626214906,0.1,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
32,6.45,11,14,6,1383921900,41.877406123,-87.621971652,41.892507781,-87.626214906,1.1,,17031081500,Cash,Choice Taxi Association,420,8,0.0
32,6.45,11,22,4,1416434400,41.877406123,-87.621971652,41.892042136,-87.63186395,1.3,,17031081700,Cash,Dispatch Taxi Affiliation,480,8,0.0
32,6.05,12,23,3,1449618300,41.877406123,-87.621971652,41.892042136,-87.63186395,1.2,,17031081700,Cash,,360,8,0.0
32,8.0,3,18,4,1457548200,41.877406123,-87.621971652,41.892042136,-87.63186395,1.1,,17031081700,Cash,Dispatch Taxi Affiliation,660,8,0.0
32,7.85,2,13,2,1360588500,41.877406123,-87.621971652,41.892042136,-87.63186395,0.1,,17031081700,Cash,Taxi Affiliation Services,660,8,0.0
32,6.25,12,14,3,1482243300,41.877406123,-87.621971652,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,Choice Taxi Association,480,8,1.0
32,6.65,2,20,5,1424981700,41.877406123,-87.621971652,41.892042136,-87.63186395,0.0,,17031081700,Cash,Choice Taxi Association,540,8,0.0
32,15.65,8,20,4,1376511300,41.877406123,-87.621971652,41.953400044,-87.646007066,6.2,,17031060800,Credit Card,,780,6,3.13
32,39.45,6,16,2,1402331400,41.877406123,-87.621971652,41.97907082,-87.903039661,19.0,,17031980000,Credit Card,Choice Taxi Association,3060,76,20.0
32,37.05,6,6,1,1371969900,41.877406123,-87.621971652,41.97907082,-87.903039661,18.3,,17031980000,Cash,Northwest Management LLC,1440,76,0.0
32,37.65,10,11,6,1380885300,41.877406123,-87.621971652,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Taxi Affiliation Services,1620,76,9.9
32,42.85,10,5,2,1444022100,41.877406123,-87.621971652,41.97907082,-87.903039661,20.8,,17031980000,Cash,,1920,76,0.0
32,37.45,10,11,1,1382872500,41.877406123,-87.621971652,41.97907082,-87.903039661,1.1,,17031980000,Cash,Taxi Affiliation Services,1560,76,0.0
32,37.45,9,6,2,1379312100,41.877406123,-87.621971652,41.97907082,-87.903039661,18.3,,17031980000,Cash,Dispatch Taxi Affiliation,1560,76,0.0
32,36.45,12,6,2,1385964900,41.877406123,-87.621971652,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,1440,76,7.65
32,41.05,9,8,6,1410510600,41.877406123,-87.621971652,41.97907082,-87.903039661,18.8,,17031980000,Credit Card,Choice Taxi Association,3480,76,8.8
32,35.65,4,5,1,1397366100,41.877406123,-87.621971652,41.97907082,-87.903039661,17.9,,17031980000,Credit Card,Northwest Management LLC,1380,76,7.7
32,40.05,4,9,4,1364979600,41.877406123,-87.621971652,41.97907082,-87.903039661,191.0,,17031980000,Cash,Taxi Affiliation Services,3060,76,0.0
32,9.65,8,16,5,1440691200,41.877406123,-87.621971652,41.900265687,-87.63210922,2.5,,17031081000,Cash,Taxi Affiliation Services,780,8,0.0
32,7.25,8,19,1,1407094200,41.877406123,-87.621971652,41.900265687,-87.63210922,0.0,,17031081000,Credit Card,Blue Ribbon Taxi Association Inc.,540,8,4.0
32,15.05,9,21,5,1409864400,41.877406123,-87.621971652,41.928967266,-87.656156831,5.0,,17031070400,Cash,Choice Taxi Association,1440,7,0.0
32,9.85,4,14,2,1428330600,41.877406123,-87.621971652,41.914616286,-87.631717366,2.9,,17031071500,Cash,,720,7,0.0
32,10.65,7,21,6,1438379100,41.877406123,-87.621971652,41.856333217,-87.659564239,0.1,,17031310600,Credit Card,Taxi Affiliation Services,960,31,2.1
32,12.85,2,22,5,1392934500,41.877406123,-87.621971652,41.938391258,-87.63857492,5.1,,17031063200,Credit Card,Taxi Affiliation Services,540,6,2.55
32,3.25,12,16,7,1450540800,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,0,32,0.0
32,3.25,3,19,5,1395342000,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Unknown,Taxi Affiliation Services,60,32,0.0
32,40.05,12,17,5,1388077200,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,0,32,10.0
32,3.25,5,12,3,1462883400,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,0,32,0.0
32,3.25,1,19,2,1452539700,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,0,32,4.85
32,3.25,10,10,3,1380624300,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Cash,Dispatch Taxi Affiliation,0,32,0.0
32,8.44,2,11,6,1425037500,41.877406123,-87.621971652,41.877406123,-87.621971652,1.5,,17031320400,Cash,,780,32,0.0
32,3.45,8,15,7,1406994300,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Cash,,0,32,0.0
32,4.05,6,10,6,1435312800,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Cash,Top Cab Affiliation,240,32,0.0
32,8.75,10,18,3,1477418400,41.877406123,-87.621971652,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Blue Ribbon Taxi Association Inc.,900,32,2.0
32,9.25,7,21,4,1438203600,41.877406123,-87.621971652,41.89830587,-87.653613982,3.1,,17031842300,Cash,,420,24,0.0
32,6.65,4,16,7,1429372800,41.877406123,-87.621971652,41.859349715,-87.617358006,0.0,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,540,33,0.0
32,5.45,2,12,5,1393503300,41.877406123,-87.621971652,41.859349715,-87.617358006,0.8,,17031330100,Cash,,360,33,0.0
32,6.85,6,19,5,1403207100,41.877406123,-87.621971652,41.859349715,-87.617358006,1.2,,17031330100,Credit Card,C & D Cab Co Inc,420,33,2.0
32,7.45,6,7,5,1401953400,41.877406123,-87.621971652,41.859349715,-87.617358006,2.0,,17031330100,Cash,,480,33,0.0
32,7.85,5,10,7,1367661600,41.877406123,-87.621971652,41.859349715,-87.617358006,1.9,,17031330100,Cash,,480,33,0.0
32,7.25,10,8,7,1446279300,41.877406123,-87.621971652,41.859349715,-87.617358006,1.6,,17031330100,Cash,Choice Taxi Association,480,33,0.0
32,8.65,9,8,3,1378802700,41.877406123,-87.621971652,41.859349715,-87.617358006,2.5,,17031330100,Cash,,540,33,0.0
32,8.85,11,11,7,1417260600,41.877406123,-87.621971652,41.859349715,-87.617358006,0.1,,17031330100,Credit Card,Taxi Affiliation Services,600,33,2.0
32,8.25,10,9,4,1381309200,41.877406123,-87.621971652,41.859349715,-87.617358006,0.0,,17031330100,Cash,Northwest Management LLC,540,33,0.0
32,7.65,5,11,2,1430738100,41.877406123,-87.621971652,41.859349715,-87.617358006,0.19,,17031330100,Cash,,480,33,0.0
32,7.85,7,23,7,1405208700,41.877406123,-87.621971652,41.907520075,-87.6266589,1.8,,17031080100,Cash,Taxi Affiliation Services,540,8,0.0
32,14.25,11,17,5,1383846300,41.877406123,-87.621971652,41.922082541,-87.634156093,0.48,,17031071400,Credit Card,,1200,7,2.85
32,6.85,8,10,4,1438770600,41.877406123,-87.621971652,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
32,5.65,9,14,6,1441981800,41.877406123,-87.621971652,41.890922026,-87.618868355,0.9,,17031081403,Credit Card,,300,8,2.0
32,6.85,3,18,5,1363888800,41.877406123,-87.621971652,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,540,8,0.0
32,5.05,7,16,4,1404318600,41.877406123,-87.621971652,41.890922026,-87.618868355,0.8,,17031081403,Cash,KOAM Taxi Association,240,8,0.0
32,5.85,4,15,5,1428592500,41.877406123,-87.621971652,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,360,8,2.0
32,6.05,4,14,3,1364913900,41.877406123,-87.621971652,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,420,8,0.0
32,6.85,2,20,3,1391546700,41.877406123,-87.621971652,41.890922026,-87.618868355,1.5,,17031081403,Cash,Choice Taxi Association,480,8,0.0
32,6.45,6,15,6,1433519100,41.877406123,-87.621971652,41.890922026,-87.618868355,1.2,,17031081403,Cash,,480,8,0.0
32,7.25,6,14,1,1435501800,41.877406123,-87.621971652,41.890922026,-87.618868355,1.4,,17031081403,Credit Card,,540,8,2.0
32,5.25,4,17,5,1397149200,41.877406123,-87.621971652,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,240,8,1.0
32,7.05,4,18,6,1429900200,41.877406123,-87.621971652,41.890922026,-87.618868355,1.1,,17031081403,Cash,,600,8,0.0
32,6.65,12,10,4,1417603500,41.877406123,-87.621971652,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,420,8,0.0
32,6.05,1,15,6,1421422200,41.877406123,-87.621971652,41.890922026,-87.618868355,1.1,,17031081403,Credit Card,Dispatch Taxi Affiliation,420,8,1.0
32,9.25,9,19,5,1379619000,41.877406123,-87.621971652,41.890922026,-87.618868355,0.1,,17031081403,Credit Card,Choice Taxi Association,780,8,2.05
32,5.25,7,20,7,1437857100,41.877406123,-87.621971652,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
32,6.45,3,12,7,1364645700,41.877406123,-87.621971652,41.884987192,-87.620992913,1.11,,17031320100,Cash,,480,32,0.0
32,4.85,11,13,3,1415106900,41.877406123,-87.621971652,41.884987192,-87.620992913,0.6,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
32,4.65,8,10,2,1408961700,41.877406123,-87.621971652,41.884987192,-87.620992913,0.6,,17031320100,Cash,Choice Taxi Association,180,32,0.0
32,4.25,12,21,3,1449611100,41.877406123,-87.621971652,41.884987192,-87.620992913,0.4,,17031320100,Cash,Taxi Affiliation Services,180,32,0.0
32,5.85,1,15,2,1390834800,41.877406123,-87.621971652,41.884987192,-87.620992913,0.9,,17031320100,Cash,,360,32,0.0
32,5.5,9,13,5,1472737500,41.877406123,-87.621971652,41.884987192,-87.620992913,0.6,,17031320100,Cash,,300,32,0.0
32,4.65,9,19,2,1412019000,41.877406123,-87.621971652,41.884987192,-87.620992913,0.6,,17031320100,Cash,Taxi Affiliation Services,120,32,0.0
32,7.25,7,19,7,1405193400,41.877406123,-87.621971652,41.884987192,-87.620992913,1.2,,17031320100,Cash,Dispatch Taxi Affiliation,660,32,0.0
32,5.45,10,7,6,1443771900,41.877406123,-87.621971652,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
32,5.25,9,17,4,1411579800,41.877406123,-87.621971652,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,300,32,1.0
32,5.85,12,16,7,1449938700,41.877406123,-87.621971652,41.884987192,-87.620992913,0.7,,17031320100,Credit Card,Taxi Affiliation Services,420,32,1.0
32,5.45,8,11,3,1409051700,41.877406123,-87.621971652,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,,360,32,2.0
32,4.85,7,8,3,1406623500,41.877406123,-87.621971652,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,Dispatch Taxi Affiliation,240,32,1.0
32,5.05,8,13,3,1376401500,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,4.65,8,0,1,1376181000,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,4.45,12,16,4,1450887300,41.877406123,-87.621971652,41.880994471,-87.632746489,0.4,,17031839100,Credit Card,Taxi Affiliation Services,180,32,0.0
32,6.05,1,22,3,1359498600,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,360,32,0.0
32,5.45,10,23,7,1382224500,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
32,5.45,12,9,2,1449478800,41.877406123,-87.621971652,41.880994471,-87.632746489,0.7,,17031839100,Cash,KOAM Taxi Association,360,32,0.0
32,4.75,12,14,5,1483021800,41.877406123,-87.621971652,41.880994471,-87.632746489,0.5,,17031839100,Cash,,240,32,0.0
32,5.25,2,12,6,1454674500,41.877406123,-87.621971652,41.880994471,-87.632746489,0.6,,17031839100,Cash,,300,32,0.0
32,4.25,6,12,3,1434456000,41.877406123,-87.621971652,41.880994471,-87.632746489,0.3,,17031839100,Credit Card,,180,32,1.08
32,4.25,5,12,2,1369053900,41.877406123,-87.621971652,41.880994471,-87.632746489,0.3,,17031839100,Cash,,180,32,0.0
32,5.45,5,16,7,1432399500,41.877406123,-87.621971652,41.880994471,-87.632746489,0.9,,17031839100,Cash,,300,32,0.0
32,6.45,6,14,3,1433253600,41.877406123,-87.621971652,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,,540,32,1.0
32,5.85,8,10,2,1440411300,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,480,32,2.0
32,5.75,10,10,6,1477651500,41.877406123,-87.621971652,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,Taxi Affiliation Services,360,32,2.0
32,6.25,5,14,2,1399905000,41.877406123,-87.621971652,41.880994471,-87.632746489,1.0,,17031839100,Cash,Northwest Management LLC,420,32,0.0
32,5.25,12,8,2,1418027400,41.877406123,-87.621971652,41.880994471,-87.632746489,0.6,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,5.45,4,9,5,1366881300,41.877406123,-87.621971652,41.880994471,-87.632746489,0.4,,17031839100,Cash,Dispatch Taxi Affiliation,360,32,0.0
32,6.05,3,12,3,1364301900,41.877406123,-87.621971652,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,,360,32,0.0
32,7.05,7,16,3,1436285700,41.877406123,-87.621971652,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,Dispatch Taxi Affiliation,540,32,2.0
32,4.65,2,21,1,1424638800,41.877406123,-87.621971652,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,,180,32,2.0
32,37.85,3,14,4,1362578400,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Cash,Northwest Management LLC,2040,32,0.0
32,5.25,8,11,5,1471519800,41.877406123,-87.621971652,41.880994471,-87.632746489,0.7,,17031839100,Cash,,300,32,0.0
32,6.65,2,20,1,1424032200,41.877406123,-87.621971652,41.880994471,-87.632746489,1.3,,17031839100,Cash,KOAM Taxi Association,420,32,0.0
32,5.05,6,9,2,1370252700,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,5.65,3,14,3,1425392100,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,360,32,2.0
32,9.65,12,11,6,1388142000,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,900,32,0.0
32,4.85,11,8,3,1385454600,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,5.25,3,13,7,1364650200,41.877406123,-87.621971652,41.880994471,-87.632746489,0.8,,17031839100,Cash,,240,32,0.0
32,4.85,9,22,4,1410388200,41.877406123,-87.621971652,41.880994471,-87.632746489,0.6,,17031839100,Cash,KOAM Taxi Association,240,32,0.0
32,4.65,1,14,4,1420641900,41.877406123,-87.621971652,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,240,32,0.0
32,6.85,11,20,6,1416601800,41.877406123,-87.621971652,41.88528132,-87.6572332,1.5,,17031833000,Credit Card,,480,28,0.0
32,8.45,6,18,3,1370976300,41.877406123,-87.621971652,41.88528132,-87.6572332,0.1,,17031833000,Credit Card,Taxi Affiliation Services,720,28,3.0
32,8.85,9,17,6,1441991700,41.877406123,-87.621971652,41.88528132,-87.6572332,2.2,,17031833000,Credit Card,Choice Taxi Association,840,28,2.0
32,8.45,6,0,1,1372551300,41.877406123,-87.621971652,41.88528132,-87.6572332,0.1,,17031833000,Cash,Taxi Affiliation Services,660,28,0.0
32,5.85,7,22,6,1374273900,41.877406123,-87.621971652,41.88528132,-87.6572332,1.49,,17031833000,Cash,,300,28,0.0
32,12.45,4,21,3,1367358300,41.877406123,-87.621971652,41.92926299,-87.635890954,5.0,,17031070101,Credit Card,Choice Taxi Association,660,7,2.45
32,6.45,9,23,3,1443567600,41.877406123,-87.621971652,41.891971508,-87.612945414,1.4,,17031081402,Cash,Taxi Affiliation Services,300,8,0.0
32,7.85,5,15,4,1400687100,41.877406123,-87.621971652,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Taxi Affiliation Services,600,8,3.0
32,6.45,9,21,1,1410123600,41.877406123,-87.621971652,41.891971508,-87.612945414,1.4,,17031081402,Cash,KOAM Taxi Association,300,8,0.0
32,9.85,9,20,6,1441397700,41.877406123,-87.621971652,41.871689474,-87.654092652,2.5,,17031833300,Cash,Taxi Affiliation Services,780,28,0.0
32,22.65,7,1,1,1436058000,41.877406123,-87.621971652,41.962178629,-87.645378762,8.0,,17031031400,Credit Card,Choice Taxi Association,1860,3,10.0
32,13.25,2,0,3,1422922500,41.877406123,-87.621971652,41.943155086,-87.640698076,5.4,,17031061902,Credit Card,Taxi Affiliation Services,600,6,1.0
32,14.45,4,19,5,1429212600,41.877406123,-87.621971652,41.943155086,-87.640698076,5.3,,17031061902,Cash,,960,6,0.0
32,7.85,12,12,2,1450094400,41.877406123,-87.621971652,41.879066994,-87.657005027,1.6,,17031833100,Cash,,660,28,0.0
32,45.45,9,22,5,1411077600,41.877406123,-87.621971652,41.879066994,-87.657005027,22.8,,17031833100,Cash,,1980,28,0.0
32,7.45,7,23,3,1404861300,41.877406123,-87.621971652,41.900221297,-87.629105186,2.1,,17031081100,Credit Card,,480,8,2.5
32,19.05,7,15,6,1374246900,41.877406123,-87.621971652,41.949139771,-87.656803909,6.6,,17031061100,Cash,,1740,6,0.0
32,5.45,5,11,7,1400325300,41.877406123,-87.621971652,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,5.45,2,22,3,1361313900,41.877406123,-87.621971652,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Dispatch Taxi Affiliation,240,28,3.0
32,6.85,8,16,6,1409329800,41.877406123,-87.621971652,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,540,28,0.0
32,6.05,2,16,5,1360858500,41.877406123,-87.621971652,41.879255084,-87.642648998,0.9,,17031281900,Cash,,420,28,0.0
32,5.25,8,19,5,1409253300,41.877406123,-87.621971652,41.879255084,-87.642648998,0.8,,17031281900,Cash,,300,28,0.0
32,5.65,4,10,6,1428661800,41.877406123,-87.621971652,41.879255084,-87.642648998,0.7,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,10.05,10,18,1,1382292900,41.877406123,-87.621971652,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,900,28,0.0
32,6.65,7,14,4,1405520100,41.877406123,-87.621971652,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,540,28,0.0
32,5.05,9,18,2,1442861100,41.877406123,-87.621971652,41.879255084,-87.642648998,0.8,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,6.25,8,12,2,1375704900,41.877406123,-87.621971652,41.879255084,-87.642648998,0.1,,17031281900,Cash,Choice Taxi Association,420,28,0.0
32,6.65,12,18,2,1419877800,41.877406123,-87.621971652,41.879255084,-87.642648998,1.1,,17031281900,Cash,Taxi Affiliation Services,540,28,0.0
32,5.45,2,16,4,1424277000,41.877406123,-87.621971652,41.879255084,-87.642648998,0.8,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,5.45,3,19,5,1395342000,41.877406123,-87.621971652,41.879255084,-87.642648998,0.7,,17031281900,Cash,Dispatch Taxi Affiliation,300,28,0.0
32,5.85,1,14,4,1422453600,41.877406123,-87.621971652,41.879255084,-87.642648998,0.9,,17031281900,Cash,,360,28,0.0
32,6.65,2,15,5,1360251900,41.877406123,-87.621971652,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,540,28,0.0
32,5.45,10,18,5,1444934700,41.877406123,-87.621971652,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,300,28,2.0
32,5.65,4,10,6,1397211300,41.877406123,-87.621971652,41.879255084,-87.642648998,0.9,,17031281900,Credit Card,,300,28,3.0
32,5.65,11,18,2,1384797600,41.877406123,-87.621971652,41.879255084,-87.642648998,0.8,,17031281900,Cash,Taxi Affiliation Services,360,28,0.0
32,6.65,2,10,5,1392287400,41.877406123,-87.621971652,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,540,28,0.0
32,6.65,1,18,3,1422384300,41.877406123,-87.621971652,41.879255084,-87.642648998,1.1,,17031281900,Credit Card,Dispatch Taxi Affiliation,540,28,2.0
32,6.05,11,18,3,1415124900,41.877406123,-87.621971652,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
32,7.65,10,13,4,1412773200,41.877406123,-87.621971652,41.879255084,-87.642648998,1.2,,17031281900,Cash,,720,28,0.0
32,7.45,12,23,5,1449788400,41.877406123,-87.621971652,41.902788048,-87.62614559,1.6,,17031081202,Cash,,480,8,0.0
32,8.45,6,14,3,1433860200,41.877406123,-87.621971652,41.902788048,-87.62614559,1.8,,17031081202,Cash,Dispatch Taxi Affiliation,720,8,0.0
32,8.25,12,16,5,1387468800,41.877406123,-87.621971652,41.902788048,-87.62614559,0.17,,17031081202,Cash,,720,8,0.0
32,10.25,12,19,1,1419795900,41.877406123,-87.621971652,41.914585709,-87.645966207,3.2,,17031071800,Cash,Top Cab Affiliation,780,7,0.0
32,6.05,9,13,6,1411739100,41.877406123,-87.621971652,41.892072635,-87.628874157,1.0,,17031081600,Cash,,420,8,0.0
32,6.65,4,11,4,1427886000,41.877406123,-87.621971652,41.892072635,-87.628874157,1.0,,17031081600,Cash,Northwest Management LLC,540,8,0.0
32,6.25,5,0,7,1399077900,41.877406123,-87.621971652,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,420,8,0.0
32,7.25,11,21,2,1480368600,41.877406123,-87.621971652,41.892072635,-87.628874157,1.3,,17031081600,Cash,,420,8,0.0
32,20.05,6,10,7,1433584800,41.877406123,-87.621971652,41.965445784,-87.66319585,0.5,,17031031700,Cash,Taxi Affiliation Services,1320,3,0.0
32,12.25,6,0,7,1466210700,41.877406123,-87.621971652,41.89967018,-87.669837798,3.7,,17031242100,Credit Card,Dispatch Taxi Affiliation,600,24,2.65
32,7.05,4,9,4,1365587100,41.877406123,-87.621971652,41.885300022,-87.642808466,0.0,,17031280100,Cash,Dispatch Taxi Affiliation,600,28,0.0
32,9.05,10,9,2,1413192600,41.877406123,-87.621971652,41.885300022,-87.642808466,1.9,,17031280100,Cash,Northwest Management LLC,780,28,0.0
32,6.65,9,17,6,1411147800,41.877406123,-87.621971652,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,480,28,0.0
32,7.05,2,19,7,1425150000,41.877406123,-87.621971652,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,540,28,0.0
32,7.65,12,20,4,1449088200,41.877406123,-87.621971652,41.885300022,-87.642808466,1.5,,17031280100,Credit Card,,600,28,1.0
32,6.65,5,21,6,1399064400,41.877406123,-87.621971652,41.885300022,-87.642808466,1.0,,17031280100,Cash,,540,28,0.0
32,12.85,9,19,7,1442085300,41.877406123,-87.621971652,41.899445769,-87.68931919,0.2,,17031242500,Credit Card,Taxi Affiliation Services,960,24,2.75
32,6.45,11,10,3,1447756200,41.877406123,-87.621971652,41.89503345,-87.619710672,1.2,,17031081401,Cash,Northwest Management LLC,480,8,0.0
32,5.65,8,12,3,1438689600,41.877406123,-87.621971652,41.89503345,-87.619710672,1.0,,17031081401,Cash,Taxi Affiliation Services,240,8,0.0
32,8.05,9,16,2,1379953800,41.877406123,-87.621971652,41.89503345,-87.619710672,1.7,,17031081401,Cash,,660,8,0.0
32,9.05,7,9,5,1406194200,41.877406123,-87.621971652,41.89503345,-87.619710672,1.8,,17031081401,Cash,Taxi Affiliation Services,840,8,0.0
32,6.45,8,11,2,1439811900,41.877406123,-87.621971652,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
32,5.85,5,13,1,1431867600,41.877406123,-87.621971652,41.89503345,-87.619710672,1.0,,17031081401,Credit Card,,360,8,2.0
32,4.65,11,21,2,1448917200,41.877406123,-87.621971652,41.870607372,-87.622172937,0.6,,17031320600,Credit Card,,180,32,1.0
32,4.25,10,13,7,1445691600,41.877406123,-87.621971652,41.870607372,-87.622172937,0.4,,17031320600,Cash,,120,32,0.0
32,5.45,9,18,7,1443291300,41.877406123,-87.621971652,41.870607372,-87.622172937,0.0,,17031320600,Credit Card,Blue Ribbon Taxi Association Inc.,300,32,3.0
32,5.85,10,19,6,1381519800,41.877406123,-87.621971652,41.87101588,-87.631406525,0.0,,17031839000,Cash,Taxi Affiliation Services,420,32,0.0
32,5.25,8,20,5,1377201600,41.877406123,-87.621971652,41.87101588,-87.631406525,0.0,,17031839000,Cash,Dispatch Taxi Affiliation,240,32,0.0
32,7.05,2,15,5,1361461500,41.877406123,-87.621971652,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
32,7.85,12,11,7,1418468400,41.877406123,-87.621971652,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,480,8,0.0
32,8.65,1,18,3,1390328100,41.877406123,-87.621971652,41.899155613,-87.626210532,1.5,,17031081201,Cash,Choice Taxi Association,840,8,0.0
32,7.45,12,20,2,1418673600,41.877406123,-87.621971652,41.899155613,-87.626210532,1.8,,17031081201,Cash,Dispatch Taxi Affiliation,480,8,0.0
32,8.25,6,8,4,1371629700,41.877406123,-87.621971652,41.899155613,-87.626210532,1.8,,17031081201,Credit Card,Dispatch Taxi Affiliation,660,8,10.0
32,6.65,2,15,6,1392390000,41.877406123,-87.621971652,41.899155613,-87.626210532,1.4,,17031081201,Cash,Taxi Affiliation Services,420,8,0.0
32,7.85,4,21,3,1429045200,41.877406123,-87.621971652,41.899155613,-87.626210532,1.7,,17031081201,Credit Card,Taxi Affiliation Services,600,8,2.0
32,6.85,5,12,5,1400761800,41.877406123,-87.621971652,41.899155613,-87.626210532,1.6,,17031081201,Cash,Taxi Affiliation Services,360,8,0.0
32,9.45,4,18,3,1396377000,41.877406123,-87.621971652,41.899155613,-87.626210532,0.1,,17031081201,Cash,Taxi Affiliation Services,1020,8,0.0
32,7.65,10,18,2,1444069800,41.877406123,-87.621971652,41.899155613,-87.626210532,1.7,,17031081201,Cash,,600,8,0.0
32,6.65,3,21,5,1427406300,41.877406123,-87.621971652,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
32,8.05,11,20,5,1385066700,41.877406123,-87.621971652,41.899155613,-87.626210532,0.0,,17031081201,Cash,Choice Taxi Association,660,8,0.0
32,21.25,9,20,6,1380312900,41.877406123,-87.621971652,41.979795551,-87.671445547,0.0,,17031030900,No Charge,Northwest Management LLC,1500,77,0.0
32,26.45,10,13,1,1381067100,41.877406123,-87.621971652,41.785998518,-87.750934289,1.17,,17031980100,Credit Card,,1500,56,10.0
32,27.05,5,13,2,1400506200,41.877406123,-87.621971652,41.785998518,-87.750934289,0.7,,17031980100,Credit Card,Taxi Affiliation Services,1740,56,6.0
32,26.45,3,11,6,1362136500,41.877406123,-87.621971652,41.785998518,-87.750934289,11.5,,17031980100,Cash,Dispatch Taxi Affiliation,1500,56,0.0
32,7.25,11,1,1,1446339600,41.877406123,-87.621971652,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,540,8,2.0
32,6.85,8,16,4,1407342600,41.877406123,-87.621971652,41.89321636,-87.63784421,1.2,,17031081800,Cash,Dispatch Taxi Affiliation,480,8,0.0
32,6.05,4,15,2,1366643700,41.877406123,-87.621971652,41.89321636,-87.63784421,1.3,,17031081800,Cash,,360,8,0.0
32,7.05,1,12,1,1359288000,41.877406123,-87.621971652,41.89321636,-87.63784421,0.0,,17031081800,No Charge,Dispatch Taxi Affiliation,420,8,0.0
32,9.0,11,12,5,1479386700,41.877406123,-87.621971652,41.89321636,-87.63784421,0.9,,17031081800,Cash,Choice Taxi Association,720,8,0.0
32,6.45,3,15,2,1426518000,41.877406123,-87.621971652,41.89321636,-87.63784421,1.3,,17031081800,Credit Card,Taxi Affiliation Services,420,8,2.0
32,6.25,2,18,2,1423506600,41.877406123,-87.621971652,41.898331794,-87.620762865,1.3,,17031081300,Cash,Taxi Affiliation Services,360,8,0.0
32,8.05,12,21,4,1449092700,41.877406123,-87.621971652,41.898331794,-87.620762865,0.1,,17031081300,Cash,Taxi Affiliation Services,600,8,0.0
32,8.45,1,22,7,1390689000,41.877406123,-87.621971652,41.898331794,-87.620762865,2.1,,17031081300,Credit Card,Taxi Affiliation Services,600,8,2.0
32,7.45,8,10,7,1375525800,41.877406123,-87.621971652,41.898331794,-87.620762865,0.16,,17031081300,Cash,,540,8,0.0
32,6.45,10,3,1,1414293300,41.877406123,-87.621971652,41.898331794,-87.620762865,1.6,,17031081300,Credit Card,Northwest Management LLC,300,8,2.0
32,7.65,10,15,2,1414423800,41.877406123,-87.621971652,41.898331794,-87.620762865,1.6,,17031081300,Credit Card,Dispatch Taxi Affiliation,540,8,1.5
32,7.85,1,12,5,1422532800,41.877406123,-87.621971652,41.898331794,-87.620762865,1.8,,17031081300,Credit Card,Dispatch Taxi Affiliation,600,8,2.0
32,6.85,4,21,4,1365022800,41.877406123,-87.621971652,41.898331794,-87.620762865,1.4,,17031081300,Credit Card,,420,8,2.0
32,8.85,2,22,2,1424124900,41.877406123,-87.621971652,41.898331794,-87.620762865,0.0,,17031081300,Cash,Choice Taxi Association,840,8,0.0
32,9.85,2,18,6,1393612200,41.877406123,-87.621971652,41.90749193,-87.63576009,2.4,,17031080300,Cash,Taxi Affiliation Services,960,8,0.0
32,6.05,5,9,6,1400835600,41.877406123,-87.621971652,41.867902418,-87.642958665,0.9,,17031841900,Cash,Taxi Affiliation Services,420,28,0.0
32,6.05,10,22,4,1381357800,41.877406123,-87.621971652,41.867902418,-87.642958665,0.0,,17031841900,Cash,Dispatch Taxi Affiliation,360,28,0.0
32,8.85,10,19,4,1382555700,41.877406123,-87.621971652,41.867902418,-87.642958665,0.0,,17031841900,Cash,Taxi Affiliation Services,780,28,0.0
76,38.04,10,8,5,1443687300,41.980264315,-87.913624596,,,17.1,,,Credit Card,,2520,,6.0
76,18.05,5,14,1,1431267300,41.980264315,-87.913624596,,,17.7,,,Cash,Choice Taxi Association,900,,0.0
76,34.25,6,22,7,1434840300,41.980264315,-87.913624596,,,16.6,,,Credit Card,,1620,,10.51
76,50.65,8,9,1,1377421200,41.980264315,-87.913624596,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,2940,,0.0
76,24.25,2,20,2,1392064200,41.980264315,-87.913624596,,,11.1,,,Cash,Taxi Affiliation Services,1380,,0.0
76,14.45,12,23,5,1386891000,41.980264315,-87.913624596,,,6.1,,,Cash,Dispatch Taxi Affiliation,660,,0.0
76,41.05,11,14,2,1384785000,41.980264315,-87.913624596,,,2.05,,,Credit Card,,1800,,13.01
76,14.45,11,9,7,1448703000,41.980264315,-87.913624596,,,6.1,,,Credit Card,3623 - 72222 Arrington Enterprises,600,,3.25
76,28.05,2,15,1,1393169400,41.980264315,-87.913624596,,,0.7,,,Cash,Blue Ribbon Taxi Association Inc.,1800,,0.0
76,31.45,1,18,1,1421605800,41.980264315,-87.913624596,,,14.6,,,Credit Card,Dispatch Taxi Affiliation,2040,,5.0
76,31.65,3,19,4,1395258300,41.980264315,-87.913624596,,,15.2,,,Cash,,1740,,0.0
76,21.05,5,10,3,1430820900,41.980264315,-87.913624596,,,9.2,,,Credit Card,Choice Taxi Association,1080,,2.0
76,38.45,11,20,3,1384289100,41.980264315,-87.913624596,,,19.4,,,Cash,,1440,,0.0
76,29.25,10,22,4,1444257000,41.980264315,-87.913624596,,,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1260,,9.65
76,65.05,6,12,1,1434888000,41.980264315,-87.913624596,,,33.4,,,Cash,,2760,,0.0
76,32.85,6,16,1,1370793600,41.980264315,-87.913624596,,,0.9,,,Cash,Taxi Affiliation Services,2220,,0.0
76,49.25,12,12,4,1386158400,41.980264315,-87.913624596,,,24.6,,,Cash,,2040,,0.0
76,31.25,7,10,2,1405334700,41.980264315,-87.913624596,,,15.0,,,Credit Card,Taxi Affiliation Services,1320,,7.0
76,44.85,8,12,2,1377521100,41.980264315,-87.913624596,,,0.0,,,Credit Card,Northwest Management LLC,1440,,13.95
76,31.65,2,14,2,1423492200,41.980264315,-87.913624596,,,15.7,,,Cash,,1140,,0.0
76,14.65,12,22,4,1417644000,41.980264315,-87.913624596,,,5.7,,,Cash,Dispatch Taxi Affiliation,840,,0.0
76,39.45,6,19,5,1403207100,41.980264315,-87.913624596,,,19.4,,,Credit Card,Taxi Affiliation Services,2700,,12.75
76,13.0,10,1,4,1475629200,41.980264315,-87.913624596,,,4.5,,,Cash,Chicago Medallion Leasing INC,480,,0.0
76,35.85,9,14,3,1442325600,41.980264315,-87.913624596,,,16.92,,,Cash,,2100,,0.0
76,10.05,10,0,4,1414542600,41.980264315,-87.913624596,,,3.1,,,Cash,Taxi Affiliation Services,600,,0.0
76,11.05,9,1,2,1379898900,41.980264315,-87.913624596,,,0.0,,,Credit Card,Taxi Affiliation Services,600,,2.6
76,12.25,12,20,5,1418328000,41.980264315,-87.913624596,,,3.7,,,Cash,Taxi Affiliation Services,1140,,0.0
76,10.25,6,12,4,1370433600,41.980264315,-87.913624596,,,0.0,,,Credit Card,Taxi Affiliation Services,540,,3.05
76,29.85,2,19,1,1391972400,41.980264315,-87.913624596,,,13.9,,,Cash,Northwest Management LLC,1620,,0.0
76,28.05,4,0,5,1429144200,41.980264315,-87.913624596,,,13.2,,,Credit Card,Choice Taxi Association,1260,,5.0
76,35.04,6,18,6,1402683300,41.980264315,-87.913624596,,,15.9,,,Credit Card,,2460,,7.0
76,9.85,6,12,4,1401885000,41.980264315,-87.913624596,,,0.2,,,Credit Card,Taxi Affiliation Services,540,,2.95
76,38.25,6,10,6,1435313700,41.980264315,-87.913624596,,,1.0,,,Credit Card,Taxi Affiliation Services,2220,,5.0
76,35.45,5,14,5,1431007200,41.980264315,-87.913624596,,,16.7,,,Credit Card,,1920,,5.0
76,34.05,2,22,4,1393452900,41.980264315,-87.913624596,,,0.0,,,Credit Card,Choice Taxi Association,1560,,10.0
76,34.85,10,16,5,1383236100,41.980264315,-87.913624596,,,11.3,,,Cash,,1920,,0.0
76,35.25,6,16,2,1370880000,41.980264315,-87.913624596,,,0.0,,,Unknown,Taxi Affiliation Services,1500,,0.0
76,25.65,11,1,6,1417136400,41.980264315,-87.913624596,,,0.7,,,Cash,Taxi Affiliation Services,1440,,0.0
76,16.25,7,19,6,1436557500,41.980264315,-87.913624596,,,0.4,,,Cash,Blue Ribbon Taxi Association Inc.,900,,0.0
76,39.45,9,21,6,1443217500,41.980264315,-87.913624596,,,16.4,,,Credit Card,Choice Taxi Association,3360,,6.0
76,42.45,6,18,6,1371233700,41.980264315,-87.913624596,,,18.5,,,Cash,,3000,,0.0
76,33.05,2,21,6,1359752400,41.980264315,-87.913624596,,,15.7,,,Credit Card,Dispatch Taxi Affiliation,1800,,7.0
76,13.0,6,13,1,1466341200,41.980264315,-87.913624596,,,4.1,,,Cash,Choice Taxi Association,600,,0.0
76,36.45,11,18,2,1446487200,41.980264315,-87.913624596,,,15.9,,,Cash,Taxi Affiliation Services,2820,,0.0
76,32.04,11,20,2,1448916300,41.980264315,-87.913624596,,,15.2,,,Credit Card,,1560,,10.31
76,32.05,8,6,6,1439532000,41.980264315,-87.913624596,,,0.9,,,Credit Card,Taxi Affiliation Services,2280,,3.23
76,50.5,5,3,5,1464233400,41.980264315,-87.913624596,,,20.8,,,Credit Card,Taxi Affiliation Services,1500,,10.0
76,18.65,12,21,4,1386190800,41.980264315,-87.913624596,,,0.0,,,Credit Card,Dispatch Taxi Affiliation,840,,4.8
76,15.25,2,10,1,1361700000,41.980264315,-87.913624596,,,0.0,,,Cash,Taxi Affiliation Services,720,,0.0
76,35.05,1,18,6,1420221600,41.980264315,-87.913624596,,,1.0,,,Credit Card,Taxi Affiliation Services,2220,,6.0
76,25.25,8,20,6,1377892800,41.980264315,-87.913624596,,,0.0,,,Credit Card,Choice Taxi Association,1980,,5.0
76,19.65,12,1,2,1386553500,41.980264315,-87.913624596,,,8.5,,,Cash,Dispatch Taxi Affiliation,960,,0.0
76,34.0,3,9,2,1457946000,41.980264315,-87.913624596,,,0.0,,,Credit Card,Choice Taxi Association,1260,,11.3
76,17.25,6,22,6,1402699500,41.980264315,-87.913624596,,,6.7,,,Cash,Choice Taxi Association,1080,,0.0
76,31.45,4,10,4,1398852900,41.980264315,-87.913624596,,,14.4,,,Credit Card,,1500,,3.0
76,32.25,4,18,6,1398449700,41.980264315,-87.913624596,,,14.8,,,Cash,,1320,,0.0
76,34.45,6,0,4,1433289600,41.980264315,-87.913624596,,,16.3,,,Credit Card,Dispatch Taxi Affiliation,1920,,7.25
76,24.85,4,12,4,1430310600,41.980264315,-87.913624596,,,11.0,,,Credit Card,Choice Taxi Association,1680,,5.0
76,18.65,7,18,1,1404672300,41.980264315,-87.913624596,,,0.0,,,Cash,Northwest Management LLC,900,,0.0
76,46.45,10,13,7,1412430300,41.980264315,-87.913624596,,,22.8,,,Cash,,1980,,0.0
76,31.5,2,15,5,1454598900,41.980264315,-87.913624596,42.001571027,-87.695012589,12.0,,,Credit Card,,1740,2,10.0
76,38.25,2,19,2,1455562800,41.980264315,-87.913624596,41.901206994,-87.676355989,14.8,,,Credit Card,,0,24,4.0
76,28.25,5,13,1,1368969300,41.980264315,-87.913624596,41.901206994,-87.676355989,13.3,,,Credit Card,,1380,24,4.75
76,30.65,10,20,1,1382904900,41.980264315,-87.913624596,41.901206994,-87.676355989,15.3,,,Credit Card,,1080,24,5.0
76,41.5,6,18,4,1465409700,41.980264315,-87.913624596,41.901206994,-87.676355989,15.5,,,Credit Card,Choice Taxi Association,3300,24,4.5
76,30.85,10,15,3,1445354100,41.980264315,-87.913624596,41.901206994,-87.676355989,14.7,,,Credit Card,,2220,24,8.21
76,59.05,12,15,4,1418831100,41.980264315,-87.913624596,41.901206994,-87.676355989,24.8,,,Cash,Northwest Management LLC,5100,24,0.0
76,35.05,4,2,6,1366338600,41.980264315,-87.913624596,41.878865584,-87.625192142,10.8,,,Credit Card,Dispatch Taxi Affiliation,1080,32,0.0
76,32.05,9,5,1,1443331800,41.980264315,-87.913624596,42.009622881,-87.670166857,15.6,,,Cash,Dispatch Taxi Affiliation,1620,1,0.0
76,30.25,11,23,6,1385163000,41.980264315,-87.913624596,42.009622881,-87.670166857,0.0,,,Credit Card,Taxi Affiliation Services,1740,1,6.0
76,35.85,5,4,6,1369369800,41.980264315,-87.913624596,42.009622881,-87.670166857,17.3,,,Cash,,1920,1,0.0
76,41.75,9,17,2,1474306200,41.980264315,-87.913624596,41.96581197,-87.655878786,13.1,,,Cash,KOAM Taxi Association,4440,3,0.0
76,32.25,2,16,3,1392741900,41.980264315,-87.913624596,41.96581197,-87.655878786,0.8,,,Credit Card,Taxi Affiliation Services,3060,3,5.0
76,32.25,11,11,4,1384945200,41.980264315,-87.913624596,41.96581197,-87.655878786,0.0,,,Cash,Choice Taxi Association,1920,3,0.0
76,27.85,3,20,1,1362945600,41.980264315,-87.913624596,41.96581197,-87.655878786,0.1,,,Credit Card,Northwest Management LLC,1860,3,8.95
76,29.45,1,5,3,1421730900,41.980264315,-87.913624596,41.96581197,-87.655878786,14.1,,,Credit Card,,1740,3,6.29
76,42.75,9,16,2,1473092100,41.980264315,-87.913624596,41.899602111,-87.633308037,17.1,,,Cash,,1920,8,0.0
76,35.65,3,4,2,1425270600,41.980264315,-87.913624596,41.899602111,-87.633308037,1.1,,,Credit Card,Blue Ribbon Taxi Association Inc.,1200,8,7.5
76,12.45,5,22,1,1433110500,41.980264315,-87.913624596,41.980264315,-87.913624596,4.1,,,Credit Card,Taxi Affiliation Services,960,76,2.0
76,12.25,10,0,3,1413247500,41.980264315,-87.913624596,41.980264315,-87.913624596,5.0,,,Cash,Dispatch Taxi Affiliation,600,76,0.0
76,26.65,4,23,3,1396394100,41.980264315,-87.913624596,41.980264315,-87.913624596,0.0,,,Cash,Taxi Affiliation Services,4260,76,0.0
76,9.85,10,10,4,1412159400,41.980264315,-87.913624596,41.980264315,-87.913624596,5.6,,,Cash,Taxi Affiliation Services,660,76,0.0
76,11.45,3,17,4,1363798800,41.980264315,-87.913624596,41.980264315,-87.913624596,4.4,,,Credit Card,,540,76,8.0
76,12.45,7,21,3,1436907600,41.980264315,-87.913624596,41.980264315,-87.913624596,4.9,,,Credit Card,Dispatch Taxi Affiliation,720,76,3.0
76,12.65,8,19,2,1407785400,41.980264315,-87.913624596,41.980264315,-87.913624596,5.1,,,Cash,,600,76,0.0
76,2.25,7,1,1,1373161500,41.980264315,-87.913624596,41.980264315,-87.913624596,0.0,,,Cash,,0,76,0.0
76,15.25,8,20,6,1377288900,41.980264315,-87.913624596,41.985015101,-87.804532006,6.2,,,Credit Card,Dispatch Taxi Affiliation,840,10,5.0
76,18.85,12,20,6,1449260100,41.980264315,-87.913624596,41.985015101,-87.804532006,8.09,,,Cash,,960,10,0.0
76,5.05,5,19,4,1399489200,41.980264315,-87.913624596,41.985015101,-87.804532006,0.7,,,Credit Card,,180,10,5.0
76,17.05,7,19,4,1373484600,41.980264315,-87.913624596,41.985015101,-87.804532006,7.2,,,Cash,,960,10,0.0
76,9.65,10,22,4,1446070500,41.980264315,-87.913624596,41.985015101,-87.804532006,3.4,,,Cash,Dispatch Taxi Affiliation,420,10,0.0
76,20.65,1,22,5,1421964000,41.980264315,-87.913624596,41.927260956,-87.765501609,9.1,,,Cash,Taxi Affiliation Services,1020,19,0.0
76,26.45,10,19,7,1443900600,41.980264315,-87.913624596,41.927260956,-87.765501609,11.1,,,Cash,KOAM Taxi Association,2220,19,0.0
76,25.25,5,0,4,1400632200,41.980264315,-87.913624596,41.927260956,-87.765501609,11.4,,,Credit Card,Taxi Affiliation Services,1500,19,6.8
76,40.04,4,17,6,1365183000,41.980264315,-87.913624596,41.94651142,-87.806020002,16.8,,,Cash,,3060,17,0.0
76,27.05,1,17,3,1421775900,41.980264315,-87.913624596,41.953582125,-87.72345239,0.7,,,Credit Card,Taxi Affiliation Services,2340,16,8.7
76,25.05,2,19,1,1359920700,41.980264315,-87.913624596,41.953582125,-87.72345239,11.61,,,Credit Card,,1380,16,5.41
76,23.45,4,19,4,1429729200,41.980264315,-87.913624596,41.953582125,-87.72345239,10.5,,,Cash,Dispatch Taxi Affiliation,1800,16,0.0
76,37.05,9,19,2,1409599800,41.980264315,-87.913624596,41.953582125,-87.72345239,17.9,,,Credit Card,,1920,16,7.41
76,22.65,4,9,6,1396603800,41.980264315,-87.913624596,41.953582125,-87.72345239,10.6,,,Cash,,900,16,0.0
76,28.25,7,18,6,1468608300,41.980264315,-87.913624596,41.993930128,-87.758353588,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1620,12,0.0
76,22.65,1,20,5,1388694600,41.980264315,-87.913624596,41.993930128,-87.758353588,0.0,,,Cash,Taxi Affiliation Services,1260,12,0.0
76,38.85,7,10,4,1404900900,41.980264315,-87.913624596,41.857183858,-87.620334624,1.1,,,Credit Card,Taxi Affiliation Services,2100,33,8.15
76,39.45,9,22,5,1411078500,41.980264315,-87.913624596,41.857183858,-87.620334624,0.0,,,Credit Card,Taxi Affiliation Services,2760,33,8.25
76,38.45,3,0,2,1427676300,41.980264315,-87.913624596,41.857183858,-87.620334624,0.0,,,Credit Card,Taxi Affiliation Services,1380,33,5.0
76,30.65,6,0,3,1435624200,41.980264315,-87.913624596,41.944226601,-87.655998182,14.5,,,Cash,Taxi Affiliation Services,1560,6,0.0
76,11.85,10,16,4,1412786700,41.980264315,-87.913624596,41.944226601,-87.655998182,3.4,,,Cash,,1020,6,0.0
76,34.04,10,13,5,1382619600,41.980264315,-87.913624596,41.944226601,-87.655998182,15.0,,,Cash,,3000,6,0.0
76,28.65,6,13,5,1434029400,41.980264315,-87.913624596,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,2100,6,6.1
76,32.45,10,19,2,1382384700,41.980264315,-87.913624596,41.944226601,-87.655998182,0.0,,,Credit Card,Dispatch Taxi Affiliation,2640,6,6.95
76,28.85,12,21,3,1386711000,41.980264315,-87.913624596,41.944226601,-87.655998182,0.0,,,Credit Card,Choice Taxi Association,1200,6,5.0
76,33.45,11,12,6,1383309900,41.980264315,-87.913624596,41.944226601,-87.655998182,1.49,,,Cash,,2100,6,0.0
76,31.25,5,19,4,1431545400,41.980264315,-87.913624596,41.944226601,-87.655998182,13.7,,,Credit Card,,2940,6,6.65
76,31.65,7,10,5,1438250400,41.980264315,-87.913624596,41.944226601,-87.655998182,13.5,,,Credit Card,Taxi Affiliation Services,2640,6,7.0
76,33.45,3,15,5,1425567600,41.980264315,-87.913624596,41.944226601,-87.655998182,14.5,,,Credit Card,,3600,6,7.09
76,15.45,7,21,1,1436130000,41.980264315,-87.913624596,42.007612593,-87.813781034,6.3,,,Credit Card,,900,9,3.69
76,48.65,12,20,5,1419538500,41.980264315,-87.913624596,41.794090253,-87.592310855,25.5,,,Credit Card,,1920,41,10.13
76,48.05,10,14,2,1445263200,41.980264315,-87.913624596,41.794090253,-87.592310855,24.5,,,Cash,Taxi Affiliation Services,2460,41,0.0
76,50.25,10,21,5,1446155100,41.980264315,-87.913624596,41.794090253,-87.592310855,25.6,,,Credit Card,,2160,41,10.45
76,50.85,8,17,7,1439055000,41.980264315,-87.913624596,41.794090253,-87.592310855,1.6,,,Credit Card,Taxi Affiliation Services,2700,41,8.0
76,53.05,10,18,6,1445019300,41.980264315,-87.913624596,41.794090253,-87.592310855,25.3,,,Cash,,4740,41,0.0
76,25.65,3,11,7,1393672500,41.980264315,-87.913624596,41.947791586,-87.683834942,12.0,,,Cash,Taxi Affiliation Services,1260,5,0.0
76,27.65,5,14,4,1431525600,41.980264315,-87.913624596,41.947791586,-87.683834942,12.8,,,Credit Card,Choice Taxi Association,1920,5,5.9
76,26.85,4,13,5,1398347100,41.980264315,-87.913624596,41.947791586,-87.683834942,12.0,,,Credit Card,Dispatch Taxi Affiliation,1800,5,7.2
76,26.65,8,21,5,1408052700,41.980264315,-87.913624596,41.947791586,-87.683834942,12.4,,,Credit Card,,1260,5,5.73
76,27.85,9,14,7,1379169900,41.980264315,-87.913624596,41.947791586,-87.683834942,0.7,,,Credit Card,Taxi Affiliation Services,1620,5,7.45
76,29.65,8,15,4,1439392500,41.980264315,-87.913624596,41.947791586,-87.683834942,0.8,,,Credit Card,Taxi Affiliation Services,2520,5,6.3
76,27.25,3,20,1,1395607500,41.980264315,-87.913624596,41.947791586,-87.683834942,13.1,,,Credit Card,Taxi Affiliation Services,1200,5,5.85
76,22.05,5,22,1,1432506600,41.980264315,-87.913624596,41.954027649,-87.763399032,10.1,,,Cash,,900,15,0.0
76,27.65,4,22,1,1366581600,41.980264315,-87.913624596,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,1320,7,0.0
76,30.65,12,14,5,1450363500,41.980264315,-87.913624596,41.922686284,-87.649488729,14.1,,,Credit Card,Top Cab Affiliation,2040,7,6.5
76,34.25,7,15,4,1437577200,41.980264315,-87.913624596,41.922686284,-87.649488729,15.3,,,Credit Card,,3240,7,7.25
76,31.45,6,1,2,1435542300,41.980264315,-87.913624596,41.922686284,-87.649488729,15.4,,,Credit Card,Northwest Management LLC,1260,7,5.0
76,33.85,9,5,1,1442122200,41.980264315,-87.913624596,41.922686284,-87.649488729,16.6,,,Credit Card,,1380,7,5.0
76,31.05,11,23,6,1448667900,41.980264315,-87.913624596,41.922686284,-87.649488729,0.9,,,Credit Card,Taxi Affiliation Services,1320,7,6.9
76,16.25,1,22,6,1421448300,41.980264315,-87.913624596,41.978829526,-87.771166703,6.9,,,Cash,Taxi Affiliation Services,840,11,0.0
76,5.05,9,13,2,1378732500,41.980264315,-87.913624596,41.978829526,-87.771166703,1.1,,,Cash,,0,11,0.0
76,18.25,6,23,4,1402530300,41.980264315,-87.913624596,41.978829526,-87.771166703,8.1,,,Cash,Taxi Affiliation Services,1020,11,0.0
76,27.5,8,19,4,1472672700,41.980264315,-87.913624596,41.968069,-87.721559063,9.1,,,Cash,Dispatch Taxi Affiliation,2220,14,0.0
76,25.25,3,13,4,1426078800,41.980264315,-87.913624596,41.968069,-87.721559063,11.6,,,Credit Card,Northwest Management LLC,1500,14,5.0
76,22.85,9,22,2,1443478500,41.980264315,-87.913624596,41.968069,-87.721559063,10.3,,,Credit Card,Choice Taxi Association,1140,14,0.0
76,9.65,7,23,1,1436137200,41.980264315,-87.913624596,41.890608853,-87.756046711,1.56,,,Cash,,780,25,0.0
76,25.05,3,23,5,1395963000,41.980264315,-87.913624596,41.975170943,-87.687515515,0.7,,,Credit Card,Taxi Affiliation Services,1500,4,5.4
76,27.45,1,19,5,1389899700,41.980264315,-87.913624596,41.975170943,-87.687515515,12.1,,,Credit Card,,2160,4,5.89
76,37.0,8,19,5,1472153400,41.980264315,-87.913624596,41.975170943,-87.687515515,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,3000,4,8.2
76,27.45,5,0,6,1430440200,41.980264315,-87.913624596,41.92276062,-87.699155343,12.9,,,Credit Card,Dispatch Taxi Affiliation,1200,22,8.8
76,26.45,2,23,2,1361230200,41.980264315,-87.913624596,41.92276062,-87.699155343,0.0,,,Credit Card,Taxi Affiliation Services,900,22,8.5
76,30.85,9,22,4,1410388200,41.980264315,-87.913624596,41.92276062,-87.699155343,14.8,,,Credit Card,Dispatch Taxi Affiliation,1560,22,4.0
76,27.05,9,21,3,1379451600,41.980264315,-87.913624596,41.92276062,-87.699155343,13.1,,,Credit Card,,1080,22,7.26
76,25.45,1,6,3,1421734500,41.980264315,-87.913624596,41.92276062,-87.699155343,12.1,,,Credit Card,,1260,22,5.49
76,28.65,6,17,4,1433352600,41.980264315,-87.913624596,41.92276062,-87.699155343,13.0,,,Credit Card,Taxi Affiliation Services,2640,22,6.1
76,29.25,6,19,4,1433360700,41.980264315,-87.913624596,41.92276062,-87.699155343,13.9,,,Credit Card,,1680,22,6.25
76,29.85,12,12,4,1451478600,41.980264315,-87.913624596,41.9867118,-87.663416405,13.5,,,Credit Card,,2160,77,7.96
76,37.25,9,17,2,1412010000,41.980264315,-87.913624596,41.9867118,-87.663416405,0.9,,,Credit Card,Taxi Affiliation Services,3540,77,4.0
76,28.85,2,22,5,1360274400,41.980264315,-87.913624596,41.9867118,-87.663416405,0.0,,,Credit Card,Dispatch Taxi Affiliation,1860,77,6.15
76,32.25,1,13,7,1420897500,41.980264315,-87.913624596,41.9867118,-87.663416405,14.3,,,Credit Card,Taxi Affiliation Services,2400,77,5.0
76,30.65,10,16,5,1444927500,41.980264315,-87.913624596,41.9867118,-87.663416405,0.8,,,Credit Card,Taxi Affiliation Services,2760,77,6.5
76,50.05,5,19,6,1432926900,41.980264315,-87.913624596,41.808916283,-87.596183344,1.5,,,Credit Card,Blue Ribbon Taxi Association Inc.,3900,39,10.4
76,59.75,11,20,1,1478464200,41.980264315,-87.913624596,41.808916283,-87.596183344,25.1,,,Credit Card,,2340,39,12.85
76,75.65,4,10,4,1429092000,41.980264315,-87.913624596,41.689729914,-87.669054403,38.8,,,Cash,,3780,75,0.0
76,39.25,5,0,1,1431218700,41.980264315,-87.913624596,41.842076117,-87.633973422,19.9,,,Cash,Taxi Affiliation Services,1440,34,0.0
56,6.65,7,17,4,1375290900,41.79259236,-87.769615453,,,0.5,,,Cash,,360,,0.0
56,59.05,7,12,1,1405859400,41.79259236,-87.769615453,,,30.1,,,Cash,,2280,,0.0
56,21.05,12,23,5,1386890100,41.79259236,-87.769615453,,,9.1,,,Cash,Taxi Affiliation Services,1500,,0.0
56,11.45,1,21,7,1359235800,41.79259236,-87.769615453,,,0.2,,,Cash,Taxi Affiliation Services,660,,0.0
56,53.85,3,15,3,1425395700,41.79259236,-87.769615453,,,25.6,,,Credit Card,Taxi Affiliation Services,3420,,11.15
56,12.25,11,10,3,1447754400,41.79259236,-87.769615453,,,4.2,,,Cash,KOAM Taxi Association,900,,0.0
56,24.25,6,9,4,1401874200,41.79259236,-87.769615453,,,10.2,,,Cash,,1860,,0.0
56,14.5,11,23,4,1479337200,41.79259236,-87.769615453,,,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,720,,0.0
56,9.45,3,20,2,1393876800,41.79259236,-87.769615453,,,0.1,,,Credit Card,Blue Ribbon Taxi Association Inc.,720,,4.0
56,19.25,9,23,4,1442444400,41.79259236,-87.769615453,,,7.1,,,Credit Card,Taxi Affiliation Services,1440,,5.0
56,14.05,6,12,2,1435579200,41.79259236,-87.769615453,,,3.3,,,Credit Card,,600,,4.0
56,7.85,6,10,2,1434363300,41.79259236,-87.769615453,,,2.1,,,Cash,Taxi Affiliation Services,360,,0.0
56,30.45,11,21,1,1447016400,41.79259236,-87.769615453,41.901206994,-87.676355989,14.1,,,Cash,,1440,24,0.0
56,30.65,12,16,4,1451492100,41.79259236,-87.769615453,41.901206994,-87.676355989,12.9,,,Cash,Taxi Affiliation Services,2460,24,0.0
56,25.25,4,23,4,1365634800,41.79259236,-87.769615453,41.878865584,-87.625192142,116.0,,,Credit Card,Taxi Affiliation Services,1140,32,7.0
56,25.85,12,2,2,1451268000,41.79259236,-87.769615453,41.878865584,-87.625192142,11.9,,,Credit Card,Taxi Affiliation Services,1320,32,5.75
56,43.65,2,19,7,1423942200,41.79259236,-87.769615453,42.009622881,-87.670166857,1.3,,,Credit Card,Taxi Affiliation Services,2400,1,11.4
56,46.85,8,19,5,1438887600,41.79259236,-87.769615453,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,3840,1,0.0
56,42.25,11,21,6,1447450200,41.79259236,-87.769615453,42.009622881,-87.670166857,1.2,,,Credit Card,Taxi Affiliation Services,2040,1,9.0
56,44.05,7,0,7,1373674500,41.79259236,-87.769615453,42.009622881,-87.670166857,0.0,,,Cash,Taxi Affiliation Services,2280,1,0.0
56,37.45,7,20,1,1404676800,41.79259236,-87.769615453,41.96581197,-87.655878786,18.4,,,Cash,,1800,3,0.0
56,6.05,11,6,3,1447742700,41.79259236,-87.769615453,41.899602111,-87.633308037,1.2,,,Cash,,480,8,0.0
56,29.65,12,8,6,1386316800,41.79259236,-87.769615453,41.899602111,-87.633308037,12.9,,,Credit Card,,2220,8,6.53
56,3.25,1,5,6,1421385300,41.79259236,-87.769615453,41.79259236,-87.769615453,0.0,,,Cash,Taxi Affiliation Services,0,56,0.0
56,2.65,6,23,1,1372029300,41.79259236,-87.769615453,41.79259236,-87.769615453,0.2,,,Cash,,0,56,0.0
56,7.45,11,21,2,1447708500,41.79259236,-87.769615453,41.79259236,-87.769615453,2.1,,,Cash,Taxi Affiliation Services,420,56,0.0
56,12.05,12,17,4,1418837400,41.79259236,-87.769615453,41.79259236,-87.769615453,0.3,,,Cash,Taxi Affiliation Services,1560,56,0.0
56,3.25,7,13,3,1436880600,41.79259236,-87.769615453,41.79259236,-87.769615453,0.0,,,Cash,Taxi Affiliation Services,0,56,0.0
56,8.25,5,18,4,1401302700,41.79259236,-87.769615453,41.79259236,-87.769615453,2.3,,,Cash,Taxi Affiliation Services,540,56,0.0
56,24.65,12,14,3,1449585000,41.79259236,-87.769615453,41.812948939,-87.617859676,11.5,,,Credit Card,Choice Taxi Association,1140,38,6.65
56,24.45,4,19,6,1429902900,41.79259236,-87.769615453,41.927260956,-87.765501609,10.0,,,Cash,Dispatch Taxi Affiliation,2160,19,0.0
56,26.25,5,12,6,1400846400,41.79259236,-87.769615453,41.740205756,-87.615969523,10.6,,,Cash,,2400,44,0.0
56,36.65,9,15,5,1441293300,41.79259236,-87.769615453,41.944226601,-87.655998182,16.3,,,Credit Card,,2460,6,7.73
56,34.45,7,14,2,1404742500,41.79259236,-87.769615453,41.944226601,-87.655998182,0.9,,,Cash,Taxi Affiliation Services,2040,6,0.0
56,32.65,8,22,5,1440108000,41.79259236,-87.769615453,41.944226601,-87.655998182,15.5,,,Cash,Choice Taxi Association,2040,6,0.0
56,37.25,4,2,6,1461895200,41.79259236,-87.769615453,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,1320,6,8.25
56,35.04,2,13,5,1392297300,41.79259236,-87.769615453,41.944226601,-87.655998182,17.3,,,Credit Card,,1800,6,9.26
56,20.65,3,9,2,1395651600,41.79259236,-87.769615453,41.794090253,-87.592310855,0.86,,,Credit Card,,1620,41,6.8
56,27.05,6,23,1,1404082800,41.79259236,-87.769615453,41.794090253,-87.592310855,12.8,,,Credit Card,Taxi Affiliation Services,1200,41,7.35
56,12.25,12,16,5,1450370700,41.79259236,-87.769615453,41.779582888,-87.768510849,3.8,,,Credit Card,Taxi Affiliation Services,1080,64,1.0
56,23.45,12,19,5,1450983600,41.79259236,-87.769615453,41.836150155,-87.648787952,0.6,,,Credit Card,Taxi Affiliation Services,1320,60,5.05
56,36.05,4,14,6,1366380900,41.79259236,-87.769615453,41.947791586,-87.683834942,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,3300,5,8.0
56,21.65,11,4,1,1448164800,41.79259236,-87.769615453,41.874005383,-87.66351755,0.6,,,Cash,Taxi Affiliation Services,1080,28,0.0
56,27.05,9,18,3,1441133100,41.79259236,-87.769615453,41.874005383,-87.66351755,0.7,,,Credit Card,Blue Ribbon Taxi Association Inc.,1560,28,5.8
56,7.65,9,14,5,1411654500,41.79259236,-87.769615453,41.769778059,-87.726929842,2.2,,,Cash,Taxi Affiliation Services,480,65,0.0
56,33.45,5,16,1,1432484100,41.79259236,-87.769615453,41.922686284,-87.649488729,15.3,,,Credit Card,Dispatch Taxi Affiliation,1860,7,6.65
56,33.45,12,16,2,1417450500,41.79259236,-87.769615453,41.922686284,-87.649488729,16.0,,,Cash,Dispatch Taxi Affiliation,1860,7,0.0
56,28.65,3,15,4,1395243000,41.79259236,-87.769615453,41.922686284,-87.649488729,0.0,,,Credit Card,Dispatch Taxi Affiliation,1860,7,6.0
56,13.45,10,12,2,1382963400,41.79259236,-87.769615453,41.839086906,-87.714003807,0.0,,,Credit Card,Taxi Affiliation Services,960,30,0.0
56,16.25,10,8,2,1382949900,41.79259236,-87.769615453,41.839086906,-87.714003807,0.0,,,Cash,Taxi Affiliation Services,1500,30,0.0
56,41.85,5,19,5,1369942200,41.79259236,-87.769615453,41.663670652,-87.540935513,0.0,,,Credit Card,Choice Taxi Association,3180,55,8.0
56,29.05,8,14,1,1409493600,41.79259236,-87.769615453,41.92276062,-87.699155343,13.6,,,Cash,Taxi Affiliation Services,1620,22,0.0
56,31.65,11,14,5,1415282400,41.79259236,-87.769615453,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,1860,22,0.0
56,20.05,6,2,5,1371090600,41.79259236,-87.769615453,41.850266366,-87.667569312,0.0,,,Cash,Taxi Affiliation Services,900,31,0.0
56,21.45,4,13,6,1396617300,41.79259236,-87.769615453,41.850266366,-87.667569312,0.5,,,Credit Card,Taxi Affiliation Services,1080,31,4.65
56,20.0,3,20,4,1458158400,41.79259236,-87.769615453,41.850266366,-87.667569312,0.4,,,Cash,Taxi Affiliation Services,1080,31,0.0
5,8.05,5,3,7,1400295600,41.950545696,-87.676182496,41.928967266,-87.656156831,0.0,,17031070400,Cash,Taxi Affiliation Services,540,7,0.0
5,12.25,8,21,5,1375997400,41.950545696,-87.676182496,41.892658108,-87.652534484,0.2,,17031243500,Cash,Taxi Affiliation Services,840,24,0.0
5,6.25,1,0,1,1389485700,41.950545696,-87.676182496,41.9416281,-87.661443368,0.15,,17031062300,Cash,,360,6,0.0
5,20.65,7,21,7,1436649300,41.950545696,-87.676182496,41.880994471,-87.632746489,8.8,,17031839100,Credit Card,Dispatch Taxi Affiliation,1200,32,0.1
5,6.85,4,2,7,1397268000,41.950545696,-87.676182496,41.936086535,-87.666110694,1.8,,17031062700,Cash,Taxi Affiliation Services,420,6,0.0
5,10.05,10,16,1,1382286600,41.950545696,-87.676182496,41.929077655,-87.646293476,0.3,,17031070200,Credit Card,Dispatch Taxi Affiliation,780,7,1.0
5,15.65,7,15,6,1404486900,41.950545696,-87.676182496,41.89503345,-87.619710672,0.3,,17031081401,Cash,Taxi Affiliation Services,1020,8,0.0
6,10.85,4,20,7,1397940300,41.938232293,-87.646782081,41.892507781,-87.626214906,3.9,,17031081500,Cash,,540,8,0.0
6,12.05,8,23,6,1407538800,41.938232293,-87.646782081,41.892507781,-87.626214906,3.9,,17031081500,Cash,Choice Taxi Association,840,8,0.0
6,21.25,5,8,2,1399882500,41.938232293,-87.646782081,41.870415,-87.675085621,8.5,,17031838200,Credit Card,Taxi Affiliation Services,1560,28,4.25
6,11.65,8,1,7,1440206100,41.938232293,-87.646782081,41.921125914,-87.699754406,3.6,,17031221300,Cash,,900,22,0.0
6,13.85,12,19,7,1417893300,41.938232293,-87.646782081,41.884987192,-87.620992913,5.1,,17031320100,Cash,,960,32,0.0
6,5.25,12,21,4,1420062300,41.938232293,-87.646782081,41.943155086,-87.640698076,1.0,,17031061902,Cash,,300,6,0.0
6,10.45,1,20,6,1358539200,41.938232293,-87.646782081,41.916005274,-87.675095116,0.1,,17031831000,Cash,Taxi Affiliation Services,900,22,0.0
6,6.05,11,21,1,1384117200,41.938232293,-87.646782081,41.949139771,-87.656803909,1.2,,17031061100,Credit Card,Northwest Management LLC,360,6,2.0
24,32.45,9,0,6,1443139200,41.89830587,-87.653613982,,,0.0,,,Cash,Northwest Management LLC,0,,0.0
24,5.25,4,21,6,1367012700,41.89830587,-87.653613982,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,240,8,2.0
24,7.45,1,19,7,1422126900,41.89830587,-87.653613982,41.892042136,-87.63186395,1.7,,17031081700,Cash,Choice Taxi Association,540,8,0.0
24,5.25,6,20,6,1435349700,41.89830587,-87.653613982,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
24,6.85,4,20,7,1396728000,41.89830587,-87.653613982,41.892042136,-87.63186395,1.3,,17031081700,Cash,Taxi Affiliation Services,540,8,0.0
24,32.25,10,14,4,1381328100,41.89830587,-87.653613982,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,1440,76,6.85
24,40.05,6,16,5,1435249800,41.89830587,-87.653613982,41.97907082,-87.903039661,17.3,,17031980000,Credit Card,Dispatch Taxi Affiliation,4380,76,8.4
24,8.25,7,19,7,1468092600,41.89830587,-87.653613982,41.877406123,-87.621971652,1.8,,17031320400,Cash,,480,32,0.0
24,3.25,3,6,2,1425882600,41.89830587,-87.653613982,41.89830587,-87.653613982,0.0,,17031842300,Cash,Taxi Affiliation Services,0,24,0.0
24,3.25,7,20,3,1404246600,41.89830587,-87.653613982,41.89830587,-87.653613982,0.0,,17031842300,Cash,Taxi Affiliation Services,0,24,0.0
24,10.25,5,23,6,1431733500,41.89830587,-87.653613982,41.936237179,-87.656411531,3.1,,17031062900,Cash,,840,6,0.0
24,9.65,4,2,7,1397269800,41.89830587,-87.653613982,41.928619051,-87.685362024,0.1,,17031830900,Cash,Taxi Affiliation Services,600,22,0.0
24,5.65,11,2,5,1385604000,41.89830587,-87.653613982,41.892536872,-87.659864318,0.0,,17031243400,Cash,Blue Ribbon Taxi Association Inc.,300,24,0.0
24,6.25,9,7,5,1380179700,41.89830587,-87.653613982,41.880994471,-87.632746489,1.1,,17031839100,Cash,,420,32,0.0
24,5.65,10,19,5,1414698300,41.89830587,-87.653613982,41.88528132,-87.6572332,1.1,,17031833000,Credit Card,Taxi Affiliation Services,300,28,2.0
24,5.05,8,21,6,1439586000,41.89830587,-87.653613982,41.88528132,-87.6572332,0.7,,17031833000,Cash,Top Cab Affiliation,300,28,0.0
24,4.85,9,0,1,1377995400,41.89830587,-87.653613982,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Choice Taxi Association,240,28,1.0
24,7.85,5,0,7,1368837000,41.89830587,-87.653613982,41.88528132,-87.6572332,2.1,,17031833000,Cash,Dispatch Taxi Affiliation,480,28,0.0
24,9.65,3,2,1,1362277800,41.89830587,-87.653613982,41.928945904,-87.66089257,0.0,,17031070500,Cash,Taxi Affiliation Services,660,7,0.0
24,10.05,10,1,1,1445737500,41.89830587,-87.653613982,41.891971508,-87.612945414,2.7,,17031081402,Cash,Taxi Affiliation Services,900,8,0.0
24,9.45,7,20,4,1372883400,41.89830587,-87.653613982,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Taxi Affiliation Services,660,8,2.0
24,7.25,11,12,5,1416485700,41.89830587,-87.653613982,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,600,28,3.0
24,4.85,4,20,5,1365710400,41.89830587,-87.653613982,41.908378669,-87.670945075,0.0,,17031241500,Cash,Taxi Affiliation Services,180,24,0.0
24,4.25,12,1,7,1419039000,41.89830587,-87.653613982,41.885300022,-87.642808466,0.5,,17031280100,Credit Card,Taxi Affiliation Services,60,28,3.0
24,15.25,5,22,6,1432333800,41.89830587,-87.653613982,41.885300022,-87.642808466,4.69,,17031280100,Cash,,1440,28,0.0
24,9.65,4,1,1,1365902100,41.89830587,-87.653613982,41.941555829,-87.666288887,0.0,,17031062400,Credit Card,Taxi Affiliation Services,660,6,2.3
24,7.45,7,3,7,1374894000,41.89830587,-87.653613982,41.90749193,-87.63576009,0.0,,17031080300,Cash,Northwest Management LLC,420,8,0.0
24,7.65,9,23,7,1442706300,41.89830587,-87.653613982,41.90749193,-87.63576009,1.8,,17031080300,Cash,Northwest Management LLC,540,8,0.0
6,10.45,8,20,7,1377981900,41.934762456,-87.639853859,41.892507781,-87.626214906,0.2,,17031081500,Cash,Taxi Affiliation Services,720,8,0.0
6,7.45,3,18,7,1364669100,41.934762456,-87.639853859,41.921877461,-87.66407824,1.9,,17031832500,Cash,,540,7,0.0
6,6.45,7,23,7,1405208700,41.934762456,-87.639853859,41.914616286,-87.631717366,1.4,,17031071500,Cash,Taxi Affiliation Services,420,7,0.0
6,6.85,2,10,1,1361095200,41.934762456,-87.639853859,41.914616286,-87.631717366,1.5,,17031071500,Credit Card,,360,7,2.0
6,11.85,8,21,7,1440277200,41.934762456,-87.639853859,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Blue Ribbon Taxi Association Inc.,900,32,2.0
6,11.85,8,9,6,1440148500,41.934762456,-87.639853859,41.877406123,-87.621971652,0.2,,17031320400,Credit Card,Taxi Affiliation Services,600,32,2.35
6,13.65,8,17,6,1376674200,41.934762456,-87.639853859,41.877406123,-87.621971652,4.2,,17031320400,Cash,,1380,32,0.0
6,4.25,6,17,7,1372527900,41.934762456,-87.639853859,41.938232293,-87.646782081,0.6,,17031063100,Cash,,120,6,0.0
6,18.45,4,9,7,1398505500,41.934762456,-87.639853859,41.859349715,-87.617358006,0.4,,17031330100,Cash,Taxi Affiliation Services,1440,33,0.0
6,17.25,12,18,6,1450462500,41.934762456,-87.639853859,41.859349715,-87.617358006,0.3,,17031330100,Cash,Taxi Affiliation Services,1560,33,0.0
6,6.05,9,13,7,1379165400,41.934762456,-87.639853859,41.936237179,-87.656411531,0.0,,17031062900,Cash,Taxi Affiliation Services,420,6,0.0
6,10.65,2,13,1,1393160400,41.934762456,-87.639853859,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,540,8,0.0
6,12.45,4,12,2,1397479500,41.934762456,-87.639853859,41.884987192,-87.620992913,4.9,,17031320100,Cash,,600,32,0.0
6,12.45,8,12,5,1408017600,41.934762456,-87.639853859,41.884987192,-87.620992913,4.4,,17031320100,Credit Card,Dispatch Taxi Affiliation,780,32,3.7
6,12.45,6,8,6,1372409100,41.934762456,-87.639853859,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,1080,32,2.0
6,13.45,6,8,3,1403598600,41.934762456,-87.639853859,41.880994471,-87.632746489,4.8,,17031839100,Cash,,960,32,0.0
6,6.85,1,1,2,1358730900,41.934762456,-87.639853859,41.949139771,-87.656803909,0.0,,17031061100,Cash,Blue Ribbon Taxi Association Inc.,480,6,0.0
6,7.85,9,4,1,1442722500,41.934762456,-87.639853859,41.949220914,-87.651970395,1.7,,17031061000,Cash,Northwest Management LLC,600,6,0.0
6,5.25,7,21,7,1469307600,41.934762456,-87.639853859,41.929046937,-87.651310877,0.8,,17031070300,Credit Card,Dispatch Taxi Affiliation,240,7,2.0
6,11.45,3,21,7,1364075100,41.934762456,-87.639853859,41.892072635,-87.628874157,0.2,,17031081600,Credit Card,Blue Ribbon Taxi Association Inc.,720,8,1.5
6,13.85,1,20,7,1389473100,41.934762456,-87.639853859,41.912364354,-87.675062757,0.0,,17031240300,Credit Card,Taxi Affiliation Services,960,24,2.75
6,10.65,8,8,5,1408005900,41.934762456,-87.639853859,41.89321636,-87.63784421,3.7,,17031081800,Credit Card,,720,8,2.0
10,30.25,1,23,6,1452898800,41.985015101,-87.804532006,41.899602111,-87.633308037,10.7,,,Cash,Taxi Affiliation Services,1680,8,0.0
10,19.25,6,9,7,1403341200,41.985015101,-87.804532006,41.980264315,-87.913624596,0.0,,,Cash,Taxi Affiliation Services,1560,76,0.0
10,15.85,9,15,4,1441812600,41.985015101,-87.804532006,41.980264315,-87.913624596,6.5,,,Cash,Taxi Affiliation Services,840,76,0.0
10,3.25,6,22,5,1403822700,41.985015101,-87.804532006,41.985015101,-87.804532006,0.0,,,Cash,Northwest Management LLC,0,10,0.0
10,36.04,12,13,1,1451221200,41.985015101,-87.804532006,41.985015101,-87.804532006,17.4,,,Cash,,1680,10,0.0
10,3.25,9,6,3,1409639400,41.985015101,-87.804532006,41.985015101,-87.804532006,0.0,,,Cash,,60,10,0.0
10,3.25,5,19,5,1398971700,41.985015101,-87.804532006,41.985015101,-87.804532006,0.0,,,Cash,4623 - Jay Kim,0,10,0.0
10,5.85,3,10,3,1394532900,41.985015101,-87.804532006,41.993930128,-87.758353588,0.0,,,Cash,Taxi Affiliation Services,240,12,0.0
10,20.1,12,7,2,1418627700,41.985015101,-87.804532006,41.978829526,-87.771166703,0.0,,,Unknown,Blue Ribbon Taxi Association Inc.,0,11,0.0
68,8.65,7,15,2,1436801400,41.777196255,-87.642497527,41.77887686,-87.594925439,2.3,,,Cash,Taxi Affiliation Services,660,42,0.0
6,7.85,9,14,7,1411827300,41.936159071,-87.661265218,41.914747305,-87.654007029,1.9,,17031832600,Cash,,540,7,0.0
6,8.25,3,0,7,1395446400,41.936159071,-87.661265218,41.921778188,-87.651061884,2.5,,17031071100,Cash,Taxi Affiliation Services,540,7,0.0
6,6.65,3,7,4,1362553200,41.936159071,-87.661265218,41.936159071,-87.661265218,0.0,,17031062800,Cash,Taxi Affiliation Services,0,6,0.0
6,10.65,7,20,7,1406404800,41.936159071,-87.661265218,41.906025969,-87.675311622,0.31,,17031241400,Cash,,900,24,0.0
6,16.45,3,15,6,1363359600,41.936159071,-87.661265218,41.890922026,-87.618868355,5.1,,17031081403,Cash,,1500,8,0.0
6,5.05,5,22,6,1368225900,41.936159071,-87.661265218,41.946294536,-87.654298084,0.8,,17031832000,Cash,,240,6,0.0
6,6.05,6,22,2,1434406500,41.936159071,-87.661265218,41.946294536,-87.654298084,0.9,,17031832000,Cash,,480,6,0.0
6,9.65,1,19,6,1390590900,41.936159071,-87.661265218,41.908378669,-87.670945075,2.5,,17031241500,Cash,Choice Taxi Association,840,24,0.0
6,11.25,10,22,5,1413497700,41.936159071,-87.661265218,41.902788048,-87.62614559,4.1,,17031081202,Cash,Taxi Affiliation Services,780,8,0.0
6,8.05,4,19,7,1366487100,41.936159071,-87.661265218,41.912364354,-87.675062757,2.1,,17031240300,Cash,Choice Taxi Association,600,24,0.0
6,4.45,4,19,7,1398541500,41.936159071,-87.661265218,41.94258518,-87.656644092,0.6,,17031062200,Cash,,180,6,0.0
6,17.05,3,2,1,1364091300,41.936159071,-87.661265218,41.87101588,-87.631406525,0.4,,17031839000,Cash,Blue Ribbon Taxi Association Inc.,960,32,0.0
7,12.05,4,18,4,1429728300,41.921701492,-87.655911848,41.892507781,-87.626214906,0.2,,17031081500,Cash,Taxi Affiliation Services,1140,8,0.0
7,3.45,8,12,7,1406983500,41.921701492,-87.655911848,41.921778188,-87.651061884,0.1,,17031071100,Cash,,60,7,0.0
7,7.25,11,2,7,1416017700,41.921701492,-87.655911848,41.938391258,-87.63857492,1.9,,17031063200,Cash,,420,6,2.0
7,8.05,10,1,7,1446255000,41.921701492,-87.655911848,41.938232293,-87.646782081,2.1,,17031063100,Credit Card,Choice Taxi Association,600,6,2.0
7,7.65,2,23,7,1391902200,41.921701492,-87.655911848,41.934539716,-87.643022804,1.8,,17031063301,Cash,Taxi Affiliation Services,660,6,0.0
7,7.65,11,1,1,1383442200,41.921701492,-87.655911848,41.936086535,-87.666110694,2.1,,17031062700,Cash,Dispatch Taxi Affiliation,480,6,0.0
7,12.05,6,15,7,1433602800,41.921701492,-87.655911848,41.879066994,-87.657005027,3.3,,17031833100,Cash,0694 - 59280 Chinesco Trans Inc,1200,28,0.0
7,8.05,5,1,7,1368838800,41.921701492,-87.655911848,41.900221297,-87.629105186,2.1,,17031081100,Cash,Dispatch Taxi Affiliation,600,8,0.0
7,10.45,1,12,1,1390133700,41.921701492,-87.655911848,41.892072635,-87.628874157,3.2,,17031081600,Cash,,840,8,0.0
7,8.44,4,20,7,1367092800,41.921701492,-87.655911848,41.929077655,-87.646293476,2.3,,17031070200,Cash,,720,7,0.0
7,9.25,6,0,1,1433637900,41.921701492,-87.655911848,41.89321636,-87.63784421,2.7,,17031081800,Cash,,660,8,0.0
6,7.25,5,3,1,1431228600,41.934539716,-87.643022804,41.962178629,-87.645378762,3.9,,17031031400,Credit Card,Choice Taxi Association,540,3,3.0
6,8.25,9,12,1,1378642500,41.934539716,-87.643022804,41.945282331,-87.661545096,0.1,,17031061500,Cash,Blue Ribbon Taxi Association Inc.,720,6,0.0
33,9.45,11,8,3,1416298500,41.859349715,-87.617358006,,,1.9,,,Cash,Taxi Affiliation Services,900,,0.0
33,9.85,5,21,2,1369084500,41.859349715,-87.617358006,,,2.7,,,Credit Card,,720,,2.0
33,6.45,3,21,1,1362347100,41.859349715,-87.617358006,41.849246754,-87.624135298,0.0,,17031841000,Cash,Taxi Affiliation Services,240,33,0.0
33,7.65,6,23,7,1371339000,41.859349715,-87.617358006,41.849246754,-87.624135298,0.0,,17031841000,Cash,Taxi Affiliation Services,300,33,0.0
33,8.45,8,20,7,1440274500,41.859349715,-87.617358006,41.892507781,-87.626214906,2.0,,17031081500,Cash,0694 - 59280 Chinesco Trans Inc,720,8,0.0
33,16.05,4,17,3,1429030800,41.859349715,-87.617358006,41.892507781,-87.626214906,3.1,,17031081500,Credit Card,,1920,8,4.26
33,13.25,11,18,7,1385837100,41.859349715,-87.617358006,41.892507781,-87.626214906,3.0,,17031081500,Cash,,1440,8,0.0
33,14.0,9,13,3,1473771600,41.859349715,-87.617358006,41.892507781,-87.626214906,3.2,,17031081500,Credit Card,Choice Taxi Association,1320,8,2.8
33,8.85,12,13,6,1449840600,41.859349715,-87.617358006,41.892507781,-87.626214906,0.1,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
33,9.85,7,11,6,1436528700,41.859349715,-87.617358006,41.892042136,-87.63186395,0.1,,17031081700,Cash,Taxi Affiliation Services,780,8,0.0
33,10.85,8,17,3,1377622800,41.859349715,-87.617358006,41.892042136,-87.63186395,0.1,,17031081700,Credit Card,Choice Taxi Association,900,8,2.95
33,9.05,8,11,6,1438947900,41.859349715,-87.617358006,41.892042136,-87.63186395,2.3,,17031081700,Credit Card,,660,8,3.0
33,9.45,12,20,4,1450298700,41.859349715,-87.617358006,41.892042136,-87.63186395,2.6,,17031081700,Credit Card,Taxi Affiliation Services,720,8,2.0
33,11.05,6,9,2,1370854800,41.859349715,-87.617358006,41.892042136,-87.63186395,0.0,,17031081700,Cash,Northwest Management LLC,1020,8,0.0
33,15.45,9,20,3,1410899400,41.859349715,-87.617358006,41.93057857,-87.642206313,5.54,,17031070102,Cash,,900,7,0.0
33,39.45,3,7,2,1395645300,41.859349715,-87.617358006,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,2820,76,10.35
33,44.65,1,17,2,1422292500,41.859349715,-87.617358006,41.97907082,-87.903039661,1.3,,17031980000,Credit Card,Taxi Affiliation Services,3420,76,4.0
33,42.25,6,14,2,1433168100,41.859349715,-87.617358006,41.97907082,-87.903039661,20.7,,17031980000,Cash,Choice Taxi Association,2640,76,0.0
33,18.45,1,17,7,1390065300,41.859349715,-87.617358006,41.958154876,-87.653021789,0.0,,17031032100,Credit Card,Taxi Affiliation Services,1320,3,3.85
33,10.25,3,20,6,1394827200,41.859349715,-87.617358006,41.856333217,-87.659564239,2.8,,17031310600,Cash,,900,31,0.0
33,8.45,1,10,5,1359024300,41.859349715,-87.617358006,41.877406123,-87.621971652,0.1,,17031320400,Credit Card,Taxi Affiliation Services,660,32,2.0
33,6.85,9,13,4,1442410200,41.859349715,-87.617358006,41.877406123,-87.621971652,0.0,,17031320400,Cash,Blue Ribbon Taxi Association Inc.,600,32,0.0
33,8.05,3,16,5,1427387400,41.859349715,-87.617358006,41.877406123,-87.621971652,1.9,,17031320400,Cash,Taxi Affiliation Services,540,32,0.0
33,7.65,3,18,1,1362333600,41.859349715,-87.617358006,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,420,32,0.0
33,8.45,3,18,7,1425752100,41.859349715,-87.617358006,41.877406123,-87.621971652,2.2,,17031320400,Cash,Taxi Affiliation Services,660,32,0.0
33,8.25,12,14,3,1451398500,41.859349715,-87.617358006,41.877406123,-87.621971652,1.8,,17031320400,Cash,Taxi Affiliation Services,600,32,0.0
33,5.65,7,9,2,1404723600,41.859349715,-87.617358006,41.877406123,-87.621971652,1.1,,17031320400,Credit Card,Northwest Management LLC,360,32,3.0
33,17.65,5,15,1,1431271800,41.859349715,-87.617358006,41.877406123,-87.621971652,7.4,,17031320400,Credit Card,,960,32,3.53
33,7.05,4,15,5,1429802100,41.859349715,-87.617358006,41.877406123,-87.621971652,0.1,,17031320400,Credit Card,Taxi Affiliation Services,420,32,2.0
33,9.05,6,13,1,1372598100,41.859349715,-87.617358006,41.877406123,-87.621971652,2.2,,17031320400,Cash,,540,32,0.0
33,7.85,9,16,2,1412009100,41.859349715,-87.617358006,41.877406123,-87.621971652,2.1,,17031320400,Cash,Dispatch Taxi Affiliation,540,32,0.0
33,5.85,5,11,7,1401534000,41.859349715,-87.617358006,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,300,33,0.0
33,5.05,9,15,4,1410966900,41.859349715,-87.617358006,41.859349715,-87.617358006,0.9,,17031330100,Cash,,180,33,0.0
33,3.65,6,5,2,1433739600,41.859349715,-87.617358006,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,120,33,0.0
33,5.25,11,13,3,1447163100,41.859349715,-87.617358006,41.859349715,-87.617358006,0.7,,17031330100,Credit Card,,300,33,3.0
33,7.65,9,9,4,1410341400,41.859349715,-87.617358006,41.859349715,-87.617358006,1.0,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
33,5.85,4,16,5,1428595200,41.859349715,-87.617358006,41.859349715,-87.617358006,0.8,,17031330100,Credit Card,Taxi Affiliation Services,420,33,1.0
33,3.25,1,19,4,1421867700,41.859349715,-87.617358006,41.859349715,-87.617358006,0.0,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,0,33,0.0
33,6.25,12,15,3,1417532400,41.859349715,-87.617358006,41.859349715,-87.617358006,1.1,,17031330100,Credit Card,Northwest Management LLC,360,33,3.0
33,4.25,4,14,5,1397140200,41.859349715,-87.617358006,41.859349715,-87.617358006,0.0,,17031330100,Cash,Choice Taxi Association,180,33,0.0
33,7.05,7,21,2,1374528600,41.859349715,-87.617358006,41.859349715,-87.617358006,0.0,,17031330100,Cash,Choice Taxi Association,480,33,0.0
33,39.25,11,13,1,1416142800,41.859349715,-87.617358006,41.859349715,-87.617358006,19.0,,17031330100,Credit Card,,2400,33,8.25
33,13.45,2,0,7,1391215500,41.859349715,-87.617358006,41.906025969,-87.675311622,4.8,,17031241400,Cash,Northwest Management LLC,1020,24,0.0
33,6.25,6,12,7,1372509000,41.859349715,-87.617358006,41.851017824,-87.635091856,1.0,,17031841100,Cash,Dispatch Taxi Affiliation,420,34,0.0
33,12.85,5,16,5,1369930500,41.859349715,-87.617358006,41.907520075,-87.6266589,0.0,,17031080100,Cash,Choice Taxi Association,1020,8,0.0
33,10.65,11,15,7,1385826300,41.859349715,-87.617358006,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,840,8,0.0
33,9.5,12,17,4,1482946200,41.859349715,-87.617358006,41.890922026,-87.618868355,0.1,,17031081403,Cash,Taxi Affiliation Services,780,8,0.0
33,12.25,3,18,7,1427565600,41.859349715,-87.617358006,41.890922026,-87.618868355,2.8,,17031081403,Cash,,1200,8,0.0
33,10.25,9,21,2,1410211800,41.859349715,-87.617358006,41.890922026,-87.618868355,2.9,,17031081403,Credit Card,Taxi Affiliation Services,900,8,2.05
33,8.65,8,16,7,1408207500,41.859349715,-87.617358006,41.890922026,-87.618868355,2.6,,17031081403,Credit Card,,480,8,3.0
33,7.45,4,0,1,1365294600,41.859349715,-87.617358006,41.890922026,-87.618868355,1.9,,17031081403,Cash,,480,8,0.0
33,9.05,3,11,7,1394881200,41.859349715,-87.617358006,41.890922026,-87.618868355,2.2,,17031081403,Cash,Taxi Affiliation Services,720,8,0.0
33,7.25,3,17,1,1396200600,41.859349715,-87.617358006,41.890922026,-87.618868355,0.1,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
33,13.05,10,17,6,1444411800,41.859349715,-87.617358006,41.890922026,-87.618868355,3.4,,17031081403,Credit Card,Choice Taxi Association,1380,8,2.0
33,9.85,4,18,1,1398017700,41.859349715,-87.617358006,41.890922026,-87.618868355,2.7,,17031081403,Cash,,720,8,0.0
33,10.5,8,14,1,1471788000,41.859349715,-87.617358006,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,720,32,0.0
33,12.0,7,0,7,1467420300,41.859349715,-87.617358006,41.884987192,-87.620992913,2.8,,17031320100,Cash,Taxi Affiliation Services,1020,32,0.0
33,8.25,2,0,4,1391560200,41.859349715,-87.617358006,41.884987192,-87.620992913,0.1,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
33,7.25,8,21,3,1439932500,41.859349715,-87.617358006,41.884987192,-87.620992913,1.5,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
33,8.25,10,11,1,1414322100,41.859349715,-87.617358006,41.884987192,-87.620992913,2.1,,17031320100,Cash,,540,32,0.0
33,10.85,12,17,3,1448990100,41.859349715,-87.617358006,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,960,32,0.0
33,6.25,4,15,3,1398178800,41.859349715,-87.617358006,41.884987192,-87.620992913,1.4,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
33,8.25,4,17,4,1397667600,41.859349715,-87.617358006,41.884987192,-87.620992913,2.1,,17031320100,Cash,KOAM Taxi Association,600,32,0.0
33,7.25,7,8,3,1406621700,41.859349715,-87.617358006,41.884987192,-87.620992913,1.7,,17031320100,Cash,,540,32,0.0
33,8.45,11,22,4,1447884900,41.859349715,-87.617358006,41.884987192,-87.620992913,2.0,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
33,15.05,8,18,1,1377453600,41.859349715,-87.617358006,41.884987192,-87.620992913,2.1,,17031320100,Cash,,1920,32,0.0
33,7.05,6,11,6,1403262900,41.859349715,-87.617358006,41.884987192,-87.620992913,1.6,,17031320100,Credit Card,,360,32,2.0
33,7.45,2,10,3,1391510700,41.859349715,-87.617358006,41.884987192,-87.620992913,1.7,,17031320100,Credit Card,Taxi Affiliation Services,480,32,1.0
33,6.85,4,9,6,1365759000,41.859349715,-87.617358006,41.880994471,-87.632746489,0.1,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,360,32,2.0
33,8.0,12,9,3,1482829200,41.859349715,-87.617358006,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,0118 - 42111 Godfrey S.Awir,480,32,3.0
33,6.25,5,8,6,1431072000,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
33,6.85,9,7,3,1410852600,41.859349715,-87.617358006,41.880994471,-87.632746489,1.4,,17031839100,Cash,,420,32,0.0
33,10.05,7,23,6,1436571000,41.859349715,-87.617358006,41.880994471,-87.632746489,2.9,,17031839100,Cash,Taxi Affiliation Services,780,32,0.0
33,9.85,3,19,4,1394046900,41.859349715,-87.617358006,41.880994471,-87.632746489,2.5,,17031839100,Cash,Taxi Affiliation Services,780,32,0.0
33,8.65,7,14,3,1436279400,41.859349715,-87.617358006,41.880994471,-87.632746489,2.0,,17031839100,Credit Card,Taxi Affiliation Services,720,32,2.0
33,7.25,6,10,5,1403778600,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,480,32,0.0
33,7.85,9,17,5,1380215700,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,600,32,2.0
33,7.65,6,14,4,1435156200,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,600,32,1.5
33,5.85,12,11,3,1417520700,41.859349715,-87.617358006,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,Dispatch Taxi Affiliation,360,32,2.0
33,7.65,10,9,1,1413711000,41.859349715,-87.617358006,41.880994471,-87.632746489,0.1,,17031839100,Credit Card,Taxi Affiliation Services,420,32,2.0
33,9.85,6,9,5,1402563600,41.859349715,-87.617358006,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,1020,32,0.0
33,8.25,2,15,2,1423496700,41.859349715,-87.617358006,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
33,7.45,7,8,4,1375260300,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,480,32,0.0
33,10.05,6,8,2,1370851200,41.859349715,-87.617358006,41.880994471,-87.632746489,2.9,,17031839100,Credit Card,,780,32,2.0
33,8.65,7,16,5,1437063300,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,600,32,2.0
33,7.05,8,18,1,1407695400,41.859349715,-87.617358006,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
33,11.05,4,20,3,1429647300,41.859349715,-87.617358006,41.88528132,-87.6572332,3.0,,17031833000,Cash,Taxi Affiliation Services,960,28,0.0
33,9.85,6,19,3,1433876400,41.859349715,-87.617358006,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Blue Ribbon Taxi Association Inc.,960,8,5.0
33,15.0,10,14,5,1476972000,41.859349715,-87.617358006,41.879066994,-87.657005027,3.4,,17031833100,Cash,,1440,28,0.0
33,24.05,6,12,7,1402144200,41.859349715,-87.617358006,41.965141709,-87.676578071,9.9,,17031830800,Cash,Dispatch Taxi Affiliation,1680,4,0.0
33,10.25,11,16,3,1415118600,41.859349715,-87.617358006,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,840,28,0.0
33,8.65,3,10,6,1426242600,41.859349715,-87.617358006,41.879255084,-87.642648998,0.1,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,660,28,2.0
33,8.05,7,22,7,1404597600,41.859349715,-87.617358006,41.879255084,-87.642648998,2.2,,17031281900,Cash,,600,28,0.0
33,12.65,3,16,3,1362501000,41.859349715,-87.617358006,41.879255084,-87.642648998,3.4,,17031281900,Cash,,1140,28,0.0
33,9.25,7,19,2,1438025400,41.859349715,-87.617358006,41.879255084,-87.642648998,2.3,,17031281900,Cash,Taxi Affiliation Services,720,28,0.0
33,8.85,5,10,6,1399630500,41.859349715,-87.617358006,41.879255084,-87.642648998,2.3,,17031281900,Cash,,660,28,0.0
33,6.25,6,13,7,1402751700,41.859349715,-87.617358006,41.879255084,-87.642648998,1.3,,17031281900,Credit Card,Taxi Affiliation Services,360,28,2.0
33,12.85,11,21,2,1448917200,41.859349715,-87.617358006,41.902788048,-87.62614559,4.0,,17031081202,Credit Card,Taxi Affiliation Services,1080,8,2.0
33,8.85,1,20,2,1422304200,41.859349715,-87.617358006,41.892072635,-87.628874157,2.5,,17031081600,Cash,,600,8,0.0
33,12.65,7,14,4,1406729700,41.859349715,-87.617358006,41.89503345,-87.619710672,0.2,,17031081401,Credit Card,Taxi Affiliation Services,1320,8,4.05
33,10.65,3,18,5,1426788900,41.859349715,-87.617358006,41.89503345,-87.619710672,2.3,,17031081401,Cash,Taxi Affiliation Services,1080,8,0.0
33,8.85,3,17,1,1396198800,41.859349715,-87.617358006,41.89503345,-87.619710672,2.5,,17031081401,Cash,,600,8,0.0
33,6.25,12,13,7,1419082200,41.859349715,-87.617358006,41.870607372,-87.622172937,0.0,,17031320600,Credit Card,Blue Ribbon Taxi Association Inc.,420,32,2.0
33,6.45,11,16,5,1415894400,41.859349715,-87.617358006,41.870607372,-87.622172937,0.0,,17031320600,Cash,Blue Ribbon Taxi Association Inc.,480,32,0.0
33,7.25,9,20,7,1411849800,41.859349715,-87.617358006,41.870607372,-87.622172937,1.8,,17031320600,Credit Card,Taxi Affiliation Services,480,32,3.0
33,6.65,6,16,4,1402502400,41.859349715,-87.617358006,41.870607372,-87.622172937,1.5,,17031320600,Cash,Taxi Affiliation Services,360,32,0.0
33,4.84,11,14,2,1416837600,41.859349715,-87.617358006,41.870607372,-87.622172937,0.6,,17031320600,Credit Card,,240,32,2.0
33,8.0,10,17,2,1477328400,41.859349715,-87.617358006,41.870607372,-87.622172937,0.1,,17031320600,Credit Card,Blue Ribbon Taxi Association Inc.,300,32,3.0
33,9.25,4,18,7,1459620000,41.859349715,-87.617358006,41.870607372,-87.622172937,1.7,,17031320600,Credit Card,,780,32,2.0
33,4.45,3,21,7,1395522000,41.859349715,-87.617358006,41.870607372,-87.622172937,0.4,,17031320600,Cash,,180,32,0.0
33,4.45,8,21,6,1406928600,41.859349715,-87.617358006,41.87101588,-87.631406525,0.6,,17031839000,Cash,Choice Taxi Association,180,32,0.0
33,12.45,5,13,1,1400419800,41.859349715,-87.617358006,41.899155613,-87.626210532,3.7,,17031081201,Cash,Taxi Affiliation Services,1080,8,0.0
33,16.85,5,18,2,1400522400,41.859349715,-87.617358006,41.899155613,-87.626210532,3.7,,17031081201,Cash,,2040,8,0.0
33,11.45,10,11,2,1444650300,41.859349715,-87.617358006,41.899155613,-87.626210532,3.35,,17031081201,Cash,,840,8,0.0
33,9.65,3,8,5,1394095500,41.859349715,-87.617358006,41.899155613,-87.626210532,0.1,,17031081201,Cash,Taxi Affiliation Services,720,8,0.0
33,12.65,12,18,7,1387044000,41.859349715,-87.617358006,41.899155613,-87.626210532,0.1,,17031081201,Cash,Taxi Affiliation Services,1500,8,0.0
33,21.65,10,13,4,1381324500,41.859349715,-87.617358006,41.785998518,-87.750934289,0.6,,17031980100,Credit Card,Taxi Affiliation Services,1140,56,4.9
33,24.85,11,7,4,1385538300,41.859349715,-87.617358006,41.785998518,-87.750934289,0.6,,17031980100,Cash,Taxi Affiliation Services,1680,56,0.0
33,10.65,9,15,1,1443368700,41.859349715,-87.617358006,41.89321636,-87.63784421,3.1,,17031081800,Credit Card,,840,8,2.0
33,10.65,6,13,3,1401801300,41.859349715,-87.617358006,41.898331794,-87.620762865,3.1,,17031081300,Credit Card,Dispatch Taxi Affiliation,780,8,2.0
33,10.65,9,16,4,1409762700,41.859349715,-87.617358006,41.898331794,-87.620762865,0.1,,17031081300,Credit Card,Taxi Affiliation Services,840,8,2.2
33,10.45,5,18,1,1433095200,41.859349715,-87.617358006,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,780,8,0.0
33,9.45,2,16,1,1424621700,41.859349715,-87.617358006,41.898331794,-87.620762865,0.1,,17031081300,Credit Card,Taxi Affiliation Services,540,8,0.0
33,10.05,8,16,4,1440000000,41.859349715,-87.617358006,41.898331794,-87.620762865,3.3,,17031081300,Credit Card,,780,8,2.0
33,9.65,7,14,2,1374504300,41.859349715,-87.617358006,41.898331794,-87.620762865,2.8,,17031081300,Credit Card,,660,8,2.0
33,14.25,4,16,4,1398270600,41.859349715,-87.617358006,41.898331794,-87.620762865,4.0,,17031081300,Credit Card,,1380,8,1.0
33,9.85,3,17,7,1393695000,41.859349715,-87.617358006,41.898331794,-87.620762865,0.1,,17031081300,Cash,Taxi Affiliation Services,660,8,0.0
33,9.65,8,18,5,1407437100,41.859349715,-87.617358006,41.867902418,-87.642958665,2.3,,17031841900,Credit Card,,780,28,2.0
33,12.25,12,20,5,1418933700,41.859349715,-87.617358006,41.87866742,-87.671653621,4.1,,17031838100,Credit Card,Taxi Affiliation Services,840,28,2.65
24,8.85,4,12,7,1365252300,41.906025969,-87.675311622,41.921877461,-87.66407824,0.0,,17031832500,Cash,Taxi Affiliation Services,840,7,0.0
24,10.25,4,2,1,1429409700,41.906025969,-87.675311622,41.892042136,-87.63186395,3.3,,17031081700,Credit Card,Dispatch Taxi Affiliation,600,8,2.25
24,14.05,1,21,6,1390599000,41.906025969,-87.675311622,41.953400044,-87.646007066,0.3,,17031060800,Cash,Taxi Affiliation Services,1260,6,0.0
24,9.05,7,15,7,1405784700,41.906025969,-87.675311622,41.914747305,-87.654007029,0.1,,17031832600,Credit Card,Taxi Affiliation Services,900,7,3.0
24,13.45,5,5,7,1399093200,41.906025969,-87.675311622,41.958154876,-87.653021789,4.8,,17031032100,Credit Card,Taxi Affiliation Services,1020,3,0.2
24,10.45,3,12,7,1363436100,41.906025969,-87.675311622,41.921778188,-87.651061884,2.4,,17031071100,Cash,,1140,7,0.0
24,7.85,8,1,1,1407635100,41.906025969,-87.675311622,41.921778188,-87.651061884,2.2,,17031071100,Credit Card,Choice Taxi Association,660,7,2.0
24,11.05,7,4,1,1373775300,41.906025969,-87.675311622,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,600,32,0.0
24,5.65,9,13,6,1410528600,41.906025969,-87.675311622,41.900560384,-87.69419737,1.0,,17031242600,Cash,,360,24,0.0
24,6.65,8,1,6,1407462300,41.906025969,-87.675311622,41.89830587,-87.653613982,1.1,,17031842300,Cash,,480,24,0.0
24,9.65,3,3,7,1394249400,41.906025969,-87.675311622,41.936159071,-87.661265218,2.8,,17031062800,Credit Card,Northwest Management LLC,720,6,2.1
24,9.44,8,0,1,1375576200,41.906025969,-87.675311622,41.921701492,-87.655911848,2.3,,17031071000,Credit Card,,780,7,3.0
24,34.65,5,21,2,1399931100,41.906025969,-87.675311622,41.906025969,-87.675311622,0.0,,17031241400,Credit Card,Taxi Affiliation Services,0,24,6.9
24,4.05,8,17,7,1439053200,41.906025969,-87.675311622,41.906025969,-87.675311622,0.4,,17031241400,Cash,,120,24,0.0
24,7.85,11,2,1,1416709800,41.906025969,-87.675311622,41.892658108,-87.652534484,2.3,,17031243500,Cash,Taxi Affiliation Services,480,24,0.0
24,5.05,1,22,6,1388787300,41.906025969,-87.675311622,41.899589796,-87.674719134,0.8,,17031242200,Cash,Taxi Affiliation Services,240,24,0.0
24,5.25,1,23,5,1389311100,41.906025969,-87.675311622,41.899589796,-87.674719134,1.0,,17031242200,Cash,,240,24,0.0
24,5.75,4,19,7,1459626300,41.906025969,-87.675311622,41.899506548,-87.679600287,0.9,,17031242300,Credit Card,,300,24,2.0
24,4.25,1,0,4,1388536200,41.906025969,-87.675311622,41.899506548,-87.679600287,0.5,,17031242300,Cash,Choice Taxi Association,180,24,0.0
24,6.05,6,3,7,1370058300,41.906025969,-87.675311622,41.921125914,-87.699754406,0.0,,17031221300,Cash,Blue Ribbon Taxi Association Inc.,300,22,0.0
24,6.45,4,2,7,1367029800,41.906025969,-87.675311622,41.899737388,-87.664953917,1.2,,17031242000,Credit Card,,420,24,2.0
24,9.85,6,3,1,1370746800,41.906025969,-87.675311622,41.934659157,-87.646729729,0.0,,17031063400,Cash,Dispatch Taxi Affiliation,600,6,0.0
24,12.25,10,20,4,1412195400,41.906025969,-87.675311622,41.884987192,-87.620992913,0.2,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,1020,32,0.0
24,10.25,5,19,7,1368904500,41.906025969,-87.675311622,41.884987192,-87.620992913,3.3,,17031320100,Credit Card,,660,32,2.0
24,10.05,3,14,7,1393684200,41.906025969,-87.675311622,41.880994471,-87.632746489,3.1,,17031839100,Cash,Choice Taxi Association,600,32,0.0
24,9.65,3,3,1,1394334000,41.906025969,-87.675311622,41.88528132,-87.6572332,3.1,,17031833000,Cash,KOAM Taxi Association,4260,28,0.0
24,11.65,4,4,7,1396671300,41.906025969,-87.675311622,41.949139771,-87.656803909,0.2,,17031061100,Cash,Taxi Affiliation Services,780,6,0.0
24,8.85,7,21,5,1406843100,41.906025969,-87.675311622,41.879255084,-87.642648998,2.9,,17031281900,Credit Card,Dispatch Taxi Affiliation,480,28,5.0
24,9.25,8,22,7,1408228200,41.906025969,-87.675311622,41.892072635,-87.628874157,3.1,,17031081600,Cash,Taxi Affiliation Services,480,8,0.0
24,8.45,11,22,6,1385160300,41.906025969,-87.675311622,41.885300022,-87.642808466,0.0,,17031280100,Cash,Choice Taxi Association,480,28,0.0
24,8.85,2,20,6,1393014600,41.906025969,-87.675311622,41.885300022,-87.642808466,2.8,,17031280100,Credit Card,Taxi Affiliation Services,540,28,2.0
24,8.25,10,19,5,1413488700,41.906025969,-87.675311622,41.885300022,-87.642808466,2.4,,17031280100,Cash,,540,28,0.0
24,11.85,12,22,6,1417817700,41.906025969,-87.675311622,41.89503345,-87.619710672,0.2,,17031081401,Cash,Taxi Affiliation Services,900,8,0.0
24,5.45,1,0,3,1358815500,41.906025969,-87.675311622,41.899422254,-87.684490122,1.2,,17031242400,Cash,,180,24,0.0
24,9.65,2,22,7,1391896800,41.906025969,-87.675311622,41.899155613,-87.626210532,3.1,,17031081201,Cash,,660,8,0.0
24,12.85,2,23,5,1423178100,41.906025969,-87.675311622,41.89321636,-87.63784421,3.6,,17031081800,Cash,,0,8,0.0
24,8.25,4,3,1,1429415100,41.906025969,-87.675311622,41.89321636,-87.63784421,2.4,,17031081800,Credit Card,Taxi Affiliation Services,480,8,3.0
24,11.05,10,2,7,1444444200,41.906025969,-87.675311622,41.898331794,-87.620762865,0.2,,17031081300,Cash,Taxi Affiliation Services,600,8,0.0
24,8.45,7,17,7,1374339600,41.906025969,-87.675311622,41.90749193,-87.63576009,0.0,,17031080300,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
24,10.25,6,1,1,1434849300,41.906025969,-87.675311622,41.867902418,-87.642958665,3.8,,17031841900,Cash,Choice Taxi Association,600,28,0.0
24,6.05,4,20,5,1430425800,41.892658108,-87.652534484,41.892507781,-87.626214906,1.2,,17031081500,Cash,,360,8,0.0
24,6.45,7,1,6,1435887900,41.892658108,-87.652534484,41.892042136,-87.63186395,1.4,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
24,6.45,12,12,7,1387022400,41.892658108,-87.652534484,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,420,8,2.0
24,9.65,9,0,1,1410652800,41.892658108,-87.652534484,41.93057857,-87.642206313,3.2,,17031070102,Cash,,600,7,0.0
24,34.25,9,21,2,1442266200,41.892658108,-87.652534484,41.97907082,-87.903039661,16.5,,17031980000,Cash,Taxi Affiliation Services,1200,76,0.0
24,8.85,6,16,7,1403973000,41.892658108,-87.652534484,41.900265687,-87.63210922,0.2,,17031081000,Cash,,660,8,0.0
24,10.05,10,19,3,1412708400,41.892658108,-87.652534484,41.914616286,-87.631717366,2.6,,17031071500,Credit Card,Taxi Affiliation Services,840,7,2.0
24,23.05,8,14,5,1407421800,41.892658108,-87.652534484,41.89830587,-87.653613982,0.6,,17031842300,Cash,Taxi Affiliation Services,3540,24,0.0
24,11.45,7,16,7,1436028300,41.892658108,-87.652534484,41.859349715,-87.617358006,3.7,,17031330100,Cash,KOAM Taxi Association,720,33,0.0
24,6.45,8,23,7,1408834800,41.892658108,-87.652534484,41.906025969,-87.675311622,1.6,,17031241400,Credit Card,,360,24,2.0
24,3.25,9,19,6,1411153200,41.892658108,-87.652534484,41.892658108,-87.652534484,0.0,,17031243500,Cash,Taxi Affiliation Services,0,24,0.0
24,3.25,7,18,6,1405104300,41.892658108,-87.652534484,41.892658108,-87.652534484,0.0,,17031243500,Cash,Taxi Affiliation Services,0,24,0.0
24,8.25,5,17,6,1367603100,41.892658108,-87.652534484,41.899589796,-87.674719134,0.0,,17031242200,Cash,Taxi Affiliation Services,660,24,0.0
24,12.0,5,20,5,1463688000,41.892658108,-87.652534484,41.922082541,-87.634156093,3.1,,17031071400,Cash,Taxi Affiliation Services,1020,7,0.0
24,10.65,2,20,6,1361563200,41.892658108,-87.652534484,41.921125914,-87.699754406,3.0,,17031221300,Cash,,960,22,0.0
24,4.85,3,19,7,1426967100,41.892658108,-87.652534484,41.88528132,-87.6572332,0.5,,17031833000,Cash,Taxi Affiliation Services,300,28,0.0
24,5.45,4,19,6,1367002800,41.892658108,-87.652534484,41.879066994,-87.657005027,0.8,,17031833100,Credit Card,,300,28,3.0
24,11.25,6,1,1,1370739600,41.892658108,-87.652534484,41.900221297,-87.629105186,0.0,,17031081100,Cash,Taxi Affiliation Services,1140,8,0.0
24,8.05,8,1,1,1408238100,41.892658108,-87.652534484,41.900221297,-87.629105186,0.1,,17031081100,Credit Card,Taxi Affiliation Services,600,8,1.11
24,5.45,5,18,5,1398969900,41.892658108,-87.652534484,41.879255084,-87.642648998,1.0,,17031281900,Cash,,240,28,0.0
24,12.0,3,1,1,1458435600,41.892658108,-87.652534484,41.928763006,-87.665676837,0.2,,17031070600,Cash,Taxi Affiliation Services,780,7,0.0
24,6.65,9,21,6,1411162200,41.892658108,-87.652534484,41.89967018,-87.669837798,1.4,,17031242100,Credit Card,Taxi Affiliation Services,420,24,3.0
24,4.45,7,18,7,1374345900,41.892658108,-87.652534484,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,120,28,0.0
24,4.05,4,20,2,1397506500,41.892658108,-87.652534484,41.885300022,-87.642808466,0.4,,17031280100,Cash,Choice Taxi Association,120,28,0.0
24,9.05,8,18,7,1377972900,41.892658108,-87.652534484,41.929077655,-87.646293476,0.27,,17031070200,Cash,,600,7,0.0
24,10.45,8,17,5,1375379100,41.892658108,-87.652534484,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,960,32,0.0
24,8.05,2,0,7,1423872900,41.892658108,-87.652534484,41.89321636,-87.63784421,2.4,,17031081800,Cash,Taxi Affiliation Services,480,8,0.0
24,21.45,3,22,7,1393713900,41.892658108,-87.652534484,41.993440946,-87.657417742,0.5,,17031030102,Credit Card,Taxi Affiliation Services,1500,77,2.55
24,8.25,11,21,3,1448399700,41.892658108,-87.652534484,41.898331794,-87.620762865,2.0,,17031081300,Dispute,Dispatch Taxi Affiliation,660,8,0.0
24,7.45,4,14,6,1397831400,41.892658108,-87.652534484,41.898331794,-87.620762865,1.6,,17031081300,Cash,Dispatch Taxi Affiliation,600,8,0.0
24,5.05,4,3,1,1428203700,41.892355048,-87.674506788,41.906025969,-87.675311622,0.0,,17031241400,Cash,Northwest Management LLC,240,24,0.0
24,19.65,2,22,6,1361570400,41.892355048,-87.674506788,41.958055933,-87.660389456,0.0,,17031830700,Cash,Taxi Affiliation Services,1320,3,0.0
24,6.05,3,23,7,1394320500,41.892355048,-87.674506788,41.912364354,-87.675062757,0.0,,17031240300,Cash,Blue Ribbon Taxi Association Inc.,420,24,0.0
24,7.25,6,20,7,1433620800,41.892355048,-87.674506788,41.885300022,-87.642808466,1.9,,17031280100,Cash,,420,28,0.0
24,18.25,7,0,2,1374452100,41.892355048,-87.674506788,41.9725808,-87.694001061,0.0,,17031040201,Cash,Taxi Affiliation Services,1440,4,0.0
8,7.05,3,17,4,1394643600,41.897983898,-87.641491533,41.892042136,-87.63186395,1.1,,17031081700,Cash,6743 - Luhak Corp,600,8,0.0
8,34.05,11,14,6,1415368800,41.897983898,-87.641491533,41.97907082,-87.903039661,16.9,,17031980000,Credit Card,Dispatch Taxi Affiliation,1440,76,9.0
8,7.65,12,18,4,1417630500,41.897983898,-87.641491533,41.914747305,-87.654007029,1.8,,17031832600,Credit Card,Choice Taxi Association,600,7,1.0
8,9.05,9,13,1,1410095700,41.897983898,-87.641491533,41.912364354,-87.675062757,0.25,,17031240300,Credit Card,,600,24,3.0
8,6.45,7,20,2,1406578500,41.897983898,-87.641491533,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,480,28,0.0
8,6.25,8,19,4,1377114300,41.897983898,-87.641491533,41.89503345,-87.619710672,1.2,,17031081401,Credit Card,Dispatch Taxi Affiliation,420,8,3.0
8,6.45,11,9,6,1446803100,41.897983898,-87.641491533,41.899155613,-87.626210532,0.0,,17031081201,Cash,Dispatch Taxi Affiliation,540,8,0.0
8,5.85,5,17,3,1431450000,41.897983898,-87.641491533,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,360,8,2.0
49,33.62,11,8,5,1446711300,41.706587882,-87.623366512,41.878865584,-87.625192142,14.0,,,Cash,,2580,32,0.0
16,4.65,6,15,6,1433516400,41.957264108,-87.730898785,41.957264108,-87.730898785,0.0,,17031160300,Cash,Dispatch Taxi Affiliation,300,16,0.0
6,6.45,4,0,1,1398556800,41.9416281,-87.661443368,41.929046937,-87.651310877,0.0,,17031070300,Cash,Dispatch Taxi Affiliation,360,7,0.0
6,8.05,4,20,7,1367093700,41.9416281,-87.661443368,41.929046937,-87.651310877,1.6,,17031070300,Cash,,660,7,0.0
34,17.05,7,14,1,1436712300,41.851017824,-87.635091856,41.922082541,-87.634156093,0.3,,17031071400,Credit Card,Taxi Affiliation Services,1320,7,3.4
34,13.85,11,18,6,1448647200,41.851017824,-87.635091856,41.89503345,-87.619710672,0.1,,17031081401,Credit Card,Taxi Affiliation Services,1440,8,2.95
24,6.65,3,21,7,1362260700,41.899589796,-87.674719134,41.920451512,-87.679954768,16.0,,17031832200,Cash,Taxi Affiliation Services,420,22,0.0
24,9.44,3,23,7,1363474800,41.899589796,-87.674719134,41.892042136,-87.63186395,2.9,,17031081700,Cash,,600,8,0.0
24,11.05,6,23,7,1433631600,41.899589796,-87.674719134,41.950442599,-87.68350623,0.33,,17031050500,Cash,,900,5,0.0
24,7.05,12,1,1,1387070100,41.899589796,-87.674719134,41.892658108,-87.652534484,0.1,,17031243500,Credit Card,Taxi Affiliation Services,480,24,2.0
24,3.25,1,22,2,1422309600,41.899589796,-87.674719134,41.899589796,-87.674719134,0.0,,17031242200,Cash,Taxi Affiliation Services,0,24,0.0
24,12.05,10,0,7,1413593100,41.899589796,-87.674719134,41.89503345,-87.619710672,3.4,,17031081401,Cash,Dispatch Taxi Affiliation,1020,8,0.0
24,11.25,4,19,2,1398713400,41.899589796,-87.674719134,41.870607372,-87.622172937,4.2,,17031320600,Cash,Dispatch Taxi Affiliation,600,32,0.0
24,9.65,9,2,7,1442628000,41.899506548,-87.679600287,41.892507781,-87.626214906,3.4,,17031081500,Credit Card,,480,8,2.0
24,10.65,7,22,7,1373753700,41.899506548,-87.679600287,41.892042136,-87.63186395,3.3,,17031081700,Cash,KOAM Taxi Association,780,8,0.0
24,7.05,1,23,4,1359588600,41.899506548,-87.679600287,41.921701492,-87.655911848,1.1,,17031071000,Cash,Dispatch Taxi Affiliation,360,7,0.0
24,16.65,3,3,1,1425784500,41.899506548,-87.679600287,41.946294536,-87.654298084,4.6,,17031832000,Credit Card,Dispatch Taxi Affiliation,1620,6,4.15
24,7.85,3,21,7,1426369500,41.899506548,-87.679600287,41.904935302,-87.649907226,2.1,,17031842200,Cash,Taxi Affiliation Services,600,8,0.0
8,7.05,9,13,4,1441201500,41.907520075,-87.6266589,,,1.4,,,No Charge,Dispatch Taxi Affiliation,540,,0.0
8,10.85,9,12,1,1443357900,41.907520075,-87.6266589,41.921877461,-87.66407824,2.8,,17031832500,Cash,Taxi Affiliation Services,960,7,0.0
8,7.25,11,18,1,1414952100,41.907520075,-87.6266589,41.892042136,-87.63186395,1.4,,17031081700,Cash,Northwest Management LLC,600,8,0.0
8,7.05,7,19,6,1436557500,41.907520075,-87.6266589,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,540,8,0.0
8,7.45,12,16,5,1386261900,41.907520075,-87.6266589,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,600,8,0.0
8,6.85,10,18,6,1382121900,41.907520075,-87.6266589,41.892042136,-87.63186395,1.3,,17031081700,Credit Card,,540,8,3.0
8,35.45,5,7,7,1430551800,41.907520075,-87.6266589,41.97907082,-87.903039661,17.6,,17031980000,Credit Card,Dispatch Taxi Affiliation,1440,76,7.65
8,35.25,9,6,3,1378792800,41.907520075,-87.6266589,41.97907082,-87.903039661,0.0,,17031980000,Cash,Dispatch Taxi Affiliation,1260,76,0.0
8,36.65,5,17,5,1398966300,41.907520075,-87.6266589,41.97907082,-87.903039661,16.9,,17031980000,Credit Card,Taxi Affiliation Services,3420,76,7.7
8,7.85,1,21,7,1389474900,41.907520075,-87.6266589,41.914747305,-87.654007029,2.2,,17031832600,Cash,Choice Taxi Association,540,7,0.0
8,9.85,6,20,4,1372279500,41.907520075,-87.6266589,41.928967266,-87.656156831,0.0,,17031070400,Cash,Choice Taxi Association,720,7,0.0
8,3.25,3,21,7,1364074200,41.907520075,-87.6266589,41.928967266,-87.656156831,0.0,,17031070400,Cash,,0,7,0.0
8,9.45,5,9,3,1369129500,41.907520075,-87.6266589,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,900,32,0.0
8,7.25,11,8,5,1446711300,41.907520075,-87.6266589,41.877406123,-87.621971652,1.8,,17031320400,Cash,,480,32,0.0
8,18.65,7,18,7,1373134500,41.907520075,-87.6266589,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Taxi Affiliation Services,1980,33,4.0
8,10.05,6,22,2,1402958700,41.907520075,-87.6266589,41.859349715,-87.617358006,3.1,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
8,15.05,9,17,5,1409852700,41.907520075,-87.6266589,41.859349715,-87.617358006,4.0,,17031330100,Cash,,1680,33,0.0
8,3.25,3,20,3,1426622400,41.907520075,-87.6266589,41.907520075,-87.6266589,0.0,,17031080100,Cash,Blue Ribbon Taxi Association Inc.,0,8,0.0
8,7.25,5,20,7,1430597700,41.907520075,-87.6266589,41.907520075,-87.6266589,1.16,,17031080100,Cash,,600,8,0.0
8,3.25,7,21,4,1436390100,41.907520075,-87.6266589,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,0,8,0.0
8,4.25,4,21,7,1429390800,41.907520075,-87.6266589,41.905857769,-87.630865027,0.0,,17031080202,Cash,Taxi Affiliation Services,120,8,0.0
8,6.45,5,21,3,1401226200,41.907520075,-87.6266589,41.922082541,-87.634156093,1.7,,17031071400,Cash,Dispatch Taxi Affiliation,360,7,0.0
8,7.05,12,17,5,1387475100,41.907520075,-87.6266589,41.890922026,-87.618868355,1.1,,17031081403,Cash,,600,8,0.0
8,6.85,1,22,5,1359671400,41.907520075,-87.6266589,41.890922026,-87.618868355,1.3,,17031081403,Credit Card,,420,8,1.14
8,6.05,3,14,2,1362407400,41.907520075,-87.6266589,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,7.05,9,12,2,1411994700,41.907520075,-87.6266589,41.880994471,-87.632746489,1.5,,17031839100,Credit Card,Taxi Affiliation Services,480,32,2.0
8,7.65,5,9,6,1400233500,41.907520075,-87.6266589,41.880994471,-87.632746489,1.7,,17031839100,Cash,,660,32,0.0
8,8.45,10,9,6,1382087700,41.907520075,-87.6266589,41.880994471,-87.632746489,2.3,,17031839100,Cash,Dispatch Taxi Affiliation,600,32,0.0
8,8.05,5,21,6,1431724500,41.907520075,-87.6266589,41.880994471,-87.632746489,1.6,,17031839100,Cash,Taxi Affiliation Services,660,32,0.0
8,7.05,2,7,6,1392361200,41.907520075,-87.6266589,41.880994471,-87.632746489,1.9,,17031839100,Cash,,360,32,0.0
8,9.45,10,20,1,1444593600,41.907520075,-87.6266589,41.88528132,-87.6572332,2.4,,17031833000,Cash,Top Cab Affiliation,840,28,0.0
8,9.44,3,9,1,1364118300,41.907520075,-87.6266589,41.88528132,-87.6572332,3.0,,17031833000,Cash,,540,28,0.0
8,10.85,2,16,3,1424793600,41.907520075,-87.6266589,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Blue Ribbon Taxi Association Inc.,840,28,2.15
8,6.65,11,15,2,1448895600,41.907520075,-87.6266589,41.891971508,-87.612945414,1.4,,17031081402,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,7.45,8,22,5,1376000100,41.907520075,-87.6266589,41.921854911,-87.646210977,0.0,,17031071200,Cash,Taxi Affiliation Services,540,7,0.0
8,10.05,8,10,3,1376994600,41.907520075,-87.6266589,41.90156691,-87.638404012,0.0,,17031838300,Cash,Taxi Affiliation Services,960,8,0.0
8,6.05,2,10,2,1392632100,41.907520075,-87.6266589,41.900221297,-87.629105186,0.0,,17031081100,Cash,Taxi Affiliation Services,360,8,0.0
8,10.25,11,20,2,1384200000,41.907520075,-87.6266589,41.928763006,-87.665676837,0.33,,17031070600,Cash,,660,7,0.0
8,18.45,10,23,4,1382569200,41.907520075,-87.6266589,41.805911699,-87.587479258,8.1,,17031390700,Credit Card,,900,39,3.69
8,6.65,11,20,6,1448050500,41.907520075,-87.6266589,41.914585709,-87.645966207,1.4,,17031071800,Cash,KOAM Taxi Association,480,7,0.0
8,7.45,5,7,3,1399361400,41.907520075,-87.6266589,41.885300022,-87.642808466,2.2,,17031280100,Cash,Taxi Affiliation Services,360,28,0.0
8,6.25,8,15,2,1439826300,41.907520075,-87.6266589,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,420,8,0.0
8,3.85,9,10,1,1378029600,41.907520075,-87.6266589,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,60,8,0.0
8,5.45,8,9,2,1375694100,41.907520075,-87.6266589,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,11.65,6,19,5,1434654900,41.907520075,-87.6266589,41.942691844,-87.651770507,0.0,,17031062100,Credit Card,Taxi Affiliation Services,1020,6,2.3
8,9.25,12,19,5,1417720500,41.907520075,-87.6266589,41.89321636,-87.63784421,0.1,,17031081800,Cash,Taxi Affiliation Services,900,8,0.0
8,6.85,8,12,6,1377866700,41.907520075,-87.6266589,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,420,8,2.0
8,6.65,5,18,7,1399142700,41.907520075,-87.6266589,41.89321636,-87.63784421,1.5,,17031081800,Cash,,480,8,0.0
8,8.65,3,2,7,1364608800,41.907520075,-87.6266589,41.942577185,-87.647078509,2.8,,17031062000,Credit Card,,360,6,2.35
8,4.75,8,20,3,1470774600,41.907520075,-87.6266589,41.898331794,-87.620762865,0.5,,17031081300,Cash,Choice Taxi Association,180,8,0.0
8,6.25,4,22,6,1461364200,41.907520075,-87.6266589,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,360,8,0.0
8,5.45,6,15,3,1402414200,41.907520075,-87.6266589,41.898331794,-87.620762865,0.9,,17031081300,Cash,,300,8,0.0
8,6.45,5,22,3,1369174500,41.907520075,-87.6266589,41.90749193,-87.63576009,0.0,,17031080300,Cash,Dispatch Taxi Affiliation,540,8,0.0
28,39.45,11,15,6,1415979900,41.870415,-87.675085621,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,3600,76,0.0
28,13.05,12,15,6,1449243000,41.870415,-87.675085621,41.890922026,-87.618868355,3.9,,17031081403,Cash,,1140,8,0.0
28,15.85,3,15,2,1396279800,41.870415,-87.675085621,41.827437232,-87.632558769,2.9,,17031340600,Cash,Taxi Affiliation Services,1560,34,0.0
28,8.65,1,13,4,1391000400,41.870415,-87.675085621,41.880994471,-87.632746489,2.4,,17031839100,Credit Card,Dispatch Taxi Affiliation,540,32,0.0
28,6.85,11,16,2,1385397000,41.870415,-87.675085621,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,540,28,0.0
28,11.25,5,12,6,1430483400,41.870415,-87.675085621,41.900221297,-87.629105186,4.0,,17031081100,Credit Card,Taxi Affiliation Services,840,8,2.8
28,7.45,1,15,3,1421162100,41.870415,-87.675085621,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,420,28,0.0
28,12.25,9,16,6,1409934600,41.870415,-87.675085621,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,1440,28,0.0
77,9.25,12,20,7,1418501700,41.987225558,-87.664937724,41.953400044,-87.646007066,2.6,,17031060800,Cash,,780,6,0.0
77,20.05,8,8,3,1407833100,41.987225558,-87.664937724,41.884987192,-87.620992913,0.5,,17031320100,Cash,Taxi Affiliation Services,1140,32,0.0
77,4.45,3,23,7,1426980600,41.987225558,-87.664937724,42.001698194,-87.673574032,0.7,,17031830600,Cash,Dispatch Taxi Affiliation,120,1,0.0
38,7.0,12,9,4,1481708700,41.812948939,-87.617859676,41.792357223,-87.61793138,0.0,,,Cash,Taxi Affiliation Services,420,40,0.0
19,15.05,4,12,6,1396613700,41.927260956,-87.765501609,41.901206994,-87.676355989,5.8,,,Cash,Taxi Affiliation Services,1200,24,0.0
19,7.05,8,0,3,1409013900,41.927260956,-87.765501609,41.924347077,-87.734739754,1.9,,,Cash,Taxi Affiliation Services,360,20,0.0
19,44.85,2,20,2,1424721600,41.927260956,-87.765501609,41.79259236,-87.769615453,11.7,,,Cash,,5340,56,0.0
22,11.05,12,22,7,1418510700,41.928391397,-87.704907236,41.936310131,-87.651562592,0.0,,17031063000,Cash,Blue Ribbon Taxi Association Inc.,900,6,0.0
22,18.45,9,4,1,1411879500,41.928391397,-87.704907236,42.001698194,-87.673574032,7.7,,17031830600,Cash,Dispatch Taxi Affiliation,1260,1,0.0
6,26.05,1,19,6,1391195700,41.950605232,-87.671332488,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
6,6.25,5,1,1,1433035800,41.950605232,-87.671332488,41.936086535,-87.666110694,1.3,,17031062700,Cash,Taxi Affiliation Services,360,6,0.0
6,5.85,12,5,1,1387084500,41.936237179,-87.656411531,41.949060526,-87.661642904,0.0,,17031061200,Cash,Blue Ribbon Taxi Association Inc.,360,6,0.0
6,10.45,9,3,7,1379733300,41.936237179,-87.656411531,41.958154876,-87.653021789,0.0,,17031032100,Cash,Taxi Affiliation Services,720,3,0.0
6,5.05,1,23,7,1358033400,41.936237179,-87.656411531,41.936159071,-87.661265218,0.0,,17031062800,Cash,Taxi Affiliation Services,300,6,0.0
6,17.85,11,1,7,1385171100,41.936237179,-87.656411531,41.859349715,-87.617358006,6.9,,17031330100,Credit Card,Dispatch Taxi Affiliation,1320,33,3.75
6,8.45,8,3,1,1375585200,41.936237179,-87.656411531,41.892658108,-87.652534484,0.0,,17031243500,Cash,Choice Taxi Association,480,24,0.0
6,3.25,2,21,6,1423862100,41.936237179,-87.656411531,41.936237179,-87.656411531,0.0,,17031062900,Cash,Taxi Affiliation Services,0,6,0.0
6,4.25,10,2,1,1382234400,41.936237179,-87.656411531,41.936086535,-87.666110694,0.6,,17031062700,Cash,,120,6,0.0
6,5.05,11,23,7,1416095100,41.936237179,-87.656411531,41.936086535,-87.666110694,0.0,,17031062700,Cash,Blue Ribbon Taxi Association Inc.,360,6,0.0
6,5.45,5,4,7,1399695300,41.936237179,-87.656411531,41.949220914,-87.651970395,0.0,,17031061000,Credit Card,Taxi Affiliation Services,360,6,2.0
6,4.45,6,11,1,1372590900,41.936237179,-87.656411531,41.942691844,-87.651770507,0.2,,17031062100,Credit Card,,180,6,3.0
6,11.25,5,0,7,1399076100,41.936237179,-87.656411531,41.972929317,-87.650290074,0.0,,17031031300,Credit Card,Blue Ribbon Taxi Association Inc.,720,3,2.0
6,6.25,9,20,6,1442608200,41.936237179,-87.656411531,41.945282331,-87.661545096,1.4,,17031061500,Cash,Taxi Affiliation Services,360,6,0.0
6,11.65,1,2,1,1422151200,41.936237179,-87.656411531,41.89321636,-87.63784421,4.0,,17031081800,Cash,Top Cab Affiliation,780,8,0.0
6,7.25,1,2,1,1421548200,41.936237179,-87.656411531,41.949829346,-87.64396537,0.0,,17031060900,Cash,Blue Ribbon Taxi Association Inc.,540,6,0.0
5,19.64,6,21,6,1402091100,41.957843375,-87.676373281,41.880994471,-87.632746489,8.1,,17031839100,Cash,,1320,32,0.0
44,9.25,2,8,7,1391848200,41.740205756,-87.615969523,41.741242728,-87.551428197,0.0,,,Cash,Taxi Affiliation Services,660,46,0.0
44,10.25,10,23,5,1414711800,41.740205756,-87.615969523,41.761577908,-87.572781987,3.4,,,Cash,,660,43,0.0
8,3.25,2,2,1,1423363500,41.905857769,-87.630865027,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
8,10.05,5,16,3,1368548100,41.905857769,-87.630865027,,,2.41,,,Cash,,960,,0.0
8,12.85,3,20,7,1363466700,41.905857769,-87.630865027,,,3.62,,,Cash,,1140,,0.0
8,12.25,12,7,3,1448954100,41.905857769,-87.630865027,41.849246754,-87.624135298,4.3,,17031841000,Cash,,900,33,0.0
8,5.25,2,21,3,1424209500,41.905857769,-87.630865027,41.892507781,-87.626214906,0.9,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,5.65,12,9,2,1387790100,41.905857769,-87.630865027,41.892507781,-87.626214906,1.1,,17031081500,Cash,,300,8,0.0
8,6.25,4,6,3,1398753900,41.905857769,-87.630865027,41.892042136,-87.63186395,1.4,,17031081700,Credit Card,,360,8,1.0
8,6.45,6,9,2,1371461400,41.905857769,-87.630865027,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
8,6.65,3,18,3,1395772200,41.905857769,-87.630865027,41.921778188,-87.651061884,0.0,,17031071100,Credit Card,Taxi Affiliation Services,420,7,1.5
8,6.85,12,18,6,1449856800,41.905857769,-87.630865027,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Taxi Affiliation Services,540,7,2.0
8,7.85,3,3,1,1362281400,41.905857769,-87.630865027,41.877406123,-87.621971652,2.0,,17031320400,Cash,Dispatch Taxi Affiliation,420,32,0.0
8,8.45,7,13,2,1436187600,41.905857769,-87.630865027,41.877406123,-87.621971652,1.8,,17031320400,Cash,Taxi Affiliation Services,780,32,0.0
8,8.05,4,20,4,1428524100,41.905857769,-87.630865027,41.89830587,-87.653613982,2.1,,17031842300,Cash,Northwest Management LLC,600,24,0.0
8,9.65,12,19,7,1387655100,41.905857769,-87.630865027,41.899506548,-87.679600287,2.9,,17031242300,Cash,,780,24,0.0
8,4.45,10,2,1,1414288800,41.905857769,-87.630865027,41.907520075,-87.6266589,0.6,,17031080100,Credit Card,Dispatch Taxi Affiliation,180,8,2.0
8,3.45,8,23,2,1439852400,41.905857769,-87.630865027,41.905857769,-87.630865027,0.2,,17031080202,Credit Card,,60,8,1.5
8,6.05,7,14,6,1437142500,41.905857769,-87.630865027,41.922082541,-87.634156093,1.3,,17031071400,Cash,Dispatch Taxi Affiliation,360,7,0.0
8,7.05,1,19,7,1390071600,41.905857769,-87.630865027,41.890922026,-87.618868355,1.6,,17031081403,Credit Card,Taxi Affiliation Services,540,8,1.5
8,8.25,11,16,4,1448468100,41.905857769,-87.630865027,41.890922026,-87.618868355,1.2,,17031081403,Cash,Taxi Affiliation Services,840,8,0.0
8,7.05,8,19,6,1408734900,41.905857769,-87.630865027,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,540,8,0.0
8,7.45,9,9,4,1379495700,41.905857769,-87.630865027,41.884987192,-87.620992913,0.17,,17031320100,Cash,,480,32,0.0
8,7.25,4,9,3,1366708500,41.905857769,-87.630865027,41.880994471,-87.632746489,1.8,,17031839100,Cash,,480,32,0.0
8,6.85,10,9,3,1412672400,41.905857769,-87.630865027,41.880994471,-87.632746489,1.5,,17031839100,Cash,5864 - 73614 Thomas Owusu,540,32,0.0
8,11.25,4,9,5,1396518300,41.905857769,-87.630865027,41.880994471,-87.632746489,2.1,,17031839100,Credit Card,Dispatch Taxi Affiliation,1320,32,3.35
8,7.65,2,7,2,1393226100,41.905857769,-87.630865027,41.880994471,-87.632746489,0.18,,17031839100,Cash,,540,32,0.0
8,7.85,6,3,1,1404010800,41.905857769,-87.630865027,41.880994471,-87.632746489,1.9,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,6.65,8,13,3,1407244500,41.905857769,-87.630865027,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,420,32,0.0
8,8.05,3,16,7,1363449600,41.905857769,-87.630865027,41.880994471,-87.632746489,1.8,,17031839100,Cash,Choice Taxi Association,780,32,0.0
8,7.75,5,10,3,1463481000,41.905857769,-87.630865027,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,Taxi Affiliation Services,540,32,2.0
8,9.25,10,2,5,1446085800,41.905857769,-87.630865027,41.880994471,-87.632746489,2.4,,17031839100,Cash,,720,32,0.0
8,8.85,8,21,7,1377983700,41.905857769,-87.630865027,41.88528132,-87.6572332,2.4,,17031833000,Credit Card,Choice Taxi Association,660,28,2.0
8,9.05,3,9,4,1395220500,41.905857769,-87.630865027,41.891971508,-87.612945414,2.4,,17031081402,Cash,,720,8,0.0
8,9.65,7,4,7,1373085000,41.905857769,-87.630865027,41.879066994,-87.657005027,0.0,,17031833100,Cash,Taxi Affiliation Services,480,28,0.0
8,8.05,10,6,4,1380696300,41.905857769,-87.630865027,41.879255084,-87.642648998,0.1,,17031281900,Cash,Dispatch Taxi Affiliation,480,28,0.0
8,10.45,7,1,7,1437786900,41.905857769,-87.630865027,41.908378669,-87.670945075,2.6,,17031241500,Credit Card,Dispatch Taxi Affiliation,1020,24,0.08
8,7.85,6,2,6,1435285800,41.905857769,-87.630865027,41.89967018,-87.669837798,2.1,,17031242100,Cash,Taxi Affiliation Services,420,24,0.0
8,8.05,1,23,6,1390001400,41.905857769,-87.630865027,41.89967018,-87.669837798,0.1,,17031242100,Credit Card,Blue Ribbon Taxi Association Inc.,540,24,2.0
8,8.45,8,16,5,1407428100,41.905857769,-87.630865027,41.885300022,-87.642808466,2.0,,17031280100,Credit Card,KOAM Taxi Association,720,28,2.0
8,8.65,5,15,4,1368025200,41.905857769,-87.630865027,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Blue Ribbon Taxi Association Inc.,660,28,2.0
8,7.65,9,8,2,1411977600,41.905857769,-87.630865027,41.885300022,-87.642808466,0.1,,17031280100,Cash,Taxi Affiliation Services,480,28,0.0
8,6.45,8,9,3,1407230100,41.905857769,-87.630865027,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,5.85,12,12,2,1418040000,41.905857769,-87.630865027,41.89503345,-87.619710672,1.2,,17031081401,Cash,Choice Taxi Association,300,8,0.0
8,4.85,12,22,4,1387406700,41.905857769,-87.630865027,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,240,8,0.0
8,12.05,11,13,1,1384089300,41.905857769,-87.630865027,41.945282331,-87.661545096,4.3,,17031061500,Credit Card,,780,6,3.0
8,7.45,9,1,2,1409535000,41.905857769,-87.630865027,41.926811182,-87.642605247,1.9,,17031070103,Credit Card,Taxi Affiliation Services,480,7,4.0
8,6.05,5,14,3,1401199200,41.905857769,-87.630865027,41.898331794,-87.620762865,1.2,,17031081300,Cash,Taxi Affiliation Services,360,8,0.0
8,4.45,10,15,4,1412178300,41.905857769,-87.630865027,41.898331794,-87.620762865,0.5,,17031081300,Cash,,180,8,0.0
8,4.75,11,4,7,1479528900,41.905857769,-87.630865027,41.90749193,-87.63576009,0.0,,17031080300,Credit Card,Blue Ribbon Taxi Association Inc.,240,8,2.5
8,7.85,3,23,7,1362871800,41.905857769,-87.630865027,41.90749193,-87.63576009,0.1,,17031080300,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
8,6.85,1,20,7,1390075200,41.905857769,-87.630865027,41.904935302,-87.649907226,1.4,,17031842200,Cash,,480,8,0.0
7,3.25,6,20,3,1435090500,41.922082541,-87.634156093,,,0.03,,,Cash,,0,,0.0
7,9.25,7,9,3,1375177500,41.922082541,-87.634156093,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
7,9.65,8,11,3,1407236400,41.922082541,-87.634156093,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,540,8,1.0
7,8.25,6,13,1,1404047700,41.922082541,-87.634156093,41.892042136,-87.63186395,2.5,,17031081700,Cash,Dispatch Taxi Affiliation,540,8,0.0
7,8.25,7,12,7,1404562500,41.922082541,-87.634156093,41.892042136,-87.63186395,2.2,,17031081700,Cash,,660,8,0.0
7,4.45,1,17,5,1388683800,41.922082541,-87.634156093,41.914616286,-87.631717366,0.06,,17031071500,Cash,,180,7,0.0
7,3.85,12,22,6,1386972000,41.922082541,-87.634156093,41.914616286,-87.631717366,0.4,,17031071500,Cash,,60,7,0.0
7,5.25,1,19,5,1391111100,41.922082541,-87.634156093,41.914616286,-87.631717366,0.07,,17031071500,Cash,,300,7,0.0
7,3.25,2,6,2,1423463400,41.922082541,-87.634156093,41.922082541,-87.634156093,0.0,,17031071400,Cash,Taxi Affiliation Services,0,7,0.0
7,3.65,3,17,3,1425403800,41.922082541,-87.634156093,41.922082541,-87.634156093,0.0,,17031071400,Cash,,120,7,0.0
7,0.01,9,14,2,1442845800,41.922082541,-87.634156093,41.922082541,-87.634156093,0.0,,17031071400,No Charge,Northwest Management LLC,0,7,0.0
7,8.65,2,13,7,1361022300,41.922082541,-87.634156093,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,540,8,0.0
7,9.65,7,18,1,1404672300,41.922082541,-87.634156093,41.890922026,-87.618868355,2.9,,17031081403,Credit Card,Northwest Management LLC,660,8,3.0
7,10.65,6,15,5,1403190000,41.922082541,-87.634156093,41.890922026,-87.618868355,2.8,,17031081403,Credit Card,,960,8,3.0
7,15.75,12,9,2,1482140700,41.922082541,-87.634156093,41.880994471,-87.632746489,3.0,,17031839100,Credit Card,Taxi Affiliation Services,1920,32,3.15
7,9.65,7,22,1,1375048800,41.922082541,-87.634156093,41.880994471,-87.632746489,3.1,,17031839100,Cash,Dispatch Taxi Affiliation,600,32,0.0
7,8.85,8,17,7,1376760600,41.922082541,-87.634156093,41.928945904,-87.66089257,1.8,,17031070500,Cash,,840,7,0.0
7,8.45,6,14,7,1403359200,41.922082541,-87.634156093,41.946294536,-87.654298084,0.1,,17031832000,Credit Card,Taxi Affiliation Services,780,6,2.5
7,4.65,1,14,1,1390746600,41.922082541,-87.634156093,41.921854911,-87.646210977,0.6,,17031071200,Cash,Taxi Affiliation Services,240,7,0.0
7,7.05,6,22,3,1403044200,41.922082541,-87.634156093,41.902788048,-87.62614559,1.8,,17031081202,Cash,Taxi Affiliation Services,480,8,0.0
7,7.85,7,18,6,1405102500,41.922082541,-87.634156093,41.902788048,-87.62614559,0.1,,17031081202,Credit Card,Taxi Affiliation Services,660,8,3.0
7,13.05,11,10,7,1385200800,41.922082541,-87.634156093,41.885300022,-87.642808466,4.9,,17031280100,Cash,,720,28,0.0
7,5.45,4,22,7,1366496100,41.922082541,-87.634156093,41.929077655,-87.646293476,0.0,,17031070200,Credit Card,Blue Ribbon Taxi Association Inc.,300,7,2.0
7,5.85,7,18,7,1404583200,41.922082541,-87.634156093,41.909495669,-87.630963601,0.0,,17031080201,Cash,Taxi Affiliation Services,300,8,0.0
7,5.45,11,22,1,1384727400,41.922082541,-87.634156093,41.909495669,-87.630963601,0.0,,17031080201,Cash,Taxi Affiliation Services,300,8,0.0
7,9.25,5,10,3,1431426600,41.922082541,-87.634156093,41.89503345,-87.619710672,2.6,,17031081401,Credit Card,Taxi Affiliation Services,600,8,2.0
7,13.85,8,16,1,1376844300,41.922082541,-87.634156093,41.870607372,-87.622172937,4.5,,17031320600,Cash,,1140,32,0.0
7,8.05,9,23,6,1411169400,41.922082541,-87.634156093,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Blue Ribbon Taxi Association Inc.,540,8,2.0
7,7.85,9,9,7,1411204500,41.922082541,-87.634156093,41.899155613,-87.626210532,2.4,,17031081201,Cash,Northwest Management LLC,360,8,0.0
7,11.25,4,10,1,1396781100,41.922082541,-87.634156093,41.899155613,-87.626210532,2.9,,17031081201,Cash,,1020,8,0.0
7,33.04,1,7,2,1358149500,41.922082541,-87.634156093,41.785998518,-87.750934289,15.6,,17031980100,Credit Card,,1620,56,5.0
7,9.44,6,20,5,1434657600,41.922082541,-87.634156093,41.89321636,-87.63784421,2.5,,17031081800,Cash,,900,8,0.0
8,8.25,7,9,1,1437903900,41.890922026,-87.618868355,,,1.95,,,Cash,,600,,0.0
8,10.85,6,22,7,1370124000,41.890922026,-87.618868355,,,3.98,,,Credit Card,,540,,2.0
8,6.65,4,18,2,1366654500,41.890922026,-87.618868355,,,1.5,,,Cash,,420,,0.0
8,0.0,4,12,3,1430225100,41.890922026,-87.618868355,,,0.0,,,Cash,Choice Taxi Association,0,,0.0
8,9.65,6,18,6,1371837600,41.890922026,-87.618868355,41.849246754,-87.624135298,2.9,,17031841000,Credit Card,,660,33,2.0
8,4.45,3,10,3,1394533800,41.890922026,-87.618868355,41.892507781,-87.626214906,0.6,,17031081500,Cash,,240,8,0.0
8,7.65,8,21,4,1376516700,41.890922026,-87.618868355,41.892507781,-87.626214906,1.7,,17031081500,Cash,,660,8,0.0
8,6.65,3,19,6,1394824500,41.890922026,-87.618868355,41.892507781,-87.626214906,0.13,,17031081500,Cash,,540,8,0.0
8,4.65,8,19,7,1439665200,41.890922026,-87.618868355,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,240,8,2.0
8,4.65,1,19,7,1358622900,41.890922026,-87.618868355,41.892507781,-87.626214906,0.0,,17031081500,Cash,Northwest Management LLC,180,8,0.0
8,4.5,3,18,4,1459362600,41.890922026,-87.618868355,41.892507781,-87.626214906,0.4,,17031081500,Cash,,240,8,0.0
8,6.05,5,0,1,1399768200,41.890922026,-87.618868355,41.892507781,-87.626214906,0.5,,17031081500,Credit Card,Northwest Management LLC,480,8,3.0
8,5.25,10,18,4,1382553000,41.890922026,-87.618868355,41.892507781,-87.626214906,0.8,,17031081500,Cash,,300,8,0.0
8,4.25,3,15,3,1425394800,41.890922026,-87.618868355,41.892507781,-87.626214906,0.4,,17031081500,Credit Card,Choice Taxi Association,120,8,0.0
8,5.45,12,22,2,1419285600,41.890922026,-87.618868355,41.892507781,-87.626214906,0.7,,17031081500,Cash,,300,8,0.0
8,4.25,11,18,6,1448044200,41.890922026,-87.618868355,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,180,8,0.0
8,5.05,9,21,4,1442437200,41.890922026,-87.618868355,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,4.65,10,18,1,1414346400,41.890922026,-87.618868355,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,180,8,2.0
8,5.0,5,12,3,1462884300,41.890922026,-87.618868355,41.892507781,-87.626214906,50.0,,17031081500,Credit Card,,240,8,2.0
8,4.45,1,9,4,1389778200,41.890922026,-87.618868355,41.892507781,-87.626214906,0.6,,17031081500,Cash,,180,8,0.0
8,5.05,12,23,2,1386631800,41.890922026,-87.618868355,41.892507781,-87.626214906,0.5,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,4.25,2,16,4,1392222600,41.890922026,-87.618868355,41.892507781,-87.626214906,0.4,,17031081500,Cash,Taxi Affiliation Services,120,8,0.0
8,6.05,4,14,2,1428328800,41.890922026,-87.618868355,41.892042136,-87.63186395,1.1,,17031081700,Cash,,360,8,0.0
8,5.25,7,22,5,1406239200,41.890922026,-87.618868355,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
8,5.45,8,12,4,1407932100,41.890922026,-87.618868355,41.892042136,-87.63186395,0.6,,17031081700,Cash,,360,8,0.0
8,5.05,4,21,6,1398460500,41.890922026,-87.618868355,41.892042136,-87.63186395,0.8,,17031081700,Cash,,300,8,0.0
8,6.0,9,18,1,1473014700,41.890922026,-87.618868355,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
8,5.45,12,7,6,1387525500,41.890922026,-87.618868355,41.892042136,-87.63186395,0.9,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
8,6.05,5,19,6,1401478200,41.890922026,-87.618868355,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,5006 - Salifu Bawa,480,8,2.0
8,4.65,12,12,1,1387111500,41.890922026,-87.618868355,41.892042136,-87.63186395,0.0,,17031081700,Cash,Northwest Management LLC,240,8,0.0
8,5.45,5,23,5,1400194800,41.890922026,-87.618868355,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,2.0
8,5.65,12,20,3,1387310400,41.890922026,-87.618868355,41.892042136,-87.63186395,0.8,,17031081700,Cash,Choice Taxi Association,360,8,0.0
8,7.45,4,16,7,1366475400,41.890922026,-87.618868355,41.892042136,-87.63186395,1.8,,17031081700,Cash,,420,8,0.0
8,5.65,7,1,1,1374370200,41.890922026,-87.618868355,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,2.0
8,5.85,10,12,6,1444996800,41.890922026,-87.618868355,41.892042136,-87.63186395,0.8,,17031081700,Cash,,360,8,0.0
8,5.85,1,12,1,1422189900,41.890922026,-87.618868355,41.892042136,-87.63186395,1.1,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
8,12.85,7,18,4,1406140200,41.890922026,-87.618868355,41.93057857,-87.642206313,3.4,,17031070102,Credit Card,Northwest Management LLC,1380,7,2.0
8,36.45,7,13,7,1373115600,41.890922026,-87.618868355,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Northwest Management LLC,1500,76,9.85
8,36.85,1,11,7,1422702900,41.890922026,-87.618868355,41.97907082,-87.903039661,1.1,,17031980000,Cash,Taxi Affiliation Services,1500,76,0.0
8,45.5,6,8,1,1465719300,41.890922026,-87.618868355,41.97907082,-87.903039661,18.5,,17031980000,Credit Card,,1440,76,10.0
8,37.45,7,11,2,1436181300,41.890922026,-87.618868355,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,,2340,76,8.19
8,35.45,4,9,3,1430213400,41.890922026,-87.618868355,41.97907082,-87.903039661,18.6,,17031980000,Cash,,1680,76,0.0
8,34.65,3,19,1,1396206000,41.890922026,-87.618868355,41.97907082,-87.903039661,17.4,,17031980000,Cash,,1380,76,0.0
8,36.05,6,17,7,1370713500,41.890922026,-87.618868355,41.97907082,-87.903039661,17.4,,17031980000,Cash,Dispatch Taxi Affiliation,2280,76,0.0
8,46.25,8,11,6,1472211000,41.890922026,-87.618868355,41.97907082,-87.903039661,18.0,,17031980000,Credit Card,,2400,76,5.0
8,42.45,6,7,4,1403681400,41.890922026,-87.618868355,41.97907082,-87.903039661,17.5,,17031980000,Cash,,3900,76,0.0
8,42.65,7,9,2,1436175900,41.890922026,-87.618868355,41.97907082,-87.903039661,21.3,,17031980000,Cash,,1680,76,0.0
8,41.65,5,15,4,1432136700,41.890922026,-87.618868355,41.97907082,-87.903039661,18.3,,17031980000,Credit Card,,4920,76,8.73
8,35.85,10,14,7,1413037800,41.890922026,-87.618868355,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,2400,76,5.0
8,36.65,7,8,1,1374999300,41.890922026,-87.618868355,41.97907082,-87.903039661,18.2,,17031980000,Credit Card,,1380,76,7.73
8,36.45,9,13,3,1443533400,41.890922026,-87.618868355,41.97907082,-87.903039661,17.8,,17031980000,Credit Card,,2040,76,7.29
8,36.65,10,15,3,1413906300,41.890922026,-87.618868355,41.97907082,-87.903039661,17.3,,17031980000,Cash,Taxi Affiliation Services,2880,76,0.0
8,39.04,10,17,6,1381510800,41.890922026,-87.618868355,41.97907082,-87.903039661,18.1,,17031980000,Credit Card,,3480,76,8.2
8,34.85,10,5,3,1413870300,41.890922026,-87.618868355,41.97907082,-87.903039661,16.9,,17031980000,Cash,,1740,76,0.0
8,36.05,12,6,1,1387692000,41.890922026,-87.618868355,41.97907082,-87.903039661,0.0,,17031980000,Cash,Blue Ribbon Taxi Association Inc.,1440,76,0.0
8,37.25,7,10,3,1436868900,41.890922026,-87.618868355,41.97907082,-87.903039661,18.2,,17031980000,Credit Card,,1740,76,7.85
8,36.85,11,5,6,1384491600,41.890922026,-87.618868355,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Taxi Affiliation Services,1380,76,7.75
8,39.04,9,16,5,1411056900,41.890922026,-87.618868355,41.97907082,-87.903039661,18.5,,17031980000,Credit Card,,3420,76,8.2
8,17.5,11,18,6,1479492000,41.890922026,-87.618868355,41.949060526,-87.661642904,5.3,,17031061200,Cash,Northwest Management LLC,1320,6,0.0
8,5.25,10,16,7,1412441100,41.890922026,-87.618868355,41.900265687,-87.63210922,0.8,,17031081000,Credit Card,,240,8,2.0
8,6.65,8,5,1,1376199900,41.890922026,-87.618868355,41.900265687,-87.63210922,0.0,,17031081000,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,6.25,10,20,5,1381435200,41.890922026,-87.618868355,41.900265687,-87.63210922,1.1,,17031081000,Cash,,360,8,0.0
8,8.25,11,9,1,1414921500,41.890922026,-87.618868355,41.914616286,-87.631717366,2.1,,17031071500,Cash,Taxi Affiliation Services,480,7,0.0
8,9.25,3,22,5,1395960300,41.890922026,-87.618868355,41.914616286,-87.631717366,2.6,,17031071500,Cash,,600,7,0.0
8,6.65,3,12,1,1425213000,41.890922026,-87.618868355,41.914616286,-87.631717366,0.1,,17031071500,Cash,Taxi Affiliation Services,300,7,0.0
8,5.65,6,8,1,1401612300,41.890922026,-87.618868355,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,300,32,0.0
8,5.85,8,8,4,1407314700,41.890922026,-87.618868355,41.877406123,-87.621971652,1.4,,17031320400,Cash,Taxi Affiliation Services,300,32,0.0
8,7.65,6,16,2,1402935300,41.890922026,-87.618868355,41.877406123,-87.621971652,1.4,,17031320400,Cash,5724 - KYVI Cab Inc,720,32,0.0
8,7.05,3,17,7,1396115100,41.890922026,-87.618868355,41.877406123,-87.621971652,1.2,,17031320400,Cash,Choice Taxi Association,600,32,0.0
8,5.65,8,17,4,1376500500,41.890922026,-87.618868355,41.877406123,-87.621971652,0.08,,17031320400,Cash,,0,32,0.0
8,5.85,8,2,2,1407117600,41.890922026,-87.618868355,41.877406123,-87.621971652,1.1,,17031320400,Cash,Taxi Affiliation Services,240,32,0.0
8,5.85,12,12,6,1387540800,41.890922026,-87.618868355,41.877406123,-87.621971652,1.0,,17031320400,Cash,,360,32,0.0
8,6.25,10,9,3,1382432400,41.890922026,-87.618868355,41.877406123,-87.621971652,1.4,,17031320400,Credit Card,Choice Taxi Association,360,32,0.01
8,4.45,1,16,2,1420473600,41.890922026,-87.618868355,41.877406123,-87.621971652,0.6,,17031320400,Cash,Northwest Management LLC,120,32,0.0
8,13.65,9,23,1,1378079100,41.890922026,-87.618868355,41.921647132,-87.689951469,0.0,,17031221500,Cash,Dispatch Taxi Affiliation,900,22,0.0
8,8.25,1,7,4,1453275900,41.890922026,-87.618868355,41.89830587,-87.653613982,1.8,,17031842300,Cash,,540,24,0.0
8,9.85,8,22,4,1377122400,41.890922026,-87.618868355,41.934762456,-87.639853859,3.3,,17031063302,Credit Card,Choice Taxi Association,540,6,3.05
8,12.85,2,12,1,1424609100,41.890922026,-87.618868355,41.921701492,-87.655911848,4.0,,17031071000,Cash,Taxi Affiliation Services,780,7,0.0
8,10.05,11,7,3,1446536700,41.890922026,-87.618868355,41.859349715,-87.617358006,3.1,,17031330100,Cash,,720,33,0.0
8,8.65,7,19,5,1437075000,41.890922026,-87.618868355,41.859349715,-87.617358006,2.0,,17031330100,Cash,Top Cab Affiliation,600,33,0.0
8,8.05,7,15,6,1435937400,41.890922026,-87.618868355,41.859349715,-87.617358006,2.5,,17031330100,Cash,,360,33,0.0
8,8.45,9,18,3,1441736100,41.890922026,-87.618868355,41.859349715,-87.617358006,0.0,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,600,33,0.0
8,9.45,8,16,4,1409157000,41.890922026,-87.618868355,41.859349715,-87.617358006,0.1,,17031330100,Credit Card,Taxi Affiliation Services,660,33,2.0
8,9.45,4,8,3,1429000200,41.890922026,-87.618868355,41.859349715,-87.617358006,2.9,,17031330100,Credit Card,Dispatch Taxi Affiliation,600,33,2.0
8,10.25,6,19,2,1433187900,41.890922026,-87.618868355,41.859349715,-87.617358006,0.0,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,900,33,0.0
8,10.45,5,11,2,1399287600,41.890922026,-87.618868355,41.859349715,-87.617358006,0.2,,17031330100,Credit Card,Taxi Affiliation Services,720,33,2.05
8,10.45,10,20,3,1444767300,41.890922026,-87.618868355,41.906025969,-87.675311622,3.2,,17031241400,Credit Card,Taxi Affiliation Services,780,24,2.05
8,7.85,4,21,5,1397164500,41.890922026,-87.618868355,41.892658108,-87.652534484,1.9,,17031243500,Cash,Taxi Affiliation Services,480,24,0.0
8,8.65,10,20,5,1444939200,41.890922026,-87.618868355,41.892658108,-87.652534484,1.8,,17031243500,Credit Card,,720,24,2.0
8,7.25,1,16,3,1390927500,41.890922026,-87.618868355,41.892658108,-87.652534484,0.1,,17031243500,Unknown,Taxi Affiliation Services,480,24,1.45
8,10.85,12,12,1,1387110600,41.890922026,-87.618868355,41.851017824,-87.635091856,3.5,,17031841100,Credit Card,Taxi Affiliation Services,780,34,0.0
8,6.85,5,20,1,1369599300,41.890922026,-87.618868355,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,540,8,0.0
8,5.85,9,23,7,1443308400,41.890922026,-87.618868355,41.907520075,-87.6266589,1.0,,17031080100,Cash,Taxi Affiliation Services,300,8,0.0
8,12.65,7,0,1,1437870600,41.890922026,-87.618868355,41.936237179,-87.656411531,4.3,,17031062900,Cash,Taxi Affiliation Services,900,6,0.0
8,6.65,6,1,5,1371087000,41.890922026,-87.618868355,41.905857769,-87.630865027,0.0,,17031080202,Credit Card,Taxi Affiliation Services,420,8,2.0
8,5.45,4,20,7,1367094600,41.890922026,-87.618868355,41.905857769,-87.630865027,0.0,,17031080202,Cash,Northwest Management LLC,240,8,0.0
8,7.25,1,21,6,1389995100,41.890922026,-87.618868355,41.905857769,-87.630865027,1.6,,17031080202,Cash,,540,8,0.0
8,8.45,12,19,3,1450206900,41.890922026,-87.618868355,41.922082541,-87.634156093,2.6,,17031071400,Cash,,420,7,0.0
8,9.85,10,16,1,1412524800,41.890922026,-87.618868355,41.922082541,-87.634156093,3.3,,17031071400,Cash,,480,7,0.0
8,9.44,8,22,7,1408833000,41.890922026,-87.618868355,41.922082541,-87.634156093,3.3,,17031071400,Cash,,420,7,0.0
8,9.85,6,13,4,1403701200,41.890922026,-87.618868355,41.922082541,-87.634156093,3.2,,17031071400,Cash,,660,7,0.0
8,7.65,12,12,6,1386936000,41.890922026,-87.618868355,41.922082541,-87.634156093,0.2,,17031071400,Cash,,420,7,0.0
8,3.65,5,8,5,1400748300,41.890922026,-87.618868355,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,60,8,0.0
8,3.25,1,1,1,1358038800,41.890922026,-87.618868355,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,0,8,0.0
8,4.25,1,12,1,1357473600,41.890922026,-87.618868355,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
8,5.45,6,11,2,1433762100,41.890922026,-87.618868355,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
8,4.05,11,12,5,1415277000,41.890922026,-87.618868355,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,120,8,0.0
8,11.85,11,22,6,1383345000,41.890922026,-87.618868355,41.890922026,-87.618868355,0.0,,17031081403,Cash,Chicago Elite Cab Corp. (Chicago Carriag,780,8,0.0
8,4.45,12,17,6,1449853200,41.890922026,-87.618868355,41.890922026,-87.618868355,0.0,,17031081403,Cash,,240,8,0.0
8,6.0,8,10,4,1472034600,41.890922026,-87.618868355,41.890922026,-87.618868355,1.0,,17031081403,Credit Card,Choice Taxi Association,360,8,1.0
8,3.85,6,23,5,1403218800,41.890922026,-87.618868355,41.890922026,-87.618868355,0.2,,17031081403,Cash,Top Cab Affiliation,120,8,0.0
8,3.25,5,10,3,1430820900,41.890922026,-87.618868355,41.890922026,-87.618868355,0.1,,17031081403,Cash,Taxi Affiliation Services,0,8,0.0
8,6.65,12,16,3,1387296000,41.890922026,-87.618868355,41.890922026,-87.618868355,1.2,,17031081403,Cash,Dispatch Taxi Affiliation,480,8,0.0
8,18.0,6,19,2,1434999600,41.890922026,-87.618868355,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,0,8,3.6
8,6.85,3,23,5,1425597300,41.890922026,-87.618868355,41.890922026,-87.618868355,1.4,,17031081403,Cash,,540,8,0.0
8,7.05,11,21,6,1383341400,41.890922026,-87.618868355,41.890922026,-87.618868355,1.8,,17031081403,Cash,,420,8,0.0
8,3.25,12,23,6,1419030000,41.890922026,-87.618868355,41.890922026,-87.618868355,0.1,,17031081403,Cash,,0,8,0.0
8,3.25,4,11,5,1461238200,41.890922026,-87.618868355,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,,60,8,0.0
8,3.25,4,11,2,1429530300,41.890922026,-87.618868355,41.890922026,-87.618868355,0.0,,17031081403,Cash,KOAM Taxi Association,60,8,0.0
8,10.65,7,19,3,1404243000,41.890922026,-87.618868355,41.892536872,-87.659864318,0.0,,17031243400,Credit Card,Taxi Affiliation Services,840,24,2.1
8,4.65,5,14,4,1369232100,41.890922026,-87.618868355,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,180,32,0.0
8,5.05,6,16,1,1434297600,41.890922026,-87.618868355,41.884987192,-87.620992913,0.8,,17031320100,Credit Card,Taxi Affiliation Services,240,32,2.0
8,7.5,12,21,6,1482529500,41.890922026,-87.618868355,41.884987192,-87.620992913,1.3,,17031320100,Credit Card,Choice Taxi Association,600,32,4.0
8,6.45,9,10,6,1411123500,41.890922026,-87.618868355,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,4.65,1,15,6,1357919100,41.890922026,-87.618868355,41.884987192,-87.620992913,0.5,,17031320100,Cash,,180,32,0.0
8,5.85,4,23,7,1398554100,41.890922026,-87.618868355,41.884987192,-87.620992913,1.1,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
8,7.0,7,17,1,1468774800,41.890922026,-87.618868355,41.884987192,-87.620992913,1.3,,17031320100,Credit Card,,480,32,2.0
8,5.65,1,12,6,1390564800,41.890922026,-87.618868355,41.884987192,-87.620992913,0.9,,17031320100,Cash,,420,32,0.0
8,5.05,10,14,5,1443709800,41.890922026,-87.618868355,41.884987192,-87.620992913,0.6,,17031320100,Credit Card,Taxi Affiliation Services,240,32,2.0
8,4.84,5,9,2,1399886100,41.890922026,-87.618868355,41.884987192,-87.620992913,0.8,,17031320100,Cash,,240,32,0.0
8,5.45,8,9,5,1409216400,41.890922026,-87.618868355,41.884987192,-87.620992913,0.7,,17031320100,Credit Card,,360,32,1.0
8,5.25,8,14,3,1376402400,41.890922026,-87.618868355,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,300,32,2.0
8,6.05,9,15,1,1380466800,41.890922026,-87.618868355,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,420,32,0.0
8,7.05,4,9,4,1364980500,41.890922026,-87.618868355,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,5.85,8,21,5,1377207900,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,6.65,1,7,6,1422602100,41.890922026,-87.618868355,41.880994471,-87.632746489,1.6,,17031839100,Cash,,420,32,0.0
8,7.45,5,12,3,1369138500,41.890922026,-87.618868355,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,,600,32,2.0
8,7.65,8,16,3,1377016200,41.890922026,-87.618868355,41.880994471,-87.632746489,1.6,,17031839100,Cash,,540,32,0.0
8,7.65,5,11,4,1368012600,41.890922026,-87.618868355,41.880994471,-87.632746489,1.3,,17031839100,Cash,,600,32,0.0
8,5.25,7,14,3,1375193700,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,6.65,1,22,1,1388959200,41.890922026,-87.618868355,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,Choice Taxi Association,360,32,2.0
8,6.5,8,18,7,1471113900,41.890922026,-87.618868355,41.880994471,-87.632746489,1.0,,17031839100,Cash,,420,32,0.0
8,6.65,8,13,3,1408453200,41.890922026,-87.618868355,41.880994471,-87.632746489,1.5,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,8.25,2,8,4,1392192000,41.890922026,-87.618868355,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,,660,32,3.0
8,7.0,5,11,4,1462362300,41.890922026,-87.618868355,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,,300,32,3.0
8,7.65,1,9,7,1420277400,41.890922026,-87.618868355,41.880994471,-87.632746489,1.6,,17031839100,Credit Card,Taxi Affiliation Services,600,32,3.0
8,7.25,5,11,6,1431688500,41.890922026,-87.618868355,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,Taxi Affiliation Services,600,32,2.0
8,6.65,4,9,3,1365500700,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,6.85,10,17,5,1445535900,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,7.45,1,9,5,1359018900,41.890922026,-87.618868355,41.880994471,-87.632746489,1.4,,17031839100,Cash,Northwest Management LLC,600,32,0.0
8,6.45,8,20,4,1440621000,41.890922026,-87.618868355,41.880994471,-87.632746489,1.3,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,7.45,8,11,7,1439638200,41.890922026,-87.618868355,41.880994471,-87.632746489,1.7,,17031839100,Cash,,480,32,0.0
8,6.65,8,21,5,1408656600,41.890922026,-87.618868355,41.880994471,-87.632746489,1.4,,17031839100,Cash,,420,32,0.0
8,6.5,2,10,7,1454755500,41.890922026,-87.618868355,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,,300,32,2.0
8,8.05,6,12,5,1402574400,41.890922026,-87.618868355,41.880994471,-87.632746489,1.6,,17031839100,Cash,,660,32,0.0
8,6.05,3,14,1,1394376300,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Northwest Management LLC,480,32,0.0
8,7.85,11,9,2,1415007900,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,660,32,0.0
8,7.65,9,9,6,1441359900,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,660,32,3.0
8,6.45,9,11,2,1442834100,41.890922026,-87.618868355,41.880994471,-87.632746489,1.5,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,6.25,5,10,6,1369392300,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,7.05,4,12,5,1365682500,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
8,6.85,9,9,6,1378458900,41.890922026,-87.618868355,41.880994471,-87.632746489,1.4,,17031839100,Cash,,540,32,0.0
8,8.45,7,21,6,1373059800,41.890922026,-87.618868355,41.880994471,-87.632746489,0.17,,17031839100,Cash,,720,32,0.0
8,6.05,4,10,2,1428921900,41.890922026,-87.618868355,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,,360,32,3.0
8,6.85,6,13,1,1402839900,41.890922026,-87.618868355,41.880994471,-87.632746489,1.6,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,6.65,2,9,4,1360747800,41.890922026,-87.618868355,41.880994471,-87.632746489,1.2,,17031839100,Cash,,480,32,0.0
8,6.65,3,11,4,1394019000,41.890922026,-87.618868355,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,Dispatch Taxi Affiliation,480,32,2.0
8,4.84,6,12,4,1401885000,41.890922026,-87.618868355,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,,240,32,1.0
8,6.65,7,13,7,1404565200,41.890922026,-87.618868355,41.880994471,-87.632746489,1.7,,17031839100,Cash,,360,32,0.0
8,6.05,4,10,4,1364983200,41.890922026,-87.618868355,41.880994471,-87.632746489,1.5,,17031839100,Cash,,300,32,0.0
8,7.25,7,16,2,1373905800,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,480,32,0.0
8,9.0,4,15,2,1461596400,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,840,32,2.0
8,5.85,7,10,5,1405593900,41.890922026,-87.618868355,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,Taxi Affiliation Services,360,32,1.0
8,7.85,8,10,4,1439374500,41.890922026,-87.618868355,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,Northwest Management LLC,720,32,2.0
8,6.05,10,9,6,1380879900,41.890922026,-87.618868355,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,6.85,7,15,6,1438354800,41.890922026,-87.618868355,41.880994471,-87.632746489,1.3,,17031839100,Cash,,540,32,0.0
8,7.05,6,14,1,1371393900,41.890922026,-87.618868355,41.88528132,-87.6572332,0.1,,17031833000,Cash,Blue Ribbon Taxi Association Inc.,420,28,0.0
8,7.25,7,17,3,1405446300,41.890922026,-87.618868355,41.88528132,-87.6572332,0.1,,17031833000,Cash,Taxi Affiliation Services,540,28,0.0
8,9.45,3,19,4,1426707000,41.890922026,-87.618868355,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Blue Ribbon Taxi Association Inc.,720,28,2.0
8,9.85,2,21,7,1361655000,41.890922026,-87.618868355,41.92926299,-87.635890954,35.0,,17031070101,Cash,Taxi Affiliation Services,420,7,0.0
8,4.45,10,23,6,1381533300,41.890922026,-87.618868355,41.891971508,-87.612945414,0.4,,17031081402,Credit Card,KOAM Taxi Association,180,8,1.0
8,6.45,3,11,6,1363950900,41.890922026,-87.618868355,41.891971508,-87.612945414,0.0,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
8,5.25,2,16,1,1391961600,41.890922026,-87.618868355,41.891971508,-87.612945414,0.09,,17031081402,Cash,,240,8,0.0
8,4.25,7,17,7,1468690200,41.890922026,-87.618868355,41.891971508,-87.612945414,0.3,,17031081402,Cash,Choice Taxi Association,180,8,0.0
8,7.05,8,14,5,1438870500,41.890922026,-87.618868355,41.891971508,-87.612945414,1.19,,17031081402,Cash,,540,8,0.0
8,6.45,7,18,6,1435947300,41.890922026,-87.618868355,41.891971508,-87.612945414,1.0,,17031081402,Cash,Northwest Management LLC,480,8,0.0
8,6.25,8,20,2,1407184200,41.890922026,-87.618868355,41.891971508,-87.612945414,0.0,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,13.05,10,21,6,1412372700,41.890922026,-87.618868355,41.946294536,-87.654298084,4.9,,17031832000,Credit Card,Taxi Affiliation Services,780,6,3.0
8,13.65,6,15,6,1434122100,41.890922026,-87.618868355,41.946294536,-87.654298084,4.6,,17031832000,Credit Card,Taxi Affiliation Services,1140,6,2.7
8,9.45,10,0,1,1412469000,41.890922026,-87.618868355,41.906650766,-87.66533766,3.0,,17031241600,Credit Card,Dispatch Taxi Affiliation,540,24,3.0
8,11.45,10,18,7,1444502700,41.890922026,-87.618868355,41.943155086,-87.640698076,4.4,,17031061902,Credit Card,,600,6,3.49
8,8.45,5,16,1,1367772300,41.890922026,-87.618868355,41.879066994,-87.657005027,2.3,,17031833100,Cash,Dispatch Taxi Affiliation,600,28,0.0
8,9.25,10,9,5,1412847000,41.890922026,-87.618868355,41.879066994,-87.657005027,2.5,,17031833100,Cash,Choice Taxi Association,720,28,0.0
8,16.64,7,17,2,1436203800,41.890922026,-87.618868355,41.949139771,-87.656803909,5.5,,17031061100,Credit Card,,1740,6,3.73
8,13.25,9,20,5,1409860800,41.890922026,-87.618868355,41.949220914,-87.651970395,5.0,,17031061000,Credit Card,,840,6,2.0
8,8.25,12,17,3,1388509200,41.890922026,-87.618868355,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,780,28,0.0
8,8.5,10,13,3,1477403100,41.890922026,-87.618868355,41.879255084,-87.642648998,0.1,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,480,28,0.0
8,6.85,4,7,5,1366873200,41.890922026,-87.618868355,41.879255084,-87.642648998,1.7,,17031281900,Cash,,360,28,0.0
8,7.45,1,17,6,1389979800,41.890922026,-87.618868355,41.879255084,-87.642648998,1.6,,17031281900,Cash,Taxi Affiliation Services,600,28,0.0
8,6.65,2,10,1,1392545700,41.890922026,-87.618868355,41.879255084,-87.642648998,1.5,,17031281900,Cash,,420,28,0.0
8,7.05,5,14,5,1369317600,41.890922026,-87.618868355,41.879255084,-87.642648998,1.4,,17031281900,Cash,,540,28,0.0
8,8.85,10,16,4,1446050700,41.890922026,-87.618868355,41.879255084,-87.642648998,1.67,,17031281900,Cash,,720,28,0.0
8,8.65,1,12,4,1389182400,41.890922026,-87.618868355,41.879255084,-87.642648998,2.2,,17031281900,Cash,,720,28,0.0
8,10.05,4,12,5,1428583500,41.890922026,-87.618868355,41.879255084,-87.642648998,2.1,,17031281900,Credit Card,Taxi Affiliation Services,1020,28,1.55
8,7.65,3,20,2,1425932100,41.890922026,-87.618868355,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,540,28,2.0
8,6.85,3,16,4,1395247500,41.890922026,-87.618868355,41.879255084,-87.642648998,1.4,,17031281900,Cash,Dispatch Taxi Affiliation,480,28,0.0
8,8.05,8,17,5,1377797400,41.890922026,-87.618868355,41.879255084,-87.642648998,1.5,,17031281900,Credit Card,,660,28,1.6
8,6.85,12,22,5,1450390500,41.890922026,-87.618868355,41.879255084,-87.642648998,1.7,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
8,12.25,3,14,1,1458483300,41.890922026,-87.618868355,41.879255084,-87.642648998,3.1,,17031281900,Credit Card,,960,28,2.0
8,7.65,11,15,5,1415288700,41.890922026,-87.618868355,41.879255084,-87.642648998,1.3,,17031281900,Cash,,600,28,0.0
8,8.05,8,20,3,1377028800,41.890922026,-87.618868355,41.879255084,-87.642648998,1.9,,17031281900,Credit Card,Choice Taxi Association,660,28,2.0
8,8.05,3,11,4,1427283900,41.890922026,-87.618868355,41.879255084,-87.642648998,2.2,,17031281900,Cash,Choice Taxi Association,600,28,0.0
8,6.45,12,11,3,1448968500,41.890922026,-87.618868355,41.879255084,-87.642648998,1.1,,17031281900,Cash,,480,28,0.0
8,6.05,3,19,6,1427482800,41.890922026,-87.618868355,41.902788048,-87.62614559,0.9,,17031081202,Credit Card,Taxi Affiliation Services,420,8,2.0
8,17.25,2,11,6,1424430900,41.890922026,-87.618868355,41.790506261,-87.583143717,0.4,,17031411000,Cash,Blue Ribbon Taxi Association Inc.,720,41,0.0
8,8.45,12,0,6,1387497600,41.890922026,-87.618868355,41.861280847,-87.630580061,0.0,,17031330200,Cash,Taxi Affiliation Services,600,33,0.0
8,5.05,6,15,4,1371050100,41.890922026,-87.618868355,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,300,8,1.5
8,5.05,11,23,7,1415489400,41.890922026,-87.618868355,41.892072635,-87.628874157,0.6,,17031081600,Cash,Northwest Management LLC,300,8,0.0
8,5.45,5,20,4,1369252800,41.890922026,-87.618868355,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,420,8,1.0
8,4.85,2,23,7,1393110000,41.890922026,-87.618868355,41.892072635,-87.628874157,0.04,,17031081600,Cash,,300,8,0.0
8,5.25,7,20,6,1373054400,41.890922026,-87.618868355,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Northwest Management LLC,300,8,1.0
8,5.05,10,18,5,1412274600,41.890922026,-87.618868355,41.892072635,-87.628874157,0.5,,17031081600,Cash,,300,8,0.0
8,5.85,11,13,6,1415970900,41.890922026,-87.618868355,41.892072635,-87.628874157,1.1,,17031081600,Cash,Choice Taxi Association,360,8,0.0
8,5.25,7,0,2,1372639500,41.890922026,-87.618868355,41.892072635,-87.628874157,0.0,,17031081600,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,15.05,5,0,6,1400803200,41.890922026,-87.618868355,41.958055933,-87.660389456,6.3,,17031830700,Cash,,600,3,0.0
8,19.25,10,22,6,1382741100,41.890922026,-87.618868355,41.983330806,-87.681993542,8.5,,17031040100,Cash,Taxi Affiliation Services,1020,4,0.0
8,7.05,4,14,3,1430229600,41.890922026,-87.618868355,41.885300022,-87.642808466,1.2,,17031280100,Credit Card,,540,28,2.0
8,8.05,2,12,5,1392293700,41.890922026,-87.618868355,41.885300022,-87.642808466,2.1,,17031280100,Credit Card,,660,28,2.0
8,6.45,3,22,6,1396044900,41.890922026,-87.618868355,41.885300022,-87.642808466,1.8,,17031280100,Cash,,300,28,0.0
8,9.45,6,18,5,1433443500,41.890922026,-87.618868355,41.885300022,-87.642808466,1.2,,17031280100,Cash,Taxi Affiliation Services,1080,28,0.0
8,6.45,1,22,4,1422482400,41.890922026,-87.618868355,41.885300022,-87.642808466,1.3,,17031280100,Credit Card,,420,28,0.0
8,6.65,11,7,3,1415690100,41.890922026,-87.618868355,41.885300022,-87.642808466,1.6,,17031280100,Cash,Northwest Management LLC,420,28,0.0
8,14.25,6,20,5,1372364100,41.890922026,-87.618868355,41.929077655,-87.646293476,4.8,,17031070200,Cash,Dispatch Taxi Affiliation,1200,7,0.0
8,13.25,8,19,7,1470510000,41.890922026,-87.618868355,41.929077655,-87.646293476,0.0,,17031070200,Cash,Blue Ribbon Taxi Association Inc.,1080,7,0.0
8,7.85,1,21,4,1391030100,41.890922026,-87.618868355,41.909495669,-87.630963601,2.0,,17031080201,Cash,Taxi Affiliation Services,480,8,0.0
8,5.85,12,13,2,1449494100,41.890922026,-87.618868355,41.89503345,-87.619710672,0.6,,17031081401,Cash,,480,8,0.0
8,5.25,12,11,2,1419246000,41.890922026,-87.618868355,41.89503345,-87.619710672,0.5,,17031081401,Cash,Taxi Affiliation Services,300,8,0.0
8,4.45,10,15,6,1445612400,41.890922026,-87.618868355,41.89503345,-87.619710672,0.5,,17031081401,Credit Card,Dispatch Taxi Affiliation,180,8,1.0
8,5.05,12,14,4,1418826600,41.890922026,-87.618868355,41.89503345,-87.619710672,0.5,,17031081401,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,4.85,4,15,3,1398181500,41.890922026,-87.618868355,41.89503345,-87.619710672,0.6,,17031081401,Cash,Taxi Affiliation Services,180,8,0.0
8,9.25,5,17,1,1367774100,41.890922026,-87.618868355,41.870607372,-87.622172937,2.8,,17031320600,Cash,,420,32,0.0
8,6.45,8,22,7,1439677800,41.890922026,-87.618868355,41.870607372,-87.622172937,1.5,,17031320600,Credit Card,Taxi Affiliation Services,360,32,2.0
8,8.05,5,15,7,1431184500,41.890922026,-87.618868355,41.870607372,-87.622172937,1.8,,17031320600,Cash,,660,32,0.0
8,7.05,4,9,4,1430299800,41.890922026,-87.618868355,41.870607372,-87.622172937,1.2,,17031320600,Credit Card,,540,32,2.0
8,6.85,6,13,7,1402753500,41.890922026,-87.618868355,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,480,32,0.0
8,6.25,8,18,5,1471545000,41.890922026,-87.618868355,41.899155613,-87.626210532,0.82,,17031081201,Cash,,480,8,0.0
8,6.65,7,18,3,1406053800,41.890922026,-87.618868355,41.899155613,-87.626210532,1.1,,17031081201,Cash,,540,8,0.0
8,6.05,10,15,5,1382628600,41.890922026,-87.618868355,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,420,8,0.0
8,6.05,10,13,6,1412948700,41.890922026,-87.618868355,41.899155613,-87.626210532,0.9,,17031081201,Credit Card,,480,8,1.82
8,5.25,2,9,4,1361351700,41.890922026,-87.618868355,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,240,8,0.0
8,5.45,3,19,1,1394393400,41.890922026,-87.618868355,41.899155613,-87.626210532,0.9,,17031081201,Cash,Taxi Affiliation Services,300,8,0.0
8,4.45,4,10,4,1397645100,41.890922026,-87.618868355,41.899155613,-87.626210532,0.4,,17031081201,Cash,,180,8,0.0
8,5.65,10,18,3,1444155300,41.890922026,-87.618868355,41.899155613,-87.626210532,0.9,,17031081201,Credit Card,,420,8,3.0
8,6.05,10,12,7,1412424900,41.890922026,-87.618868355,41.899155613,-87.626210532,1.3,,17031081201,Cash,,360,8,0.0
8,6.05,9,17,1,1441561500,41.890922026,-87.618868355,41.899155613,-87.626210532,0.9,,17031081201,Cash,,420,8,0.0
8,5.65,12,14,6,1450449000,41.890922026,-87.618868355,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,300,8,1.0
8,4.25,4,10,4,1398854700,41.890922026,-87.618868355,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,180,8,0.0
8,5.85,3,8,7,1362213900,41.890922026,-87.618868355,41.899155613,-87.626210532,0.6,,17031081201,Cash,,360,8,0.0
8,14.5,10,20,7,1475958600,41.890922026,-87.618868355,41.863422684,-87.653756619,3.2,,17031283800,Credit Card,Taxi Affiliation Services,1440,28,2.9
8,14.85,6,20,1,1434312000,41.890922026,-87.618868355,41.945282331,-87.661545096,5.4,,17031061500,Cash,KOAM Taxi Association,1140,6,0.0
8,35.25,9,13,2,1473081300,41.890922026,-87.618868355,41.785998518,-87.750934289,13.1,,17031980100,Cash,Top Cab Affiliation,1920,56,0.0
8,29.45,8,18,5,1409248800,41.890922026,-87.618868355,41.785998518,-87.750934289,12.2,,17031980100,Credit Card,Choice Taxi Association,2760,56,0.0
8,5.45,4,11,1,1398599100,41.890922026,-87.618868355,41.89321636,-87.63784421,1.0,,17031081800,Credit Card,Choice Taxi Association,240,8,2.0
8,4.65,1,1,1,1357434000,41.890922026,-87.618868355,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,6.05,5,11,1,1430652600,41.890922026,-87.618868355,41.89321636,-87.63784421,1.3,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
8,5.05,8,16,1,1408898700,41.890922026,-87.618868355,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,5.45,2,9,4,1424250900,41.890922026,-87.618868355,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
8,6.5,10,21,7,1476567000,41.890922026,-87.618868355,41.89321636,-87.63784421,0.9,,17031081800,Cash,KOAM Taxi Association,420,8,0.0
8,8.85,4,11,2,1429528500,41.890922026,-87.618868355,41.89321636,-87.63784421,1.9,,17031081800,Cash,,660,8,0.0
8,6.05,6,22,1,1402871400,41.890922026,-87.618868355,41.89321636,-87.63784421,1.0,,17031081800,Credit Card,Top Cab Affiliation,300,8,2.0
8,5.85,10,18,2,1444068000,41.890922026,-87.618868355,41.898331794,-87.620762865,0.6,,17031081300,Credit Card,Dispatch Taxi Affiliation,480,8,3.0
8,5.5,11,12,1,1480250700,41.890922026,-87.618868355,41.898331794,-87.620762865,0.9,,17031081300,Cash,Northwest Management LLC,360,8,0.0
8,5.05,8,14,2,1439820900,41.890922026,-87.618868355,41.898331794,-87.620762865,0.0,,17031081300,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,5.25,12,9,5,1450948500,41.890922026,-87.618868355,41.898331794,-87.620762865,0.8,,17031081300,Cash,,240,8,0.0
8,5.25,11,11,1,1416741300,41.890922026,-87.618868355,41.898331794,-87.620762865,0.0,,17031081300,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,5.25,4,12,5,1430396100,41.890922026,-87.618868355,41.898331794,-87.620762865,1.1,,17031081300,Credit Card,,180,8,2.0
8,5.05,8,13,2,1408972500,41.890922026,-87.618868355,41.898331794,-87.620762865,0.6,,17031081300,Cash,,240,8,0.0
8,4.45,1,13,6,1359120600,41.890922026,-87.618868355,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,180,8,0.0
8,4.65,10,0,4,1412728200,41.890922026,-87.618868355,41.898331794,-87.620762865,0.8,,17031081300,Cash,Choice Taxi Association,180,8,0.0
8,5.85,2,21,7,1425158100,41.890922026,-87.618868355,41.898331794,-87.620762865,0.5,,17031081300,Credit Card,,420,8,3.0
8,6.25,11,23,5,1385681400,41.890922026,-87.618868355,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,420,8,0.0
8,11.25,10,0,4,1383092100,41.890922026,-87.618868355,41.949829346,-87.64396537,4.2,,17031060900,Cash,,480,6,0.0
8,12.65,5,14,6,1401460200,41.890922026,-87.618868355,41.949829346,-87.64396537,4.9,,17031060900,Credit Card,Choice Taxi Association,720,6,2.5
8,7.65,6,12,6,1434717900,41.890922026,-87.618868355,41.90749193,-87.63576009,0.0,,17031080300,Credit Card,Taxi Affiliation Services,660,8,1.0
8,7.85,2,11,5,1393499700,41.890922026,-87.618868355,41.867902418,-87.642958665,2.2,,17031841900,Cash,Taxi Affiliation Services,480,28,0.0
8,8.25,1,21,6,1421442000,41.890922026,-87.618868355,41.867902418,-87.642958665,2.3,,17031841900,Cash,,480,28,0.0
8,12.05,7,20,6,1405111500,41.890922026,-87.618868355,41.87866742,-87.671653621,0.2,,17031838100,Cash,Blue Ribbon Taxi Association Inc.,780,28,0.0
8,13.45,10,11,4,1412161200,41.890922026,-87.618868355,41.91922505,-87.671445766,0.2,,17031832300,Credit Card,Blue Ribbon Taxi Association Inc.,1020,22,2.65
8,11.65,3,0,2,1396224000,41.890922026,-87.618868355,41.91922505,-87.671445766,0.2,,17031832300,Cash,Taxi Affiliation Services,600,22,0.0
8,9.05,1,17,7,1420910100,41.890922026,-87.618868355,41.904935302,-87.649907226,2.4,,17031842200,Cash,Taxi Affiliation Services,720,8,0.0
17,13.65,5,19,3,1400612400,41.94651142,-87.806020002,,,5.2,,,Cash,,900,,0.0
22,16.85,11,22,2,1415659500,41.921125914,-87.699754406,41.89321636,-87.63784421,7.0,,17031081800,Cash,,960,8,0.0
22,12.65,4,22,7,1367102700,41.921273105,-87.68508211,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,780,8,0.0
24,17.45,8,23,1,1409528700,41.899737388,-87.664953917,41.986953058,-87.672080994,6.5,,17031030400,Credit Card,Dispatch Taxi Affiliation,1380,77,4.6
24,6.85,3,18,7,1396118700,41.899737388,-87.664953917,41.921877461,-87.66407824,1.7,,17031832500,Cash,,420,7,0.0
24,5.25,1,17,2,1453138200,41.899737388,-87.664953917,41.89830587,-87.653613982,0.0,,17031842300,Credit Card,Taxi Affiliation Services,240,24,1.0
24,5.45,4,1,1,1397350800,41.899737388,-87.664953917,41.906025969,-87.675311622,0.6,,17031241400,Cash,Dispatch Taxi Affiliation,360,24,0.0
24,11.25,4,21,3,1396990800,41.899737388,-87.664953917,41.936237179,-87.656411531,0.0,,17031062900,Cash,Dispatch Taxi Affiliation,840,6,0.0
24,5.45,2,20,7,1391287500,41.899737388,-87.664953917,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Taxi Affiliation Services,360,28,2.0
24,5.85,5,23,7,1430608500,41.899737388,-87.664953917,41.906650766,-87.66533766,1.0,,17031241600,Cash,Taxi Affiliation Services,360,24,0.0
24,7.05,1,1,1,1358039700,41.899737388,-87.664953917,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,300,28,0.0
24,10.05,7,1,3,1374542100,41.899737388,-87.664953917,41.929046937,-87.651310877,0.0,,17031070300,Cash,Taxi Affiliation Services,660,7,0.0
24,7.25,6,2,1,1401588000,41.899737388,-87.664953917,41.91213208,-87.689711275,2.0,,17031240600,Cash,Northwest Management LLC,480,24,0.0
24,9.85,3,20,6,1395434700,41.899737388,-87.664953917,41.87101588,-87.631406525,0.2,,17031839000,Cash,Taxi Affiliation Services,540,32,0.0
40,13.5,6,15,5,1466090100,41.792357223,-87.61793138,41.77887686,-87.594925439,0.2,,,Unknown,Taxi Affiliation Services,1260,42,0.0
6,6.65,3,21,6,1425677400,41.934659157,-87.646729729,41.914747305,-87.654007029,0.0,,17031832600,Credit Card,Taxi Affiliation Services,480,7,2.0
6,9.85,6,14,7,1402755300,41.934659157,-87.646729729,41.914616286,-87.631717366,1.6,,17031071500,Cash,,34980,7,0.0
6,14.45,1,10,5,1390471200,41.934659157,-87.646729729,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,1140,32,2.85
6,11.45,2,22,5,1391724000,41.934659157,-87.646729729,41.966834067,-87.684018371,3.9,,17031040600,Credit Card,Choice Taxi Association,1020,4,3.1
6,5.65,7,3,7,1374289200,41.934659157,-87.646729729,41.922082541,-87.634156093,0.0,,17031071400,No Charge,Dispatch Taxi Affiliation,360,7,0.0
6,6.85,10,0,7,1381538700,41.934659157,-87.646729729,41.952719111,-87.660503502,0.0,,17031060500,Cash,Taxi Affiliation Services,540,6,0.0
6,4.45,1,22,5,1421361900,41.934659157,-87.646729729,41.943237122,-87.643470956,0.6,,17031061901,Credit Card,,120,6,3.0
6,4.05,1,12,1,1420980300,41.934659157,-87.646729729,41.936310131,-87.651562592,0.4,,17031063000,Cash,4197 - 41842 Royal Star,120,6,0.0
6,7.65,11,2,1,1446343200,41.934659157,-87.646729729,41.936310131,-87.651562592,0.0,,17031063000,Credit Card,Taxi Affiliation Services,,6,3.0
6,9.85,11,20,7,1384029000,41.934659157,-87.646729729,41.916005274,-87.675095116,0.0,,17031831000,Cash,Dispatch Taxi Affiliation,840,22,0.0
6,6.05,12,19,4,1451502000,41.934659157,-87.646729729,41.929046937,-87.651310877,0.9,,17031070300,Credit Card,Taxi Affiliation Services,420,7,1.8
6,10.65,3,19,6,1364583600,41.934659157,-87.646729729,41.908378669,-87.670945075,3.1,,17031241500,Cash,Dispatch Taxi Affiliation,960,24,0.0
6,12.0,10,13,1,1477832400,41.934659157,-87.646729729,41.908378669,-87.670945075,3.2,,17031241500,Cash,Dispatch Taxi Affiliation,960,24,0.0
6,9.05,3,20,6,1362168900,41.934659157,-87.646729729,41.902788048,-87.62614559,2.9,,17031081202,Cash,,600,8,0.0
6,9.85,4,17,1,1396805400,41.934659157,-87.646729729,41.902788048,-87.62614559,0.1,,17031081202,Cash,Blue Ribbon Taxi Association Inc.,600,8,0.0
6,6.65,7,1,1,1374973200,41.934659157,-87.646729729,41.914585709,-87.645966207,0.0,,17031071800,Cash,Taxi Affiliation Services,540,7,0.0
6,6.85,3,21,7,1396128600,41.934659157,-87.646729729,41.942691844,-87.651770507,1.0,,17031062100,Cash,,600,6,0.0
6,37.25,6,20,4,1403122500,41.934659157,-87.646729729,41.785998518,-87.750934289,1.0,,17031980100,Credit Card,Taxi Affiliation Services,2880,56,10.05
6,9.65,11,7,5,1383810300,41.934659157,-87.646729729,41.89321636,-87.63784421,0.0,,17031081800,Cash,Dispatch Taxi Affiliation,600,8,0.0
22,175.05,12,7,4,1419407100,41.928619051,-87.685362024,41.97907082,-87.903039661,71.7,,17031980000,Cash,,24720,76,0.0
22,3.25,7,23,7,1373151600,41.928619051,-87.685362024,41.928619051,-87.685362024,0.0,,17031830900,Cash,,0,22,0.0
24,7.65,9,17,7,1410025500,41.892536872,-87.659864318,41.892507781,-87.626214906,1.9,,17031081500,Credit Card,4197 - 41842 Royal Star,540,8,1.5
24,7.25,11,20,7,1385238600,41.892536872,-87.659864318,41.892507781,-87.626214906,1.6,,17031081500,Cash,,540,8,0.0
24,6.05,7,21,5,1405026900,41.892536872,-87.659864318,41.879255084,-87.642648998,1.3,,17031281900,Cash,Choice Taxi Association,360,28,0.0
24,7.45,12,3,7,1387595700,41.892536872,-87.659864318,41.90749193,-87.63576009,2.1,,17031080300,Cash,Dispatch Taxi Affiliation,420,8,0.0
32,38.05,6,13,2,1372078800,41.884987192,-87.620992913,,,18.88,,,Credit Card,,1800,,8.01
32,100.25,5,16,2,1431360000,41.884987192,-87.620992913,,,52.6,,,Cash,,6420,,0.0
32,6.05,7,0,1,1374970500,41.884987192,-87.620992913,,,1.07,,,Cash,,360,,0.0
32,6.05,1,18,2,1359398700,41.884987192,-87.620992913,,,1.17,,,Cash,,420,,0.0
32,3.45,9,21,6,1410556500,41.884987192,-87.620992913,,,0.1,,,Cash,Taxi Affiliation Services,60,,0.0
32,5.45,3,18,1,1362336300,41.884987192,-87.620992913,,,0.8,,,Credit Card,,360,,2.0
32,6.45,2,18,5,1423159200,41.884987192,-87.620992913,,,0.9,,,Cash,Taxi Affiliation Services,480,,0.0
32,52.85,3,21,6,1362776400,41.884987192,-87.620992913,,,0.0,,,Credit Card,Dispatch Taxi Affiliation,2820,,23.65
32,13.45,5,16,6,1401468300,41.884987192,-87.620992913,,,4.03,,,Cash,,1380,,0.0
32,42.85,12,9,1,1385891100,41.884987192,-87.620992913,,,21.4,,,Cash,,4860,,0.0
32,23.25,1,17,3,1358269200,41.884987192,-87.620992913,,,9.42,,,Cash,,1680,,0.0
32,3.25,12,6,3,1418106600,41.884987192,-87.620992913,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
32,5.45,10,19,5,1383248700,41.884987192,-87.620992913,,,0.0,,,Cash,Taxi Affiliation Services,300,,0.0
32,29.05,2,9,6,1423818900,41.884987192,-87.620992913,,,13.3,,,Cash,,1740,,0.0
32,29.85,7,9,2,1436778000,41.884987192,-87.620992913,,,9.4,,17031808702,Credit Card,,1860,,4.48
32,3.25,12,7,1,1385883000,41.884987192,-87.620992913,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
32,9.85,4,12,7,1367064900,41.884987192,-87.620992913,,,0.0,,,Credit Card,Choice Taxi Association,7200,,0.0
32,19.65,5,7,5,1368689400,41.884987192,-87.620992913,,,0.0,,,Cash,Dispatch Taxi Affiliation,0,,0.0
32,10.25,8,21,4,1376516700,41.884987192,-87.620992913,41.849246754,-87.624135298,0.0,,17031841000,Cash,Taxi Affiliation Services,600,33,0.0
32,9.45,11,23,6,1384558200,41.884987192,-87.620992913,41.849246754,-87.624135298,2.9,,17031841000,Credit Card,Taxi Affiliation Services,600,33,4.0
32,12.05,9,16,5,1379002500,41.884987192,-87.620992913,41.849246754,-87.624135298,0.0,,17031841000,Credit Card,Blue Ribbon Taxi Association Inc.,840,33,2.6
32,9.65,10,14,6,1412952300,41.884987192,-87.620992913,41.849246754,-87.624135298,0.24,,17031841000,Cash,,900,33,0.0
32,14.25,12,10,3,1448964000,41.884987192,-87.620992913,41.849246754,-87.624135298,4.0,,17031841000,Credit Card,3623 - 72222 Arrington Enterprises,1440,33,3.0
32,4.65,7,8,5,1374741900,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Dispatch Taxi Affiliation,240,8,0.0
32,5.05,4,21,5,1396560600,41.884987192,-87.620992913,41.892507781,-87.626214906,0.9,,17031081500,Cash,,180,8,0.0
32,5.05,12,22,6,1417816800,41.884987192,-87.620992913,41.892507781,-87.626214906,0.8,,17031081500,Cash,,240,8,0.0
32,5.25,7,15,4,1468422900,41.884987192,-87.620992913,41.892507781,-87.626214906,0.6,,17031081500,Cash,,240,8,0.0
32,7.25,7,20,2,1469478600,41.884987192,-87.620992913,41.892507781,-87.626214906,1.3,,17031081500,Cash,,480,8,0.0
32,5.05,5,20,2,1399320000,41.884987192,-87.620992913,41.892507781,-87.626214906,0.6,,17031081500,Credit Card,KOAM Taxi Association,240,8,2.0
32,5.05,8,14,3,1376402400,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Dispatch Taxi Affiliation,180,8,0.0
32,5.65,7,11,4,1373456700,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
32,5.45,8,17,4,1409160600,41.884987192,-87.620992913,41.892507781,-87.626214906,0.7,,17031081500,Cash,,360,8,0.0
32,4.84,8,22,5,1375395300,41.884987192,-87.620992913,41.892507781,-87.626214906,0.7,,17031081500,Cash,,180,8,0.0
32,5.45,5,14,7,1399731300,41.884987192,-87.620992913,41.892507781,-87.626214906,0.8,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
32,5.65,8,20,1,1375647300,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Dispatch Taxi Affiliation,360,8,0.0
32,4.05,6,19,7,1434222000,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,120,8,0.0
32,5.65,12,14,7,1386424800,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
32,6.65,12,17,4,1449078300,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
32,5.45,10,18,1,1444588200,41.884987192,-87.620992913,41.892507781,-87.626214906,1.1,,17031081500,Cash,,300,8,0.0
32,5.05,1,23,1,1421623800,41.884987192,-87.620992913,41.892507781,-87.626214906,0.8,,17031081500,Cash,KOAM Taxi Association,240,8,0.0
32,6.05,11,16,7,1384617600,41.884987192,-87.620992913,41.892507781,-87.626214906,0.6,,17031081500,Cash,KOAM Taxi Association,480,8,0.0
32,5.05,3,14,1,1362321000,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,No Charge,Northwest Management LLC,240,8,0.0
32,4.45,9,11,2,1409570100,41.884987192,-87.620992913,41.892507781,-87.626214906,0.6,,17031081500,Credit Card,Dispatch Taxi Affiliation,120,8,1.0
32,5.25,8,20,3,1407873600,41.884987192,-87.620992913,41.892507781,-87.626214906,0.9,,17031081500,Cash,,240,8,0.0
32,4.85,8,19,6,1439580600,41.884987192,-87.620992913,41.892507781,-87.626214906,0.4,,17031081500,Credit Card,Taxi Affiliation Services,300,8,1.0
32,5.85,6,20,2,1370292300,41.884987192,-87.620992913,41.892507781,-87.626214906,0.9,,17031081500,Cash,,360,8,0.0
32,6.45,8,17,3,1438708500,41.884987192,-87.620992913,41.892507781,-87.626214906,0.9,,17031081500,Credit Card,,540,8,2.0
32,5.65,5,17,5,1401382800,41.884987192,-87.620992913,41.892507781,-87.626214906,0.9,,17031081500,Cash,,360,8,0.0
32,7.0,10,17,2,1476723600,41.884987192,-87.620992913,41.892507781,-87.626214906,1.3,,17031081500,Credit Card,,360,8,2.0
32,5.25,11,11,3,1384858800,41.884987192,-87.620992913,41.892507781,-87.626214906,0.5,,17031081500,Credit Card,,360,8,2.0
32,5.45,11,14,7,1446906600,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
32,6.05,4,18,4,1365013800,41.884987192,-87.620992913,41.892507781,-87.626214906,1.0,,17031081500,Cash,,420,8,0.0
32,4.85,4,12,6,1397220300,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,240,8,2.0
32,5.25,11,20,3,1416343500,41.884987192,-87.620992913,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
32,5.45,8,19,7,1407006000,41.884987192,-87.620992913,41.892507781,-87.626214906,0.8,,17031081500,Credit Card,Dispatch Taxi Affiliation,300,8,5.0
32,6.25,5,19,1,1369595700,41.884987192,-87.620992913,41.892507781,-87.626214906,0.9,,17031081500,Cash,Northwest Management LLC,480,8,0.0
32,4.65,10,20,4,1412196300,41.884987192,-87.620992913,41.892507781,-87.626214906,0.8,,17031081500,Cash,Dispatch Taxi Affiliation,180,8,0.0
32,6.85,9,8,3,1441701900,41.884987192,-87.620992913,41.892507781,-87.626214906,1.3,,17031081500,Cash,,540,8,0.0
32,4.45,2,9,3,1423560600,41.884987192,-87.620992913,41.892507781,-87.626214906,0.5,,17031081500,Cash,Dispatch Taxi Affiliation,180,8,0.0
32,5.85,11,20,5,1415908800,41.884987192,-87.620992913,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,Taxi Affiliation Services,360,8,4.0
32,8.25,5,18,6,1430504100,41.884987192,-87.620992913,41.892042136,-87.63186395,1.1,,17031081700,Cash,,840,8,0.0
32,5.25,10,21,5,1412891100,41.884987192,-87.620992913,41.892042136,-87.63186395,0.7,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
32,5.45,4,8,5,1430381700,41.884987192,-87.620992913,41.892042136,-87.63186395,0.6,,17031081700,Credit Card,,360,8,2.0
32,6.05,12,18,7,1417889700,41.884987192,-87.620992913,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,Choice Taxi Association,420,8,2.0
32,6.05,4,13,4,1429707600,41.884987192,-87.620992913,41.892042136,-87.63186395,1.0,,17031081700,Credit Card,Choice Taxi Association,420,8,1.0
32,7.25,3,18,2,1426530600,41.884987192,-87.620992913,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,Dispatch Taxi Affiliation,660,8,2.0
32,6.05,4,0,7,1397865600,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
32,5.65,10,19,2,1444074300,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
32,7.65,6,19,3,1433876400,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Blue Ribbon Taxi Association Inc.,780,8,1.5
32,5.65,9,17,4,1441818000,41.884987192,-87.620992913,41.892042136,-87.63186395,0.08,,17031081700,Credit Card,,360,8,2.0
32,8.05,11,19,3,1383678000,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,780,8,2.0
32,6.65,7,15,7,1373124600,41.884987192,-87.620992913,41.892042136,-87.63186395,1.3,,17031081700,Cash,,540,8,0.0
32,6.05,10,13,1,1382276700,41.884987192,-87.620992913,41.892042136,-87.63186395,1.0,,17031081700,Cash,,420,8,0.0
32,5.25,1,19,6,1422042300,41.884987192,-87.620992913,41.892042136,-87.63186395,0.7,,17031081700,Cash,,300,8,0.0
32,6.25,12,16,4,1418833800,41.884987192,-87.620992913,41.892042136,-87.63186395,0.8,,17031081700,Credit Card,Taxi Affiliation Services,420,8,2.0
32,6.05,12,11,4,1387366200,41.884987192,-87.620992913,41.892042136,-87.63186395,0.7,,17031081700,Cash,,420,8,0.0
32,5.85,4,23,7,1365896700,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
32,5.05,6,15,4,1403104500,41.884987192,-87.620992913,41.892042136,-87.63186395,0.7,,17031081700,Credit Card,Taxi Affiliation Services,240,8,3.0
32,4.65,12,21,6,1386971100,41.884987192,-87.620992913,41.892042136,-87.63186395,0.6,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
32,5.85,5,19,5,1369336500,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
32,4.65,10,8,7,1443861000,41.884987192,-87.620992913,41.892042136,-87.63186395,0.5,,17031081700,Credit Card,Choice Taxi Association,240,8,0.0
32,5.25,8,16,2,1407775500,41.884987192,-87.620992913,41.892042136,-87.63186395,0.8,,17031081700,Cash,,240,8,0.0
32,5.25,4,11,6,1396611900,41.884987192,-87.620992913,41.892042136,-87.63186395,0.7,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
32,6.0,2,18,4,1456339500,41.884987192,-87.620992913,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,,360,8,3.0
32,5.85,3,23,6,1394838900,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Dispatch Taxi Affiliation,420,8,0.0
32,6.25,10,20,7,1382214600,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
32,5.05,12,17,2,1388425500,41.884987192,-87.620992913,41.892042136,-87.63186395,0.08,,17031081700,Cash,,300,8,0.0
32,4.45,10,7,5,1381993200,41.884987192,-87.620992913,41.892042136,-87.63186395,0.5,,17031081700,Cash,,180,8,0.0
32,5.85,1,19,5,1420141500,41.884987192,-87.620992913,41.892042136,-87.63186395,0.8,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
32,4.25,3,13,3,1363093200,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,180,8,0.0
32,5.05,10,12,3,1382445900,41.884987192,-87.620992913,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
32,8.05,10,19,5,1444935600,41.884987192,-87.620992913,41.892042136,-87.63186395,0.7,,17031081700,Cash,Dispatch Taxi Affiliation,900,8,0.0
32,7.05,11,21,2,1448917200,41.884987192,-87.620992913,41.892042136,-87.63186395,1.4,,17031081700,Cash,,540,8,0.0
32,11.65,10,20,2,1445285700,41.884987192,-87.620992913,41.93057857,-87.642206313,0.2,,17031070102,Credit Card,Taxi Affiliation Services,780,7,2.3
32,11.05,9,16,3,1411488000,41.884987192,-87.620992913,41.93057857,-87.642206313,3.7,,17031070102,Credit Card,,720,7,2.0
32,37.45,1,16,1,1389544200,41.884987192,-87.620992913,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Blue Ribbon Taxi Association Inc.,1800,76,7.85
32,37.65,6,15,3,1372172400,41.884987192,-87.620992913,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Northwest Management LLC,2580,76,0.5
32,37.05,7,13,3,1406036700,41.884987192,-87.620992913,41.97907082,-87.903039661,18.3,,17031980000,Credit Card,Taxi Affiliation Services,1920,76,4.0
32,36.25,3,14,3,1426603500,41.884987192,-87.620992913,41.97907082,-87.903039661,17.8,,17031980000,Credit Card,,2040,76,7.65
32,37.65,12,18,7,1386440100,41.884987192,-87.620992913,41.97907082,-87.903039661,18.3,,17031980000,Credit Card,Taxi Affiliation Services,2340,76,9.9
32,36.25,9,12,2,1410783300,41.884987192,-87.620992913,41.97907082,-87.903039661,17.7,,17031980000,Cash,,1680,76,0.0
32,36.45,4,15,3,1366124400,41.884987192,-87.620992913,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Taxi Affiliation Services,1800,76,7.85
32,35.65,5,11,6,1401450300,41.884987192,-87.620992913,41.97907082,-87.903039661,17.59,,17031980000,Credit Card,,1740,76,7.53
32,36.85,8,17,4,1440005400,41.884987192,-87.620992913,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Blue Ribbon Taxi Association Inc.,2760,76,7.95
32,36.65,1,12,6,1389961800,41.884987192,-87.620992913,41.97907082,-87.903039661,18.1,,17031980000,Cash,Dispatch Taxi Affiliation,1560,76,0.0
32,38.25,12,15,6,1419002100,41.884987192,-87.620992913,41.97907082,-87.903039661,18.3,,17031980000,Cash,,3120,76,0.0
32,49.65,11,10,4,1383734700,41.884987192,-87.620992913,41.97907082,-87.903039661,19.3,,17031980000,Cash,,4140,76,0.0
32,39.65,10,6,2,1444632300,41.884987192,-87.620992913,41.97907082,-87.903039661,18.7,,17031980000,Cash,,3180,76,0.0
32,43.45,2,11,6,1393586100,41.884987192,-87.620992913,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Choice Taxi Association,2520,76,9.05
32,36.45,2,5,5,1392270300,41.884987192,-87.620992913,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,1380,76,0.0
32,36.65,1,14,6,1389365100,41.884987192,-87.620992913,41.97907082,-87.903039661,0.1,,17031980000,Credit Card,Dispatch Taxi Affiliation,2340,76,11.55
32,38.04,12,16,5,1449765900,41.884987192,-87.620992913,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,,3000,76,8.01
32,38.45,7,14,7,1437834600,41.884987192,-87.620992913,41.97907082,-87.903039661,18.08,,17031980000,Credit Card,,2520,76,8.09
32,39.65,10,14,4,1413384300,41.884987192,-87.620992913,41.97907082,-87.903039661,18.1,,17031980000,Cash,Taxi Affiliation Services,2760,76,0.0
32,48.25,3,16,5,1458837900,41.884987192,-87.620992913,41.97907082,-87.903039661,18.5,,17031980000,Credit Card,Northwest Management LLC,3120,76,9.65
32,37.25,3,15,3,1426607100,41.884987192,-87.620992913,41.97907082,-87.903039661,18.1,,17031980000,Credit Card,,2220,76,7.85
32,46.0,2,6,2,1456726500,41.884987192,-87.620992913,41.97907082,-87.903039661,1.1,,17031980000,Cash,Blue Ribbon Taxi Association Inc.,1740,76,0.0
32,36.25,12,7,4,1418800500,41.884987192,-87.620992913,41.97907082,-87.903039661,17.8,,17031980000,Credit Card,Dispatch Taxi Affiliation,2220,76,4.0
32,40.65,1,17,6,1389375900,41.884987192,-87.620992913,41.97907082,-87.903039661,18.4,,17031980000,Credit Card,Taxi Affiliation Services,4020,76,8.7
32,38.65,6,5,4,1403070300,41.884987192,-87.620992913,41.97907082,-87.903039661,19.2,,17031980000,Credit Card,Choice Taxi Association,1380,76,8.1
32,45.5,7,10,5,1468491300,41.884987192,-87.620992913,41.97907082,-87.903039661,18.3,,17031980000,Credit Card,,2280,76,9.2
32,38.04,7,15,6,1373641200,41.884987192,-87.620992913,41.97907082,-87.903039661,18.9,,17031980000,Credit Card,,2520,76,15.0
32,42.45,2,18,6,1360952100,41.884987192,-87.620992913,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,3720,76,0.0
32,40.45,6,18,6,1433527200,41.884987192,-87.620992913,41.97907082,-87.903039661,17.6,,17031980000,Credit Card,Northwest Management LLC,3660,76,5.0
32,37.85,6,16,1,1372003200,41.884987192,-87.620992913,41.97907082,-87.903039661,17.8,,17031980000,Cash,Dispatch Taxi Affiliation,2520,76,0.0
32,35.85,3,14,5,1395325800,41.884987192,-87.620992913,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Dispatch Taxi Affiliation,1800,76,9.45
32,10.65,4,21,7,1397338200,41.884987192,-87.620992913,41.921778356,-87.641459759,3.7,,17031071300,Cash,,600,7,0.0
32,6.65,1,9,4,1358934300,41.884987192,-87.620992913,41.900265687,-87.63210922,1.5,,17031081000,Credit Card,,480,8,1.0
32,15.45,12,17,6,1386954000,41.884987192,-87.620992913,41.914747305,-87.654007029,3.3,,17031832600,Credit Card,,1920,7,3.09
32,13.45,11,22,4,1384985700,41.884987192,-87.620992913,41.958154876,-87.653021789,5.4,,17031032100,Credit Card,Northwest Management LLC,720,3,2.0
32,11.65,7,0,6,1372985100,41.884987192,-87.620992913,41.841691119,-87.612563947,4.0,,17031350100,Cash,Northwest Management LLC,780,35,0.0
32,9.65,5,13,7,1432990800,41.884987192,-87.620992913,41.914616286,-87.631717366,3.2,,17031071500,Cash,,600,7,0.0
32,9.25,12,20,7,1417898700,41.884987192,-87.620992913,41.914616286,-87.631717366,2.3,,17031071500,Cash,Dispatch Taxi Affiliation,840,7,0.0
32,10.85,3,21,7,1394919000,41.884987192,-87.620992913,41.914616286,-87.631717366,3.4,,17031071500,Cash,,720,7,0.0
32,13.05,3,20,2,1425328200,41.884987192,-87.620992913,41.938391258,-87.63857492,0.2,,17031063200,Cash,Taxi Affiliation Services,1140,6,0.0
32,11.85,3,21,3,1363122900,41.884987192,-87.620992913,41.938391258,-87.63857492,4.7,,17031063200,Cash,,480,6,0.0
32,15.75,7,17,6,1467998100,41.884987192,-87.620992913,41.938391258,-87.63857492,4.7,,17031063200,Credit Card,Dispatch Taxi Affiliation,960,6,3.9
32,28.65,2,18,5,1392316200,41.884987192,-87.620992913,41.796640334,-87.745282845,0.7,,17031835200,Cash,Taxi Affiliation Services,2940,56,0.0
32,5.85,8,20,4,1377116100,41.884987192,-87.620992913,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,360,32,0.0
32,5.45,7,16,4,1374681600,41.884987192,-87.620992913,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,300,32,2.0
32,5.05,4,10,5,1428574500,41.884987192,-87.620992913,41.877406123,-87.621971652,0.8,,17031320400,Cash,,240,32,0.0
32,5.65,10,10,5,1414663200,41.884987192,-87.620992913,41.877406123,-87.621971652,1.3,,17031320400,Credit Card,Dispatch Taxi Affiliation,240,32,0.07
32,4.85,7,10,1,1437300000,41.884987192,-87.620992913,41.877406123,-87.621971652,0.7,,17031320400,Cash,Top Cab Affiliation,180,32,0.0
32,4.45,11,23,1,1447631100,41.884987192,-87.620992913,41.877406123,-87.621971652,0.5,,17031320400,Cash,2809 - 95474 C & D Cab Co Inc.,180,32,0.0
32,5.85,12,10,5,1418899500,41.884987192,-87.620992913,41.877406123,-87.621971652,0.8,,17031320400,Cash,Taxi Affiliation Services,420,32,0.0
32,5.45,11,17,4,1415813400,41.884987192,-87.620992913,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,360,32,0.0
32,5.45,1,18,3,1421173800,41.884987192,-87.620992913,41.877406123,-87.621971652,0.9,,17031320400,Cash,Dispatch Taxi Affiliation,300,32,0.0
32,4.85,6,22,5,1435272300,41.884987192,-87.620992913,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,240,32,0.0
32,4.85,7,10,2,1404727200,41.884987192,-87.620992913,41.877406123,-87.621971652,0.6,,17031320400,Cash,Top Cab Affiliation,180,32,0.0
32,4.85,9,10,4,1378289700,41.884987192,-87.620992913,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,240,32,1.0
32,4.85,8,22,7,1407018600,41.884987192,-87.620992913,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,120,32,0.0
32,4.85,12,18,2,1449513900,41.884987192,-87.620992913,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,240,32,2.0
32,6.75,8,14,7,1471701600,41.884987192,-87.620992913,41.877406123,-87.621971652,1.0,,17031320400,Credit Card,,480,32,1.0
32,5.05,11,15,2,1383577200,41.884987192,-87.620992913,41.877406123,-87.621971652,0.7,,17031320400,Cash,,300,32,0.0
32,4.25,1,11,6,1422010800,41.884987192,-87.620992913,41.877406123,-87.621971652,0.4,,17031320400,Credit Card,Taxi Affiliation Services,180,32,1.0
32,11.0,3,12,2,1457353800,41.884987192,-87.620992913,41.89830587,-87.653613982,3.1,,17031842300,Cash,,780,24,0.0
32,8.25,4,19,6,1397245500,41.884987192,-87.620992913,41.89830587,-87.653613982,1.8,,17031842300,Cash,Taxi Affiliation Services,720,24,0.0
32,12.85,10,19,1,1414350900,41.884987192,-87.620992913,41.89830587,-87.653613982,4.0,,17031842300,Cash,Dispatch Taxi Affiliation,1080,24,0.0
32,5.65,12,12,6,1386936000,41.884987192,-87.620992913,41.89830587,-87.653613982,0.09,,17031842300,Cash,,300,24,0.0
32,12.45,11,20,6,1446840900,41.884987192,-87.620992913,41.934762456,-87.639853859,4.6,,17031063302,Credit Card,Dispatch Taxi Affiliation,720,6,2.45
32,15.45,8,1,5,1440034200,41.884987192,-87.620992913,41.936159071,-87.661265218,6.1,,17031062800,Credit Card,,900,6,3.59
32,12.85,1,15,2,1389626100,41.884987192,-87.620992913,41.921701492,-87.655911848,0.2,,17031071000,Cash,Taxi Affiliation Services,840,7,0.0
32,12.05,12,22,3,1418768100,41.884987192,-87.620992913,41.921701492,-87.655911848,3.7,,17031071000,Credit Card,,1020,7,3.0
32,11.25,6,12,5,1403784000,41.884987192,-87.620992913,41.859349715,-87.617358006,3.6,,17031330100,Credit Card,,840,33,2.0
32,9.85,3,13,1,1425820500,41.884987192,-87.620992913,41.859349715,-87.617358006,2.7,,17031330100,Cash,,720,33,0.0
32,11.25,6,9,1,1401614100,41.884987192,-87.620992913,41.859349715,-87.617358006,2.9,,17031330100,Cash,Dispatch Taxi Affiliation,960,33,0.0
32,7.65,1,12,2,1421670600,41.884987192,-87.620992913,41.859349715,-87.617358006,2.0,,17031330100,Credit Card,Top Cab Affiliation,480,33,2.0
32,10.25,4,11,5,1366888500,41.884987192,-87.620992913,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Taxi Affiliation Services,600,33,2.75
32,7.85,9,17,4,1378315800,41.884987192,-87.620992913,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,540,33,0.0
32,7.45,8,14,6,1407508200,41.884987192,-87.620992913,41.859349715,-87.617358006,1.8,,17031330100,Cash,,540,33,0.0
32,10.05,4,7,4,1429083900,41.884987192,-87.620992913,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
32,11.05,5,14,6,1432908900,41.884987192,-87.620992913,41.859349715,-87.617358006,2.8,,17031330100,Credit Card,,960,33,3.0
32,10.65,10,12,4,1446034500,41.884987192,-87.620992913,41.859349715,-87.617358006,3.1,,17031330100,Cash,Taxi Affiliation Services,840,33,0.0
32,6.05,2,13,6,1424439900,41.884987192,-87.620992913,41.859349715,-87.617358006,1.2,,17031330100,Credit Card,,360,33,2.0
32,14.45,7,9,5,1435830300,41.884987192,-87.620992913,41.859349715,-87.617358006,2.9,,17031330100,Cash,,1500,33,0.0
32,12.05,1,10,5,1422525600,41.884987192,-87.620992913,41.859349715,-87.617358006,4.6,,17031330100,Credit Card,Taxi Affiliation Services,600,33,2.6
32,8.05,12,18,5,1449167400,41.884987192,-87.620992913,41.859349715,-87.617358006,2.2,,17031330100,Credit Card,Top Cab Affiliation,600,33,3.0
32,6.85,7,11,5,1404990000,41.884987192,-87.620992913,41.859349715,-87.617358006,1.7,,17031330100,Credit Card,Taxi Affiliation Services,420,33,2.0
32,10.45,11,14,6,1415369700,41.884987192,-87.620992913,41.859349715,-87.617358006,2.8,,17031330100,Cash,,960,33,0.0
32,9.25,7,17,4,1468430100,41.884987192,-87.620992913,41.859349715,-87.617358006,2.2,,17031330100,Credit Card,Taxi Affiliation Services,600,33,2.0
32,14.25,11,8,4,1384936200,41.884987192,-87.620992913,41.859349715,-87.617358006,5.2,,17031330100,Cash,,720,33,0.0
32,9.05,12,12,3,1386073800,41.884987192,-87.620992913,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Taxi Affiliation Services,660,33,3.0
32,8.05,3,20,3,1427227200,41.884987192,-87.620992913,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Northwest Management LLC,600,33,3.0
32,6.45,1,18,5,1358447400,41.884987192,-87.620992913,41.859349715,-87.617358006,1.5,,17031330100,Cash,,360,33,0.0
32,9.25,11,11,1,1480244400,41.884987192,-87.620992913,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,480,33,0.0
32,6.85,12,16,7,1387643400,41.884987192,-87.620992913,41.859349715,-87.617358006,1.3,,17031330100,Cash,Dispatch Taxi Affiliation,480,33,0.0
32,6.05,1,20,6,1422648900,41.884987192,-87.620992913,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Taxi Affiliation Services,300,33,1.0
32,12.85,11,19,6,1384542900,41.884987192,-87.620992913,41.906025969,-87.675311622,3.9,,17031241400,No Charge,Dispatch Taxi Affiliation,1260,24,0.0
32,13.25,9,17,6,1411148700,41.884987192,-87.620992913,41.906025969,-87.675311622,3.5,,17031241400,Cash,,1380,24,0.0
32,12.45,4,19,6,1367004600,41.884987192,-87.620992913,41.906025969,-87.675311622,0.0,,17031241400,Cash,Taxi Affiliation Services,1260,24,0.0
32,10.45,1,21,4,1389217500,41.884987192,-87.620992913,41.906025969,-87.675311622,3.7,,17031241400,Credit Card,Dispatch Taxi Affiliation,660,24,2.6
32,14.45,5,13,7,1399123800,41.884987192,-87.620992913,41.906025969,-87.675311622,0.2,,17031241400,Cash,Taxi Affiliation Services,1560,24,0.0
32,7.05,2,22,7,1391292900,41.884987192,-87.620992913,41.892658108,-87.652534484,1.6,,17031243500,Credit Card,,480,24,2.0
32,8.45,3,20,3,1426623300,41.884987192,-87.620992913,41.892658108,-87.652534484,2.5,,17031243500,Credit Card,Taxi Affiliation Services,540,24,3.0
32,11.25,11,18,1,1417373100,41.884987192,-87.620992913,41.851017824,-87.635091856,3.1,,17031841100,Credit Card,,1020,34,2.0
32,8.85,7,19,5,1406834100,41.884987192,-87.620992913,41.851017824,-87.635091856,0.0,,17031841100,Cash,Taxi Affiliation Services,720,34,0.0
32,9.44,4,12,2,1398687300,41.884987192,-87.620992913,41.851017824,-87.635091856,2.4,,17031841100,Credit Card,,780,34,2.0
32,12.05,8,19,6,1407526200,41.884987192,-87.620992913,41.851017824,-87.635091856,2.8,,17031841100,Cash,Northwest Management LLC,1320,34,0.0
32,10.85,2,20,5,1361476800,41.884987192,-87.620992913,41.899589796,-87.674719134,3.4,,17031242200,Cash,,720,24,0.0
32,9.25,10,20,6,1444423500,41.884987192,-87.620992913,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,840,8,0.0
32,7.25,5,14,2,1432563300,41.884987192,-87.620992913,41.907520075,-87.6266589,1.8,,17031080100,Cash,,480,8,0.0
32,6.65,4,10,2,1398681000,41.884987192,-87.620992913,41.907520075,-87.6266589,1.7,,17031080100,Credit Card,Dispatch Taxi Affiliation,360,8,1.4
32,7.45,9,0,2,1378081800,41.884987192,-87.620992913,41.907520075,-87.6266589,1.8,,17031080100,Credit Card,Dispatch Taxi Affiliation,480,8,2.0
32,6.05,8,20,6,1377895500,41.884987192,-87.620992913,41.907520075,-87.6266589,0.0,,17031080100,Cash,Northwest Management LLC,360,8,0.0
32,7.45,11,18,3,1447784100,41.884987192,-87.620992913,41.907520075,-87.6266589,0.0,,17031080100,Credit Card,Taxi Affiliation Services,540,8,2.0
32,13.65,8,13,3,1377611100,41.884987192,-87.620992913,41.870415,-87.675085621,0.52,,17031838200,Cash,,1320,28,0.0
32,11.45,5,9,4,1401269400,41.884987192,-87.620992913,41.870415,-87.675085621,4.3,,17031838200,Credit Card,,600,28,2.0
32,12.45,10,14,3,1381848300,41.884987192,-87.620992913,41.870415,-87.675085621,0.0,,17031838200,Cash,Dispatch Taxi Affiliation,960,28,0.0
32,10.5,7,18,7,1468089900,41.884987192,-87.620992913,41.905857769,-87.630865027,0.1,,17031080202,Cash,Blue Ribbon Taxi Association Inc.,960,8,0.0
32,9.05,3,18,6,1362160800,41.884987192,-87.620992913,41.905857769,-87.630865027,0.0,,17031080202,Cash,Choice Taxi Association,780,8,0.0
32,7.05,11,17,5,1384451100,41.884987192,-87.620992913,41.905857769,-87.630865027,1.4,,17031080202,Cash,,600,8,0.0
32,10.25,7,18,3,1404844200,41.884987192,-87.620992913,41.922082541,-87.634156093,0.0,,17031071400,Cash,Dispatch Taxi Affiliation,960,7,0.0
32,10.45,7,21,4,1436391900,41.884987192,-87.620992913,41.922082541,-87.634156093,0.2,,17031071400,Cash,Taxi Affiliation Services,480,7,0.0
32,10.65,10,18,2,1444069800,41.884987192,-87.620992913,41.922082541,-87.634156093,2.9,,17031071400,Credit Card,,960,7,2.0
32,10.45,9,23,6,1442013300,41.884987192,-87.620992913,41.922082541,-87.634156093,0.2,,17031071400,Credit Card,Taxi Affiliation Services,540,7,2.05
32,5.85,10,17,7,1445708700,41.884987192,-87.620992913,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,480,8,0.0
32,5.85,11,9,6,1416563100,41.884987192,-87.620992913,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,300,8,0.0
32,4.45,7,19,2,1373914800,41.884987192,-87.620992913,41.890922026,-87.618868355,0.0,,17031081403,Cash,Dispatch Taxi Affiliation,180,8,0.0
32,5.25,12,17,3,1451410200,41.884987192,-87.620992913,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,300,8,2.0
32,7.85,12,16,5,1386866700,41.884987192,-87.620992913,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,480,8,0.0
32,5.05,6,8,7,1434185100,41.884987192,-87.620992913,41.890922026,-87.618868355,0.7,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
32,4.84,7,21,5,1372972500,41.884987192,-87.620992913,41.890922026,-87.618868355,0.7,,17031081403,Cash,,240,8,0.0
32,4.45,9,20,4,1441224900,41.884987192,-87.620992913,41.890922026,-87.618868355,0.6,,17031081403,Cash,,120,8,0.0
32,9.25,7,7,1,1373785200,41.884987192,-87.620992913,41.890922026,-87.618868355,0.2,,17031081403,Cash,,1140,8,0.0
32,4.65,1,17,2,1390239900,41.884987192,-87.620992913,41.890922026,-87.618868355,0.6,,17031081403,Cash,,240,8,0.0
32,4.85,1,20,7,1420316100,41.884987192,-87.620992913,41.890922026,-87.618868355,0.9,,17031081403,Cash,Top Cab Affiliation,180,8,0.0
32,14.45,8,17,7,1438451100,41.884987192,-87.620992913,41.827437232,-87.632558769,5.4,,17031340600,Cash,Taxi Affiliation Services,900,34,0.0
32,12.85,4,23,2,1364857200,41.884987192,-87.620992913,41.934659157,-87.646729729,5.0,,17031063400,Credit Card,,660,6,5.0
32,5.25,5,9,5,1401356700,41.884987192,-87.620992913,41.884987192,-87.620992913,0.4,,17031320100,Cash,,300,32,0.0
32,4.0,12,15,4,1481125500,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Northwest Management LLC,120,32,0.0
32,4.85,5,19,1,1400440500,41.884987192,-87.620992913,41.884987192,-87.620992913,0.6,,17031320100,Cash,Dispatch Taxi Affiliation,240,32,0.0
32,5.25,4,17,7,1365268500,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,360,32,0.0
32,5.05,8,20,1,1407097800,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,240,32,3.0
32,4.05,8,7,7,1439624700,41.884987192,-87.620992913,41.884987192,-87.620992913,0.4,,17031320100,Cash,Taxi Affiliation Services,120,32,0.0
32,6.66,9,6,7,1411194600,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,,0,32,0.0
32,4.85,3,9,4,1363772700,41.884987192,-87.620992913,41.884987192,-87.620992913,0.4,,17031320100,Cash,Choice Taxi Association,300,32,0.0
32,3.25,7,22,3,1436913900,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,0,32,3.6
32,4.45,8,15,3,1438703100,41.884987192,-87.620992913,41.884987192,-87.620992913,0.5,,17031320100,Cash,Dispatch Taxi Affiliation,240,32,0.0
32,6.45,5,6,4,1430893800,41.884987192,-87.620992913,41.884987192,-87.620992913,1.4,,17031320100,Credit Card,,480,32,2.0
32,3.25,10,19,4,1445454900,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,60,32,0.0
32,4.85,4,7,5,1428564600,41.884987192,-87.620992913,41.884987192,-87.620992913,0.7,,17031320100,Cash,,240,32,0.0
32,3.25,6,14,6,1402065900,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,,0,32,0.0
32,4.05,1,12,3,1390305600,41.884987192,-87.620992913,41.884987192,-87.620992913,0.4,,17031320100,Cash,,120,32,0.0
32,8.45,3,11,3,1395746100,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,KOAM Taxi Association,960,32,0.0
32,4.85,10,17,4,1444239000,41.884987192,-87.620992913,41.884987192,-87.620992913,0.5,,17031320100,Cash,Top Cab Affiliation,240,32,0.0
32,8.25,5,9,1,1399194000,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,720,32,0.0
32,38.0,2,0,5,1424304900,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Top Cab Affiliation,0,32,0.0
32,5.65,8,2,7,1409364900,41.884987192,-87.620992913,41.884987192,-87.620992913,1.0,,17031320100,Cash,Dispatch Taxi Affiliation,300,32,0.0
32,5.85,5,19,6,1368819900,41.884987192,-87.620992913,41.884987192,-87.620992913,0.9,,17031320100,Cash,,420,32,0.0
32,3.25,6,6,1,1402209900,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,0,32,0.0
32,4.45,9,14,1,1411308000,41.884987192,-87.620992913,41.884987192,-87.620992913,0.6,,17031320100,Cash,,180,32,0.0
32,4.65,6,2,2,1372039200,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,180,32,0.0
32,7.65,8,18,4,1439403300,41.884987192,-87.620992913,41.884987192,-87.620992913,1.5,,17031320100,Cash,Taxi Affiliation Services,660,32,0.0
32,5.25,2,21,7,1423949400,41.884987192,-87.620992913,41.884987192,-87.620992913,0.8,,17031320100,Cash,,300,32,0.0
32,3.65,9,18,2,1412016300,41.884987192,-87.620992913,41.884987192,-87.620992913,0.1,,17031320100,Credit Card,Taxi Affiliation Services,120,32,2.0
32,4.65,10,7,4,1414566900,41.884987192,-87.620992913,41.884987192,-87.620992913,0.5,,17031320100,Credit Card,,240,32,2.0
32,5.05,1,21,3,1359494100,41.884987192,-87.620992913,41.884987192,-87.620992913,0.9,,17031320100,Cash,Choice Taxi Association,240,32,0.0
32,9.05,10,18,4,1412793900,41.884987192,-87.620992913,41.884987192,-87.620992913,0.1,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,780,32,0.0
32,4.25,5,19,5,1463685300,41.884987192,-87.620992913,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
32,3.45,6,19,5,1434049200,41.884987192,-87.620992913,41.884987192,-87.620992913,0.1,,17031320100,Cash,,60,32,0.0
32,4.45,10,17,4,1414604700,41.884987192,-87.620992913,41.884987192,-87.620992913,0.5,,17031320100,Credit Card,,180,32,2.0
32,5.25,6,15,2,1402327800,41.884987192,-87.620992913,41.884987192,-87.620992913,0.6,,17031320100,Cash,,300,32,0.0
32,6.05,2,13,2,1423488600,41.884987192,-87.620992913,41.880994471,-87.632746489,1.1,,17031839100,Cash,Northwest Management LLC,300,32,0.0
32,6.25,8,17,7,1438450200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,480,32,2.0
32,4.65,11,15,3,1384271100,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,7.65,7,8,3,1406016900,41.884987192,-87.620992913,41.880994471,-87.632746489,1.2,,17031839100,Cash,,660,32,0.0
32,3.25,4,9,3,1397554200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,,0,32,0.0
32,6.25,6,18,1,1370197800,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
32,5.05,8,14,2,1376923500,41.884987192,-87.620992913,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,Northwest Management LLC,300,32,1.0
32,6.65,10,14,4,1413383400,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,480,32,0.0
32,5.45,2,10,4,1392806700,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,6.25,10,8,4,1412152200,41.884987192,-87.620992913,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,,420,32,2.0
32,6.65,10,12,6,1382097600,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
32,5.85,12,15,4,1418225400,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,,420,32,2.0
32,5.65,8,15,2,1439218800,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,Northwest Management LLC,360,32,2.0
32,4.65,9,20,1,1379880000,41.884987192,-87.620992913,41.880994471,-87.632746489,0.06,,17031839100,Cash,,180,32,0.0
32,4.45,1,16,3,1357661700,41.884987192,-87.620992913,41.880994471,-87.632746489,6.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,5.05,4,22,4,1430345700,41.884987192,-87.620992913,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,,240,32,0.0
32,5.45,1,14,6,1389969900,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,360,32,0.0
32,6.05,8,12,4,1439988300,41.884987192,-87.620992913,41.880994471,-87.632746489,1.0,,17031839100,Cash,,420,32,0.0
32,5.45,8,12,1,1408276800,41.884987192,-87.620992913,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,,360,32,2.0
32,6.5,7,11,2,1468235700,41.884987192,-87.620992913,41.880994471,-87.632746489,8.7,,17031839100,Cash,,512,32,0.0
32,5.85,9,19,3,1442346300,41.884987192,-87.620992913,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,Taxi Affiliation Services,360,32,4.0
32,5.65,2,7,6,1393572600,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,6.25,12,23,7,1387062900,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
32,9.05,4,8,4,1429690500,41.884987192,-87.620992913,41.880994471,-87.632746489,170.0,,17031839100,Cash,,900,32,0.0
32,5.05,7,10,5,1373538600,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Northwest Management LLC,240,32,0.0
32,4.84,9,8,5,1410424200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,,240,32,1.0
32,6.25,11,8,3,1416903300,41.884987192,-87.620992913,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,,360,32,1.0
32,4.85,12,12,2,1387800000,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,5.85,9,10,4,1441190700,41.884987192,-87.620992913,41.880994471,-87.632746489,1.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
32,7.45,5,18,5,1431626400,41.884987192,-87.620992913,41.880994471,-87.632746489,0.9,,17031839100,Cash,Top Cab Affiliation,720,32,0.0
32,7.75,9,9,6,1475228700,41.884987192,-87.620992913,41.880994471,-87.632746489,1.5,,17031839100,Cash,,600,32,0.0
32,6.05,6,15,1,1404056700,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,360,32,2.0
32,4.65,7,23,3,1438124400,41.884987192,-87.620992913,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,Choice Taxi Association,180,32,4.0
32,6.25,7,9,5,1374745500,41.884987192,-87.620992913,41.880994471,-87.632746489,0.9,,17031839100,Cash,,480,32,0.0
32,7.65,11,21,7,1448747100,41.884987192,-87.620992913,41.880994471,-87.632746489,1.2,,17031839100,Cash,,660,32,0.0
32,5.05,5,14,3,1369144800,41.884987192,-87.620992913,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,Dispatch Taxi Affiliation,240,32,1.0
32,6.05,5,13,4,1400074200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Cash,Dispatch Taxi Affiliation,420,32,0.0
32,5.5,12,17,4,1481735700,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
32,5.45,8,17,6,1439571600,41.884987192,-87.620992913,41.880994471,-87.632746489,0.6,,17031839100,Cash,Top Cab Affiliation,360,32,0.0
32,3.25,5,17,7,1433007000,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,0,32,0.0
32,4.65,8,13,7,1408196700,41.884987192,-87.620992913,41.880994471,-87.632746489,0.5,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,5.25,9,19,2,1379963700,41.884987192,-87.620992913,41.880994471,-87.632746489,0.8,,17031839100,Cash,KOAM Taxi Association,240,32,0.0
32,4.25,2,11,5,1391684400,41.884987192,-87.620992913,41.880994471,-87.632746489,0.3,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,5.5,10,15,5,1476370800,41.884987192,-87.620992913,41.880994471,-87.632746489,0.7,,17031839100,Cash,,300,32,0.0
32,5.25,11,9,3,1385457300,41.884987192,-87.620992913,41.880994471,-87.632746489,0.5,,17031839100,Cash,Dispatch Taxi Affiliation,360,32,0.0
32,7.45,10,18,7,1443896100,41.884987192,-87.620992913,41.880994471,-87.632746489,1.3,,17031839100,Credit Card,,660,32,1.0
32,7.45,2,7,6,1393572600,41.884987192,-87.620992913,41.880994471,-87.632746489,1.8,,17031839100,Cash,,540,32,0.0
32,4.65,5,7,4,1399446900,41.884987192,-87.620992913,41.880994471,-87.632746489,0.6,,17031839100,Cash,,180,32,0.0
32,7.45,5,18,3,1369161900,41.884987192,-87.620992913,41.880994471,-87.632746489,0.16,,17031839100,Cash,,600,32,0.0
32,6.65,6,12,5,1433421000,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,420,32,2.0
32,5.65,11,22,2,1448316000,41.884987192,-87.620992913,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,,300,32,3.0
32,6.45,3,18,5,1394733600,41.884987192,-87.620992913,41.880994471,-87.632746489,0.3,,17031839100,Credit Card,Taxi Affiliation Services,600,32,2.0
32,6.65,10,19,7,1413054900,41.884987192,-87.620992913,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,,480,32,0.0
32,6.05,2,13,4,1424264400,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,6.65,8,16,5,1438878600,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,540,32,2.0
32,7.25,12,11,4,1449658800,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
32,5.25,7,8,2,1437985800,41.884987192,-87.620992913,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,Taxi Affiliation Services,300,32,2.0
32,5.65,6,21,4,1403125200,41.884987192,-87.620992913,41.880994471,-87.632746489,1.1,,17031839100,Cash,,300,32,0.0
32,6.65,5,20,6,1399668300,41.884987192,-87.620992913,41.880994471,-87.632746489,1.0,,17031839100,Cash,,540,32,0.0
32,7.0,12,11,2,1481542200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,,480,32,2.0
32,6.85,8,13,7,1440251100,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,480,32,2.0
32,6.65,10,12,3,1445343300,41.884987192,-87.620992913,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,,480,32,1.0
32,5.65,3,13,2,1395063000,41.884987192,-87.620992913,41.880994471,-87.632746489,0.8,,17031839100,Cash,,360,32,0.0
32,6.05,3,13,1,1426427100,41.884987192,-87.620992913,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,Taxi Affiliation Services,360,32,1.0
32,6.65,10,15,7,1413647100,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
32,8.25,1,9,4,1390381200,41.884987192,-87.620992913,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,,780,32,1.0
32,6.45,8,13,6,1409318100,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,480,32,0.06
32,9.05,10,18,3,1381862700,41.884987192,-87.620992913,41.880994471,-87.632746489,1.5,,17031839100,Cash,,840,32,0.0
32,4.84,3,13,3,1362490200,41.884987192,-87.620992913,41.880994471,-87.632746489,0.6,,17031839100,Cash,,240,32,0.0
32,6.25,3,18,5,1363891500,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,480,32,0.0
32,6.25,12,9,3,1449567000,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,480,32,1.0
32,5.45,9,9,3,1412069400,41.884987192,-87.620992913,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,Dispatch Taxi Affiliation,300,32,2.0
32,5.85,7,7,4,1404286200,41.884987192,-87.620992913,41.880994471,-87.632746489,1.1,,17031839100,Cash,,300,32,0.0
32,5.05,10,13,6,1380891600,41.884987192,-87.620992913,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,240,32,0.0
32,7.85,9,19,2,1410807600,41.884987192,-87.620992913,41.88528132,-87.6572332,1.3,,17031833000,Cash,Taxi Affiliation Services,720,28,0.0
32,9.85,3,15,5,1427383800,41.884987192,-87.620992913,41.88528132,-87.6572332,0.1,,17031833000,Credit Card,Taxi Affiliation Services,900,28,2.0
32,7.25,4,12,3,1430225100,41.884987192,-87.620992913,41.88528132,-87.6572332,1.4,,17031833000,Credit Card,,540,28,2.0
32,8.25,11,10,2,1384771500,41.884987192,-87.620992913,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Dispatch Taxi Affiliation,600,28,1.0
32,7.45,1,20,5,1391112900,41.884987192,-87.620992913,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Blue Ribbon Taxi Association Inc.,480,28,2.0
32,8.44,10,16,6,1382719500,41.884987192,-87.620992913,41.88528132,-87.6572332,1.5,,17031833000,Cash,,720,28,0.0
32,7.45,10,0,6,1413504900,41.884987192,-87.620992913,41.88528132,-87.6572332,1.8,,17031833000,Cash,,420,28,0.0
32,6.5,3,15,1,1457883000,41.884987192,-87.620992913,41.88528132,-87.6572332,1.3,,17031833000,Credit Card,Choice Taxi Association,300,28,2.0
32,10.65,9,15,4,1442416500,41.884987192,-87.620992913,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Northwest Management LLC,1020,28,0.0
32,7.85,4,18,3,1367345700,41.884987192,-87.620992913,41.88528132,-87.6572332,1.8,,17031833000,Cash,,600,28,0.0
32,9.25,7,19,5,1468522800,41.884987192,-87.620992913,41.88528132,-87.6572332,2.1,,17031833000,Credit Card,,660,28,2.0
32,8.65,10,18,5,1382035500,41.884987192,-87.620992913,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,840,28,0.0
32,16.25,6,16,7,1434212100,41.884987192,-87.620992913,41.92926299,-87.635890954,4.5,,17031070101,Cash,,1560,7,0.0
32,7.25,8,18,7,1409423400,41.884987192,-87.620992913,41.891971508,-87.612945414,0.9,,17031081402,Credit Card,,600,8,1.0
32,5.45,12,12,2,1387196100,41.884987192,-87.620992913,41.891971508,-87.612945414,1.0,,17031081402,Cash,KOAM Taxi Association,300,8,0.0
32,6.65,11,17,4,1447868700,41.884987192,-87.620992913,41.891971508,-87.612945414,1.1,,17031081402,Cash,,480,8,0.0
32,5.05,7,18,7,1436637600,41.884987192,-87.620992913,41.891971508,-87.612945414,0.0,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
32,6.05,10,20,3,1413924300,41.884987192,-87.620992913,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,360,8,0.0
32,5.85,8,15,4,1377099900,41.884987192,-87.620992913,41.891971508,-87.612945414,1.1,,17031081402,Cash,Northwest Management LLC,360,8,0.0
32,6.05,9,16,6,1379088900,41.884987192,-87.620992913,41.891971508,-87.612945414,0.12,,17031081402,Cash,,300,8,0.0
32,5.45,7,16,6,1437754500,41.884987192,-87.620992913,41.891971508,-87.612945414,0.9,,17031081402,Cash,,240,8,0.0
32,5.85,11,0,7,1383351300,41.884987192,-87.620992913,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Taxi Affiliation Services,300,8,2.0
32,5.05,2,9,1,1424595600,41.884987192,-87.620992913,41.891971508,-87.612945414,0.9,,17031081402,Cash,,180,8,0.0
32,5.45,10,15,1,1382886900,41.884987192,-87.620992913,41.891971508,-87.612945414,1.1,,17031081402,Cash,Taxi Affiliation Services,240,8,0.0
32,6.25,8,14,2,1439822700,41.884987192,-87.620992913,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Blue Ribbon Taxi Association Inc.,360,8,1.0
32,6.05,9,19,7,1411847100,41.884987192,-87.620992913,41.891971508,-87.612945414,1.0,,17031081402,Cash,,420,8,0.0
32,5.65,3,15,5,1395328500,41.884987192,-87.620992913,41.891971508,-87.612945414,1.3,,17031081402,Cash,,240,8,0.0
32,3.25,11,0,7,1414800000,41.884987192,-87.620992913,41.946294536,-87.654298084,0.0,,17031832000,Cash,,0,6,0.0
32,16.45,7,16,6,1406306700,41.884987192,-87.620992913,41.946294536,-87.654298084,5.9,,17031832000,Cash,Taxi Affiliation Services,1320,6,0.0
32,12.45,4,19,7,1397331900,41.884987192,-87.620992913,41.921854911,-87.646210977,4.2,,17031071200,Cash,Dispatch Taxi Affiliation,1020,7,0.0
32,12.85,12,20,5,1449778500,41.884987192,-87.620992913,41.921854911,-87.646210977,4.1,,17031071200,Cash,Taxi Affiliation Services,1140,7,0.0
32,9.25,6,0,7,1402100100,41.884987192,-87.620992913,41.871689474,-87.654092652,2.7,,17031833300,Cash,Taxi Affiliation Services,780,28,0.0
32,9.25,11,21,3,1416344400,41.884987192,-87.620992913,41.871689474,-87.654092652,2.7,,17031833300,Cash,Taxi Affiliation Services,720,28,0.0
32,12.65,3,20,3,1364330700,41.884987192,-87.620992913,41.943237122,-87.643470956,0.0,,17031061901,Cash,Choice Taxi Association,540,6,0.0
32,13.45,6,20,4,1403728200,41.884987192,-87.620992913,41.943237122,-87.643470956,0.3,,17031061901,Cash,Taxi Affiliation Services,900,6,0.0
32,13.65,3,20,1,1395604800,41.884987192,-87.620992913,41.943155086,-87.640698076,0.3,,17031061902,Cash,Taxi Affiliation Services,660,6,0.0
32,8.65,1,21,4,1421271000,41.884987192,-87.620992913,41.879066994,-87.657005027,1.4,,17031833100,Cash,,720,28,0.0
32,7.85,11,14,6,1415371500,41.884987192,-87.620992913,41.879066994,-87.657005027,0.1,,17031833100,Credit Card,Taxi Affiliation Services,600,28,2.0
32,8.05,2,20,6,1424463300,41.884987192,-87.620992913,41.879066994,-87.657005027,2.0,,17031833100,Cash,,600,28,0.0
32,22.85,2,22,1,1391379300,41.884987192,-87.620992913,41.7904694,-87.601285122,2.0,,17031836200,Cash,Choice Taxi Association,1740,41,0.0
32,16.64,7,18,4,1375296300,41.884987192,-87.620992913,41.949220914,-87.651970395,5.6,,17031061000,Credit Card,,1800,6,4.41
32,16.85,8,15,7,1439047800,41.884987192,-87.620992913,41.949220914,-87.651970395,6.5,,17031061000,Cash,Chicago Medallion Leasing INC,1500,6,0.0
32,5.85,5,21,3,1430861400,41.884987192,-87.620992913,41.879255084,-87.642648998,1.0,,17031281900,Cash,Choice Taxi Association,360,28,0.0
32,7.85,1,9,5,1420707600,41.884987192,-87.620992913,41.879255084,-87.642648998,0.9,,17031281900,Credit Card,,660,28,0.0
32,8.65,1,19,3,1390331700,41.884987192,-87.620992913,41.879255084,-87.642648998,0.1,,17031281900,Credit Card,Taxi Affiliation Services,840,28,2.0
32,7.45,4,14,4,1430318700,41.884987192,-87.620992913,41.879255084,-87.642648998,1.2,,17031281900,Credit Card,,660,28,3.0
32,6.65,6,17,1,1401644700,41.884987192,-87.620992913,41.879255084,-87.642648998,0.1,,17031281900,Credit Card,Taxi Affiliation Services,360,28,2.0
32,6.65,1,15,6,1422632700,41.884987192,-87.620992913,41.879255084,-87.642648998,0.12,,17031281900,Credit Card,,540,28,2.0
32,7.25,8,9,1,1376816400,41.884987192,-87.620992913,41.879255084,-87.642648998,1.7,,17031281900,Cash,,480,28,0.0
32,6.65,9,7,2,1410162300,41.884987192,-87.620992913,41.879255084,-87.642648998,1.2,,17031281900,Cash,KOAM Taxi Association,420,28,0.0
32,8.45,11,12,3,1448368200,41.884987192,-87.620992913,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,840,28,3.0
32,6.85,5,16,3,1431446400,41.884987192,-87.620992913,41.879255084,-87.642648998,1.0,,17031281900,Cash,,540,28,0.0
32,13.65,6,9,5,1434015000,41.884987192,-87.620992913,41.879255084,-87.642648998,3.9,,17031281900,Cash,Taxi Affiliation Services,1440,28,0.0
32,8.45,9,14,4,1410358500,41.884987192,-87.620992913,41.879255084,-87.642648998,2.3,,17031281900,Cash,Dispatch Taxi Affiliation,540,28,0.0
32,7.25,9,9,3,1412070300,41.884987192,-87.620992913,41.879255084,-87.642648998,1.3,,17031281900,Cash,5129 - 98755 Mengisti Taxi,600,28,0.0
32,5.45,3,23,3,1427239800,41.884987192,-87.620992913,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,240,28,1.0
32,6.65,1,22,6,1388786400,41.884987192,-87.620992913,41.879255084,-87.642648998,1.3,,17031281900,Credit Card,,420,28,2.0
32,6.65,11,18,3,1415728800,41.884987192,-87.620992913,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,540,28,3.0
32,7.05,7,10,7,1437821100,41.884987192,-87.620992913,41.879255084,-87.642648998,1.43,,17031281900,Cash,,480,28,0.0
32,6.65,10,10,2,1412592300,41.884987192,-87.620992913,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,420,28,2.0
32,6.65,6,14,1,1435502700,41.884987192,-87.620992913,41.879255084,-87.642648998,1.3,,17031281900,Credit Card,,480,28,0.0
32,7.65,1,12,6,1390567500,41.884987192,-87.620992913,41.879255084,-87.642648998,1.6,,17031281900,Credit Card,Dispatch Taxi Affiliation,660,28,2.0
32,7.85,10,7,4,1412754300,41.884987192,-87.620992913,41.879255084,-87.642648998,1.9,,17031281900,Credit Card,Dispatch Taxi Affiliation,600,28,1.0
32,6.65,11,18,3,1415124000,41.884987192,-87.620992913,41.879255084,-87.642648998,1.0,,17031281900,Credit Card,Dispatch Taxi Affiliation,540,28,2.0
32,6.85,11,11,1,1385292600,41.884987192,-87.620992913,41.879255084,-87.642648998,1.3,,17031281900,Cash,Taxi Affiliation Services,480,28,0.0
32,5.65,6,16,4,1402503300,41.884987192,-87.620992913,41.879255084,-87.642648998,0.8,,17031281900,Cash,,360,28,0.0
32,9.85,1,9,4,1420623900,41.884987192,-87.620992913,41.879255084,-87.642648998,0.1,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,1020,28,1.0
32,7.25,8,11,3,1408448700,41.884987192,-87.620992913,41.879255084,-87.642648998,1.0,,17031281900,Cash,,660,28,0.0
32,7.45,4,10,4,1398853800,41.884987192,-87.620992913,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,540,28,2.0
32,7.25,7,10,6,1435919400,41.884987192,-87.620992913,41.879255084,-87.642648998,1.6,,17031281900,Cash,Dispatch Taxi Affiliation,480,28,0.0
32,4.85,10,20,3,1381262400,41.884987192,-87.620992913,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,300,28,0.0
32,6.65,2,17,6,1393606800,41.884987192,-87.620992913,41.879255084,-87.642648998,1.1,,17031281900,Cash,Dispatch Taxi Affiliation,480,28,0.0
32,6.85,3,18,5,1364493600,41.884987192,-87.620992913,41.879255084,-87.642648998,0.6,,17031281900,Cash,Dispatch Taxi Affiliation,540,28,0.0
32,5.45,2,7,2,1424677500,41.884987192,-87.620992913,41.879255084,-87.642648998,0.9,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,8.65,2,9,3,1423558800,41.884987192,-87.620992913,41.879255084,-87.642648998,1.7,,17031281900,Cash,,780,28,0.0
32,7.25,9,19,4,1378927800,41.884987192,-87.620992913,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,600,28,0.0
32,19.65,5,15,6,1368198000,41.884987192,-87.620992913,41.908378669,-87.670945075,0.0,,17031241500,Cash,Taxi Affiliation Services,2580,24,0.0
32,7.25,9,21,7,1411249500,41.884987192,-87.620992913,41.902788048,-87.62614559,1.6,,17031081202,Credit Card,,540,8,2.0
32,17.05,9,14,5,1441288800,41.884987192,-87.620992913,41.790506261,-87.583143717,7.4,,17031411000,Credit Card,,720,41,4.63
32,8.85,12,23,4,1420066800,41.884987192,-87.620992913,41.861280847,-87.630580061,1.9,,17031330200,Credit Card,Choice Taxi Association,780,33,0.0
32,5.45,8,23,7,1439076600,41.884987192,-87.620992913,41.892072635,-87.628874157,0.8,,17031081600,Cash,Dispatch Taxi Affiliation,300,8,0.0
32,5.05,7,21,5,1405027800,41.884987192,-87.620992913,41.892072635,-87.628874157,0.8,,17031081600,Cash,Taxi Affiliation Services,240,8,0.0
32,6.45,7,16,6,1374854400,41.884987192,-87.620992913,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,480,8,0.0
32,6.25,2,13,6,1360935900,41.884987192,-87.620992913,41.892072635,-87.628874157,1.2,,17031081600,Credit Card,,420,8,2.0
32,5.25,4,11,3,1398167100,41.884987192,-87.620992913,41.892072635,-87.628874157,0.8,,17031081600,Cash,,240,8,0.0
32,5.45,9,21,5,1409865300,41.884987192,-87.620992913,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,300,8,2.0
32,6.85,10,18,4,1412793900,41.884987192,-87.620992913,41.892072635,-87.628874157,1.0,,17031081600,Credit Card,Choice Taxi Association,660,8,2.0
32,5.85,3,0,5,1394064000,41.884987192,-87.620992913,41.892072635,-87.628874157,1.2,,17031081600,Credit Card,Northwest Management LLC,300,8,2.0
32,4.85,11,17,4,1383759000,41.884987192,-87.620992913,41.892072635,-87.628874157,0.0,,17031081600,Cash,Northwest Management LLC,240,8,0.0
32,5.85,11,20,3,1384288200,41.884987192,-87.620992913,41.892072635,-87.628874157,0.09,,17031081600,Cash,,360,8,0.0
32,6.25,5,12,1,1399206600,41.884987192,-87.620992913,41.892072635,-87.628874157,1.0,,17031081600,Cash,Dispatch Taxi Affiliation,420,8,0.0
32,5.85,4,9,1,1428831900,41.884987192,-87.620992913,41.892072635,-87.628874157,1.1,,17031081600,Cash,,300,8,0.0
32,16.85,11,21,6,1417210200,41.884987192,-87.620992913,41.941488234,-87.671107656,6.5,,17031062500,Cash,Taxi Affiliation Services,1140,6,0.0
32,10.65,9,20,3,1412108100,41.884987192,-87.620992913,41.89967018,-87.669837798,3.1,,17031242100,Cash,Taxi Affiliation Services,720,24,0.0
32,10.65,4,18,3,1367344800,41.884987192,-87.620992913,41.89967018,-87.669837798,3.1,,17031242100,Credit Card,,840,24,3.0
32,12.25,5,16,7,1432398600,41.884987192,-87.620992913,41.912364354,-87.675062757,4.1,,17031240300,Cash,,780,24,0.0
32,5.45,5,8,4,1367397900,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Cash,Choice Taxi Association,300,28,0.0
32,8.05,6,17,6,1434130200,41.884987192,-87.620992913,41.885300022,-87.642808466,1.1,,17031280100,Cash,Taxi Affiliation Services,840,28,0.0
32,7.05,7,15,6,1374851700,41.884987192,-87.620992913,41.885300022,-87.642808466,1.4,,17031280100,Cash,Choice Taxi Association,540,28,0.0
32,8.05,12,19,7,1387050300,41.884987192,-87.620992913,41.885300022,-87.642808466,1.7,,17031280100,No Charge,Northwest Management LLC,720,28,0.0
32,6.65,5,8,4,1432108800,41.884987192,-87.620992913,41.885300022,-87.642808466,1.6,,17031280100,Cash,Dispatch Taxi Affiliation,420,28,0.0
32,5.85,10,19,3,1382471100,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,360,28,0.0
32,6.85,3,16,4,1425487500,41.884987192,-87.620992913,41.885300022,-87.642808466,0.9,,17031280100,Cash,,540,28,0.0
32,8.45,9,16,7,1442679300,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,840,28,0.0
32,6.05,4,17,6,1398446100,41.884987192,-87.620992913,41.885300022,-87.642808466,0.9,,17031280100,Cash,,420,28,0.0
32,7.45,7,9,4,1374658200,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Cash,Choice Taxi Association,540,28,0.0
32,9.45,5,22,4,1432161000,41.884987192,-87.620992913,41.885300022,-87.642808466,2.2,,17031280100,Credit Card,Dispatch Taxi Affiliation,840,28,2.05
32,9.05,10,18,4,1445452200,41.884987192,-87.620992913,41.885300022,-87.642808466,1.4,,17031280100,No Charge,Dispatch Taxi Affiliation,900,28,0.0
32,7.05,11,19,1,1414957500,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Taxi Affiliation Services,480,28,2.0
32,5.05,12,22,6,1386367200,41.884987192,-87.620992913,41.885300022,-87.642808466,0.8,,17031280100,Credit Card,,180,28,1.0
32,8.05,2,14,5,1424960100,41.884987192,-87.620992913,41.885300022,-87.642808466,0.8,,17031280100,Cash,,900,28,0.0
32,6.45,10,17,6,1382115600,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Blue Ribbon Taxi Association Inc.,420,28,1.0
32,6.65,9,19,3,1441738800,41.884987192,-87.620992913,41.885300022,-87.642808466,0.9,,17031280100,Credit Card,Taxi Affiliation Services,540,28,1.0
32,6.65,7,19,6,1436556600,41.884987192,-87.620992913,41.885300022,-87.642808466,1.2,,17031280100,Cash,,480,28,0.0
32,8.05,12,12,3,1419338700,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,720,28,0.0
32,6.05,7,12,7,1373114700,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,300,28,0.0
32,7.25,12,16,5,1449159300,41.884987192,-87.620992913,41.885300022,-87.642808466,1.0,,17031280100,Cash,KOAM Taxi Association,660,28,0.0
32,5.05,1,18,4,1358360100,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Cash,Northwest Management LLC,240,28,0.0
32,5.85,3,17,2,1395078300,41.884987192,-87.620992913,41.885300022,-87.642808466,1.0,,17031280100,Credit Card,Taxi Affiliation Services,360,28,1.0
32,6.45,11,16,3,1384877700,41.884987192,-87.620992913,41.885300022,-87.642808466,1.1,,17031280100,Cash,,480,28,0.0
32,8.25,11,20,2,1416859200,41.884987192,-87.620992913,41.885300022,-87.642808466,0.1,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,660,28,0.0
32,7.85,6,15,2,1434382200,41.884987192,-87.620992913,41.885300022,-87.642808466,1.3,,17031280100,Credit Card,Northwest Management LLC,660,28,2.0
32,5.85,10,23,5,1412895600,41.884987192,-87.620992913,41.885300022,-87.642808466,1.0,,17031280100,Cash,,300,28,0.0
32,6.45,9,21,4,1378934100,41.884987192,-87.620992913,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,420,28,0.0
32,12.25,7,20,4,1406145600,41.884987192,-87.620992913,41.929077655,-87.646293476,4.4,,17031070200,Cash,,720,7,0.0
32,9.45,7,12,7,1405168200,41.884987192,-87.620992913,41.909495669,-87.630963601,0.0,,17031080201,Cash,Blue Ribbon Taxi Association Inc.,900,8,0.0
32,19.45,5,23,6,1368832500,41.884987192,-87.620992913,41.952822916,-87.653243992,0.0,,17031832100,Cash,Taxi Affiliation Services,1860,6,0.0
32,5.5,7,21,4,1469049300,41.884987192,-87.620992913,41.89503345,-87.619710672,0.9,,17031081401,Cash,Taxi Affiliation Services,240,8,0.0
32,7.45,6,16,1,1402848900,41.884987192,-87.620992913,41.89503345,-87.619710672,1.4,,17031081401,Cash,,600,8,0.0
32,5.65,2,14,6,1425046500,41.884987192,-87.620992913,41.89503345,-87.619710672,1.0,,17031081401,Cash,,360,8,0.0
32,5.65,4,21,2,1430171100,41.884987192,-87.620992913,41.89503345,-87.619710672,1.0,,17031081401,Credit Card,Taxi Affiliation Services,240,8,2.0
32,5.25,10,21,5,1382651100,41.884987192,-87.620992913,41.89503345,-87.619710672,0.1,,17031081401,Cash,,240,8,0.0
32,7.85,5,14,2,1400508000,41.884987192,-87.620992913,41.89503345,-87.619710672,0.8,,17031081401,Cash,,720,8,0.0
32,5.65,11,23,1,1417390200,41.884987192,-87.620992913,41.89503345,-87.619710672,1.1,,17031081401,Cash,Taxi Affiliation Services,240,8,0.0
32,5.45,7,13,5,1436449500,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,360,8,2.0
32,4.85,6,10,6,1433501100,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,240,8,1.0
32,5.25,12,14,2,1449499500,41.884987192,-87.620992913,41.89503345,-87.619710672,0.7,,17031081401,Cash,,300,8,0.0
32,6.45,8,10,6,1438944300,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,480,8,0.0
32,6.05,8,13,5,1375969500,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,420,8,0.0
32,5.25,4,7,4,1397028600,41.884987192,-87.620992913,41.89503345,-87.619710672,1.0,,17031081401,Credit Card,Choice Taxi Association,240,8,2.0
32,4.85,11,19,5,1384456500,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,300,8,2.0
32,5.65,1,11,3,1390303800,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
32,6.5,7,16,2,1468858500,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,480,8,0.0
32,7.25,4,10,6,1459506600,41.884987192,-87.620992913,41.89503345,-87.619710672,1.0,,17031081401,Cash,Northwest Management LLC,600,8,0.0
32,6.0,3,18,3,1458067500,41.884987192,-87.620992913,41.89503345,-87.619710672,0.8,,17031081401,Credit Card,Choice Taxi Association,360,8,2.0
32,5.85,1,9,3,1420534800,41.884987192,-87.620992913,41.89503345,-87.619710672,1.0,,17031081401,Cash,,360,8,0.0
32,7.05,4,13,2,1398691800,41.884987192,-87.620992913,41.89503345,-87.619710672,1.2,,17031081401,Cash,Dispatch Taxi Affiliation,540,8,0.0
32,7.05,4,7,5,1429170300,41.884987192,-87.620992913,41.89503345,-87.619710672,1.4,,17031081401,Cash,,540,8,0.0
32,5.05,11,12,3,1447157700,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,180,8,2.0
32,4.85,2,11,5,1391687100,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,180,8,0.0
32,4.65,11,17,2,1383584400,41.884987192,-87.620992913,41.89503345,-87.619710672,0.0,,17031081401,Cash,Dispatch Taxi Affiliation,180,8,0.0
32,6.45,4,13,2,1398691800,41.884987192,-87.620992913,41.870607372,-87.622172937,1.3,,17031320600,Cash,Taxi Affiliation Services,420,32,0.0
32,5.85,10,11,4,1446032700,41.884987192,-87.620992913,41.870607372,-87.622172937,0.9,,17031320600,Credit Card,,420,32,0.0
32,6.05,10,22,1,1445811300,41.884987192,-87.620992913,41.870607372,-87.622172937,1.1,,17031320600,Cash,Taxi Affiliation Services,360,32,0.0
32,6.25,5,10,1,1463308200,41.884987192,-87.620992913,41.870607372,-87.622172937,1.06,,17031320600,Cash,,300,32,0.0
32,6.45,5,23,7,1400370300,41.884987192,-87.620992913,41.870607372,-87.622172937,1.4,,17031320600,Cash,Taxi Affiliation Services,420,32,0.0
32,6.25,5,17,2,1399914900,41.884987192,-87.620992913,41.870607372,-87.622172937,0.9,,17031320600,Cash,,420,32,0.0
32,6.05,3,12,6,1396009800,41.884987192,-87.620992913,41.870607372,-87.622172937,1.3,,17031320600,Credit Card,Dispatch Taxi Affiliation,300,32,1.0
32,6.25,8,21,3,1440536400,41.884987192,-87.620992913,41.87101588,-87.631406525,0.0,,17031839000,Credit Card,Taxi Affiliation Services,360,32,2.0
32,7.25,1,18,6,1390587300,41.884987192,-87.620992913,41.87101588,-87.631406525,0.15,,17031839000,Cash,,600,32,0.0
32,6.05,5,21,5,1398978000,41.884987192,-87.620992913,41.87101588,-87.631406525,1.1,,17031839000,Cash,,420,32,0.0
32,6.85,6,13,5,1433424600,41.884987192,-87.620992913,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,600,8,0.0
32,9.85,1,12,4,1422446400,41.884987192,-87.620992913,41.899155613,-87.626210532,2.1,,17031081201,Cash,,1020,8,0.0
32,6.05,11,16,7,1416673800,41.884987192,-87.620992913,41.899155613,-87.626210532,1.0,,17031081201,Credit Card,Dispatch Taxi Affiliation,480,8,2.0
32,6.45,12,16,5,1387471500,41.884987192,-87.620992913,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,480,8,0.0
32,11.65,12,13,3,1448976600,41.884987192,-87.620992913,41.899155613,-87.626210532,4.1,,17031081201,Credit Card,,720,8,2.0
32,6.85,5,10,2,1430735400,41.884987192,-87.620992913,41.899155613,-87.626210532,1.3,,17031081201,Credit Card,,420,8,3.0
32,6.05,8,16,3,1375806600,41.884987192,-87.620992913,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,360,8,0.0
32,6.45,3,10,5,1427364000,41.884987192,-87.620992913,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
32,6.45,12,9,4,1386753300,41.884987192,-87.620992913,41.899155613,-87.626210532,0.11,,17031081201,Cash,,420,8,0.0
32,6.25,7,20,1,1405887300,41.884987192,-87.620992913,41.899155613,-87.626210532,1.1,,17031081201,Cash,Top Cab Affiliation,360,8,0.0
32,8.44,12,16,1,1387728000,41.884987192,-87.620992913,41.899155613,-87.626210532,1.7,,17031081201,Cash,,840,8,0.0
32,8.05,8,18,4,1440008100,41.884987192,-87.620992913,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,780,8,2.0
32,7.05,7,11,6,1373023800,41.884987192,-87.620992913,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,480,8,0.0
32,5.25,5,23,3,1369179000,41.884987192,-87.620992913,41.899155613,-87.626210532,0.0,,17031081201,Cash,Dispatch Taxi Affiliation,300,8,0.0
32,6.25,1,7,5,1357803000,41.884987192,-87.620992913,41.899155613,-87.626210532,1.3,,17031081201,Credit Card,,300,8,2.0
32,6.25,4,20,3,1429648200,41.884987192,-87.620992913,41.899155613,-87.626210532,1.1,,17031081201,Credit Card,Taxi Affiliation Services,360,8,2.0
32,6.85,1,18,3,1389723300,41.884987192,-87.620992913,41.899155613,-87.626210532,1.5,,17031081201,Cash,,480,8,0.0
32,18.05,2,10,4,1360752300,41.884987192,-87.620992913,41.944813754,-87.69077501,0.0,,17031843700,Cash,Taxi Affiliation Services,1200,5,0.0
32,31.25,8,16,5,1407427200,41.884987192,-87.620992913,41.785998518,-87.750934289,0.8,,17031980100,Credit Card,Blue Ribbon Taxi Association Inc.,2700,56,8.8
32,26.45,10,5,7,1382766300,41.884987192,-87.620992913,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Taxi Affiliation Services,960,56,5.0
32,26.65,9,12,1,1442751300,41.884987192,-87.620992913,41.785998518,-87.750934289,0.7,,17031980100,Credit Card,Taxi Affiliation Services,1320,56,5.9
32,30.85,10,17,4,1414602000,41.884987192,-87.620992913,41.785998518,-87.750934289,12.4,,17031980100,Cash,Taxi Affiliation Services,2940,56,0.0
32,31.85,12,15,6,1449243900,41.884987192,-87.620992913,41.785998518,-87.750934289,12.8,,17031980100,Credit Card,,3360,56,6.97
32,27.05,11,8,1,1383466500,41.884987192,-87.620992913,41.785998518,-87.750934289,12.8,,17031980100,Cash,Taxi Affiliation Services,1140,56,0.0
32,26.25,10,6,6,1413526500,41.884987192,-87.620992913,41.785998518,-87.750934289,12.5,,17031980100,Credit Card,Taxi Affiliation Services,1140,56,5.65
32,28.05,5,14,5,1401374700,41.884987192,-87.620992913,41.785998518,-87.750934289,12.2,,17031980100,Credit Card,Taxi Affiliation Services,2100,56,7.5
32,28.45,3,9,1,1426410900,41.884987192,-87.620992913,41.785998518,-87.750934289,12.9,,17031980100,Credit Card,Choice Taxi Association,1380,56,5.0
32,26.25,7,5,1,1437283800,41.884987192,-87.620992913,41.785998518,-87.750934289,78.9,,17031980100,Credit Card,Blue Ribbon Taxi Association Inc.,1080,56,5.65
32,32.25,8,15,5,1440689400,41.884987192,-87.620992913,41.785998518,-87.750934289,14.3,,17031980100,Credit Card,,2520,56,7.05
32,29.25,3,15,5,1394725500,41.884987192,-87.620992913,41.785998518,-87.750934289,0.7,,17031980100,Credit Card,Taxi Affiliation Services,2520,56,6.85
32,28.25,11,17,1,1384709400,41.884987192,-87.620992913,41.785998518,-87.750934289,0.7,,17031980100,Cash,Taxi Affiliation Services,1680,56,0.0
32,27.25,10,10,3,1381227300,41.884987192,-87.620992913,41.785998518,-87.750934289,12.8,,17031980100,Credit Card,KOAM Taxi Association,1200,56,2.5
32,28.05,6,9,3,1370336400,41.884987192,-87.620992913,41.785998518,-87.750934289,12.5,,17031980100,Credit Card,,1440,56,6.01
32,29.45,12,10,2,1387795500,41.884987192,-87.620992913,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Taxi Affiliation Services,1620,56,6.55
32,6.45,6,20,6,1403900100,41.884987192,-87.620992913,41.89321636,-87.63784421,1.4,,17031081800,Credit Card,Dispatch Taxi Affiliation,420,8,2.0
32,7.25,5,18,5,1399572900,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,720,8,0.0
32,7.25,2,20,6,1393617600,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,540,8,0.0
32,8.25,5,22,7,1432420200,41.884987192,-87.620992913,41.89321636,-87.63784421,1.6,,17031081800,Cash,Dispatch Taxi Affiliation,780,8,0.0
32,10.25,11,23,5,1384470900,41.884987192,-87.620992913,41.89321636,-87.63784421,0.1,,17031081800,Cash,Taxi Affiliation Services,840,8,0.0
32,6.45,9,15,5,1441898100,41.884987192,-87.620992913,41.89321636,-87.63784421,0.8,,17031081800,Credit Card,Dispatch Taxi Affiliation,540,8,2.0
32,6.65,10,13,4,1382534100,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Dispatch Taxi Affiliation,480,8,2.0
32,5.75,11,11,3,1478602800,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Northwest Management LLC,300,8,0.0
32,5.85,12,3,7,1449286200,41.884987192,-87.620992913,41.89321636,-87.63784421,0.9,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
32,6.85,6,8,4,1372236300,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Dispatch Taxi Affiliation,480,8,0.0
32,7.65,4,18,3,1428430500,41.884987192,-87.620992913,41.89321636,-87.63784421,1.1,,17031081800,Credit Card,Dispatch Taxi Affiliation,720,8,1.0
32,6.05,4,21,7,1398548700,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
32,11.45,11,20,5,1447963200,41.884987192,-87.620992913,41.89321636,-87.63784421,2.8,,17031081800,Cash,Northwest Management LLC,1200,8,0.0
32,5.25,12,21,4,1420059600,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,240,8,2.0
32,7.5,8,14,4,1472049900,41.884987192,-87.620992913,41.89321636,-87.63784421,1.5,,17031081800,Cash,,540,8,0.0
32,8.25,9,0,7,1441413900,41.884987192,-87.620992913,41.89321636,-87.63784421,2.1,,17031081800,Cash,Taxi Affiliation Services,660,8,0.0
32,7.65,10,19,6,1382125500,41.884987192,-87.620992913,41.89321636,-87.63784421,0.1,,17031081800,Cash,Northwest Management LLC,660,8,0.0
32,7.25,7,9,4,1404896400,41.884987192,-87.620992913,41.89321636,-87.63784421,1.6,,17031081800,Credit Card,,540,8,2.0
32,7.25,6,19,6,1371843900,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Choice Taxi Association,600,8,0.0
32,7.05,12,14,1,1388325600,41.884987192,-87.620992913,41.89321636,-87.63784421,0.14,,17031081800,Cash,,540,8,0.0
32,5.65,3,10,4,1426068900,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
32,7.05,11,17,7,1384622100,41.884987192,-87.620992913,41.89321636,-87.63784421,1.5,,17031081800,Cash,,480,8,0.0
32,6.05,3,13,3,1425390300,41.884987192,-87.620992913,41.89321636,-87.63784421,0.9,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
32,7.25,5,9,6,1368783000,41.884987192,-87.620992913,41.89321636,-87.63784421,0.0,,17031081800,Cash,Dispatch Taxi Affiliation,540,8,0.0
32,16.85,11,1,1,1448155800,41.884987192,-87.620992913,41.945170453,-87.668794439,6.8,,17031831900,Cash,,1080,6,0.0
32,14.25,5,22,5,1399587300,41.884987192,-87.620992913,41.942577185,-87.647078509,0.3,,17031062000,Cash,Taxi Affiliation Services,780,6,0.0
32,13.05,8,23,4,1408576500,41.884987192,-87.620992913,41.942577185,-87.647078509,0.3,,17031062000,Cash,Taxi Affiliation Services,660,6,0.0
32,6.25,5,19,6,1399662000,41.884987192,-87.620992913,41.898331794,-87.620762865,1.2,,17031081300,Cash,,420,8,0.0
32,6.25,5,12,5,1431002700,41.884987192,-87.620992913,41.898331794,-87.620762865,0.9,,17031081300,Credit Card,Northwest Management LLC,480,8,3.0
32,6.05,6,9,6,1402047000,41.884987192,-87.620992913,41.898331794,-87.620762865,0.8,,17031081300,Cash,,420,8,0.0
32,7.05,6,19,1,1403466300,41.884987192,-87.620992913,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,420,8,0.0
32,7.85,11,10,7,1416048300,41.884987192,-87.620992913,41.898331794,-87.620762865,0.1,,17031081300,Cash,Taxi Affiliation Services,600,8,0.0
32,5.65,3,15,7,1425741300,41.884987192,-87.620992913,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Taxi Affiliation Services,360,8,4.0
32,4.65,9,16,4,1411576200,41.884987192,-87.620992913,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Taxi Affiliation Services,120,8,2.0
32,14.65,5,20,6,1368822600,41.884987192,-87.620992913,41.949829346,-87.64396537,5.6,,17031060900,Credit Card,Northwest Management LLC,960,6,2.9
32,5.85,1,13,2,1390829400,41.884987192,-87.620992913,41.867902418,-87.642958665,1.1,,17031841900,Credit Card,Dispatch Taxi Affiliation,300,28,3.0
32,6.25,10,13,6,1414760400,41.884987192,-87.620992913,41.867902418,-87.642958665,1.2,,17031841900,Credit Card,Choice Taxi Association,420,28,2.0
32,8.65,10,13,5,1382622300,41.884987192,-87.620992913,41.867902418,-87.642958665,1.8,,17031841900,Credit Card,Taxi Affiliation Services,780,28,0.43
32,11.05,10,20,3,1413921600,41.884987192,-87.620992913,41.87866742,-87.671653621,2.9,,17031838100,Credit Card,Dispatch Taxi Affiliation,1080,28,1.5
32,13.65,10,18,4,1444241700,41.884987192,-87.620992913,41.87866742,-87.671653621,2.9,,17031838100,Credit Card,Dispatch Taxi Affiliation,1560,28,2.7
32,12.85,4,18,6,1428086700,41.884987192,-87.620992913,41.87866742,-87.671653621,3.4,,17031838100,Credit Card,Taxi Affiliation Services,1200,28,3.33
32,15.05,5,2,1,1430618400,41.884987192,-87.620992913,41.920801704,-87.694532342,0.3,,17031221400,Cash,Taxi Affiliation Services,1080,22,0.0
32,12.25,3,12,2,1395058500,41.884987192,-87.620992913,41.91922505,-87.671445766,0.2,,17031832300,Cash,Taxi Affiliation Services,840,22,0.0
32,13.45,9,18,4,1378925100,41.884987192,-87.620992913,41.91922505,-87.671445766,0.0,,17031832300,Cash,Taxi Affiliation Services,1140,22,0.0
32,9.25,4,16,6,1396628100,41.884987192,-87.620992913,41.904935302,-87.649907226,1.8,,17031842200,Cash,,960,8,0.0
32,11.85,6,19,3,1402427700,41.884987192,-87.620992913,41.904935302,-87.649907226,0.0,,17031842200,Credit Card,Taxi Affiliation Services,1260,8,3.55
32,7.65,12,17,4,1420047000,41.884987192,-87.620992913,41.904935302,-87.649907226,1.8,,17031842200,Credit Card,,600,8,5.0
32,9.05,9,8,6,1411719300,41.884987192,-87.620992913,41.904935302,-87.649907226,0.1,,17031842200,Credit Card,Taxi Affiliation Services,720,8,3.0
32,10.45,1,19,6,1422041400,41.884987192,-87.620992913,41.904935302,-87.649907226,0.0,,17031842200,Cash,Blue Ribbon Taxi Association Inc.,960,8,0.0
32,10.65,11,13,4,1416402000,41.884987192,-87.620992913,41.904935302,-87.649907226,3.6,,17031842200,Cash,KOAM Taxi Association,660,8,0.0
7,13.75,2,17,7,1455382800,41.929272532,-87.673807238,41.963633169,-87.652365359,3.6,,17031031502,Cash,,1080,3,0.0
7,4.25,1,4,4,1388548800,41.929272532,-87.673807238,41.928945904,-87.66089257,0.0,,17031070500,Cash,Choice Taxi Association,120,7,0.0
16,39.85,3,14,1,1426428900,41.953582125,-87.72345239,,,0.0,,,Credit Card,Taxi Affiliation Services,2580,,0.0
16,18.45,3,16,4,1362588300,41.953582125,-87.72345239,,,8.01,,,Cash,,900,,0.0
16,13.45,12,0,6,1386894600,41.953582125,-87.72345239,41.901206994,-87.676355989,4.7,,,Credit Card,Taxi Affiliation Services,1140,24,3.0
16,11.05,6,23,6,1434151800,41.953582125,-87.72345239,41.901206994,-87.676355989,3.7,,,Cash,Taxi Affiliation Services,780,24,0.0
16,18.85,3,7,6,1394177400,41.953582125,-87.72345239,41.878865584,-87.625192142,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,960,32,0.0
16,10.45,9,4,7,1378527300,41.953582125,-87.72345239,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,720,3,0.0
16,6.45,5,4,1,1431232200,41.953582125,-87.72345239,41.938666196,-87.711210593,1.7,,,Cash,Dispatch Taxi Affiliation,360,21,0.0
16,18.25,11,9,2,1415006100,41.953582125,-87.72345239,41.899602111,-87.633308037,6.5,,,Credit Card,Dispatch Taxi Affiliation,1800,8,3.65
16,20.45,5,19,6,1400874300,41.953582125,-87.72345239,41.899602111,-87.633308037,8.0,,,Cash,Dispatch Taxi Affiliation,1560,8,0.0
16,17.45,3,23,6,1362783600,41.953582125,-87.72345239,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,900,8,0.0
16,34.85,2,6,2,1424066400,41.953582125,-87.72345239,41.980264315,-87.913624596,0.0,,,Credit Card,Dispatch Taxi Affiliation,2460,76,0.0
16,6.05,5,19,1,1431891900,41.953582125,-87.72345239,41.953582125,-87.72345239,1.6,,,Cash,Choice Taxi Association,240,16,0.0
16,3.25,4,10,7,1429353900,41.953582125,-87.72345239,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,0,16,0.0
16,3.25,9,16,4,1474473600,41.953582125,-87.72345239,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,0,16,0.0
16,4.25,5,3,5,1369885500,41.953582125,-87.72345239,41.953582125,-87.72345239,0.6,,,Cash,Dispatch Taxi Affiliation,120,16,0.0
16,35.45,6,8,5,1434012300,41.953582125,-87.72345239,41.953582125,-87.72345239,16.3,,,Cash,,2160,16,0.0
16,3.25,6,10,7,1403950500,41.953582125,-87.72345239,41.953582125,-87.72345239,0.0,,,No Charge,Dispatch Taxi Affiliation,60,16,0.0
16,3.25,6,12,2,1402316100,41.953582125,-87.72345239,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,0,16,0.0
16,3.25,12,14,4,1419429600,41.953582125,-87.72345239,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,0,16,0.0
16,5.65,9,16,7,1378572300,41.953582125,-87.72345239,41.953582125,-87.72345239,1.3,,,Cash,Chicago Medallion Management,240,16,0.0
16,5.85,11,17,1,1384707600,41.953582125,-87.72345239,41.953582125,-87.72345239,1.2,,,Cash,,300,16,0.0
16,11.05,6,22,2,1403561700,41.953582125,-87.72345239,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,840,6,0.0
16,8.65,1,17,1,1421600400,41.953582125,-87.72345239,41.944226601,-87.655998182,2.6,,,Credit Card,Taxi Affiliation Services,600,6,1.0
16,8.05,10,6,2,1381125600,41.953582125,-87.72345239,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,420,6,0.0
16,10.25,10,0,7,1413591300,41.953582125,-87.72345239,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,660,6,0.0
16,11.25,8,6,2,1377497700,41.953582125,-87.72345239,41.944226601,-87.655998182,0.0,,,Cash,Dispatch Taxi Affiliation,660,6,0.0
16,8.85,6,11,7,1402744500,41.953582125,-87.72345239,41.944226601,-87.655998182,2.3,,,Credit Card,,660,6,2.0
16,10.85,6,14,4,1403100000,41.953582125,-87.72345239,41.944226601,-87.655998182,3.7,,,Cash,Taxi Affiliation Services,720,6,0.0
16,9.25,12,18,2,1419877800,41.953582125,-87.72345239,41.944226601,-87.655998182,2.8,,,Cash,Dispatch Taxi Affiliation,660,6,0.0
16,5.85,11,0,3,1446508800,41.953582125,-87.72345239,41.954027649,-87.763399032,1.1,,,Cash,,300,15,0.0
16,19.85,7,17,6,1405703700,41.953582125,-87.72345239,41.874005383,-87.66351755,0.81,,,Credit Card,,1800,28,2.98
16,19.45,3,9,2,1426499100,41.953582125,-87.72345239,41.874005383,-87.66351755,7.6,,,Credit Card,Taxi Affiliation Services,1860,28,4.85
16,5.65,11,19,3,1415734200,41.953582125,-87.72345239,41.968069,-87.721559063,1.1,,,Cash,,300,14,0.0
16,7.25,8,3,7,1406951100,41.953582125,-87.72345239,41.968069,-87.721559063,2.0,,,Cash,Taxi Affiliation Services,360,14,0.0
16,20.65,5,19,6,1368818100,41.953582125,-87.72345239,41.890608853,-87.756046711,0.0,,,Cash,Dispatch Taxi Affiliation,2220,25,0.0
16,9.65,5,17,4,1463592600,41.953582125,-87.72345239,41.975170943,-87.687515515,2.5,,,Cash,,960,4,0.0
32,40.45,1,12,3,1420547400,41.880994471,-87.632746489,,,20.2,,,Credit Card,,1740,,12.61
32,4.25,11,10,4,1384941600,41.880994471,-87.632746489,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,180,,0.0
32,6.85,10,18,7,1380996000,41.880994471,-87.632746489,,,0.0,,,Cash,Taxi Affiliation Services,540,,0.0
32,4.85,12,18,6,1449252000,41.880994471,-87.632746489,,,0.0,,,Cash,Taxi Affiliation Services,300,,0.0
32,7.45,8,6,4,1439964000,41.880994471,-87.632746489,,,1.72,,,Cash,,480,,0.0
32,5.05,6,21,6,1403298900,41.880994471,-87.632746489,,,0.6,,,Cash,Taxi Affiliation Services,300,,0.0
32,8.25,4,17,2,1365443100,41.880994471,-87.632746489,,,1.57,,,Credit Card,,1620,,2.0
32,7.85,5,14,4,1369233900,41.880994471,-87.632746489,,,1.72,,,Cash,,600,,0.0
32,6.85,6,9,3,1403600400,41.880994471,-87.632746489,,,1.4,,,Cash,Dispatch Taxi Affiliation,480,,0.0
32,6.65,7,20,3,1406665800,41.880994471,-87.632746489,,,0.0,,,Credit Card,Taxi Affiliation Services,14400,,0.0
32,5.85,6,21,5,1371158100,41.880994471,-87.632746489,,,0.94,,,Cash,,360,,0.0
32,4.25,8,16,6,1376671500,41.880994471,-87.632746489,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
32,4.05,2,10,3,1360664100,41.880994471,-87.632746489,,,0.43,,,Cash,,120,,0.0
32,52.65,8,22,3,1407881700,41.880994471,-87.632746489,,,27.1,,,Cash,Taxi Affiliation Services,2040,,0.0
32,51.05,8,0,5,1375316100,41.880994471,-87.632746489,,,0.0,,,Cash,Dispatch Taxi Affiliation,2460,,0.0
32,5.45,6,16,4,1371659400,41.880994471,-87.632746489,,,0.82,,,Cash,,300,,0.0
32,15.45,4,15,2,1365435900,41.880994471,-87.632746489,,,6.15,,,Credit Card,,840,,3.86
32,3.85,10,16,2,1445270400,41.880994471,-87.632746489,,,0.0,,,Cash,Taxi Affiliation Services,120,,0.0
32,11.65,7,19,3,1406056500,41.880994471,-87.632746489,41.920451512,-87.679954768,0.2,,17031832200,Credit Card,Taxi Affiliation Services,720,22,2.7
32,14.25,7,20,5,1469133000,41.880994471,-87.632746489,41.920451512,-87.679954768,4.1,,17031832200,Credit Card,,1260,22,2.0
32,8.25,9,22,1,1411941600,41.880994471,-87.632746489,41.849246754,-87.624135298,2.3,,17031841000,Cash,Taxi Affiliation Services,480,33,0.0
32,10.05,3,16,5,1394727300,41.880994471,-87.632746489,41.849246754,-87.624135298,2.8,,17031841000,Credit Card,,780,33,1.0
32,10.25,7,14,7,1373724000,41.880994471,-87.632746489,41.849246754,-87.624135298,29.0,,17031841000,Credit Card,Taxi Affiliation Services,840,33,2.05
32,9.05,9,7,2,1380526200,41.880994471,-87.632746489,41.849246754,-87.624135298,0.0,,17031841000,Credit Card,Dispatch Taxi Affiliation,600,33,5.0
32,9.85,4,14,1,1365950700,41.880994471,-87.632746489,41.849246754,-87.624135298,2.7,,17031841000,Cash,,720,33,0.0
32,8.85,6,22,1,1371421800,41.880994471,-87.632746489,41.849246754,-87.624135298,0.1,,17031841000,Credit Card,Taxi Affiliation Services,600,33,2.0
32,9.85,5,10,2,1369045800,41.880994471,-87.632746489,41.849246754,-87.624135298,0.1,,17031841000,Credit Card,Northwest Management LLC,900,33,2.7
32,10.25,4,13,2,1428932700,41.880994471,-87.632746489,41.849246754,-87.624135298,2.8,,17031841000,Credit Card,Taxi Affiliation Services,780,33,3.05
32,8.05,9,21,4,1442439000,41.880994471,-87.632746489,41.849246754,-87.624135298,2.1,,17031841000,Credit Card,,540,33,1.91
32,9.25,11,17,5,1415295900,41.880994471,-87.632746489,41.849246754,-87.624135298,2.3,,17031841000,Credit Card,Taxi Affiliation Services,720,33,2.0
32,14.65,3,18,3,1425407400,41.880994471,-87.632746489,41.934650448,-87.634647877,5.2,,17031063303,Cash,Top Cab Affiliation,1200,6,0.0
32,6.85,3,19,2,1395688500,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
32,6.85,4,18,5,1365100200,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Choice Taxi Association,540,8,2.0
32,7.25,3,18,5,1395338400,41.880994471,-87.632746489,41.892507781,-87.626214906,1.4,,17031081500,Cash,,600,8,0.0
32,4.05,11,11,7,1383994800,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,120,8,0.0
32,4.84,11,21,6,1385155800,41.880994471,-87.632746489,41.892507781,-87.626214906,0.8,,17031081500,Cash,,180,8,0.0
32,7.25,8,9,3,1409046300,41.880994471,-87.632746489,41.892507781,-87.626214906,1.4,,17031081500,Cash,,600,8,0.0
32,7.05,11,11,6,1415358900,41.880994471,-87.632746489,41.892507781,-87.626214906,1.4,,17031081500,Cash,Dispatch Taxi Affiliation,480,8,0.0
32,5.05,3,12,6,1427460300,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
32,5.65,11,19,5,1384456500,41.880994471,-87.632746489,41.892507781,-87.626214906,0.9,,17031081500,Cash,,300,8,0.0
32,6.65,8,21,6,1408742100,41.880994471,-87.632746489,41.892507781,-87.626214906,0.16,,17031081500,Cash,,360,8,0.0
32,7.25,8,11,5,1408618800,41.880994471,-87.632746489,41.892507781,-87.626214906,1.5,,17031081500,Cash,,600,8,0.0
32,5.85,6,14,4,1372256100,41.880994471,-87.632746489,41.892507781,-87.626214906,0.9,,17031081500,Credit Card,,420,8,1.14
32,7.5,7,13,3,1468331100,41.880994471,-87.632746489,41.892507781,-87.626214906,1.3,,17031081500,Credit Card,KOAM Taxi Association,600,8,2.0
32,7.05,6,16,2,1434384900,41.880994471,-87.632746489,41.892507781,-87.626214906,1.4,,17031081500,Credit Card,,600,8,2.0
32,8.05,10,19,5,1382037300,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,720,8,0.0
32,7.05,4,12,3,1398774600,41.880994471,-87.632746489,41.892507781,-87.626214906,1.2,,17031081500,Credit Card,Northwest Management LLC,540,8,2.0
32,5.25,1,10,6,1391162400,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
32,7.05,10,20,5,1412887500,41.880994471,-87.632746489,41.892507781,-87.626214906,1.1,,17031081500,Cash,Taxi Affiliation Services,600,8,0.0
32,7.05,5,16,4,1430929800,41.880994471,-87.632746489,41.892507781,-87.626214906,1.3,,17031081500,Cash,Taxi Affiliation Services,600,8,0.0
32,4.45,4,13,3,1396358100,41.880994471,-87.632746489,41.892507781,-87.626214906,1.0,,17031081500,Cash,Dispatch Taxi Affiliation,120,8,0.0
32,6.45,7,16,6,1373645700,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
32,5.05,12,15,5,1450365300,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,240,8,1.0
32,7.25,4,22,7,1461451500,41.880994471,-87.632746489,41.892507781,-87.626214906,1.4,,17031081500,Credit Card,5074 - 54002 Ahzmi Inc,480,8,2.0
32,7.05,6,17,1,1370797200,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Dispatch Taxi Affiliation,420,8,0.0
32,7.25,11,13,5,1479388500,41.880994471,-87.632746489,41.892507781,-87.626214906,1.1,,17031081500,Credit Card,,540,8,2.0
32,6.05,4,16,3,1397577600,41.880994471,-87.632746489,41.892507781,-87.626214906,1.0,,17031081500,Cash,KOAM Taxi Association,300,8,0.0
32,16.05,9,12,5,1441889100,41.880994471,-87.632746489,41.892507781,-87.626214906,1.8,,17031081500,Cash,Top Cab Affiliation,2280,8,0.0
32,4.45,3,12,3,1425384000,41.880994471,-87.632746489,41.892507781,-87.626214906,0.4,,17031081500,Cash,KOAM Taxi Association,180,8,0.0
32,8.05,2,16,4,1424277900,41.880994471,-87.632746489,41.892507781,-87.626214906,1.5,,17031081500,Credit Card,,720,8,1.6
32,6.65,12,20,1,1450642500,41.880994471,-87.632746489,41.892507781,-87.626214906,0.9,,17031081500,Cash,,480,8,0.0
32,6.65,7,22,5,1406845800,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
32,4.85,4,11,5,1397732400,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
32,6.25,7,18,2,1404756900,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
32,5.25,1,21,3,1389733200,41.880994471,-87.632746489,41.892507781,-87.626214906,1.0,,17031081500,Cash,,180,8,0.0
32,5.05,6,18,3,1370371500,41.880994471,-87.632746489,41.892507781,-87.626214906,0.8,,17031081500,Cash,,240,8,0.0
32,5.05,12,11,4,1418816700,41.880994471,-87.632746489,41.892507781,-87.626214906,0.8,,17031081500,Cash,,240,8,0.0
32,5.85,12,18,7,1450549800,41.880994471,-87.632746489,41.892507781,-87.626214906,0.9,,17031081500,Cash,,420,8,0.0
32,5.65,3,14,2,1396277100,41.880994471,-87.632746489,41.892507781,-87.626214906,1.1,,17031081500,Credit Card,,360,8,2.0
32,6.05,10,20,1,1443990600,41.880994471,-87.632746489,41.892507781,-87.626214906,1.0,,17031081500,Cash,Dispatch Taxi Affiliation,360,8,0.0
32,7.05,6,22,5,1371163500,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
32,8.05,1,18,4,1422469800,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,780,8,2.0
32,5.85,8,9,7,1375522200,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
32,4.65,1,20,1,1390163400,41.880994471,-87.632746489,41.892507781,-87.626214906,0.6,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
32,4.85,5,8,3,1400573700,41.880994471,-87.632746489,41.892507781,-87.626214906,0.7,,17031081500,Cash,Dispatch Taxi Affiliation,240,8,0.0
32,5.65,10,14,5,1380810600,41.880994471,-87.632746489,41.892507781,-87.626214906,0.07,,17031081500,Cash,,360,8,0.0
32,5.65,11,11,3,1448364600,41.880994471,-87.632746489,41.892507781,-87.626214906,0.9,,17031081500,Credit Card,,360,8,2.0
32,6.65,4,20,6,1398458700,41.880994471,-87.632746489,41.892507781,-87.626214906,1.3,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
32,5.05,5,23,4,1430955900,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,240,8,2.0
32,9.0,4,16,4,1461774600,41.880994471,-87.632746489,41.892507781,-87.626214906,1.3,,17031081500,Credit Card,,840,8,2.0
32,6.45,11,16,5,1385051400,41.880994471,-87.632746489,41.892507781,-87.626214906,1.2,,17031081500,Cash,,420,8,0.0
32,8.65,3,13,6,1364562000,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,780,8,0.0
32,6.65,3,12,4,1394628300,41.880994471,-87.632746489,41.892507781,-87.626214906,1.3,,17031081500,Credit Card,,480,8,1.35
32,6.85,7,19,5,1438285500,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,540,8,2.0
32,7.65,12,16,4,1418227200,41.880994471,-87.632746489,41.892507781,-87.626214906,1.5,,17031081500,Cash,,660,8,0.0
32,6.85,11,19,3,1446579900,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
32,5.45,12,8,2,1387180800,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Dispatch Taxi Affiliation,300,8,0.0
32,4.85,10,11,3,1383045300,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,180,8,2.0
32,7.85,5,17,7,1368897300,41.880994471,-87.632746489,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,600,8,0.0
32,6.65,7,19,3,1436900400,41.880994471,-87.632746489,41.892507781,-87.626214906,0.9,,17031081500,Credit Card,Dispatch Taxi Affiliation,600,8,4.0
32,5.65,4,1,3,1398130200,41.880994471,-87.632746489,41.892507781,-87.626214906,1.1,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
32,18.05,6,22,6,1371852900,41.880994471,-87.632746489,41.957530922,-87.66661144,0.4,,17031060100,Cash,Taxi Affiliation Services,1080,6,0.0
32,13.65,9,20,3,1443557700,41.880994471,-87.632746489,41.921877461,-87.66407824,4.2,,17031832500,Credit Card,Dispatch Taxi Affiliation,1080,7,2.7
32,11.45,9,21,5,1443128400,41.880994471,-87.632746489,41.921877461,-87.66407824,0.0,,17031832500,Cash,Taxi Affiliation Services,1020,7,0.0
32,5.45,7,12,2,1374497100,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Northwest Management LLC,300,8,3.0
32,6.05,4,18,2,1398105900,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
32,4.85,9,23,6,1411170300,41.880994471,-87.632746489,41.892042136,-87.63186395,0.7,,17031081700,Credit Card,Dispatch Taxi Affiliation,240,8,4.0
32,5.45,1,14,5,1389880800,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
32,4.65,11,17,2,1448300700,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,180,8,0.0
32,6.45,2,18,5,1424975400,41.880994471,-87.632746489,41.892042136,-87.63186395,0.9,,17031081700,Cash,,540,8,0.0
32,5.45,2,15,6,1360336500,41.880994471,-87.632746489,41.892042136,-87.63186395,0.8,,17031081700,Cash,,300,8,0.0
32,5.25,11,20,3,1416341700,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Blue Ribbon Taxi Association Inc.,240,8,1.0
32,7.25,11,17,6,1478281500,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,480,8,1.0
32,3.65,10,12,2,1413806400,41.880994471,-87.632746489,41.892042136,-87.63186395,0.3,,17031081700,Cash,Choice Taxi Association,60,8,0.0
32,7.25,4,18,3,1398797100,41.880994471,-87.632746489,41.892042136,-87.63186395,1.1,,17031081700,Credit Card,Taxi Affiliation Services,600,8,3.0
32,5.05,1,16,4,1389197700,41.880994471,-87.632746489,41.892042136,-87.63186395,0.7,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
32,8.65,7,15,6,1436542200,41.880994471,-87.632746489,41.892042136,-87.63186395,1.6,,17031081700,Cash,Taxi Affiliation Services,840,8,0.0
32,5.85,3,13,4,1426686300,41.880994471,-87.632746489,41.892042136,-87.63186395,1.0,,17031081700,Cash,,360,8,0.0
32,5.65,2,11,4,1423048500,41.880994471,-87.632746489,41.892042136,-87.63186395,0.8,,17031081700,Cash,,360,8,0.0
32,4.85,10,18,5,1380825900,41.880994471,-87.632746489,41.892042136,-87.63186395,0.5,,17031081700,Cash,Dispatch Taxi Affiliation,240,8,0.0
32,36.25,8,12,3,1408452300,41.880994471,-87.632746489,41.892042136,-87.63186395,17.0,,17031081700,Credit Card,,2580,8,4.5
32,9.44,3,18,6,1394822700,41.880994471,-87.632746489,41.892042136,-87.63186395,1.6,,17031081700,Cash,,1080,8,0.0
32,6.05,9,22,2,1411425900,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,2.0
32,6.65,8,12,5,1438864200,41.880994471,-87.632746489,41.892042136,-87.63186395,1.3,,17031081700,Credit Card,,480,8,2.0
32,4.65,12,13,6,1449235800,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,180,8,0.0
32,8.05,3,18,6,1394820900,41.880994471,-87.632746489,41.892042136,-87.63186395,0.7,,17031081700,Credit Card,,840,8,2.0
32,6.05,9,21,6,1409951700,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
32,6.45,5,13,6,1399641300,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,480,8,0.0
32,5.05,5,19,3,1400613300,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
32,7.05,10,18,5,1443724200,41.880994471,-87.632746489,41.892042136,-87.63186395,1.0,,17031081700,Credit Card,,600,8,3.0
32,6.25,10,19,2,1477942200,41.880994471,-87.632746489,41.892042136,-87.63186395,1.0,,17031081700,Cash,Chicago Medallion Leasing INC,360,8,0.0
32,7.25,4,11,3,1398165300,41.880994471,-87.632746489,41.892042136,-87.63186395,1.7,,17031081700,Cash,,480,8,0.0
32,5.85,7,11,2,1437994800,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
32,5.65,6,21,7,1370120400,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,300,8,2.0
32,5.45,3,11,5,1395313200,41.880994471,-87.632746489,41.892042136,-87.63186395,0.9,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
32,4.84,3,12,5,1426161600,41.880994471,-87.632746489,41.892042136,-87.63186395,0.5,,17031081700,Cash,,240,8,0.0
32,6.25,10,18,6,1413571500,41.880994471,-87.632746489,41.892042136,-87.63186395,1.0,,17031081700,Cash,Dispatch Taxi Affiliation,420,8,0.0
32,5.45,8,15,3,1409067900,41.880994471,-87.632746489,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,,300,8,2.0
32,5.45,2,14,3,1423579500,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,300,8,1.0
32,7.25,3,12,5,1394714700,41.880994471,-87.632746489,41.892042136,-87.63186395,1.2,,17031081700,Cash,Dispatch Taxi Affiliation,600,8,0.0
32,7.05,5,21,6,1368826200,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
32,7.25,5,17,5,1401382800,41.880994471,-87.632746489,41.892042136,-87.63186395,1.2,,17031081700,Cash,Top Cab Affiliation,660,8,0.0
32,5.25,10,9,4,1446023700,41.880994471,-87.632746489,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,Dispatch Taxi Affiliation,300,8,1.75
32,6.25,12,12,6,1386938700,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,480,8,2.0
32,5.05,1,18,4,1420655400,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Choice Taxi Association,300,8,0.0
32,4.45,2,8,5,1423728900,41.880994471,-87.632746489,41.892042136,-87.63186395,0.5,,17031081700,Cash,,120,8,0.0
32,5.05,2,17,5,1424367000,41.880994471,-87.632746489,41.892042136,-87.63186395,0.5,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
32,4.45,1,0,6,1357257600,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,120,8,0.0
32,8.75,12,19,3,1481656500,41.880994471,-87.632746489,41.892042136,-87.63186395,1.1,,17031081700,Credit Card,Choice Taxi Association,900,8,2.0
32,6.05,4,18,7,1365272100,41.880994471,-87.632746489,41.892042136,-87.63186395,0.8,,17031081700,Cash,,420,8,0.0
32,5.25,7,13,1,1405862100,41.880994471,-87.632746489,41.892042136,-87.63186395,0.6,,17031081700,Credit Card,,300,8,2.0
32,6.05,2,17,3,1360689300,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
32,4.65,8,17,6,1408727700,41.880994471,-87.632746489,41.892042136,-87.63186395,0.6,,17031081700,Cash,,180,8,0.0
32,5.25,5,13,2,1431954000,41.880994471,-87.632746489,41.892042136,-87.63186395,0.7,,17031081700,Cash,Dispatch Taxi Affiliation,300,8,0.0
32,5.05,7,16,1,1375029900,41.880994471,-87.632746489,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
32,16.65,6,17,6,1433524500,41.880994471,-87.632746489,41.953400044,-87.646007066,0.4,,17031060800,Cash,Taxi Affiliation Services,1020,6,0.0
32,34.05,7,14,5,1405002600,41.880994471,-87.632746489,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,1860,76,4.0
32,36.85,1,18,5,1359052200,41.880994471,-87.632746489,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,2280,76,7.15
32,35.45,12,5,1,1386479700,41.880994471,-87.632746489,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,1560,76,0.0
32,36.85,4,11,6,1396611900,41.880994471,-87.632746489,41.97907082,-87.903039661,18.9,,17031980000,Cash,,1740,76,0.0
32,40.65,8,8,2,1438589700,41.880994471,-87.632746489,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Blue Ribbon Taxi Association Inc.,3840,76,12.75
32,37.04,8,16,3,1439309700,41.880994471,-87.632746489,41.97907082,-87.903039661,17.8,,17031980000,Credit Card,,2520,76,8.01
32,39.45,9,8,2,1410769800,41.880994471,-87.632746489,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,Taxi Affiliation Services,3660,76,5.0
32,36.25,1,16,3,1420560000,41.880994471,-87.632746489,41.97907082,-87.903039661,18.2,,17031980000,Credit Card,,1920,76,5.0
32,36.85,7,9,6,1436521500,41.880994471,-87.632746489,41.97907082,-87.903039661,18.1,,17031980000,Credit Card,,1800,76,5.98
32,47.25,9,14,1,1380464100,41.880994471,-87.632746489,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,2460,76,0.0
32,37.25,11,13,3,1416317400,41.880994471,-87.632746489,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Taxi Affiliation Services,2040,76,6.0
32,36.05,2,10,6,1424428200,41.880994471,-87.632746489,41.97907082,-87.903039661,17.9,,17031980000,Credit Card,Dispatch Taxi Affiliation,1200,76,9.75
32,40.45,4,16,3,1429029900,41.880994471,-87.632746489,41.97907082,-87.903039661,19.4,,17031980000,Cash,Dispatch Taxi Affiliation,2940,76,0.0
32,34.65,3,12,6,1394194500,41.880994471,-87.632746489,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Dispatch Taxi Affiliation,1380,76,7.3
32,38.25,11,16,2,1447689600,41.880994471,-87.632746489,41.97907082,-87.903039661,17.8,,17031980000,Credit Card,Dispatch Taxi Affiliation,2880,76,2.0
32,35.65,1,18,5,1357840800,41.880994471,-87.632746489,41.97907082,-87.903039661,17.5,,17031980000,Credit Card,,2580,76,9.41
32,35.25,1,15,5,1358435700,41.880994471,-87.632746489,41.97907082,-87.903039661,17.3,,17031980000,Credit Card,,1860,76,7.65
32,40.65,5,14,6,1400250600,41.880994471,-87.632746489,41.97907082,-87.903039661,18.0,,17031980000,Cash,Choice Taxi Association,4260,76,0.0
32,37.45,10,18,6,1382724000,41.880994471,-87.632746489,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,2700,76,0.0
32,35.25,3,11,1,1395575100,41.880994471,-87.632746489,41.97907082,-87.903039661,17.3,,17031980000,Credit Card,,1560,76,7.45
32,35.85,3,20,1,1363550400,41.880994471,-87.632746489,41.97907082,-87.903039661,0.1,,17031980000,Credit Card,Dispatch Taxi Affiliation,1260,76,4.15
32,44.25,8,15,4,1472655600,41.880994471,-87.632746489,41.97907082,-87.903039661,17.6,,17031980000,Credit Card,,3000,76,7.5
32,42.85,7,12,6,1436530500,41.880994471,-87.632746489,41.97907082,-87.903039661,19.0,,17031980000,Credit Card,Top Cab Affiliation,3180,76,13.45
32,36.05,9,12,6,1410524100,41.880994471,-87.632746489,41.97907082,-87.903039661,17.5,,17031980000,Cash,Dispatch Taxi Affiliation,2100,76,0.0
32,37.05,12,17,5,1418319900,41.880994471,-87.632746489,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,3360,76,7.8
32,39.25,11,10,4,1384944300,41.880994471,-87.632746489,41.97907082,-87.903039661,1.2,,17031980000,Cash,Blue Ribbon Taxi Association Inc.,1680,76,0.0
32,37.65,8,15,5,1375975800,41.880994471,-87.632746489,41.97907082,-87.903039661,17.0,,17031980000,Credit Card,Dispatch Taxi Affiliation,3300,76,5.0
32,36.65,10,14,6,1445610600,41.880994471,-87.632746489,41.97907082,-87.903039661,17.3,,17031980000,Credit Card,Taxi Affiliation Services,2640,76,7.7
32,35.85,6,15,2,1404140400,41.880994471,-87.632746489,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,KOAM Taxi Association,1680,76,9.45
32,35.45,6,5,6,1403845200,41.880994471,-87.632746489,41.97907082,-87.903039661,17.8,,17031980000,Credit Card,Dispatch Taxi Affiliation,1320,76,7.45
32,10.85,12,21,4,1449694800,41.880994471,-87.632746489,41.921778356,-87.641459759,0.0,,17031071300,Credit Card,Blue Ribbon Taxi Association Inc.,780,7,2.15
32,6.65,10,20,6,1446237900,41.880994471,-87.632746489,41.900265687,-87.63210922,1.4,,17031081000,Credit Card,,480,8,1.5
32,8.05,6,20,3,1433882700,41.880994471,-87.632746489,41.900265687,-87.63210922,1.8,,17031081000,Credit Card,,600,8,3.0
32,6.05,1,8,6,1422604800,41.880994471,-87.632746489,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,360,8,0.0
32,7.25,7,17,2,1404755100,41.880994471,-87.632746489,41.900265687,-87.63210922,0.14,,17031081000,Cash,,600,8,0.0
32,6.65,5,23,5,1368143100,41.880994471,-87.632746489,41.900265687,-87.63210922,0.0,,17031081000,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
32,7.65,7,19,3,1404243000,41.880994471,-87.632746489,41.900265687,-87.63210922,1.7,,17031081000,Cash,Taxi Affiliation Services,600,8,0.0
32,6.05,10,12,4,1414586700,41.880994471,-87.632746489,41.900265687,-87.63210922,1.2,,17031081000,Cash,,480,8,0.0
32,7.05,2,19,5,1361473200,41.880994471,-87.632746489,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,540,8,0.0
32,6.65,5,17,3,1431451800,41.880994471,-87.632746489,41.900265687,-87.63210922,1.2,,17031081000,Cash,,480,8,0.0
32,6.45,3,19,3,1426014000,41.880994471,-87.632746489,41.900265687,-87.63210922,1.3,,17031081000,Cash,,420,8,0.0
32,7.25,2,17,5,1392918300,41.880994471,-87.632746489,41.900265687,-87.63210922,0.1,,17031081000,Credit Card,Taxi Affiliation Services,480,8,1.5
32,12.25,11,16,2,1446481800,41.880994471,-87.632746489,41.914747305,-87.654007029,3.5,,17031832600,Cash,,1200,7,0.0
32,10.45,9,23,4,1411600500,41.880994471,-87.632746489,41.914747305,-87.654007029,0.1,,17031832600,Credit Card,Taxi Affiliation Services,840,7,2.05
32,11.85,10,18,6,1445020200,41.880994471,-87.632746489,41.914747305,-87.654007029,3.07,,17031832600,Credit Card,,1080,7,2.0
32,11.05,7,21,3,1374615000,41.880994471,-87.632746489,41.914747305,-87.654007029,0.0,,17031832600,Credit Card,Blue Ribbon Taxi Association Inc.,840,7,2.2
32,13.85,11,18,3,1416941100,41.880994471,-87.632746489,41.914747305,-87.654007029,2.6,,17031832600,Credit Card,Choice Taxi Association,1740,7,3.45
32,16.05,5,22,4,1431557100,41.880994471,-87.632746489,41.958154876,-87.653021789,6.5,,17031032100,Cash,KOAM Taxi Association,840,3,0.0
32,18.64,10,19,4,1383161400,41.880994471,-87.632746489,41.958154876,-87.653021789,7.7,,17031032100,Credit Card,,1140,3,3.73
32,12.25,4,20,5,1366920900,41.880994471,-87.632746489,41.928967266,-87.656156831,4.0,,17031070400,Cash,,1020,7,0.0
32,9.5,4,19,2,1461611700,41.880994471,-87.632746489,41.914616286,-87.631717366,2.3,,17031071500,Credit Card,Taxi Affiliation Services,720,7,2.0
32,7.85,12,22,6,1387577700,41.880994471,-87.632746489,41.914616286,-87.631717366,0.2,,17031071500,Credit Card,,540,7,3.0
32,9.25,6,22,7,1403993700,41.880994471,-87.632746489,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Choice Taxi Association,720,7,2.0
32,8.44,10,19,5,1414092600,41.880994471,-87.632746489,41.914616286,-87.631717366,2.3,,17031071500,Cash,,600,7,0.0
32,8.05,2,22,5,1393538400,41.880994471,-87.632746489,41.914616286,-87.631717366,2.1,,17031071500,Credit Card,,480,7,2.0
32,12.25,3,18,5,1394735400,41.880994471,-87.632746489,41.914616286,-87.631717366,0.0,,17031071500,Cash,Blue Ribbon Taxi Association Inc.,1320,7,0.0
32,10.05,4,17,1,1398620700,41.880994471,-87.632746489,41.914616286,-87.631717366,2.7,,17031071500,Cash,,840,7,0.0
32,7.45,8,21,5,1438896600,41.880994471,-87.632746489,41.914616286,-87.631717366,0.1,,17031071500,Cash,Taxi Affiliation Services,480,7,0.0
32,9.25,5,16,1,1399220100,41.880994471,-87.632746489,41.914616286,-87.631717366,2.7,,17031071500,Cash,Choice Taxi Association,660,7,0.0
32,8.85,3,13,6,1362144600,41.880994471,-87.632746489,41.914616286,-87.631717366,2.3,,17031071500,Cash,,660,7,0.0
32,10.65,7,12,4,1374062400,41.880994471,-87.632746489,41.914616286,-87.631717366,3.6,,17031071500,Cash,,540,7,0.0
32,7.45,5,16,5,1400171400,41.880994471,-87.632746489,41.914616286,-87.631717366,1.9,,17031071500,Cash,Taxi Affiliation Services,480,7,0.0
32,11.45,6,19,4,1403724600,41.880994471,-87.632746489,41.914616286,-87.631717366,0.1,,17031071500,Credit Card,Blue Ribbon Taxi Association Inc.,1260,7,2.25
32,11.85,5,17,3,1431450900,41.880994471,-87.632746489,41.914616286,-87.631717366,2.5,,17031071500,Credit Card,,1260,7,2.0
32,9.45,8,18,7,1439059500,41.880994471,-87.632746489,41.914616286,-87.631717366,2.4,,17031071500,Cash,Northwest Management LLC,780,7,0.0
32,8.65,3,20,3,1363120200,41.880994471,-87.632746489,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Taxi Affiliation Services,600,7,2.0
32,8.45,12,19,6,1417807800,41.880994471,-87.632746489,41.914616286,-87.631717366,0.1,,17031071500,Credit Card,Taxi Affiliation Services,600,7,2.0
32,17.05,3,18,4,1425492000,41.880994471,-87.632746489,41.938391258,-87.63857492,0.0,,17031063200,Credit Card,Taxi Affiliation Services,1440,6,4.25
32,15.45,1,21,3,1422395100,41.880994471,-87.632746489,41.938391258,-87.63857492,0.3,,17031063200,Cash,Taxi Affiliation Services,840,6,0.0
32,15.85,10,12,4,1444221000,41.880994471,-87.632746489,41.938391258,-87.63857492,5.2,,17031063200,Credit Card,Dispatch Taxi Affiliation,1140,6,1.11
32,5.85,3,11,5,1394708400,41.880994471,-87.632746489,41.877406123,-87.621971652,1.1,,17031320400,Cash,Dispatch Taxi Affiliation,360,32,0.0
32,7.0,12,18,3,1482257700,41.880994471,-87.632746489,41.877406123,-87.621971652,0.8,,17031320400,Credit Card,,600,32,0.0
32,5.0,7,16,2,1469464200,41.880994471,-87.632746489,41.877406123,-87.621971652,0.5,,17031320400,Cash,Taxi Affiliation Services,300,32,0.0
32,5.45,9,23,5,1442530800,41.880994471,-87.632746489,41.877406123,-87.621971652,0.8,,17031320400,Credit Card,Choice Taxi Association,360,32,1.0
32,6.05,12,9,2,1418636700,41.880994471,-87.632746489,41.877406123,-87.621971652,0.8,,17031320400,Credit Card,,480,32,3.0
32,4.65,6,15,5,1403192700,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,240,32,0.0
32,7.05,4,12,4,1365596100,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,660,32,0.0
32,7.65,3,20,2,1395087300,41.880994471,-87.632746489,41.877406123,-87.621971652,1.9,,17031320400,Cash,,480,32,0.0
32,5.45,4,18,3,1366137900,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Blue Ribbon Taxi Association Inc.,360,32,2.0
32,6.0,3,10,6,1457691300,41.880994471,-87.632746489,41.877406123,-87.621971652,0.7,,17031320400,Cash,,420,32,0.0
32,5.45,12,9,4,1449047700,41.880994471,-87.632746489,41.877406123,-87.621971652,0.8,,17031320400,Credit Card,Northwest Management LLC,360,32,0.0
32,5.25,9,8,3,1442304000,41.880994471,-87.632746489,41.877406123,-87.621971652,0.7,,17031320400,Cash,,300,32,0.0
32,7.25,7,13,5,1438261200,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Blue Ribbon Taxi Association Inc.,660,32,0.0
32,6.05,12,11,6,1387537200,41.880994471,-87.632746489,41.877406123,-87.621971652,0.08,,17031320400,Cash,,420,32,0.0
32,6.85,10,12,6,1444393800,41.880994471,-87.632746489,41.877406123,-87.621971652,1.0,,17031320400,Credit Card,Taxi Affiliation Services,600,32,1.0
32,9.25,6,0,5,1370476800,41.880994471,-87.632746489,41.877406123,-87.621971652,0.28,,17031320400,Cash,,600,32,0.0
32,6.65,5,18,2,1369075500,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,660,32,0.0
32,5.65,11,18,2,1415643300,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,360,32,0.0
32,6.05,8,9,5,1409218200,41.880994471,-87.632746489,41.877406123,-87.621971652,1.0,,17031320400,Cash,Taxi Affiliation Services,420,32,0.0
32,5.05,6,19,6,1402688700,41.880994471,-87.632746489,41.877406123,-87.621971652,0.8,,17031320400,Cash,,240,32,0.0
32,4.05,7,16,2,1375115400,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Northwest Management LLC,120,32,0.0
32,5.25,3,13,3,1363094100,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,360,32,0.0
32,4.45,8,11,4,1439982900,41.880994471,-87.632746489,41.877406123,-87.621971652,0.4,,17031320400,Cash,3011 - 66308 JBL Cab Inc.,240,32,0.0
32,4.65,5,17,5,1369933200,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,240,32,0.0
32,5.25,12,12,2,1387196100,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,300,32,0.0
32,5.65,12,17,3,1417539600,41.880994471,-87.632746489,41.877406123,-87.621971652,0.0,,17031320400,Cash,Blue Ribbon Taxi Association Inc.,360,32,0.0
32,13.45,4,23,4,1397084400,41.880994471,-87.632746489,41.921647132,-87.689951469,0.0,,17031221500,Credit Card,Taxi Affiliation Services,720,22,4.0
32,6.25,3,13,4,1395235800,41.880994471,-87.632746489,41.89830587,-87.653613982,1.3,,17031842300,Credit Card,,360,24,4.0
32,8.05,3,16,3,1425400200,41.880994471,-87.632746489,41.89830587,-87.653613982,1.4,,17031842300,Credit Card,,660,24,0.0
32,8.65,1,16,3,1389715200,41.880994471,-87.632746489,41.89830587,-87.653613982,2.1,,17031842300,Cash,Northwest Management LLC,720,24,0.0
32,6.45,11,19,6,1417202100,41.880994471,-87.632746489,41.89830587,-87.653613982,1.4,,17031842300,Cash,Taxi Affiliation Services,300,24,0.0
32,7.65,2,23,6,1359761400,41.880994471,-87.632746489,41.89830587,-87.653613982,0.0,,17031842300,Cash,Taxi Affiliation Services,540,24,0.0
32,5.65,11,21,2,1415653200,41.880994471,-87.632746489,41.89830587,-87.653613982,0.0,,17031842300,Credit Card,Blue Ribbon Taxi Association Inc.,360,24,2.0
32,10.05,10,22,3,1414533600,41.880994471,-87.632746489,41.89830587,-87.653613982,3.4,,17031842300,Credit Card,Taxi Affiliation Services,480,24,2.2
32,6.45,8,19,3,1438717500,41.880994471,-87.632746489,41.89830587,-87.653613982,1.0,,17031842300,Credit Card,Taxi Affiliation Services,480,24,3.0
32,10.85,5,22,5,1369953900,41.880994471,-87.632746489,41.921701492,-87.655911848,3.4,,17031071000,Cash,Dispatch Taxi Affiliation,900,7,0.0
32,8.05,3,21,3,1363122000,41.880994471,-87.632746489,41.859349715,-87.617358006,2.1,,17031330100,Cash,,480,33,0.0
32,9.65,8,15,6,1409327100,41.880994471,-87.632746489,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,840,33,0.0
32,8.25,10,12,6,1445601600,41.880994471,-87.632746489,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
32,11.25,3,8,6,1425631500,41.880994471,-87.632746489,41.859349715,-87.617358006,3.6,,17031330100,Credit Card,,840,33,2.0
32,9.25,6,17,6,1371231900,41.880994471,-87.632746489,41.859349715,-87.617358006,0.1,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,660,33,0.0
32,8.65,1,21,6,1421443800,41.880994471,-87.632746489,41.859349715,-87.617358006,2.3,,17031330100,Credit Card,Dispatch Taxi Affiliation,600,33,2.0
32,11.05,8,13,3,1407246300,41.880994471,-87.632746489,41.859349715,-87.617358006,2.9,,17031330100,Credit Card,Taxi Affiliation Services,1020,33,3.25
32,8.65,7,12,2,1436788800,41.880994471,-87.632746489,41.859349715,-87.617358006,0.0,,17031330100,Cash,Dispatch Taxi Affiliation,660,33,0.0
32,6.65,12,20,2,1418674500,41.880994471,-87.632746489,41.859349715,-87.617358006,1.3,,17031330100,Cash,,480,33,0.0
32,7.65,4,19,3,1429040700,41.880994471,-87.632746489,41.859349715,-87.617358006,1.9,,17031330100,Cash,Taxi Affiliation Services,540,33,0.0
32,7.85,7,15,5,1373556600,41.880994471,-87.632746489,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
32,8.85,12,18,3,1418149800,41.880994471,-87.632746489,41.859349715,-87.617358006,0.1,,17031330100,Credit Card,Taxi Affiliation Services,840,33,2.0
32,7.45,4,22,2,1396908900,41.880994471,-87.632746489,41.859349715,-87.617358006,0.1,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,420,33,0.0
32,8.0,6,16,2,1466438400,41.880994471,-87.632746489,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Blue Ribbon Taxi Association Inc.,540,33,1.5
32,27.5,11,19,5,1480014000,41.880994471,-87.632746489,41.859349715,-87.617358006,10.5,,17031330100,Credit Card,,1080,33,5.8
32,9.65,3,10,4,1427277600,41.880994471,-87.632746489,41.859349715,-87.617358006,2.7,,17031330100,Cash,Taxi Affiliation Services,780,33,0.0
32,9.05,2,22,5,1424385000,41.880994471,-87.632746489,41.859349715,-87.617358006,2.4,,17031330100,Cash,,720,33,0.0
32,8.65,7,20,4,1437597000,41.880994471,-87.632746489,41.859349715,-87.617358006,2.0,,17031330100,Cash,Choice Taxi Association,660,33,0.0
32,8.65,6,18,6,1433529900,41.880994471,-87.632746489,41.859349715,-87.617358006,1.8,,17031330100,Credit Card,Taxi Affiliation Services,720,33,0.0
32,10.0,5,21,4,1462397400,41.880994471,-87.632746489,41.859349715,-87.617358006,2.3,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
32,7.25,2,20,6,1392409800,41.880994471,-87.632746489,41.859349715,-87.617358006,1.7,,17031330100,Cash,Taxi Affiliation Services,480,33,0.0
32,9.25,4,11,1,1428838200,41.880994471,-87.632746489,41.859349715,-87.617358006,0.1,,17031330100,Credit Card,Taxi Affiliation Services,660,33,2.25
32,11.45,4,9,2,1366623900,41.880994471,-87.632746489,41.859349715,-87.617358006,0.1,,17031330100,Credit Card,Taxi Affiliation Services,960,33,2.85
32,9.45,12,19,3,1388517300,41.880994471,-87.632746489,41.859349715,-87.617358006,2.5,,17031330100,Credit Card,Choice Taxi Association,900,33,4.0
32,8.05,5,21,3,1400017500,41.880994471,-87.632746489,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,600,33,0.0
32,10.25,2,14,7,1456584300,41.880994471,-87.632746489,41.859349715,-87.617358006,2.1,,17031330100,Cash,Taxi Affiliation Services,840,33,0.0
32,9.85,5,20,5,1400788800,41.880994471,-87.632746489,41.906025969,-87.675311622,3.0,,17031241400,Cash,Taxi Affiliation Services,600,24,0.0
32,8.45,2,10,4,1423649700,41.880994471,-87.632746489,41.892658108,-87.652534484,0.1,,17031243500,Cash,Taxi Affiliation Services,660,24,0.0
32,10.25,10,20,6,1382127300,41.880994471,-87.632746489,41.892658108,-87.652534484,1.8,,17031243500,Credit Card,KOAM Taxi Association,1140,24,2.05
32,7.65,11,16,6,1415376000,41.880994471,-87.632746489,41.892658108,-87.652534484,1.9,,17031243500,Cash,Northwest Management LLC,540,24,0.0
32,6.45,6,21,5,1372367700,41.880994471,-87.632746489,41.892658108,-87.652534484,0.0,,17031243500,Cash,Blue Ribbon Taxi Association Inc.,420,24,0.0
32,6.65,5,22,3,1431468900,41.880994471,-87.632746489,41.897983898,-87.641491533,1.7,,17031081900,Cash,,420,8,0.0
32,10.25,5,21,7,1399757400,41.880994471,-87.632746489,41.851017824,-87.635091856,2.6,,17031841100,Cash,Taxi Affiliation Services,720,34,0.0
32,8.44,5,19,2,1368472500,41.880994471,-87.632746489,41.851017824,-87.635091856,2.1,,17031841100,Cash,,600,34,0.0
32,9.65,9,21,6,1443214800,41.880994471,-87.632746489,41.899589796,-87.674719134,0.0,,17031242200,Credit Card,Blue Ribbon Taxi Association Inc.,540,24,1.0
32,9.25,9,23,1,1379890800,41.880994471,-87.632746489,41.899589796,-87.674719134,0.1,,17031242200,Credit Card,Blue Ribbon Taxi Association Inc.,480,24,2.05
32,10.25,4,18,4,1397067300,41.880994471,-87.632746489,41.899589796,-87.674719134,0.0,,17031242200,Credit Card,Taxi Affiliation Services,540,24,2.05
32,8.25,10,22,5,1444342500,41.880994471,-87.632746489,41.907520075,-87.6266589,0.0,,17031080100,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
32,9.5,12,19,2,1482175800,41.880994471,-87.632746489,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,960,8,0.0
32,7.85,4,18,2,1397499300,41.880994471,-87.632746489,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,660,8,0.0
32,8.85,1,20,5,1357245000,41.880994471,-87.632746489,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,600,8,0.0
32,8.25,10,12,6,1381492800,41.880994471,-87.632746489,41.907520075,-87.6266589,1.9,,17031080100,Cash,,660,8,0.0
32,7.45,4,18,2,1429552800,41.880994471,-87.632746489,41.907520075,-87.6266589,1.8,,17031080100,Credit Card,,540,8,0.5
32,6.45,10,15,5,1412868600,41.880994471,-87.632746489,41.907520075,-87.6266589,1.5,,17031080100,Cash,Taxi Affiliation Services,420,8,0.0
32,8.65,10,9,5,1414055700,41.880994471,-87.632746489,41.870415,-87.675085621,2.4,,17031838200,Credit Card,,600,28,2.0
32,3.25,10,10,3,1445337000,41.880994471,-87.632746489,41.870415,-87.675085621,0.0,,17031838200,Cash,,0,28,0.0
32,10.25,3,13,3,1426597200,41.880994471,-87.632746489,41.870415,-87.675085621,2.8,,17031838200,Credit Card,Chicago Medallion Management,780,28,0.0
32,20.25,9,21,5,1411680600,41.880994471,-87.632746489,41.987225558,-87.664937724,8.6,,17031030500,Credit Card,,1380,77,4.25
32,16.05,5,17,2,1399311000,41.880994471,-87.632746489,41.936237179,-87.656411531,4.3,,17031062900,Cash,,1800,6,0.0
32,7.85,9,20,5,1411073100,41.880994471,-87.632746489,41.905857769,-87.630865027,2.0,,17031080202,Credit Card,Taxi Affiliation Services,600,8,3.0
32,8.05,10,19,7,1444503600,41.880994471,-87.632746489,41.905857769,-87.630865027,1.7,,17031080202,Cash,Northwest Management LLC,720,8,0.0
32,9.25,11,22,7,1446933600,41.880994471,-87.632746489,41.905857769,-87.630865027,2.1,,17031080202,Cash,,840,8,0.0
32,8.05,7,0,3,1374537600,41.880994471,-87.632746489,41.905857769,-87.630865027,0.0,,17031080202,Cash,Taxi Affiliation Services,720,8,0.0
32,7.25,8,19,3,1438716600,41.880994471,-87.632746489,41.905857769,-87.630865027,1.6,,17031080202,Cash,,540,8,0.0
32,9.65,8,21,2,1408396500,41.880994471,-87.632746489,41.922082541,-87.634156093,2.8,,17031071400,Credit Card,,660,7,2.0
32,10.45,2,16,6,1360944900,41.880994471,-87.632746489,41.922082541,-87.634156093,0.1,,17031071400,Cash,Blue Ribbon Taxi Association Inc.,840,7,0.0
32,8.85,1,19,5,1421955900,41.880994471,-87.632746489,41.922082541,-87.634156093,2.8,,17031071400,Cash,Dispatch Taxi Affiliation,600,7,0.0
32,12.0,3,18,4,1458152100,41.880994471,-87.632746489,41.922082541,-87.634156093,3.1,,17031071400,Credit Card,,900,7,2.0
32,13.45,11,21,4,1415223900,41.880994471,-87.632746489,41.922082541,-87.634156093,4.9,,17031071400,Credit Card,Taxi Affiliation Services,900,7,3.35
32,10.25,4,17,3,1430240400,41.880994471,-87.632746489,41.922082541,-87.634156093,0.1,,17031071400,Credit Card,Taxi Affiliation Services,840,7,2.05
32,10.45,9,15,4,1410362100,41.880994471,-87.632746489,41.922082541,-87.634156093,5.6,,17031071400,Cash,Northwest Management LLC,780,7,0.0
32,16.45,9,19,6,1410548400,41.880994471,-87.632746489,41.922082541,-87.634156093,4.6,,17031071400,Cash,Taxi Affiliation Services,1920,7,0.0
32,23.85,12,14,4,1450881900,41.880994471,-87.632746489,41.890922026,-87.618868355,8.1,,17031081403,Cash,Taxi Affiliation Services,2580,8,0.0
32,6.05,6,19,2,1401737400,41.880994471,-87.632746489,41.890922026,-87.618868355,0.9,,17031081403,Cash,Choice Taxi Association,420,8,0.0
32,8.05,7,9,4,1405503000,41.880994471,-87.632746489,41.890922026,-87.618868355,1.5,,17031081403,Credit Card,,660,8,2.0
32,6.85,11,16,4,1448469000,41.880994471,-87.632746489,41.890922026,-87.618868355,1.35,,17031081403,Credit Card,,480,8,3.0
32,5.65,2,18,5,1423160100,41.880994471,-87.632746489,41.890922026,-87.618868355,0.9,,17031081403,Credit Card,,360,8,2.0
32,7.05,5,11,5,1369308600,41.880994471,-87.632746489,41.890922026,-87.618868355,1.4,,17031081403,Cash,,540,8,0.0
32,7.85,8,18,7,1440873000,41.880994471,-87.632746489,41.890922026,-87.618868355,1.8,,17031081403,Credit Card,Northwest Management LLC,660,8,2.0
32,7.05,2,16,3,1392740100,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,540,8,0.0
32,8.44,8,20,4,1439411400,41.880994471,-87.632746489,41.890922026,-87.618868355,1.9,,17031081403,Cash,,720,8,0.0
32,7.45,7,18,7,1436032800,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
32,5.45,12,9,3,1448960400,41.880994471,-87.632746489,41.890922026,-87.618868355,0.7,,17031081403,Cash,Taxi Affiliation Services,300,8,0.0
32,7.45,12,15,3,1450193400,41.880994471,-87.632746489,41.890922026,-87.618868355,1.6,,17031081403,Cash,Taxi Affiliation Services,420,8,0.0
32,6.75,5,17,2,1462815000,41.880994471,-87.632746489,41.890922026,-87.618868355,0.6,,17031081403,Credit Card,,600,8,3.0
32,8.44,1,16,6,1421424900,41.880994471,-87.632746489,41.890922026,-87.618868355,1.7,,17031081403,Cash,,660,8,0.0
32,6.85,7,6,4,1404283500,41.880994471,-87.632746489,41.890922026,-87.618868355,1.3,,17031081403,Cash,,480,8,0.0
32,7.25,7,12,4,1406724300,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,600,8,0.0
32,6.25,2,11,3,1424172600,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
32,8.05,10,8,2,1413188100,41.880994471,-87.632746489,41.890922026,-87.618868355,1.6,,17031081403,Cash,,660,8,0.0
32,7.05,2,12,3,1422965700,41.880994471,-87.632746489,41.890922026,-87.618868355,0.17,,17031081403,Credit Card,,420,8,1.0
32,6.65,2,12,2,1359981000,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,480,8,2.0
32,6.85,9,18,4,1441821600,41.880994471,-87.632746489,41.890922026,-87.618868355,1.6,,17031081403,Credit Card,,420,8,2.0
32,8.25,5,17,6,1367601300,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,660,8,0.0
32,4.85,4,17,2,1430156700,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,240,8,1.0
32,6.45,12,19,7,1387047600,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,420,8,1.0
32,5.05,6,21,6,1371245400,41.880994471,-87.632746489,41.890922026,-87.618868355,0.9,,17031081403,Cash,,240,8,0.0
32,5.05,5,17,2,1399915800,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
32,6.05,3,10,6,1362134700,41.880994471,-87.632746489,41.890922026,-87.618868355,0.9,,17031081403,Cash,,420,8,0.0
32,7.05,4,18,2,1396896300,41.880994471,-87.632746489,41.890922026,-87.618868355,1.2,,17031081403,Cash,Taxi Affiliation Services,600,8,0.0
32,5.05,3,14,1,1425823200,41.880994471,-87.632746489,41.890922026,-87.618868355,0.6,,17031081403,Cash,Taxi Affiliation Services,300,8,0.0
32,6.65,9,19,5,1380224700,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,480,8,0.0
32,6.25,11,13,6,1383918300,41.880994471,-87.632746489,41.890922026,-87.618868355,1.0,,17031081403,Credit Card,Taxi Affiliation Services,420,8,2.0
32,5.45,4,15,2,1366642800,41.880994471,-87.632746489,41.890922026,-87.618868355,0.9,,17031081403,Cash,,300,8,0.0
32,7.45,6,16,3,1433260800,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,600,8,0.0
32,5.45,5,9,2,1399280400,41.880994471,-87.632746489,41.890922026,-87.618868355,0.7,,17031081403,Credit Card,Dispatch Taxi Affiliation,360,8,1.0
32,6.65,2,14,6,1359728100,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
32,5.25,2,12,2,1422879300,41.880994471,-87.632746489,41.890922026,-87.618868355,0.7,,17031081403,Cash,,300,8,0.0
32,6.05,12,19,3,1386099000,41.880994471,-87.632746489,41.890922026,-87.618868355,1.4,,17031081403,Credit Card,,240,8,1.0
32,5.05,4,16,5,1429200900,41.880994471,-87.632746489,41.890922026,-87.618868355,0.7,,17031081403,Cash,Dispatch Taxi Affiliation,240,8,0.0
32,5.65,1,12,2,1358166600,41.880994471,-87.632746489,41.890922026,-87.618868355,1.1,,17031081403,Cash,,300,8,0.0
32,5.65,12,16,3,1449592200,41.880994471,-87.632746489,41.890922026,-87.618868355,0.7,,17031081403,Cash,Dispatch Taxi Affiliation,360,8,0.0
32,9.5,6,20,5,1464900300,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Blue Ribbon Taxi Association Inc.,780,8,1.5
32,7.75,7,13,1,1468156500,41.880994471,-87.632746489,41.890922026,-87.618868355,1.3,,17031081403,Credit Card,,540,8,1.0
32,7.05,5,15,4,1432741500,41.880994471,-87.632746489,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,480,8,1.0
32,15.45,5,21,5,1369948500,41.880994471,-87.632746489,41.934659157,-87.646729729,0.3,,17031063400,Credit Card,Blue Ribbon Taxi Association Inc.,1020,6,4.6
32,4.65,12,11,6,1386329400,41.880994471,-87.632746489,41.884987192,-87.620992913,0.06,,17031320100,Credit Card,,180,32,2.0
32,5.25,11,9,5,1385025300,41.880994471,-87.632746489,41.884987192,-87.620992913,0.04,,17031320100,Cash,,360,32,0.0
32,6.05,11,17,7,1415466000,41.880994471,-87.632746489,41.884987192,-87.620992913,0.9,,17031320100,Cash,Dispatch Taxi Affiliation,420,32,0.0
32,5.45,4,16,5,1430412300,41.880994471,-87.632746489,41.884987192,-87.620992913,0.7,,17031320100,Credit Card,Taxi Affiliation Services,300,32,2.0
32,5.65,11,14,1,1448808300,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
32,5.85,10,13,7,1444482900,41.880994471,-87.632746489,41.884987192,-87.620992913,1.3,,17031320100,Credit Card,,300,32,0.0
32,4.65,10,17,5,1414690200,41.880994471,-87.632746489,41.884987192,-87.620992913,0.6,,17031320100,Cash,,240,32,0.0
32,5.05,12,11,4,1449661500,41.880994471,-87.632746489,41.884987192,-87.620992913,0.6,,17031320100,Cash,Dispatch Taxi Affiliation,300,32,0.0
32,6.75,5,12,5,1463054400,41.880994471,-87.632746489,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,Taxi Affiliation Services,480,32,2.0
32,4.84,4,10,5,1365677100,41.880994471,-87.632746489,41.884987192,-87.620992913,0.7,,17031320100,Cash,,180,32,0.0
32,5.25,2,15,3,1360076400,41.880994471,-87.632746489,41.884987192,-87.620992913,0.3,,17031320100,No Charge,Dispatch Taxi Affiliation,360,32,0.0
32,7.65,11,19,3,1416338100,41.880994471,-87.632746489,41.884987192,-87.620992913,1.2,,17031320100,Credit Card,Dispatch Taxi Affiliation,720,32,3.0
32,5.65,10,17,5,1380821400,41.880994471,-87.632746489,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,Northwest Management LLC,300,32,2.0
32,6.85,9,11,6,1380280500,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
32,4.45,10,20,2,1382992200,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,120,32,0.0
32,7.85,7,14,6,1405693800,41.880994471,-87.632746489,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,Dispatch Taxi Affiliation,780,32,1.0
32,8.45,5,18,6,1431712800,41.880994471,-87.632746489,41.884987192,-87.620992913,0.8,,17031320100,Cash,Taxi Affiliation Services,960,32,0.0
32,6.0,10,9,3,1476179100,41.880994471,-87.632746489,41.884987192,-87.620992913,0.7,,17031320100,Credit Card,Taxi Affiliation Services,420,32,3.0
32,5.45,1,11,4,1421235900,41.880994471,-87.632746489,41.884987192,-87.620992913,0.8,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
32,6.05,10,12,4,1414585800,41.880994471,-87.632746489,41.884987192,-87.620992913,1.0,,17031320100,Cash,Northwest Management LLC,420,32,0.0
32,5.25,10,19,5,1445541300,41.880994471,-87.632746489,41.884987192,-87.620992913,0.8,,17031320100,Cash,,300,32,0.0
32,9.44,9,22,7,1441492200,41.880994471,-87.632746489,41.884987192,-87.620992913,1.9,,17031320100,Credit Card,,960,32,2.0
32,12.45,4,19,7,1397330100,41.880994471,-87.632746489,41.884987192,-87.620992913,3.0,,17031320100,Cash,Taxi Affiliation Services,1320,32,0.0
32,5.85,8,21,7,1439672400,41.880994471,-87.632746489,41.884987192,-87.620992913,0.87,,17031320100,Cash,,360,32,0.0
32,6.65,4,17,5,1397150100,41.880994471,-87.632746489,41.884987192,-87.620992913,1.4,,17031320100,Cash,,420,32,0.0
32,4.05,7,12,4,1374064200,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Northwest Management LLC,180,32,0.0
32,5.45,5,19,3,1432064700,41.880994471,-87.632746489,41.884987192,-87.620992913,0.8,,17031320100,Credit Card,,300,32,1.0
32,9.05,9,8,4,1411545600,41.880994471,-87.632746489,41.884987192,-87.620992913,1.6,,17031320100,Credit Card,,900,32,3.0
32,4.85,9,13,5,1441891800,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
32,5.65,7,10,3,1437474600,41.880994471,-87.632746489,41.884987192,-87.620992913,0.7,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
32,7.0,8,12,3,1472560200,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,420,32,0.0
32,5.45,5,17,3,1367947800,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
32,4.85,8,12,6,1439553600,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,240,32,1.0
32,6.05,2,12,7,1391860800,41.880994471,-87.632746489,41.884987192,-87.620992913,0.09,,17031320100,Cash,,420,32,0.0
32,6.85,6,13,4,1403703900,41.880994471,-87.632746489,41.884987192,-87.620992913,0.8,,17031320100,Cash,,660,32,0.0
32,5.25,6,12,3,1433248200,41.880994471,-87.632746489,41.884987192,-87.620992913,0.8,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
32,4.45,3,9,3,1427188500,41.880994471,-87.632746489,41.884987192,-87.620992913,0.4,,17031320100,Cash,,120,32,0.0
32,6.25,4,16,3,1364919300,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Dispatch Taxi Affiliation,420,32,2.0
32,6.0,11,10,5,1478774700,41.880994471,-87.632746489,41.884987192,-87.620992913,0.7,,17031320100,Credit Card,Dispatch Taxi Affiliation,420,32,2.0
32,4.75,6,16,2,1465231500,41.880994471,-87.632746489,41.884987192,-87.620992913,0.4,,17031320100,Credit Card,,240,32,1.0
32,7.05,6,13,5,1435239000,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,600,32,2.0
32,7.45,8,12,2,1439209800,41.880994471,-87.632746489,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,,600,32,0.0
32,4.85,4,13,1,1430053200,41.880994471,-87.632746489,41.884987192,-87.620992913,0.6,,17031320100,Cash,Dispatch Taxi Affiliation,240,32,0.0
32,6.65,3,21,6,1394833500,41.880994471,-87.632746489,41.884987192,-87.620992913,1.3,,17031320100,Cash,Dispatch Taxi Affiliation,420,32,0.0
32,7.25,4,11,3,1429615800,41.880994471,-87.632746489,41.884987192,-87.620992913,1.0,,17031320100,Cash,,660,32,0.0
32,7.85,6,11,5,1402572600,41.880994471,-87.632746489,41.884987192,-87.620992913,1.3,,17031320100,Cash,,720,32,0.0
32,9.85,8,13,5,1440681300,41.880994471,-87.632746489,41.884987192,-87.620992913,1.2,,17031320100,Credit Card,,1140,32,2.0
32,5.05,4,10,3,1428403500,41.880994471,-87.632746489,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,Taxi Affiliation Services,180,32,2.0
32,4.85,11,21,3,1416347100,41.880994471,-87.632746489,41.884987192,-87.620992913,0.6,,17031320100,Credit Card,Taxi Affiliation Services,240,32,3.0
32,7.05,5,12,5,1431605700,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,660,32,2.0
32,4.85,4,20,6,1429905600,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,240,32,1.0
32,7.45,11,11,3,1415706300,41.880994471,-87.632746489,41.884987192,-87.620992913,1.2,,17031320100,Cash,,600,32,0.0
32,7.45,1,13,6,1422625500,41.880994471,-87.632746489,41.884987192,-87.620992913,1.1,,17031320100,Cash,Taxi Affiliation Services,660,32,0.0
32,6.25,12,18,7,1419100200,41.880994471,-87.632746489,41.884987192,-87.620992913,0.9,,17031320100,Cash,Dispatch Taxi Affiliation,480,32,0.0
32,7.45,9,17,4,1379523600,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Choice Taxi Association,600,32,0.0
32,6.05,5,10,2,1368440100,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,540,32,0.0
32,4.65,9,14,3,1441722600,41.880994471,-87.632746489,41.884987192,-87.620992913,0.5,,17031320100,Credit Card,Choice Taxi Association,300,32,1.0
32,5.25,1,19,1,1453058100,41.880994471,-87.632746489,41.884987192,-87.620992913,0.6,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
32,6.65,10,12,6,1444394700,41.880994471,-87.632746489,41.884987192,-87.620992913,0.7,,17031320100,Cash,Taxi Affiliation Services,660,32,0.0
32,7.85,10,11,3,1444131900,41.880994471,-87.632746489,41.884987192,-87.620992913,1.3,,17031320100,Credit Card,,660,32,2.0
32,7.45,4,18,6,1428691500,41.880994471,-87.632746489,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,660,32,0.0
32,15.85,12,15,6,1418398200,41.880994471,-87.632746489,41.884987192,-87.620992913,4.69,,17031320100,Cash,,1440,32,0.0
32,5.25,4,16,5,1429202700,41.880994471,-87.632746489,41.884987192,-87.620992913,0.8,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
32,8.85,6,11,5,1402571700,41.880994471,-87.632746489,41.884987192,-87.620992913,1.04,,17031320100,Cash,,840,32,0.0
32,5.05,8,11,4,1408532400,41.880994471,-87.632746489,41.884987192,-87.620992913,0.6,,17031320100,Credit Card,Taxi Affiliation Services,300,32,2.0
32,12.65,9,14,3,1410876000,41.880994471,-87.632746489,41.929272532,-87.673807238,4.2,,17031070700,Cash,Taxi Affiliation Services,900,7,0.0
32,4.25,11,21,4,1446670800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,3.25,1,5,5,1359611100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,,0,32,0.0
32,4.45,8,10,5,1440670500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Cash,,180,32,0.0
32,4.85,5,12,2,1399293000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Cash,Dispatch Taxi Affiliation,360,32,0.0
32,4.25,11,11,6,1415964600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,180,32,4.0
32,3.85,1,14,5,1359641700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,120,32,0.0
32,5.45,7,12,2,1436184000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,5.65,5,17,3,1432662300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
32,5.05,12,22,7,1449958500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,,240,32,2.0
32,5.85,3,20,6,1426276800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,480,32,0.0
32,3.25,9,11,1,1411299900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,0,32,0.0
32,4.85,2,11,5,1361446200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,240,32,0.0
32,4.25,6,9,4,1401875100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,120,32,0.0
32,5.25,6,13,4,1435153500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,300,32,2.0
32,4.85,7,12,5,1406203200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,240,32,0.0
32,4.25,11,23,5,1417131900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,120,32,0.0
32,5.25,5,10,3,1400580000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,4.45,6,17,5,1401988500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,180,32,0.0
32,3.25,1,14,5,1357828200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,0,32,0.0
32,4.85,4,17,2,1398099600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,3.25,7,13,5,1405602000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,0,32,0.0
32,6.05,6,11,2,1402314300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
32,21.5,11,0,1,1478391300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,2160,32,3.0
32,4.85,8,12,3,1438691400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,300,32,0.0
32,4.25,9,16,4,1411575300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Credit Card,,120,32,1.0
32,5.05,4,11,5,1428578100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,300,32,0.0
32,5.45,6,19,3,1433273400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,360,32,0.0
32,3.25,7,1,7,1373678100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,0,32,0.0
32,4.65,2,12,2,1423483200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.03,,17031839100,Cash,,240,32,0.0
32,5.65,6,15,4,1435158900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Cash,Northwest Management LLC,360,32,0.0
32,3.25,8,13,2,1408973400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Northwest Management LLC,0,32,0.0
32,5.65,10,12,3,1382443200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.08,,17031839100,Cash,,360,32,0.0
32,5.45,6,18,2,1402944300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
32,6.45,9,8,2,1410770700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.9,,17031839100,Cash,Dispatch Taxi Affiliation,480,32,0.0
32,5.85,3,16,3,1395158400,41.880994471,-87.632746489,41.880994471,-87.632746489,1.0,,17031839100,Cash,,360,32,0.0
32,4.5,8,10,3,1471344300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,120,32,2.0
32,4.65,10,9,2,1444038300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,No Charge,Dispatch Taxi Affiliation,240,32,0.0
32,4.45,7,14,6,1406296800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,180,32,0.0
32,4.84,1,14,2,1422283500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Cash,,240,32,0.0
32,6.05,9,17,5,1410454800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Cash,,480,32,0.0
32,4.85,11,15,6,1383319800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
32,5.65,6,19,4,1434569400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
32,3.45,7,11,5,1437044400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,60,32,0.0
32,5.05,12,15,3,1448982900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Credit Card,Choice Taxi Association,300,32,1.0
32,6.25,1,17,3,1357664400,41.880994471,-87.632746489,41.880994471,-87.632746489,1.3,,17031839100,Cash,,420,32,0.0
32,5.65,8,10,3,1439892000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,360,32,2.0
32,4.65,5,14,2,1431959400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Choice Taxi Association,180,32,2.0
32,5.05,2,19,4,1423681200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,360,32,3.0
32,6.45,12,20,3,1418760000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,480,32,3.0
32,4.45,10,8,2,1412582400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,180,32,0.0
32,3.45,12,10,5,1449744300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,,0,32,0.0
32,3.65,4,14,5,1429195500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,60,32,0.0
32,6.75,6,16,2,1467045900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.55,,17031839100,Credit Card,,540,32,3.0
32,6.65,5,18,5,1401386400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.61,,17031839100,Cash,,540,32,0.0
32,3.25,12,21,1,1386538200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,60,32,0.0
32,6.45,11,18,5,1384452900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Choice Taxi Association,60,32,1.0
32,3.25,8,15,1,1407684600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,0,32,0.0
32,5.25,2,15,5,1424360700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
32,4.65,9,19,7,1411241400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Cash,,180,32,0.0
32,5.65,12,14,6,1418997600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,360,32,0.0
32,7.85,10,11,3,1444131000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,,780,32,2.0
32,4.85,10,15,3,1414511100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,0,32,0.0
32,3.45,6,10,3,1433241900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.2,,17031839100,Cash,Taxi Affiliation Services,0,32,0.0
32,4.45,12,14,4,1451485800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Credit Card,,180,32,1.0
32,6.05,9,15,6,1443195900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.67,,17031839100,Credit Card,,480,32,0.0
32,3.65,8,10,1,1407060900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,,60,32,0.0
32,5.25,3,13,5,1427375700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Cash,Northwest Management LLC,300,32,0.0
32,4.65,5,16,1,1401033600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,120,32,2.0
32,6.05,12,14,4,1418825700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,480,32,2.0
32,5.05,4,14,3,1396968300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,300,32,0.0
32,4.25,11,9,6,1416562200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,5.85,12,8,3,1386057600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
32,5.65,6,10,4,1403088300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
32,6.05,1,17,4,1420650000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Cash,,480,32,0.0
32,5.25,1,21,6,1422046800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Cash,,300,32,0.0
32,3.25,1,11,4,1421839800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,,0,32,0.0
32,3.25,8,12,1,1407673800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,0,32,0.0
32,5.0,1,10,5,1453373100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Credit Card,,240,32,2.0
32,4.84,7,14,5,1406815200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,300,32,0.0
32,4.5,10,7,1,1476603900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,120,32,0.0
32,4.25,5,16,1,1431881100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,4.45,8,11,3,1375786800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,5.25,9,20,5,1411073100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Cash,,240,32,0.0
32,5.25,7,8,6,1373617800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Northwest Management LLC,300,32,1.5
32,4.45,7,18,2,1374516000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,180,32,0.0
32,4.84,9,16,3,1410885900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Cash,,300,32,0.0
32,5.05,12,11,4,1387365300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,240,32,2.0
32,4.05,10,15,3,1383061500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,120,32,1.95
32,7.25,6,14,4,1433946600,41.880994471,-87.632746489,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,,660,32,2.0
32,10.65,3,15,3,1426606200,41.880994471,-87.632746489,41.880994471,-87.632746489,2.0,,17031839100,Cash,Taxi Affiliation Services,1140,32,0.0
32,4.65,11,19,4,1416424500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,,240,32,2.0
32,4.45,3,15,5,1426175100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,Dispatch Taxi Affiliation,180,32,1.0
32,3.85,7,20,6,1374869700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Cash,Dispatch Taxi Affiliation,60,32,0.0
32,5.25,5,19,2,1430767800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Cash,Choice Taxi Association,300,32,0.0
32,6.25,12,13,4,1419428700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
32,6.0,12,23,6,1481325300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Cash,,360,32,0.0
32,3.25,2,15,6,1359732600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,,60,32,5.0
32,4.25,5,20,6,1370032200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,120,32,0.0
32,5.65,2,17,4,1361379600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Cash,,360,32,0.0
32,4.0,6,12,4,1465389000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,120,32,0.0
32,5.25,9,20,5,1411073100,41.880994471,-87.632746489,41.880994471,-87.632746489,1.2,,17031839100,Cash,Choice Taxi Association,180,32,0.0
32,6.25,6,11,4,1403696700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.7,,17031839100,Cash,,540,32,0.0
32,3.25,3,15,7,1364052600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,0,32,0.0
32,4.25,5,13,5,1369920600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,9.65,2,16,3,1393344000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,840,32,0.0
32,5.05,2,15,3,1361287800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,300,32,0.0
32,10.85,6,14,3,1402411500,41.880994471,-87.632746489,41.880994471,-87.632746489,3.5,,17031839100,Credit Card,,720,32,2.0
32,7.25,8,9,6,1408093200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,720,32,0.0
32,4.25,8,9,5,1375347600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,4.65,12,10,4,1450260900,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Credit Card,KOAM Taxi Association,180,32,3.0
32,6.65,10,22,6,1382739300,41.880994471,-87.632746489,41.880994471,-87.632746489,1.5,,17031839100,No Charge,Northwest Management LLC,360,32,0.0
32,5.25,7,23,6,1435964400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,,300,32,3.0
32,4.45,11,17,5,1385053200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,180,32,0.0
32,3.25,4,18,3,1365532200,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,No Charge,Dispatch Taxi Affiliation,0,32,0.0
32,4.45,4,12,3,1398775500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Cash,,240,32,0.0
32,3.25,4,19,2,1429556400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,60,32,0.0
32,4.25,11,14,2,1448288100,41.880994471,-87.632746489,41.880994471,-87.632746489,0.3,,17031839100,Cash,,180,32,0.0
32,4.65,9,15,4,1378911600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
32,5.25,6,13,6,1435325400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Credit Card,KOAM Taxi Association,300,32,3.0
32,8.65,10,10,2,1412590500,41.880994471,-87.632746489,41.880994471,-87.632746489,1.7,,17031839100,Cash,,840,32,0.0
32,7.05,12,17,3,1450805400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.8,,17031839100,Cash,,660,32,0.0
32,5.45,2,18,6,1393610400,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,420,32,0.0
32,1.22,3,17,3,1394559000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,0,32,0.0
32,4.45,4,7,4,1366789500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.6,,17031839100,Cash,,240,32,0.0
32,5.85,4,17,4,1366218000,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
32,7.5,8,13,3,1470747600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,Dispatch Taxi Affiliation,780,32,0.0
32,4.85,1,13,2,1359379800,41.880994471,-87.632746489,41.880994471,-87.632746489,0.05,,17031839100,Credit Card,,240,32,0.97
32,5.85,8,19,5,1375384500,41.880994471,-87.632746489,41.880994471,-87.632746489,0.9,,17031839100,Cash,Choice Taxi Association,360,32,0.0
32,4.45,2,20,5,1424982600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Cash,,180,32,0.0
32,5.05,11,13,5,1415280600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
32,4.5,8,19,4,1470855600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.4,,17031839100,Cash,Dispatch Taxi Affiliation,120,32,0.0
32,3.25,3,1,7,1426899600,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Cash,,0,32,0.0
32,19.85,2,13,5,1361454300,41.880994471,-87.632746489,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,0,32,3.95
32,4.45,5,11,6,1400843700,41.880994471,-87.632746489,41.880994471,-87.632746489,0.5,,17031839100,Credit Card,Taxi Affiliation Services,180,32,2.0
32,7.05,12,16,6,1386345600,41.880994471,-87.632746489,41.880994471,-87.632746489,1.0,,17031839100,Cash,Dispatch Taxi Affiliation,600,32,0.0
32,7.45,10,15,6,1412351100,41.880994471,-87.632746489,41.88528132,-87.6572332,1.6,,17031833000,Cash,Taxi Affiliation Services,540,28,0.0
32,5.65,10,19,5,1414093500,41.880994471,-87.632746489,41.88528132,-87.6572332,1.2,,17031833000,Cash,Dispatch Taxi Affiliation,300,28,0.0
32,6.05,8,20,5,1376597700,41.880994471,-87.632746489,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,360,28,0.0
32,8.0,3,16,6,1458922500,41.880994471,-87.632746489,41.88528132,-87.6572332,1.7,,17031833000,Cash,,540,28,0.0
32,5.85,5,20,5,1368129600,41.880994471,-87.632746489,41.88528132,-87.6572332,1.1,,17031833000,Cash,,360,28,0.0
32,7.05,7,9,5,1437642000,41.880994471,-87.632746489,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Blue Ribbon Taxi Association Inc.,540,28,2.0
32,5.75,1,12,6,1452860100,41.880994471,-87.632746489,41.88528132,-87.6572332,0.9,,17031833000,Cash,,240,28,0.0
32,8.65,6,19,3,1370979900,41.880994471,-87.632746489,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Taxi Affiliation Services,660,28,1.0
32,5.85,9,11,3,1410865200,41.880994471,-87.632746489,41.88528132,-87.6572332,1.0,,17031833000,Cash,,360,28,0.0
32,7.25,4,14,4,1430316900,41.880994471,-87.632746489,41.88528132,-87.6572332,1.4,,17031833000,Cash,5006 - 39261 Salifu Bawa,600,28,0.0
32,6.45,12,17,3,1417541400,41.880994471,-87.632746489,41.88528132,-87.6572332,1.1,,17031833000,Cash,Taxi Affiliation Services,420,28,0.0
32,9.85,11,22,4,1384986600,41.880994471,-87.632746489,41.88528132,-87.6572332,2.6,,17031833000,Cash,,720,28,0.0
32,5.25,7,18,6,1374864300,41.880994471,-87.632746489,41.88528132,-87.6572332,0.0,,17031833000,Cash,Dispatch Taxi Affiliation,300,28,0.0
32,7.65,10,15,2,1413819000,41.880994471,-87.632746489,41.88528132,-87.6572332,1.8,,17031833000,Cash,,540,28,0.0
32,6.05,2,19,4,1423078200,41.880994471,-87.632746489,41.88528132,-87.6572332,0.0,,17031833000,Cash,Choice Taxi Association,480,28,0.0
32,7.45,7,14,3,1438093800,41.880994471,-87.632746489,41.88528132,-87.6572332,2.1,,17031833000,Cash,Taxi Affiliation Services,480,28,0.0
32,4.85,8,19,5,1438888500,41.880994471,-87.632746489,41.88528132,-87.6572332,0.6,,17031833000,Cash,Taxi Affiliation Services,240,28,0.0
32,6.45,2,18,6,1425060000,41.880994471,-87.632746489,41.88528132,-87.6572332,1.0,,17031833000,Credit Card,Taxi Affiliation Services,540,28,2.0
32,5.25,7,20,3,1406664900,41.880994471,-87.632746489,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,240,28,0.0
32,6.05,1,19,6,1420831800,41.880994471,-87.632746489,41.88528132,-87.6572332,1.0,,17031833000,Credit Card,,360,28,2.0
32,8.75,1,17,4,1453311900,41.880994471,-87.632746489,41.88528132,-87.6572332,1.7,,17031833000,Cash,,780,28,0.0
32,10.85,4,18,3,1367346600,41.880994471,-87.632746489,41.88528132,-87.6572332,1.6,,17031833000,Cash,Dispatch Taxi Affiliation,1020,28,0.0
32,6.05,2,18,5,1393526700,41.880994471,-87.632746489,41.88528132,-87.6572332,1.5,,17031833000,Cash,Choice Taxi Association,300,28,0.0
32,5.65,11,12,4,1446641100,41.880994471,-87.632746489,41.88528132,-87.6572332,0.8,,17031833000,Credit Card,3201 - C&D Cab Co Inc,360,28,2.0
32,6.45,4,12,3,1398168000,41.880994471,-87.632746489,41.88528132,-87.6572332,1.3,,17031833000,Credit Card,Taxi Affiliation Services,420,28,2.0
32,8.25,7,18,4,1437589800,41.880994471,-87.632746489,41.88528132,-87.6572332,0.1,,17031833000,Cash,Taxi Affiliation Services,720,28,0.0
32,5.25,5,12,6,1432901700,41.880994471,-87.632746489,41.88528132,-87.6572332,0.9,,17031833000,Cash,Taxi Affiliation Services,300,28,0.0
32,11.5,5,21,3,1464728400,41.880994471,-87.632746489,41.912431869,-87.670189148,3.5,,17031240200,Cash,Dispatch Taxi Affiliation,480,24,0.0
32,12.05,8,17,6,1440782100,41.880994471,-87.632746489,41.92926299,-87.635890954,3.7,,17031070101,Credit Card,,1080,7,3.0
32,5.45,4,20,6,1429908300,41.880994471,-87.632746489,41.891971508,-87.612945414,0.0,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
32,8.25,5,8,2,1431333900,41.880994471,-87.632746489,41.891971508,-87.612945414,2.3,,17031081402,Cash,Taxi Affiliation Services,540,8,0.0
32,8.25,11,18,6,1447439400,41.880994471,-87.632746489,41.891971508,-87.612945414,1.7,,17031081402,Cash,Choice Taxi Association,720,8,0.0
32,9.25,1,19,6,1453489200,41.880994471,-87.632746489,41.891971508,-87.612945414,1.9,,17031081402,Cash,Taxi Affiliation Services,660,8,0.0
32,8.65,6,19,4,1370461500,41.880994471,-87.632746489,41.891971508,-87.612945414,1.8,,17031081402,Cash,Dispatch Taxi Affiliation,780,8,0.0
32,7.85,6,14,3,1434464100,41.880994471,-87.632746489,41.891971508,-87.612945414,0.0,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
32,10.05,5,13,7,1432990800,41.880994471,-87.632746489,41.891971508,-87.612945414,0.1,,17031081402,Cash,Taxi Affiliation Services,960,8,0.0
32,8.65,9,19,6,1411759800,41.880994471,-87.632746489,41.891971508,-87.612945414,1.8,,17031081402,Cash,KOAM Taxi Association,720,8,0.0
32,9.05,7,17,2,1373302800,41.880994471,-87.632746489,41.891971508,-87.612945414,2.4,,17031081402,Cash,,660,8,0.0
32,8.25,10,15,1,1445181300,41.880994471,-87.632746489,41.891971508,-87.612945414,0.1,,17031081402,Cash,Taxi Affiliation Services,600,8,0.0
32,10.85,7,15,5,1406214000,41.880994471,-87.632746489,41.891971508,-87.612945414,2.0,,17031081402,No Charge,Dispatch Taxi Affiliation,1080,8,0.0
32,7.45,12,21,5,1386278100,41.880994471,-87.632746489,41.891971508,-87.612945414,1.8,,17031081402,Cash,Northwest Management LLC,480,8,0.0
32,11.75,6,18,4,1466014500,41.880994471,-87.632746489,41.891971508,-87.612945414,2.0,,17031081402,Credit Card,Taxi Affiliation Services,1260,8,2.55
32,6.85,5,19,3,1369768500,41.880994471,-87.632746489,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Taxi Affiliation Services,360,8,1.0
32,7.25,3,10,1,1427021100,41.880994471,-87.632746489,41.891971508,-87.612945414,1.9,,17031081402,Cash,,420,8,0.0
32,7.05,5,17,5,1368119700,41.880994471,-87.632746489,41.891971508,-87.612945414,1.3,,17031081402,Cash,,540,8,0.0
32,7.85,10,21,6,1444425300,41.880994471,-87.632746489,41.891971508,-87.612945414,2.2,,17031081402,Cash,Taxi Affiliation Services,540,8,0.0
32,7.85,5,14,5,1431009900,41.880994471,-87.632746489,41.891971508,-87.612945414,1.8,,17031081402,Cash,Taxi Affiliation Services,540,8,0.0
32,17.25,6,21,2,1434402000,41.880994471,-87.632746489,41.946294536,-87.654298084,6.9,,17031832000,Cash,,1080,6,0.0
32,7.25,11,16,2,1383582600,41.880994471,-87.632746489,41.907412816,-87.640901525,0.0,,17031080400,Cash,Taxi Affiliation Services,480,8,0.0
32,17.5,6,16,4,1466006400,41.880994471,-87.632746489,41.943237122,-87.643470956,5.6,,17031061901,Credit Card,,1140,6,3.6
32,18.75,12,16,6,1481904900,41.880994471,-87.632746489,41.936310131,-87.651562592,4.4,,17031063000,Cash,Taxi Affiliation Services,2100,6,0.0
32,15.25,9,20,5,1441917900,41.880994471,-87.632746489,41.936310131,-87.651562592,5.44,,17031063000,Cash,,1020,6,0.0
32,8.85,1,23,3,1422399600,41.880994471,-87.632746489,41.906650766,-87.66533766,2.7,,17031241600,Cash,Dispatch Taxi Affiliation,540,24,0.0
32,14.65,5,20,4,1430943300,41.880994471,-87.632746489,41.936086535,-87.666110694,4.7,,17031062700,Credit Card,Choice Taxi Association,1080,6,2.9
32,16.65,9,17,1,1410714000,41.880994471,-87.632746489,41.962178629,-87.645378762,7.1,,17031031400,Credit Card,Northwest Management LLC,780,3,2.5
32,22.05,5,13,1,1369573200,41.880994471,-87.632746489,41.943155086,-87.640698076,93.0,,17031061902,Cash,Taxi Affiliation Services,2160,6,0.0
32,14.65,2,22,6,1361570400,41.880994471,-87.632746489,41.943155086,-87.640698076,0.0,,17031061902,Credit Card,Taxi Affiliation Services,720,6,2.9
32,8.85,10,20,4,1383165900,41.880994471,-87.632746489,41.90156691,-87.638404012,0.0,,17031838300,Cash,Taxi Affiliation Services,720,8,0.0
32,6.65,8,19,7,1407007800,41.880994471,-87.632746489,41.879066994,-87.657005027,1.6,,17031833100,Cash,Taxi Affiliation Services,360,28,0.0
32,8.75,4,19,5,1460057400,41.880994471,-87.632746489,41.879066994,-87.657005027,1.3,,17031833100,Cash,Taxi Affiliation Services,840,28,0.0
32,7.25,3,20,7,1426968900,41.880994471,-87.632746489,41.879066994,-87.657005027,1.5,,17031833100,Cash,Dispatch Taxi Affiliation,540,28,0.0
32,6.45,10,18,2,1445277600,41.880994471,-87.632746489,41.879066994,-87.657005027,1.1,,17031833100,Cash,KOAM Taxi Association,480,28,0.0
32,8.85,9,15,5,1410449400,41.880994471,-87.632746489,41.879066994,-87.657005027,0.1,,17031833100,Cash,Blue Ribbon Taxi Association Inc.,780,28,0.0
32,6.85,5,8,5,1400748300,41.880994471,-87.632746489,41.879066994,-87.657005027,0.0,,17031833100,Cash,Dispatch Taxi Affiliation,480,28,0.0
32,5.45,11,18,2,1384797600,41.880994471,-87.632746489,41.879066994,-87.657005027,0.0,,17031833100,Cash,Taxi Affiliation Services,300,28,0.0
32,5.65,2,23,6,1393629300,41.880994471,-87.632746489,41.879066994,-87.657005027,1.1,,17031833100,Cash,Dispatch Taxi Affiliation,240,28,0.0
32,6.25,4,23,2,1366067700,41.880994471,-87.632746489,41.879066994,-87.657005027,0.0,,17031833100,Credit Card,Northwest Management LLC,300,28,1.0
32,6.25,11,18,3,1384884900,41.880994471,-87.632746489,41.879066994,-87.657005027,0.0,,17031833100,Credit Card,Choice Taxi Association,420,28,2.0
32,5.85,2,9,5,1392283800,41.880994471,-87.632746489,41.879066994,-87.657005027,1.0,,17031833100,Cash,KOAM Taxi Association,420,28,0.0
32,7.05,11,12,2,1415622600,41.880994471,-87.632746489,41.879066994,-87.657005027,1.6,,17031833100,Cash,,360,28,0.0
32,6.65,2,19,3,1424804400,41.880994471,-87.632746489,41.879066994,-87.657005027,0.0,,17031833100,Cash,Taxi Affiliation Services,540,28,0.0
32,6.25,5,17,4,1400088600,41.880994471,-87.632746489,41.879066994,-87.657005027,0.9,,17031833100,Credit Card,,480,28,3.0
32,7.25,3,18,6,1395426600,41.880994471,-87.632746489,41.879066994,-87.657005027,0.0,,17031833100,Cash,Taxi Affiliation Services,600,28,0.0
32,6.85,4,14,4,1430317800,41.880994471,-87.632746489,41.879066994,-87.657005027,1.2,,17031833100,Credit Card,Dispatch Taxi Affiliation,540,28,1.0
32,6.25,12,14,6,1449237600,41.880994471,-87.632746489,41.879066994,-87.657005027,1.1,,17031833100,Credit Card,Northwest Management LLC,480,28,2.0
32,6.45,4,19,4,1366830900,41.880994471,-87.632746489,41.900221297,-87.629105186,1.1,,17031081100,Cash,,480,8,0.0
32,5.5,2,15,4,1454514300,41.880994471,-87.632746489,41.900221297,-87.629105186,0.9,,17031081100,Cash,,240,8,0.0
32,6.85,4,18,6,1398451500,41.880994471,-87.632746489,41.900221297,-87.629105186,1.2,,17031081100,Cash,Choice Taxi Association,540,8,0.0
32,8.45,4,19,1,1429471800,41.880994471,-87.632746489,41.900221297,-87.629105186,0.0,,17031081100,Credit Card,Blue Ribbon Taxi Association Inc.,780,8,2.0
32,7.65,10,16,6,1445012100,41.880994471,-87.632746489,41.900221297,-87.629105186,1.6,,17031081100,Credit Card,Northwest Management LLC,600,8,2.0
32,6.85,8,18,6,1375468200,41.880994471,-87.632746489,41.900221297,-87.629105186,1.2,,17031081100,Cash,Choice Taxi Association,540,8,0.0
32,8.65,11,14,6,1415976300,41.880994471,-87.632746489,41.900221297,-87.629105186,1.7,,17031081100,Cash,Taxi Affiliation Services,780,8,0.0
32,6.85,10,18,3,1413916200,41.880994471,-87.632746489,41.900221297,-87.629105186,1.3,,17031081100,Cash,Taxi Affiliation Services,540,8,0.0
32,5.85,11,13,1,1417355100,41.880994471,-87.632746489,41.900221297,-87.629105186,1.0,,17031081100,Cash,,420,8,0.0
32,9.85,3,18,4,1395859500,41.880994471,-87.632746489,41.892493167,-87.664745836,3.0,,17031243300,Cash,,600,24,0.0
32,12.25,5,21,5,1431639000,41.880994471,-87.632746489,41.911972301,-87.683642922,4.4,,17031240500,Credit Card,Choice Taxi Association,780,24,2.0
32,18.05,8,11,2,1440416700,41.880994471,-87.632746489,41.949139771,-87.656803909,6.7,,17031061100,Credit Card,,1440,6,4.01
32,19.0,7,13,7,1468674000,41.880994471,-87.632746489,41.949220914,-87.651970395,0.0,,17031061000,Cash,Taxi Affiliation Services,1440,6,0.0
32,5.05,3,13,2,1395063900,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,240,28,0.0
32,4.65,11,14,3,1415714400,41.880994471,-87.632746489,41.879255084,-87.642648998,0.6,,17031281900,Credit Card,Taxi Affiliation Services,240,28,1.0
32,6.25,1,19,5,1452195000,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,420,28,1.0
32,4.84,5,15,4,1400080500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.7,,17031281900,Cash,,180,28,0.0
32,4.65,11,17,3,1446572700,41.880994471,-87.632746489,41.879255084,-87.642648998,0.6,,17031281900,Credit Card,,180,28,0.0
32,5.65,5,13,3,1431438300,41.880994471,-87.632746489,41.879255084,-87.642648998,1.1,,17031281900,Cash,,300,28,0.0
32,5.45,8,13,2,1441026000,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,5.05,6,18,2,1434998700,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,240,28,0.0
32,4.65,10,16,6,1445013000,41.880994471,-87.632746489,41.879255084,-87.642648998,0.5,,17031281900,Cash,Northwest Management LLC,180,28,0.0
32,5.65,11,21,3,1384290900,41.880994471,-87.632746489,41.879255084,-87.642648998,1.0,,17031281900,Cash,,300,28,0.0
32,5.25,10,18,6,1446230700,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Cash,,240,28,0.0
32,7.85,8,19,1,1376248500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,720,28,0.0
32,6.45,11,18,6,1385748000,41.880994471,-87.632746489,41.879255084,-87.642648998,0.9,,17031281900,Cash,Northwest Management LLC,480,28,0.0
32,5.65,4,19,3,1367348400,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,360,28,0.0
32,6.05,1,18,3,1358273700,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,360,28,1.0
32,5.45,11,18,5,1385059500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.9,,17031281900,Credit Card,Taxi Affiliation Services,360,28,2.0
32,6.25,2,13,5,1424958300,41.880994471,-87.632746489,41.879255084,-87.642648998,0.9,,17031281900,Cash,Northwest Management LLC,480,28,0.0
32,5.85,7,18,7,1436638500,41.880994471,-87.632746489,41.879255084,-87.642648998,1.0,,17031281900,Cash,Chicago Medallion Management,360,28,0.0
32,4.45,12,17,3,1418749200,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,180,28,0.0
32,9.05,6,17,4,1401902100,41.880994471,-87.632746489,41.879255084,-87.642648998,1.1,,17031281900,Credit Card,,960,28,3.0
32,5.05,2,9,6,1423819800,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,5.05,1,19,3,1421781300,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,300,28,1.0
32,4.85,1,12,4,1390394700,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,240,28,0.0
32,7.45,8,16,6,1408725900,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Choice Taxi Association,660,28,0.0
32,5.25,12,15,4,1449674100,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,5.85,8,12,5,1377777600,41.880994471,-87.632746489,41.879255084,-87.642648998,0.7,,17031281900,Cash,Dispatch Taxi Affiliation,420,28,0.0
32,4.45,6,9,6,1402652700,41.880994471,-87.632746489,41.879255084,-87.642648998,0.5,,17031281900,Cash,,180,28,0.0
32,5.25,3,14,7,1425736800,41.880994471,-87.632746489,41.879255084,-87.642648998,0.9,,17031281900,Credit Card,Taxi Affiliation Services,300,28,0.0
32,4.45,11,16,2,1416845700,41.880994471,-87.632746489,41.879255084,-87.642648998,0.5,,17031281900,Cash,Dispatch Taxi Affiliation,240,28,0.0
32,4.85,2,17,3,1423590300,41.880994471,-87.632746489,41.879255084,-87.642648998,0.6,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,6.05,4,16,4,1398875400,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
32,4.65,10,16,3,1381248900,41.880994471,-87.632746489,41.879255084,-87.642648998,0.1,,17031281900,Credit Card,Northwest Management LLC,240,28,2.0
32,5.45,7,9,3,1404207000,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,420,28,0.0
32,5.65,3,14,4,1425478500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Cash,KOAM Taxi Association,360,28,0.0
32,5.05,8,19,4,1438803000,41.880994471,-87.632746489,41.879255084,-87.642648998,1.2,,17031281900,Credit Card,Choice Taxi Association,240,28,2.22
32,5.05,12,20,5,1449777600,41.880994471,-87.632746489,41.879255084,-87.642648998,0.7,,17031281900,Cash,,300,28,0.0
32,4.84,1,16,4,1357143300,41.880994471,-87.632746489,41.879255084,-87.642648998,0.6,,17031281900,Cash,,240,28,0.0
32,7.25,12,17,2,1482167700,41.880994471,-87.632746489,41.879255084,-87.642648998,0.7,,17031281900,Cash,,720,28,0.0
32,5.45,3,20,3,1395173700,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,5.05,5,13,2,1431954900,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
32,6.45,6,14,5,1372341600,41.880994471,-87.632746489,41.879255084,-87.642648998,1.0,,17031281900,Cash,,480,28,0.0
32,6.25,9,17,5,1378401300,41.880994471,-87.632746489,41.879255084,-87.642648998,0.9,,17031281900,Cash,,420,28,0.0
32,5.45,9,17,4,1409766300,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Cash,,300,28,0.0
32,5.25,10,14,5,1414678500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Cash,Dispatch Taxi Affiliation,300,28,0.0
32,5.45,4,21,7,1397942100,41.880994471,-87.632746489,41.879255084,-87.642648998,1.0,,17031281900,Cash,Dispatch Taxi Affiliation,240,28,0.0
32,6.25,1,12,3,1422360000,41.880994471,-87.632746489,41.879255084,-87.642648998,1.38,,17031281900,Cash,,300,28,0.0
32,5.45,7,15,5,1436454900,41.880994471,-87.632746489,41.879255084,-87.642648998,0.6,,17031281900,Cash,Top Cab Affiliation,360,28,0.0
32,5.05,1,22,3,1421792100,41.880994471,-87.632746489,41.879255084,-87.642648998,0.8,,17031281900,Cash,,240,28,0.0
32,6.05,1,14,6,1420812900,41.880994471,-87.632746489,41.879255084,-87.642648998,0.9,,17031281900,Credit Card,Dispatch Taxi Affiliation,420,28,1.0
32,4.65,7,8,3,1405411200,41.880994471,-87.632746489,41.879255084,-87.642648998,0.7,,17031281900,Cash,Taxi Affiliation Services,180,28,0.0
32,5.05,9,15,2,1378741500,41.880994471,-87.632746489,41.879255084,-87.642648998,0.04,,17031281900,Cash,,300,28,0.0
32,5.25,5,13,5,1398950100,41.880994471,-87.632746489,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,300,28,0.0
32,4.85,11,15,3,1415719800,41.880994471,-87.632746489,41.879255084,-87.642648998,0.7,,17031281900,Cash,,180,28,0.0
32,35.25,9,22,5,1442529000,41.880994471,-87.632746489,41.982775009,-87.8773054,16.9,,17031770700,Credit Card,Dispatch Taxi Affiliation,2160,,5.0
32,31.45,8,19,2,1439838000,41.880994471,-87.632746489,41.982775009,-87.8773054,15.0,,17031770700,Cash,,1320,,0.0
32,15.45,12,17,3,1386696600,41.880994471,-87.632746489,41.929046937,-87.651310877,4.0,,17031070300,Credit Card,,1740,7,0.0
32,16.45,7,19,4,1435778100,41.880994471,-87.632746489,41.928763006,-87.665676837,0.2,,17031070600,Credit Card,Taxi Affiliation Services,1740,7,3.25
32,10.05,7,21,2,1373923800,41.880994471,-87.632746489,41.908378669,-87.670945075,0.0,,17031241500,Credit Card,Dispatch Taxi Affiliation,540,24,2.5
32,5.65,7,12,3,1436273100,41.880994471,-87.632746489,41.902788048,-87.62614559,0.0,,17031081202,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
32,9.5,8,14,7,1472308200,41.880994471,-87.632746489,41.902788048,-87.62614559,0.0,,17031081202,Credit Card,Taxi Affiliation Services,780,8,3.0
32,6.85,9,20,7,1442089800,41.880994471,-87.632746489,41.902788048,-87.62614559,1.4,,17031081202,Cash,Taxi Affiliation Services,540,8,0.0
32,7.85,5,18,6,1368815400,41.880994471,-87.632746489,41.902788048,-87.62614559,0.0,,17031081202,Cash,Dispatch Taxi Affiliation,900,8,0.0
32,8.85,5,20,6,1432930500,41.880994471,-87.632746489,41.902788048,-87.62614559,0.0,,17031081202,Credit Card,Blue Ribbon Taxi Association Inc.,780,8,2.0
32,6.65,8,21,6,1407532500,41.880994471,-87.632746489,41.902788048,-87.62614559,1.4,,17031081202,Cash,Choice Taxi Association,420,8,0.0
32,6.65,12,11,5,1449143100,41.880994471,-87.632746489,41.902788048,-87.62614559,1.4,,17031081202,Cash,,420,8,0.0
32,16.05,11,20,7,1384632000,41.880994471,-87.632746489,41.805911699,-87.587479258,6.5,,17031390700,Cash,Northwest Management LLC,900,39,0.0
32,6.05,7,22,7,1404597600,41.880994471,-87.632746489,41.861280847,-87.630580061,1.3,,17031330200,Cash,Taxi Affiliation Services,360,33,0.0
32,7.45,10,19,5,1444937400,41.880994471,-87.632746489,41.861280847,-87.630580061,0.0,,17031330200,Cash,Taxi Affiliation Services,600,33,0.0
32,6.25,7,13,2,1468848600,41.880994471,-87.632746489,41.861280847,-87.630580061,0.0,,17031330200,Credit Card,Taxi Affiliation Services,360,33,2.0
32,5.45,11,16,7,1385222400,41.880994471,-87.632746489,41.892072635,-87.628874157,0.1,,17031081600,Cash,,420,8,0.0
32,4.05,12,20,7,1417896000,41.880994471,-87.632746489,41.892072635,-87.628874157,0.4,,17031081600,Cash,Taxi Affiliation Services,120,8,0.0
32,5.65,10,22,6,1382738400,41.880994471,-87.632746489,41.892072635,-87.628874157,1.0,,17031081600,Cash,,360,8,0.0
32,3.85,9,14,6,1443189600,41.880994471,-87.632746489,41.892072635,-87.628874157,0.3,,17031081600,Cash,,60,8,0.0
32,5.85,11,17,4,1384967700,41.880994471,-87.632746489,41.892072635,-87.628874157,1.0,,17031081600,Cash,,360,8,0.0
32,5.65,10,1,2,1413163800,41.880994471,-87.632746489,41.892072635,-87.628874157,1.1,,17031081600,Credit Card,Taxi Affiliation Services,300,8,1.5
32,5.05,5,2,1,1432435500,41.880994471,-87.632746489,41.892072635,-87.628874157,0.3,,17031081600,Cash,Taxi Affiliation Services,360,8,0.0
32,6.25,8,19,2,1377546300,41.880994471,-87.632746489,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,420,8,0.0
32,5.65,6,23,5,1370562300,41.880994471,-87.632746489,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,300,8,3.0
32,6.65,6,18,2,1435602600,41.880994471,-87.632746489,41.892072635,-87.628874157,1.1,,17031081600,Credit Card,,480,8,2.0
32,5.65,5,12,4,1367410500,41.880994471,-87.632746489,41.892072635,-87.628874157,1.0,,17031081600,Cash,,360,8,0.0
32,4.25,11,16,3,1416932100,41.880994471,-87.632746489,41.892072635,-87.628874157,0.5,,17031081600,Cash,Taxi Affiliation Services,180,8,0.0
32,6.65,11,17,4,1446658200,41.880994471,-87.632746489,41.892072635,-87.628874157,0.9,,17031081600,Cash,,540,8,0.0
32,6.45,8,11,4,1409139900,41.880994471,-87.632746489,41.892072635,-87.628874157,0.9,,17031081600,Cash,,480,8,0.0
32,4.65,5,14,5,1432823400,41.880994471,-87.632746489,41.892072635,-87.628874157,0.0,,17031081600,Cash,Northwest Management LLC,180,8,0.0
32,6.25,11,16,3,1416328200,41.880994471,-87.632746489,41.892072635,-87.628874157,1.2,,17031081600,Credit Card,Blue Ribbon Taxi Association Inc.,420,8,2.0
32,7.85,10,15,5,1382022900,41.880994471,-87.632746489,41.892072635,-87.628874157,1.4,,17031081600,Cash,,600,8,0.0
32,6.85,8,10,2,1440411300,41.880994471,-87.632746489,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Blue Ribbon Taxi Association Inc.,540,8,3.0
32,6.85,9,17,5,1442511000,41.880994471,-87.632746489,41.892072635,-87.628874157,1.2,,17031081600,Credit Card,Taxi Affiliation Services,540,8,3.0
32,6.85,12,18,2,1450116000,41.880994471,-87.632746489,41.892072635,-87.628874157,1.14,,17031081600,Credit Card,,480,8,4.0
32,7.65,6,13,3,1435066200,41.880994471,-87.632746489,41.892072635,-87.628874157,1.4,,17031081600,Credit Card,Taxi Affiliation Services,720,8,1.58
32,7.05,4,10,3,1396346400,41.880994471,-87.632746489,41.892072635,-87.628874157,1.0,,17031081600,Cash,Taxi Affiliation Services,600,8,0.0
32,7.45,2,20,4,1424291400,41.880994471,-87.632746489,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,660,8,1.0
32,4.05,8,21,6,1377291600,41.880994471,-87.632746489,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,120,8,0.0
32,5.25,11,19,6,1416597300,41.880994471,-87.632746489,41.892072635,-87.628874157,0.0,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
32,7.45,3,11,4,1362568500,41.880994471,-87.632746489,41.892072635,-87.628874157,1.3,,17031081600,Credit Card,,600,8,0.0
32,17.05,1,20,4,1420661700,41.880994471,-87.632746489,41.942859303,-87.717503858,7.0,,17031831100,Cash,,840,21,0.0
32,14.25,5,20,5,1431030600,41.880994471,-87.632746489,41.941488234,-87.671107656,5.4,,17031062500,Cash,,780,6,0.0
32,22.45,1,20,5,1390509000,41.880994471,-87.632746489,41.965445784,-87.66319585,0.0,,17031031700,Credit Card,Blue Ribbon Taxi Association Inc.,1560,3,4.45
32,9.05,5,18,3,1430851500,41.880994471,-87.632746489,41.89967018,-87.669837798,2.68,,17031242100,Cash,,540,24,0.0
32,9.45,4,21,2,1366666200,41.880994471,-87.632746489,41.89967018,-87.669837798,0.0,,17031242100,Cash,Blue Ribbon Taxi Association Inc.,540,24,0.0
32,10.65,5,21,5,1367528400,41.880994471,-87.632746489,41.912364354,-87.675062757,0.0,,17031240300,Cash,Northwest Management LLC,600,24,0.0
32,13.0,3,14,3,1458657900,41.880994471,-87.632746489,41.912364354,-87.675062757,3.6,,17031240300,Cash,Taxi Affiliation Services,900,24,0.0
32,5.45,9,12,5,1411044300,41.880994471,-87.632746489,41.885300022,-87.642808466,1.0,,17031280100,Credit Card,,300,28,3.0
32,4.65,12,1,6,1417741200,41.880994471,-87.632746489,41.885300022,-87.642808466,0.7,,17031280100,Credit Card,Taxi Affiliation Services,180,28,1.0
32,4.45,2,20,5,1362083400,41.880994471,-87.632746489,41.885300022,-87.642808466,0.6,,17031280100,Cash,,180,28,0.0
32,5.85,9,0,7,1380327300,41.880994471,-87.632746489,41.885300022,-87.642808466,1.0,,17031280100,Credit Card,Dispatch Taxi Affiliation,360,28,3.0
32,5.65,10,9,2,1444035600,41.880994471,-87.632746489,41.885300022,-87.642808466,0.6,,17031280100,Cash,Taxi Affiliation Services,420,28,0.0
32,5.85,1,16,2,1421079300,41.880994471,-87.632746489,41.885300022,-87.642808466,0.9,,17031280100,Cash,,420,28,0.0
32,4.5,11,8,5,1478161800,41.880994471,-87.632746489,41.885300022,-87.642808466,0.5,,17031280100,Credit Card,Taxi Affiliation Services,120,28,3.0
32,6.25,8,14,3,1409062500,41.880994471,-87.632746489,41.885300022,-87.642808466,0.9,,17031280100,Cash,,420,28,0.0
32,6.25,10,19,4,1444247100,41.880994471,-87.632746489,41.885300022,-87.642808466,1.1,,17031280100,Credit Card,,420,28,2.0
32,7.45,9,23,4,1379547900,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,600,28,0.0
32,4.85,5,16,5,1400170500,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,180,28,0.0
32,4.85,10,17,3,1381858200,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,240,28,0.0
32,4.45,12,19,4,1449689400,41.880994471,-87.632746489,41.885300022,-87.642808466,0.4,,17031280100,Cash,Top Cab Affiliation,180,28,0.0
32,6.85,9,17,3,1409678100,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,540,28,0.0
32,4.5,10,15,3,1475595900,41.880994471,-87.632746489,41.885300022,-87.642808466,0.4,,17031280100,Credit Card,Dispatch Taxi Affiliation,180,28,2.0
32,5.25,12,21,6,1449263700,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Blue Ribbon Taxi Association Inc.,180,28,2.0
32,4.45,10,22,1,1445206500,41.880994471,-87.632746489,41.885300022,-87.642808466,0.6,,17031280100,Cash,1085 - 72312 N and W Cab Co,180,28,0.0
32,5.05,4,13,2,1365427800,41.880994471,-87.632746489,41.885300022,-87.642808466,0.8,,17031280100,Cash,,240,28,0.0
32,5.45,8,19,2,1408993200,41.880994471,-87.632746489,41.885300022,-87.642808466,0.7,,17031280100,Cash,Taxi Affiliation Services,300,28,0.0
32,5.85,1,1,4,1389747600,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Choice Taxi Association,360,28,0.0
32,4.65,3,16,2,1427733900,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Dispatch Taxi Affiliation,240,28,0.0
32,5.65,3,15,4,1426088700,41.880994471,-87.632746489,41.885300022,-87.642808466,0.9,,17031280100,Credit Card,Northwest Management LLC,360,28,3.0
32,6.25,9,15,6,1443195900,41.880994471,-87.632746489,41.885300022,-87.642808466,0.9,,17031280100,Cash,,480,28,0.0
32,5.25,5,17,6,1430501400,41.880994471,-87.632746489,41.885300022,-87.642808466,0.5,,17031280100,Cash,Choice Taxi Association,360,28,0.0
32,5.45,12,17,3,1451411100,41.880994471,-87.632746489,41.885300022,-87.642808466,0.5,,17031280100,Cash,,420,28,0.0
32,5.05,2,16,4,1391616000,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,240,28,0.0
32,5.05,5,18,5,1368727200,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,300,28,0.0
32,5.25,4,17,7,1365268500,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Dispatch Taxi Affiliation,180,28,0.0
32,4.25,10,13,6,1381498200,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Northwest Management LLC,180,28,0.0
32,4.85,9,17,6,1380302100,41.880994471,-87.632746489,41.885300022,-87.642808466,0.4,,17031280100,Cash,Northwest Management LLC,240,28,0.0
32,5.25,11,19,2,1480360500,41.880994471,-87.632746489,41.885300022,-87.642808466,0.5,,17031280100,Cash,Dispatch Taxi Affiliation,360,28,0.0
32,6.05,10,10,5,1445508000,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Taxi Affiliation Services,240,28,3.0
32,6.05,3,8,4,1395823500,41.880994471,-87.632746489,41.885300022,-87.642808466,0.9,,17031280100,Credit Card,Taxi Affiliation Services,420,28,3.0
32,4.65,9,21,3,1441747800,41.880994471,-87.632746489,41.885300022,-87.642808466,0.8,,17031280100,Cash,Taxi Affiliation Services,120,28,0.0
32,4.45,3,20,5,1362688200,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,180,28,0.0
32,5.0,2,18,3,1454437800,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,300,28,0.0
32,7.65,8,14,2,1439820900,41.880994471,-87.632746489,41.885300022,-87.642808466,1.2,,17031280100,Cash,,720,28,0.0
32,4.85,2,9,3,1393321500,41.880994471,-87.632746489,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,300,28,0.0
32,6.05,11,19,2,1447702200,41.880994471,-87.632746489,41.885300022,-87.642808466,1.1,,17031280100,Cash,Taxi Affiliation Services,360,28,0.0
32,5.85,1,9,4,1421228700,41.880994471,-87.632746489,41.885300022,-87.642808466,1.0,,17031280100,Credit Card,,360,28,1.1
32,14.25,3,0,7,1394844300,41.880994471,-87.632746489,41.929077655,-87.646293476,0.3,,17031070200,Credit Card,Blue Ribbon Taxi Association Inc.,840,7,2.0
32,11.05,11,12,7,1383999300,41.880994471,-87.632746489,41.856144105,-87.648978324,0.2,,17031310300,Credit Card,Taxi Affiliation Services,900,31,2.2
32,7.05,1,18,6,1391193900,41.880994471,-87.632746489,41.909495669,-87.630963601,1.9,,17031080201,Credit Card,,480,8,2.0
32,24.0,3,18,4,1459361700,41.880994471,-87.632746489,41.909495669,-87.630963601,5.9,,17031080201,Credit Card,Taxi Affiliation Services,3900,8,4.8
32,9.44,2,17,6,1425056400,41.880994471,-87.632746489,41.909495669,-87.630963601,2.3,,17031080201,Cash,,900,8,0.0
32,11.65,12,18,6,1418409900,41.880994471,-87.632746489,41.909495669,-87.630963601,0.1,,17031080201,Credit Card,Taxi Affiliation Services,1320,8,2.0
32,6.85,1,22,4,1390428000,41.880994471,-87.632746489,41.909495669,-87.630963601,1.8,,17031080201,Cash,Choice Taxi Association,360,8,0.0
32,9.65,2,22,1,1391381100,41.880994471,-87.632746489,41.909495669,-87.630963601,3.0,,17031080201,Cash,Dispatch Taxi Affiliation,720,8,0.0
32,8.05,4,18,5,1427999400,41.880994471,-87.632746489,41.909495669,-87.630963601,2.1,,17031080201,Cash,,480,8,0.0
32,7.75,3,21,4,1457559900,41.880994471,-87.632746489,41.909495669,-87.630963601,1.7,,17031080201,Cash,,540,8,0.0
32,7.45,3,18,4,1426702500,41.880994471,-87.632746489,41.89503345,-87.619710672,1.3,,17031081401,Cash,Choice Taxi Association,660,8,0.0
32,7.05,1,12,6,1421412300,41.880994471,-87.632746489,41.89503345,-87.619710672,1.4,,17031081401,Cash,,600,8,0.0
32,5.25,8,16,2,1439829000,41.880994471,-87.632746489,41.89503345,-87.619710672,0.8,,17031081401,Credit Card,Taxi Affiliation Services,300,8,2.0
32,7.65,11,12,3,1448368200,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
32,7.05,10,15,6,1414165500,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,540,8,2.0
32,7.45,7,21,3,1404853200,41.880994471,-87.632746489,41.89503345,-87.619710672,1.3,,17031081401,Cash,Taxi Affiliation Services,600,8,0.0
32,6.45,3,23,7,1426980600,41.880994471,-87.632746489,41.89503345,-87.619710672,1.3,,17031081401,Cash,Dispatch Taxi Affiliation,480,8,0.0
32,8.65,12,10,5,1386842400,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Blue Ribbon Taxi Association Inc.,840,8,1.0
32,7.25,2,10,6,1425033000,41.880994471,-87.632746489,41.89503345,-87.619710672,1.1,,17031081401,Cash,Chicago Medallion Management,660,8,0.0
32,7.25,10,15,5,1446131700,41.880994471,-87.632746489,41.89503345,-87.619710672,1.4,,17031081401,Cash,Choice Taxi Association,540,8,0.0
32,10.25,7,18,5,1405622700,41.880994471,-87.632746489,41.89503345,-87.619710672,2.2,,17031081401,Credit Card,Choice Taxi Association,1080,8,2.05
32,6.05,9,16,5,1411663500,41.880994471,-87.632746489,41.89503345,-87.619710672,1.2,,17031081401,Cash,Dispatch Taxi Affiliation,360,8,0.0
32,8.45,10,18,4,1444242600,41.880994471,-87.632746489,41.89503345,-87.619710672,1.9,,17031081401,Credit Card,Taxi Affiliation Services,660,8,3.0
32,8.85,5,18,4,1400090400,41.880994471,-87.632746489,41.89503345,-87.619710672,1.4,,17031081401,Cash,,900,8,0.0
32,8.25,9,15,7,1442677500,41.880994471,-87.632746489,41.89503345,-87.619710672,1.7,,17031081401,Cash,,720,8,0.0
32,7.5,2,12,6,1455883200,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,480,8,0.0
32,5.65,5,23,4,1400715900,41.880994471,-87.632746489,41.89503345,-87.619710672,1.2,,17031081401,Cash,Taxi Affiliation Services,240,8,0.0
32,9.05,1,18,2,1420481700,41.880994471,-87.632746489,41.89503345,-87.619710672,2.0,,17031081401,Credit Card,Choice Taxi Association,780,8,1.0
32,5.85,12,12,4,1418818500,41.880994471,-87.632746489,41.89503345,-87.619710672,1.0,,17031081401,Cash,,360,8,0.0
32,8.05,10,13,7,1382189400,41.880994471,-87.632746489,41.89503345,-87.619710672,1.6,,17031081401,Credit Card,,660,8,2.0
32,6.85,8,20,2,1407184200,41.880994471,-87.632746489,41.89503345,-87.619710672,1.8,,17031081401,Credit Card,Choice Taxi Association,360,8,2.0
32,7.25,9,12,4,1409745600,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,480,8,0.0
32,5.85,10,8,2,1382343300,41.880994471,-87.632746489,41.89503345,-87.619710672,1.1,,17031081401,Credit Card,,300,8,1.2
32,7.25,8,14,2,1376921700,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,540,8,0.0
32,7.25,9,18,3,1379440800,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,540,8,0.0
32,8.85,9,11,6,1411126200,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Cash,Dispatch Taxi Affiliation,780,8,0.0
32,7.85,4,12,5,1365682500,41.880994471,-87.632746489,41.89503345,-87.619710672,1.5,,17031081401,Cash,,660,8,0.0
32,6.45,12,14,6,1418393700,41.880994471,-87.632746489,41.89503345,-87.619710672,0.0,,17031081401,Cash,Dispatch Taxi Affiliation,420,8,0.0
32,8.75,2,10,5,1455185700,41.880994471,-87.632746489,41.89503345,-87.619710672,1.7,,17031081401,Credit Card,,780,8,3.0
32,6.65,7,14,6,1406297700,41.880994471,-87.632746489,41.89503345,-87.619710672,1.2,,17031081401,Cash,Choice Taxi Association,480,8,0.0
32,6.85,1,18,5,1388688300,41.880994471,-87.632746489,41.89503345,-87.619710672,1.6,,17031081401,Cash,Dispatch Taxi Affiliation,360,8,0.0
32,6.25,3,9,4,1425461400,41.880994471,-87.632746489,41.89503345,-87.619710672,1.2,,17031081401,Cash,Choice Taxi Association,420,8,0.0
32,9.25,11,11,4,1447844400,41.880994471,-87.632746489,41.89503345,-87.619710672,1.8,,17031081401,Cash,Choice Taxi Association,960,8,0.0
32,8.45,10,14,7,1382191200,41.880994471,-87.632746489,41.89503345,-87.619710672,0.21,,17031081401,Cash,,660,8,0.0
32,8.65,2,12,2,1392036300,41.880994471,-87.632746489,41.89503345,-87.619710672,1.4,,17031081401,Cash,Taxi Affiliation Services,840,8,0.0
32,6.85,7,19,4,1406748600,41.880994471,-87.632746489,41.89503345,-87.619710672,1.6,,17031081401,Credit Card,Taxi Affiliation Services,420,8,4.0
32,5.05,9,22,7,1441492200,41.880994471,-87.632746489,41.89503345,-87.619710672,0.7,,17031081401,Cash,,300,8,0.0
32,8.25,12,17,3,1417542300,41.880994471,-87.632746489,41.841928026,-87.62836651,1.64,,17031350400,Cash,,720,35,0.0
32,7.25,2,1,6,1456448400,41.880994471,-87.632746489,41.870607372,-87.622172937,1.5,,17031320600,Credit Card,Dispatch Taxi Affiliation,360,32,3.0
32,10.45,3,8,2,1425890700,41.880994471,-87.632746489,41.870607372,-87.622172937,2.7,,17031320600,Cash,,960,32,0.0
32,6.05,1,18,3,1421779500,41.880994471,-87.632746489,41.870607372,-87.622172937,1.0,,17031320600,Credit Card,,420,32,3.0
32,5.05,7,16,6,1374854400,41.880994471,-87.632746489,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,240,32,0.0
32,4.25,8,18,1,1408298400,41.880994471,-87.632746489,41.870607372,-87.622172937,0.0,,17031320600,Cash,Blue Ribbon Taxi Association Inc.,180,32,0.0
32,6.5,2,23,6,1456528500,41.880994471,-87.632746489,41.870607372,-87.622172937,1.1,,17031320600,Cash,Taxi Affiliation Services,360,32,0.0
32,7.45,10,12,1,1413720900,41.880994471,-87.632746489,41.870607372,-87.622172937,0.1,,17031320600,Cash,Taxi Affiliation Services,540,32,0.0
32,9.25,7,19,4,1438199100,41.880994471,-87.632746489,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,1020,32,0.0
32,7.05,7,18,1,1437330600,41.880994471,-87.632746489,41.870607372,-87.622172937,1.3,,17031320600,Cash,Northwest Management LLC,600,32,0.0
32,9.05,2,17,6,1424452500,41.880994471,-87.632746489,41.870607372,-87.622172937,1.1,,17031320600,Credit Card,,1020,32,0.0
32,5.05,9,9,7,1380359700,41.880994471,-87.632746489,41.870607372,-87.622172937,0.0,,17031320600,Credit Card,Taxi Affiliation Services,240,32,3.0
32,8.25,12,12,6,1386332100,41.880994471,-87.632746489,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,840,32,0.0
32,6.05,2,11,7,1424518200,41.880994471,-87.632746489,41.870607372,-87.622172937,1.2,,17031320600,Cash,,300,32,0.0
32,9.0,2,18,5,1456423200,41.880994471,-87.632746489,41.87101588,-87.631406525,0.0,,17031839000,Credit Card,Taxi Affiliation Services,900,32,3.0
32,6.45,11,21,3,1384291800,41.880994471,-87.632746489,41.87101588,-87.631406525,0.0,,17031839000,Cash,Taxi Affiliation Services,360,32,0.0
32,5.05,12,16,5,1418313600,41.880994471,-87.632746489,41.87101588,-87.631406525,0.0,,17031839000,Credit Card,Blue Ribbon Taxi Association Inc.,240,32,3.0
32,4.65,1,17,5,1391103000,41.880994471,-87.632746489,41.87101588,-87.631406525,0.0,,17031839000,Cash,Taxi Affiliation Services,180,32,0.0
32,4.85,5,14,6,1432909800,41.880994471,-87.632746489,41.87101588,-87.631406525,0.0,,17031839000,Cash,Taxi Affiliation Services,240,32,0.0
32,5.05,9,21,4,1380142800,41.880994471,-87.632746489,41.87101588,-87.631406525,0.1,,17031839000,Cash,,240,32,0.0
32,6.45,5,21,3,1368566100,41.880994471,-87.632746489,41.87101588,-87.631406525,1.2,,17031839000,Credit Card,,420,32,2.0
32,5.65,12,13,3,1450789200,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,300,8,3.0
32,9.45,4,20,6,1367007300,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Dispatch Taxi Affiliation,960,8,0.0
32,6.85,5,14,2,1367848800,41.880994471,-87.632746489,41.899155613,-87.626210532,1.4,,17031081201,Cash,,480,8,0.0
32,5.85,11,19,4,1417029300,41.880994471,-87.632746489,41.899155613,-87.626210532,1.2,,17031081201,Cash,,300,8,0.0
32,10.25,12,20,7,1449953100,41.880994471,-87.632746489,41.899155613,-87.626210532,0.1,,17031081201,Credit Card,Taxi Affiliation Services,1140,8,1.0
32,7.65,2,17,7,1423935000,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,720,8,0.0
32,8.65,8,13,7,1408194000,41.880994471,-87.632746489,41.899155613,-87.626210532,1.9,,17031081201,Cash,Taxi Affiliation Services,780,8,0.0
32,7.05,5,18,5,1369334700,41.880994471,-87.632746489,41.899155613,-87.626210532,1.5,,17031081201,Credit Card,,480,8,2.0
32,8.25,1,18,5,1391104800,41.880994471,-87.632746489,41.899155613,-87.626210532,1.7,,17031081201,Cash,Taxi Affiliation Services,780,8,0.0
32,8.25,5,17,1,1368378000,41.880994471,-87.632746489,41.899155613,-87.626210532,2.0,,17031081201,Cash,,660,8,0.0
32,6.25,8,8,4,1439971200,41.880994471,-87.632746489,41.899155613,-87.626210532,1.2,,17031081201,Cash,,420,8,0.0
32,6.65,11,18,2,1383590700,41.880994471,-87.632746489,41.899155613,-87.626210532,1.1,,17031081201,Credit Card,Northwest Management LLC,540,8,3.35
32,8.05,8,8,2,1439196300,41.880994471,-87.632746489,41.899155613,-87.626210532,1.8,,17031081201,Cash,Taxi Affiliation Services,660,8,0.0
32,8.25,9,11,3,1380023100,41.880994471,-87.632746489,41.899155613,-87.626210532,1.8,,17031081201,Cash,,660,8,0.0
32,8.65,7,21,5,1373576400,41.880994471,-87.632746489,41.899155613,-87.626210532,1.9,,17031081201,Cash,,780,8,0.0
32,8.65,8,16,3,1408464900,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Choice Taxi Association,720,8,0.0
32,8.65,7,19,7,1374348600,41.880994471,-87.632746489,41.899155613,-87.626210532,2.0,,17031081201,Credit Card,,720,8,3.0
32,8.75,7,13,4,1467810900,41.880994471,-87.632746489,41.899155613,-87.626210532,1.5,,17031081201,Cash,,720,8,0.0
32,8.65,5,14,5,1401372000,41.880994471,-87.632746489,41.899155613,-87.626210532,1.7,,17031081201,Cash,,840,8,0.0
32,12.5,10,19,4,1477511100,41.880994471,-87.632746489,41.899155613,-87.626210532,1.8,,17031081201,Credit Card,Dispatch Taxi Affiliation,1440,8,2.5
32,8.45,8,9,3,1439888400,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,720,8,4.0
32,8.65,4,13,5,1427979600,41.880994471,-87.632746489,41.899155613,-87.626210532,1.8,,17031081201,Credit Card,,720,8,2.0
32,8.85,12,19,3,1419966000,41.880994471,-87.632746489,41.899155613,-87.626210532,1.4,,17031081201,Credit Card,,900,8,3.0
32,7.45,4,11,3,1429009200,41.880994471,-87.632746489,41.899155613,-87.626210532,1.5,,17031081201,Cash,Dispatch Taxi Affiliation,600,8,0.0
32,7.05,10,14,3,1414507500,41.880994471,-87.632746489,41.899155613,-87.626210532,1.4,,17031081201,Cash,KOAM Taxi Association,540,8,0.0
32,8.05,10,11,5,1383219000,41.880994471,-87.632746489,41.899155613,-87.626210532,0.1,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
32,8.45,8,15,2,1439219700,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,780,8,0.0
32,7.85,10,21,4,1381959900,41.880994471,-87.632746489,41.899155613,-87.626210532,0.1,,17031081201,Cash,Taxi Affiliation Services,600,8,0.0
32,7.25,8,11,6,1377861300,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,540,8,0.0
32,6.85,2,20,1,1424636100,41.880994471,-87.632746489,41.899155613,-87.626210532,1.3,,17031081201,Cash,,420,8,0.0
32,6.05,3,8,6,1363336200,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,360,8,0.0
32,8.45,8,7,2,1407743100,41.880994471,-87.632746489,41.899155613,-87.626210532,0.1,,17031081201,Credit Card,Blue Ribbon Taxi Association Inc.,720,8,2.0
32,9.25,11,19,2,1416253500,41.880994471,-87.632746489,41.899155613,-87.626210532,1.7,,17031081201,Cash,Taxi Affiliation Services,960,8,0.0
32,8.05,4,12,6,1398427200,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Choice Taxi Association,600,8,0.0
32,6.65,7,10,3,1438080300,41.880994471,-87.632746489,41.899155613,-87.626210532,1.1,,17031081201,Credit Card,Taxi Affiliation Services,540,8,1.0
32,7.65,11,18,5,1447352100,41.880994471,-87.632746489,41.899155613,-87.626210532,1.5,,17031081201,Credit Card,,660,8,2.0
32,5.85,9,22,4,1379542500,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,300,8,0.0
32,8.05,11,11,5,1385032500,41.880994471,-87.632746489,41.899155613,-87.626210532,1.8,,17031081201,Cash,,660,8,0.0
32,9.25,4,12,2,1460980800,41.880994471,-87.632746489,41.899155613,-87.626210532,2.0,,17031081201,Credit Card,,660,8,3.0
32,6.65,3,2,3,1425350700,41.880994471,-87.632746489,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
32,8.05,11,14,2,1415628900,41.880994471,-87.632746489,41.899155613,-87.626210532,1.7,,17031081201,Cash,Taxi Affiliation Services,720,8,0.0
32,6.25,12,12,5,1417696200,41.880994471,-87.632746489,41.899155613,-87.626210532,1.1,,17031081201,Cash,Taxi Affiliation Services,420,8,0.0
32,18.64,5,13,6,1368795600,41.880994471,-87.632746489,41.942691844,-87.651770507,6.3,,17031062100,Cash,,1500,6,0.0
32,19.05,7,16,6,1405701000,41.880994471,-87.632746489,41.942691844,-87.651770507,0.64,,17031062100,Cash,,1800,6,0.0
32,16.45,8,22,4,1408572000,41.880994471,-87.632746489,41.942691844,-87.651770507,6.5,,17031062100,Cash,KOAM Taxi Association,1080,6,0.0
32,17.85,4,0,7,1365811200,41.880994471,-87.632746489,41.972929317,-87.650290074,0.75,,17031031300,Credit Card,,960,3,3.87
32,26.65,6,14,1,1434292200,41.880994471,-87.632746489,41.785998518,-87.750934289,12.0,,17031980100,Credit Card,,1680,56,5.93
32,24.45,6,8,4,1403683200,41.880994471,-87.632746489,41.785998518,-87.750934289,11.1,,17031980100,Cash,KOAM Taxi Association,1320,56,0.0
32,26.05,7,7,2,1405322100,41.880994471,-87.632746489,41.785998518,-87.750934289,0.6,,17031980100,Credit Card,Taxi Affiliation Services,1680,56,5.8
32,24.05,10,11,6,1412938800,41.880994471,-87.632746489,41.785998518,-87.750934289,0.0,,17031980100,Cash,Blue Ribbon Taxi Association Inc.,1200,56,0.0
32,26.45,3,5,4,1426051800,41.880994471,-87.632746489,41.785998518,-87.750934289,12.3,,17031980100,Credit Card,Taxi Affiliation Services,1200,56,7.1
32,28.25,5,15,6,1368198900,41.880994471,-87.632746489,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Taxi Affiliation Services,1980,56,6.05
32,29.5,11,12,3,1480422600,41.880994471,-87.632746489,41.785998518,-87.750934289,11.2,,17031980100,Credit Card,,1260,56,5.9
32,24.85,9,11,6,1443181500,41.880994471,-87.632746489,41.785998518,-87.750934289,11.0,,17031980100,Credit Card,,1440,56,5.67
32,6.05,1,14,4,1421246700,41.880994471,-87.632746489,41.785998518,-87.750934289,1.0,,17031980100,Cash,,360,56,0.0
32,25.65,4,14,2,1429539300,41.880994471,-87.632746489,41.785998518,-87.750934289,11.1,,17031980100,Credit Card,,2220,56,5.53
32,18.85,10,21,6,1382736600,41.880994471,-87.632746489,41.980157574,-87.652274017,8.0,,17031030706,Credit Card,,780,77,1.14
32,6.85,10,16,2,1444668300,41.880994471,-87.632746489,41.89321636,-87.63784421,1.4,,17031081800,Credit Card,Taxi Affiliation Services,480,8,2.0
32,6.05,6,14,3,1402410600,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
32,5.25,8,14,5,1440079200,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
32,5.45,7,14,5,1405002600,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
32,6.45,8,17,2,1408383000,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
32,5.05,4,12,4,1366201800,41.880994471,-87.632746489,41.89321636,-87.63784421,0.7,,17031081800,Cash,,240,8,0.0
32,5.65,10,15,4,1380726000,41.880994471,-87.632746489,41.89321636,-87.63784421,1.0,,17031081800,Cash,,300,8,0.0
32,5.45,5,17,5,1400174100,41.880994471,-87.632746489,41.89321636,-87.63784421,0.8,,17031081800,Credit Card,,300,8,2.0
32,4.85,9,13,4,1441201500,41.880994471,-87.632746489,41.89321636,-87.63784421,0.43,,17031081800,Credit Card,,240,8,2.0
32,4.65,1,13,4,1358946000,41.880994471,-87.632746489,41.89321636,-87.63784421,0.7,,17031081800,Cash,Dispatch Taxi Affiliation,120,8,0.0
32,7.05,11,12,2,1416832200,41.880994471,-87.632746489,41.89321636,-87.63784421,1.1,,17031081800,Cash,Dispatch Taxi Affiliation,600,8,0.0
32,6.25,3,15,5,1395933300,41.880994471,-87.632746489,41.89321636,-87.63784421,1.1,,17031081800,Credit Card,,420,8,2.0
32,6.25,11,0,5,1384992900,41.880994471,-87.632746489,41.89321636,-87.63784421,1.3,,17031081800,Cash,Dispatch Taxi Affiliation,300,8,0.0
32,5.45,6,13,2,1370870100,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
32,6.65,4,9,5,1396516500,41.880994471,-87.632746489,41.89321636,-87.63784421,0.7,,17031081800,Cash,Taxi Affiliation Services,600,8,0.0
32,6.85,10,15,3,1445355900,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Blue Ribbon Taxi Association Inc.,540,8,2.0
32,6.25,7,23,6,1436571000,41.880994471,-87.632746489,41.89321636,-87.63784421,1.5,,17031081800,Cash,Dispatch Taxi Affiliation,360,8,0.0
32,5.25,11,11,4,1383736500,41.880994471,-87.632746489,41.89321636,-87.63784421,0.7,,17031081800,Cash,,300,8,0.0
32,6.05,10,22,6,1445033700,41.880994471,-87.632746489,41.89321636,-87.63784421,1.1,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
32,6.25,7,12,5,1406808900,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Northwest Management LLC,540,8,0.0
32,10.25,3,16,2,1363623300,41.880994471,-87.632746489,41.89321636,-87.63784421,1.5,,17031081800,Cash,,1080,8,0.0
32,5.45,8,17,6,1375463700,41.880994471,-87.632746489,41.89321636,-87.63784421,0.7,,17031081800,Cash,,300,8,0.0
32,6.5,5,10,3,1462272300,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,420,8,1.5
32,5.65,6,21,5,1402606800,41.880994471,-87.632746489,41.89321636,-87.63784421,0.9,,17031081800,Cash,Choice Taxi Association,240,8,0.0
32,6.25,6,14,5,1371134700,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Blue Ribbon Taxi Association Inc.,360,8,2.0
32,5.25,6,9,3,1372152600,41.880994471,-87.632746489,41.89321636,-87.63784421,0.7,,17031081800,Cash,Choice Taxi Association,240,8,0.0
32,6.45,9,19,1,1410116400,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,480,8,0.0
32,5.85,7,14,4,1406731500,41.880994471,-87.632746489,41.89321636,-87.63784421,0.9,,17031081800,Cash,Choice Taxi Association,360,8,0.0
32,5.45,12,1,5,1451525400,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Blue Ribbon Taxi Association Inc.,300,8,1.0
32,5.65,5,15,3,1430838000,41.880994471,-87.632746489,41.89321636,-87.63784421,1.0,,17031081800,Cash,Northwest Management LLC,300,8,0.0
32,6.25,3,9,2,1393838100,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,540,8,0.0
32,5.25,12,0,5,1449101700,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,240,8,1.0
32,9.5,1,18,5,1454006700,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,1020,8,0.0
32,6.45,12,14,7,1388241900,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
32,5.25,6,20,2,1402951500,41.880994471,-87.632746489,41.89321636,-87.63784421,0.9,,17031081800,Cash,,240,8,0.0
32,5.85,8,10,6,1376649900,41.880994471,-87.632746489,41.89321636,-87.63784421,1.2,,17031081800,Cash,,300,8,0.0
32,6.0,12,9,6,1483091100,41.880994471,-87.632746489,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
32,5.85,1,1,6,1357262100,41.880994471,-87.632746489,41.89321636,-87.63784421,0.6,,17031081800,Cash,Northwest Management LLC,300,8,0.0
32,15.25,10,19,5,1381434300,41.880994471,-87.632746489,41.941555829,-87.666288887,5.8,,17031062400,Cash,,1140,6,0.0
32,16.05,9,17,6,1441993500,41.880994471,-87.632746489,41.860762262,-87.700691903,0.3,,17031843100,Credit Card,Taxi Affiliation Services,1440,29,4.0
32,12.25,2,23,5,1423784700,41.880994471,-87.632746489,41.926811182,-87.642605247,4.6,,17031070103,Credit Card,Top Cab Affiliation,660,7,2.45
32,16.25,12,22,7,1387059300,41.880994471,-87.632746489,41.950673358,-87.666536281,0.3,,17031060400,Cash,Blue Ribbon Taxi Association Inc.,1200,6,0.0
32,17.05,11,20,3,1415131200,41.880994471,-87.632746489,41.950673358,-87.666536281,6.5,,17031060400,Cash,Taxi Affiliation Services,1140,6,0.0
32,15.65,10,19,5,1413487800,41.880994471,-87.632746489,41.942577185,-87.647078509,0.3,,17031062000,Credit Card,Taxi Affiliation Services,1020,6,3.1
32,7.65,8,17,3,1377624600,41.880994471,-87.632746489,41.898331794,-87.620762865,0.1,,17031081300,Credit Card,Choice Taxi Association,480,8,3.0
32,7.85,2,13,6,1424437200,41.880994471,-87.632746489,41.898331794,-87.620762865,2.1,,17031081300,Cash,,540,8,0.0
32,6.85,12,13,4,1386769500,41.880994471,-87.632746489,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Taxi Affiliation Services,540,8,2.0
32,7.25,11,23,6,1385163900,41.880994471,-87.632746489,41.898331794,-87.620762865,1.9,,17031081300,Cash,Dispatch Taxi Affiliation,420,8,0.0
32,7.05,10,10,3,1412678700,41.880994471,-87.632746489,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,480,8,0.0
32,10.45,9,19,6,1411759800,41.880994471,-87.632746489,41.898331794,-87.620762865,2.8,,17031081300,Cash,Dispatch Taxi Affiliation,1080,8,0.0
32,7.45,2,12,6,1393588800,41.880994471,-87.632746489,41.898331794,-87.620762865,1.7,,17031081300,Cash,Taxi Affiliation Services,540,8,0.0
32,7.25,8,13,7,1377954900,41.880994471,-87.632746489,41.898331794,-87.620762865,0.0,,17031081300,Cash,Dispatch Taxi Affiliation,540,8,0.0
32,8.65,11,12,3,1384865100,41.880994471,-87.632746489,41.898331794,-87.620762865,0.0,,17031081300,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
32,6.85,8,14,1,1376835300,41.880994471,-87.632746489,41.898331794,-87.620762865,1.4,,17031081300,Credit Card,,480,8,3.0
32,8.25,7,19,4,1374088500,41.880994471,-87.632746489,41.898331794,-87.620762865,1.8,,17031081300,Credit Card,,660,8,1.5
32,7.05,9,22,4,1443045600,41.880994471,-87.632746489,41.898331794,-87.620762865,1.6,,17031081300,Credit Card,Taxi Affiliation Services,420,8,1.0
32,8.25,10,20,5,1414094400,41.880994471,-87.632746489,41.898331794,-87.620762865,2.0,,17031081300,Credit Card,Taxi Affiliation Services,600,8,2.0
32,6.45,7,22,5,1404424800,41.880994471,-87.632746489,41.898331794,-87.620762865,1.2,,17031081300,Cash,,420,8,0.0
32,9.25,8,12,6,1376050500,41.880994471,-87.632746489,41.898331794,-87.620762865,0.0,,17031081300,Cash,Blue Ribbon Taxi Association Inc.,900,8,0.0
32,8.85,10,17,6,1382118300,41.880994471,-87.632746489,41.898331794,-87.620762865,1.6,,17031081300,Cash,Dispatch Taxi Affiliation,840,8,0.0
32,5.65,10,17,4,1382549400,41.880994471,-87.632746489,41.898331794,-87.620762865,1.0,,17031081300,Cash,Dispatch Taxi Affiliation,300,8,0.0
32,9.25,12,18,3,1448993700,41.880994471,-87.632746489,41.898331794,-87.620762865,1.9,,17031081300,Credit Card,Choice Taxi Association,960,8,3.0
32,16.65,12,17,5,1449164700,41.880994471,-87.632746489,41.949829346,-87.64396537,0.4,,17031060900,Credit Card,Taxi Affiliation Services,1200,6,3.5
32,17.65,4,18,5,1397155500,41.880994471,-87.632746489,41.949829346,-87.64396537,6.9,,17031060900,Credit Card,Choice Taxi Association,1320,6,3.5
32,7.05,4,1,6,1365126300,41.880994471,-87.632746489,41.90749193,-87.63576009,1.7,,17031080300,Credit Card,,420,8,2.0
32,8.05,11,15,3,1416927600,41.880994471,-87.632746489,41.90749193,-87.63576009,0.1,,17031080300,Cash,Blue Ribbon Taxi Association Inc.,600,8,0.0
32,9.65,7,17,3,1373994900,41.880994471,-87.632746489,41.90749193,-87.63576009,2.6,,17031080300,Cash,,720,8,0.0
32,13.25,6,19,5,1467313200,41.880994471,-87.632746489,41.90749193,-87.63576009,2.5,,17031080300,Credit Card,Dispatch Taxi Affiliation,1380,8,1.0
32,8.05,4,0,5,1428538500,41.880994471,-87.632746489,41.90749193,-87.63576009,2.0,,17031080300,Credit Card,Dispatch Taxi Affiliation,600,8,2.0
32,8.05,8,10,2,1407148200,41.880994471,-87.632746489,41.867902418,-87.642958665,1.5,,17031841900,Cash,,900,28,0.0
32,9.05,8,15,6,1408719600,41.880994471,-87.632746489,41.867902418,-87.642958665,1.4,,17031841900,Credit Card,Choice Taxi Association,1020,28,0.95
32,5.85,11,19,3,1448394300,41.880994471,-87.632746489,41.867902418,-87.642958665,0.7,,17031841900,Cash,,420,28,0.0
32,7.05,8,22,6,1439592300,41.880994471,-87.632746489,41.867902418,-87.642958665,2.2,,17031841900,Credit Card,Dispatch Taxi Affiliation,480,28,2.0
32,11.45,9,23,5,1411686000,41.880994471,-87.632746489,41.867902418,-87.642958665,1.2,,17031841900,Cash,Taxi Affiliation Services,300,28,0.0
32,41.85,2,22,4,1362003300,41.880994471,-87.632746489,41.867902418,-87.642958665,19.8,,17031841900,Cash,,2220,28,0.0
32,8.85,10,17,1,1444583700,41.880994471,-87.632746489,41.867902418,-87.642958665,2.4,,17031841900,Credit Card,Dispatch Taxi Affiliation,660,28,0.0
32,5.85,1,17,3,1421775900,41.880994471,-87.632746489,41.867902418,-87.642958665,1.0,,17031841900,Credit Card,,360,28,2.0
32,4.45,12,12,2,1385985600,41.880994471,-87.632746489,41.867902418,-87.642958665,0.5,,17031841900,Cash,Taxi Affiliation Services,180,28,0.0
32,5.45,2,8,5,1360829700,41.880994471,-87.632746489,41.867902418,-87.642958665,0.9,,17031841900,Cash,,240,28,0.0
32,7.05,10,13,4,1444225500,41.880994471,-87.632746489,41.867902418,-87.642958665,1.1,,17031841900,Credit Card,Taxi Affiliation Services,600,28,2.0
32,3.85,10,13,4,1381325400,41.880994471,-87.632746489,41.867902418,-87.642958665,0.4,,17031841900,Cash,,60,28,0.0
32,4.85,4,7,3,1365492600,41.880994471,-87.632746489,41.867902418,-87.642958665,0.0,,17031841900,Cash,Taxi Affiliation Services,300,28,0.0
32,8.05,2,10,1,1423994400,41.880994471,-87.632746489,41.87866742,-87.671653621,0.0,,17031838100,Credit Card,Blue Ribbon Taxi Association Inc.,600,28,2.0
32,10.65,7,13,7,1405776600,41.880994471,-87.632746489,41.91922505,-87.671445766,0.0,,17031832300,Cash,Blue Ribbon Taxi Association Inc.,840,22,0.0
32,11.85,6,19,5,1435259700,41.880994471,-87.632746489,41.904935302,-87.649907226,0.2,,17031842200,Credit Card,Taxi Affiliation Services,1200,8,2.0
32,11.05,11,14,3,1416321000,41.880994471,-87.632746489,41.904935302,-87.649907226,0.1,,17031842200,Cash,Taxi Affiliation Services,1080,8,0.0
32,7.05,9,20,6,1410552000,41.880994471,-87.632746489,41.904935302,-87.649907226,0.0,,17031842200,Credit Card,Blue Ribbon Taxi Association Inc.,480,8,2.0
32,8.45,1,20,7,1422129600,41.880994471,-87.632746489,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,720,8,0.0
32,8.45,4,10,2,1367229600,41.880994471,-87.632746489,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,720,8,0.0
32,7.25,8,10,6,1409306400,41.880994471,-87.632746489,41.904935302,-87.649907226,1.6,,17031842200,Credit Card,Taxi Affiliation Services,540,8,5.0
32,6.85,1,20,6,1357936200,41.880994471,-87.632746489,41.904935302,-87.649907226,1.7,,17031842200,Cash,,420,8,0.0
32,6.45,4,15,4,1366210800,41.880994471,-87.632746489,41.904935302,-87.649907226,1.3,,17031842200,Cash,,420,8,0.0
32,9.44,8,8,2,1439800200,41.880994471,-87.632746489,41.904935302,-87.649907226,1.9,,17031842200,Credit Card,,960,8,1.0
27,3.25,3,17,5,1364492700,41.878914496,-87.70589713,41.878914496,-87.70589713,1.1,,,Cash,Taxi Affiliation Services,0,27,0.0
27,0.0,12,6,7,1418452200,41.878914496,-87.70589713,41.874005383,-87.66351755,3.6,,,Cash,Taxi Affiliation Services,420,28,0.0
28,9.45,4,18,6,1367001000,41.88528132,-87.6572332,,,2.8,,,Cash,,720,,0.0
28,8.45,6,21,5,1434661200,41.88528132,-87.6572332,41.892507781,-87.626214906,1.9,,17031081500,Cash,Taxi Affiliation Services,660,8,0.0
28,6.85,7,20,1,1437336900,41.88528132,-87.6572332,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
28,9.85,7,21,6,1437169500,41.88528132,-87.6572332,41.921877461,-87.66407824,0.1,,17031832500,Cash,Taxi Affiliation Services,720,7,0.0
28,6.85,9,21,5,1379019600,41.88528132,-87.6572332,41.892042136,-87.63186395,1.5,,17031081700,Credit Card,,420,8,0.0
28,7.25,11,1,4,1385514900,41.88528132,-87.6572332,41.892042136,-87.63186395,0.1,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
28,6.05,1,3,7,1422070200,41.88528132,-87.6572332,41.892042136,-87.63186395,0.15,,17031081700,Cash,,240,8,0.0
28,6.45,6,1,6,1370567700,41.88528132,-87.6572332,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
28,7.05,3,1,7,1426295700,41.88528132,-87.6572332,41.892042136,-87.63186395,1.5,,17031081700,Cash,Dispatch Taxi Affiliation,480,8,0.0
28,6.85,6,22,7,1402783200,41.88528132,-87.6572332,41.892042136,-87.63186395,1.4,,17031081700,Credit Card,,540,8,3.0
28,10.05,7,19,6,1435952700,41.88528132,-87.6572332,41.914616286,-87.631717366,2.9,,17031071500,Cash,Top Cab Affiliation,900,7,0.0
28,6.45,1,14,2,1390833000,41.88528132,-87.6572332,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,420,32,1.0
28,5.25,7,19,6,1373656500,41.88528132,-87.6572332,41.89830587,-87.653613982,0.8,,17031842300,Credit Card,,300,24,2.0
28,6.25,2,20,6,1359748800,41.88528132,-87.6572332,41.89830587,-87.653613982,1.0,,17031842300,Cash,,420,24,0.0
28,6.65,3,22,2,1364250600,41.88528132,-87.6572332,41.89830587,-87.653613982,1.6,,17031842300,Cash,,300,24,0.0
28,8.85,1,1,1,1390094100,41.88528132,-87.6572332,41.906025969,-87.675311622,0.0,,17031241400,Credit Card,Blue Ribbon Taxi Association Inc.,600,24,1.0
28,14.65,12,22,3,1386110700,41.88528132,-87.6572332,41.9416281,-87.661443368,5.5,,17031062300,Cash,,1140,6,0.0
28,8.65,8,0,7,1440202500,41.88528132,-87.6572332,41.899506548,-87.679600287,2.5,,17031242300,Cash,Choice Taxi Association,600,24,0.0
28,12.25,5,22,3,1432075500,41.88528132,-87.6572332,41.907520075,-87.6266589,4.2,,17031080100,Credit Card,,840,8,2.65
28,9.25,2,0,7,1425084300,41.88528132,-87.6572332,41.907520075,-87.6266589,2.8,,17031080100,Credit Card,,540,8,4.0
28,13.85,10,22,3,1444168800,41.88528132,-87.6572332,41.907520075,-87.6266589,0.2,,17031080100,Cash,Blue Ribbon Taxi Association Inc.,1260,8,0.0
28,7.25,7,23,6,1405120500,41.88528132,-87.6572332,41.890922026,-87.618868355,1.8,,17031081403,Cash,Dispatch Taxi Affiliation,420,8,0.0
28,7.85,9,21,5,1379625300,41.88528132,-87.6572332,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,540,8,2.0
28,6.65,3,0,1,1363481100,41.88528132,-87.6572332,41.890922026,-87.618868355,1.6,,17031081403,Credit Card,,360,8,2.35
28,7.85,3,14,7,1393683300,41.88528132,-87.6572332,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,540,8,1.0
28,6.25,8,0,1,1376180100,41.88528132,-87.6572332,41.899737388,-87.664953917,0.0,,17031242000,Cash,Choice Taxi Association,300,24,0.0
28,10.65,12,3,1,1451186100,41.88528132,-87.6572332,41.928619051,-87.685362024,3.8,,17031830900,Cash,Top Cab Affiliation,480,22,0.0
28,5.85,12,21,7,1388266200,41.88528132,-87.6572332,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
28,8.45,11,0,7,1415407500,41.88528132,-87.6572332,41.884987192,-87.620992913,2.3,,17031320100,Cash,Dispatch Taxi Affiliation,600,32,0.0
28,7.25,11,23,3,1446591600,41.88528132,-87.6572332,41.884987192,-87.620992913,1.7,,17031320100,Credit Card,Top Cab Affiliation,540,32,4.0
28,6.85,1,14,6,1357913700,41.88528132,-87.6572332,41.884987192,-87.620992913,13.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
28,7.65,12,7,3,1386661500,41.88528132,-87.6572332,41.884987192,-87.620992913,1.6,,17031320100,Cash,,600,32,0.0
28,6.85,11,2,5,1446689700,41.88528132,-87.6572332,41.884987192,-87.620992913,1.6,,17031320100,Cash,,420,32,0.0
28,11.65,9,11,7,1442660400,41.88528132,-87.6572332,41.884987192,-87.620992913,0.1,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,1200,32,2.0
28,5.45,4,22,4,1366840800,41.88528132,-87.6572332,41.880994471,-87.632746489,1.2,,17031839100,Cash,,240,32,0.0
28,8.75,1,7,3,1452583800,41.88528132,-87.6572332,41.880994471,-87.632746489,1.9,,17031839100,Cash,,660,32,0.0
28,7.65,2,9,4,1423646100,41.88528132,-87.6572332,41.880994471,-87.632746489,1.3,,17031839100,Credit Card,Taxi Affiliation Services,720,32,2.0
28,6.05,9,10,6,1378464300,41.88528132,-87.6572332,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,420,32,1.0
28,5.85,11,23,7,1383435900,41.88528132,-87.6572332,41.880994471,-87.632746489,1.2,,17031839100,Cash,,300,32,0.0
28,6.85,3,10,6,1425636000,41.88528132,-87.6572332,41.880994471,-87.632746489,1.3,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
28,5.45,12,13,3,1450789200,41.88528132,-87.6572332,41.880994471,-87.632746489,0.66,,17031839100,Credit Card,,300,32,2.0
28,3.85,1,0,1,1422144900,41.88528132,-87.6572332,41.88528132,-87.6572332,0.1,,17031833000,Cash,Taxi Affiliation Services,60,28,0.0
28,4.25,12,0,5,1417651200,41.88528132,-87.6572332,41.88528132,-87.6572332,0.4,,17031833000,Cash,Taxi Affiliation Services,180,28,0.0
28,3.25,5,20,6,1464379200,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,0,28,0.0
28,3.25,2,11,6,1391773500,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,0,28,0.0
28,3.25,11,12,6,1383308100,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Cash,,0,28,0.0
28,5.05,11,13,4,1415194200,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,No Charge,Northwest Management LLC,360,28,0.0
28,4.25,11,16,3,1384879500,41.88528132,-87.6572332,41.88528132,-87.6572332,0.4,,17031833000,Cash,,180,28,0.0
28,4.85,2,0,7,1361577600,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,300,28,0.0
28,3.25,1,11,5,1388663100,41.88528132,-87.6572332,41.88528132,-87.6572332,0.0,,17031833000,Cash,,0,28,0.0
28,11.05,11,0,6,1416528900,41.88528132,-87.6572332,41.92926299,-87.635890954,3.7,,17031070101,Credit Card,,720,7,3.0
28,17.65,12,2,7,1418437800,41.88528132,-87.6572332,41.936310131,-87.651562592,7.3,,17031063000,Cash,Taxi Affiliation Services,1020,6,0.0
28,18.05,2,0,1,1423353600,41.88528132,-87.6572332,41.936310131,-87.651562592,7.2,,17031063000,Credit Card,Choice Taxi Association,1440,6,3.6
28,15.0,12,23,7,1482015600,41.88528132,-87.6572332,41.936310131,-87.651562592,4.2,,17031063000,Cash,Northwest Management LLC,1560,6,0.0
28,15.45,9,20,4,1443041100,41.88528132,-87.6572332,41.943155086,-87.640698076,6.1,,17031061902,Cash,,960,6,0.0
28,3.25,10,22,3,1382480100,41.88528132,-87.6572332,41.879066994,-87.657005027,0.0,,17031833100,Cash,Taxi Affiliation Services,0,28,0.0
28,6.25,10,14,3,1382453100,41.88528132,-87.6572332,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,360,28,0.0
28,5.05,4,21,2,1365455700,41.88528132,-87.6572332,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
28,4.65,7,19,3,1405451700,41.88528132,-87.6572332,41.879255084,-87.642648998,0.7,,17031281900,Credit Card,Choice Taxi Association,180,28,2.0
28,5.05,10,15,7,1444491000,41.88528132,-87.6572332,41.879255084,-87.642648998,0.6,,17031281900,Cash,Choice Taxi Association,240,28,0.0
28,9.05,4,22,6,1366408800,41.88528132,-87.6572332,41.908378669,-87.670945075,0.0,,17031241500,Cash,Choice Taxi Association,600,24,0.0
28,9.65,9,22,7,1378593900,41.88528132,-87.6572332,41.902788048,-87.62614559,2.6,,17031081202,Cash,3897 - Ilie Malec,840,8,0.0
28,10.05,8,0,7,1440204300,41.88528132,-87.6572332,41.861280847,-87.630580061,2.9,,17031330200,Cash,Dispatch Taxi Affiliation,720,33,0.0
28,7.25,9,12,1,1379249100,41.88528132,-87.6572332,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,660,8,0.0
28,4.5,8,23,3,1470181500,41.88528132,-87.6572332,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,120,28,0.0
28,5.65,10,23,4,1413414000,41.88528132,-87.6572332,41.885300022,-87.642808466,1.1,,17031280100,Cash,Taxi Affiliation Services,240,28,0.0
28,5.25,11,19,2,1416250800,41.88528132,-87.6572332,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,300,28,0.0
28,4.25,4,2,7,1428112800,41.88528132,-87.6572332,41.885300022,-87.642808466,0.4,,17031280100,Cash,,120,28,0.0
28,9.65,9,23,4,1379547900,41.88528132,-87.6572332,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,720,8,2.0
28,8.05,2,15,5,1361458800,41.88528132,-87.6572332,41.89503345,-87.619710672,2.0,,17031081401,Cash,,540,8,0.0
28,6.65,12,21,4,1450302300,41.88528132,-87.6572332,41.87101588,-87.631406525,1.5,,17031839000,Credit Card,Dispatch Taxi Affiliation,360,32,3.0
28,11.45,9,9,6,1442566800,41.88528132,-87.6572332,41.899155613,-87.626210532,2.7,,17031081201,Cash,,1140,8,0.0
28,10.85,10,16,5,1382632200,41.88528132,-87.6572332,41.899155613,-87.626210532,0.1,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,960,8,0.0
28,24.45,4,14,4,1398262500,41.88528132,-87.6572332,41.785998518,-87.750934289,11.1,,17031980100,Cash,,1680,56,0.0
28,7.25,8,21,7,1376775900,41.88528132,-87.6572332,41.89321636,-87.63784421,1.8,,17031081800,Cash,Dispatch Taxi Affiliation,420,8,0.0
28,6.25,7,11,2,1373281200,41.88528132,-87.6572332,41.89321636,-87.63784421,0.0,,17031081800,Cash,Northwest Management LLC,420,8,0.0
28,6.25,3,11,5,1426159800,41.88528132,-87.6572332,41.89321636,-87.63784421,1.5,,17031081800,Credit Card,Taxi Affiliation Services,360,8,2.0
28,7.75,10,0,1,1476578700,41.88528132,-87.6572332,41.89321636,-87.63784421,1.8,,17031081800,Credit Card,Northwest Management LLC,360,8,2.0
28,6.05,7,0,7,1436573700,41.88528132,-87.6572332,41.89321636,-87.63784421,1.2,,17031081800,Cash,,360,8,0.0
28,7.45,2,18,5,1362074400,41.88528132,-87.6572332,41.89321636,-87.63784421,2.0,,17031081800,Cash,,480,8,0.0
28,24.65,5,0,7,1400286600,41.88528132,-87.6572332,41.99438102,-87.672538401,0.0,,17031030300,No Charge,Dispatch Taxi Affiliation,1380,77,0.0
28,11.45,3,23,7,1426979700,41.88528132,-87.6572332,41.915909788,-87.68382594,4.0,,17031222200,Cash,Taxi Affiliation Services,540,22,0.0
28,9.65,7,23,6,1436571900,41.88528132,-87.6572332,41.898331794,-87.620762865,2.5,,17031081300,Credit Card,Dispatch Taxi Affiliation,900,8,2.0
28,4.85,4,13,4,1398863700,41.88528132,-87.6572332,41.867902418,-87.642958665,0.0,,17031841900,Cash,Blue Ribbon Taxi Association Inc.,240,28,0.0
28,6.25,10,19,6,1445023800,41.88528132,-87.6572332,41.87866742,-87.671653621,1.2,,17031838100,Cash,,360,28,0.0
28,10.05,10,18,5,1383245100,41.88528132,-87.6572332,41.87866742,-87.671653621,0.14,,17031838100,Credit Card,,1020,28,0.0
28,5.85,3,11,1,1394365500,41.88528132,-87.6572332,41.87866742,-87.671653621,1.1,,17031838100,Cash,,360,28,0.0
28,6.65,9,21,2,1443474000,41.88528132,-87.6572332,41.87866742,-87.671653621,1.3,,17031838100,Credit Card,Taxi Affiliation Services,420,28,3.0
28,11.05,10,18,7,1413655200,41.88528132,-87.6572332,41.91922505,-87.671445766,0.2,,17031832300,Cash,Taxi Affiliation Services,480,22,0.0
21,13.05,12,19,6,1418411700,41.93749397,-87.709987338,41.914747305,-87.654007029,3.92,,17031832600,Cash,,1080,7,0.0
21,15.45,6,18,4,1401907500,41.93749397,-87.709987338,41.938391258,-87.63857492,4.5,,17031063200,Cash,Taxi Affiliation Services,1740,6,0.0
12,42.65,2,7,3,1423553400,41.993930128,-87.758353588,41.79259236,-87.769615453,20.8,,,Credit Card,Taxi Affiliation Services,3000,56,11.15
12,6.05,4,12,2,1397479500,41.993930128,-87.758353588,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,300,16,0.0
12,5.05,6,7,5,1403767800,41.993930128,-87.758353588,41.993930128,-87.758353588,0.0,,,Cash,Taxi Affiliation Services,0,12,0.0
12,14.05,1,21,5,1421961300,41.993930128,-87.758353588,41.993930128,-87.758353588,5.45,,,Cash,,780,12,0.0
12,12.45,3,1,1,1425171600,41.993930128,-87.758353588,41.993930128,-87.758353588,4.53,,,Cash,,960,12,0.0
12,15.85,3,21,5,1425591900,41.993930128,-87.758353588,41.993930128,-87.758353588,6.03,,,Cash,,900,12,0.0
33,3.25,9,20,3,1378240200,41.857183858,-87.620334624,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,,0.0
33,27.65,5,23,7,1368918900,41.857183858,-87.620334624,,,12.9,,,Cash,,1500,,0.0
33,31.65,9,13,4,1378300500,41.857183858,-87.620334624,,,15.1,,,Cash,,1560,,0.0
33,23.65,9,19,2,1410810300,41.857183858,-87.620334624,,,10.5,,,Credit Card,Choice Taxi Association,1440,,5.9
33,22.85,7,16,6,1437150600,41.857183858,-87.620334624,41.901206994,-87.676355989,6.6,,,Credit Card,Taxi Affiliation Services,2760,24,4.65
33,15.65,3,0,7,1425689100,41.857183858,-87.620334624,41.901206994,-87.676355989,6.0,,,Credit Card,Dispatch Taxi Affiliation,960,24,4.65
33,5.25,8,10,2,1376907300,41.857183858,-87.620334624,41.878865584,-87.625192142,1.0,,,Cash,,240,32,0.0
33,9.5,1,9,5,1453972500,41.857183858,-87.620334624,41.878865584,-87.625192142,1.7,,,Credit Card,,780,32,2.0
33,7.45,12,9,4,1449651600,41.857183858,-87.620334624,41.878865584,-87.625192142,1.5,,,Cash,,540,32,0.0
33,22.05,11,21,4,1446671700,41.857183858,-87.620334624,41.96581197,-87.655878786,9.4,,,Credit Card,,1440,3,4.41
33,22.25,2,21,5,1392327900,41.857183858,-87.620334624,41.96581197,-87.655878786,9.8,,,Cash,,1320,3,0.0
33,11.25,10,1,2,1445216400,41.857183858,-87.620334624,41.899602111,-87.633308037,3.6,,,Credit Card,,840,8,3.0
33,8.05,1,9,1,1357464600,41.857183858,-87.620334624,41.899602111,-87.633308037,2.2,,,Credit Card,Dispatch Taxi Affiliation,420,8,3.0
33,42.85,3,8,2,1393833600,41.857183858,-87.620334624,41.980264315,-87.913624596,20.3,,,Credit Card,,3060,76,8.97
33,22.05,3,6,6,1426833000,41.857183858,-87.620334624,41.79259236,-87.769615453,10.3,,,Cash,Taxi Affiliation Services,960,56,0.0
33,16.05,6,3,1,1372562100,41.857183858,-87.620334624,41.777196255,-87.642497527,6.9,,,Cash,Dispatch Taxi Affiliation,600,68,0.0
33,8.45,7,10,2,1437388200,41.857183858,-87.620334624,41.812948939,-87.617859676,2.8,,,Cash,Taxi Affiliation Services,420,38,0.0
33,39.04,1,16,6,1358525700,41.857183858,-87.620334624,41.857183858,-87.620334624,9.3,,,Cash,,5160,33,0.0
33,3.5,9,7,4,1474443900,41.857183858,-87.620334624,41.857183858,-87.620334624,0.0,,,Cash,Taxi Affiliation Services,60,33,0.0
33,3.25,4,9,6,1428659100,41.857183858,-87.620334624,41.857183858,-87.620334624,0.0,,,Cash,Taxi Affiliation Services,0,33,0.0
33,3.25,5,12,7,1399119300,41.857183858,-87.620334624,41.857183858,-87.620334624,0.0,,,Cash,Taxi Affiliation Services,0,33,0.0
33,22.45,10,20,2,1445284800,41.857183858,-87.620334624,41.763246799,-87.616134111,8.4,,,Cash,Choice Taxi Association,1620,69,0.0
33,9.25,3,7,5,1363849200,41.857183858,-87.620334624,41.874005383,-87.66351755,2.7,,,Cash,,600,28,0.0
33,10.45,10,9,1,1445161500,41.857183858,-87.620334624,41.874005383,-87.66351755,0.2,,,Cash,Taxi Affiliation Services,720,28,0.0
33,14.5,12,20,3,1481057100,41.857183858,-87.620334624,41.922686284,-87.649488729,4.8,,,Credit Card,Dispatch Taxi Affiliation,720,7,3.1
33,14.25,8,10,6,1377856800,41.857183858,-87.620334624,41.77887686,-87.594925439,0.57,,,Cash,,900,42,0.0
33,23.85,4,17,7,1365270300,41.857183858,-87.620334624,41.975170943,-87.687515515,9.9,,,Credit Card,,1740,4,4.77
33,6.25,9,17,3,1443546900,41.857183858,-87.620334624,41.835117986,-87.618677767,1.1,,,Cash,,420,35,0.0
33,8.45,10,17,2,1445276700,41.857183858,-87.620334624,41.835117986,-87.618677767,2.3,,,Cash,Dispatch Taxi Affiliation,600,35,0.0
33,7.45,9,19,4,1443640500,41.857183858,-87.620334624,41.842076117,-87.633973422,0.1,,,Cash,Taxi Affiliation Services,300,34,0.0
33,5.25,7,12,1,1373803200,41.857183858,-87.620334624,41.842076117,-87.633973422,0.0,,,Cash,Choice Taxi Association,300,34,0.0
33,6.45,12,20,1,1419194700,41.857183858,-87.620334624,41.842076117,-87.633973422,1.6,,,Cash,Taxi Affiliation Services,240,34,0.0
33,6.05,10,13,6,1444397400,41.857183858,-87.620334624,41.842076117,-87.633973422,0.0,,,Credit Card,Taxi Affiliation Services,420,34,0.0
33,10.05,2,13,4,1424265300,41.857183858,-87.620334624,41.842076117,-87.633973422,3.3,,,Credit Card,,600,34,2.0
24,5.45,6,0,1,1402187400,41.912431869,-87.670189148,41.899506548,-87.679600287,0.0,,17031242300,Cash,Taxi Affiliation Services,360,24,0.0
7,13.65,9,19,6,1442605500,41.928945904,-87.66089257,41.892042136,-87.63186395,3.6,,17031081700,Cash,,1380,8,0.0
7,4.25,7,23,7,1437260400,41.928945904,-87.66089257,41.928945904,-87.66089257,0.04,,17031070500,Cash,,180,7,0.0
7,5.45,5,21,5,1401397200,41.928945904,-87.66089257,41.92926299,-87.635890954,1.2,,17031070101,Credit Card,Taxi Affiliation Services,240,7,2.0
7,7.65,7,19,7,1374346800,41.928945904,-87.66089257,41.946294536,-87.654298084,1.8,,17031832000,Cash,,600,6,0.0
7,10.85,8,10,6,1408097700,41.92926299,-87.635890954,41.892507781,-87.626214906,3.0,,17031081500,Cash,,840,8,0.0
7,8.85,4,7,6,1397201400,41.92926299,-87.635890954,41.892042136,-87.63186395,2.9,,17031081700,Credit Card,Top Cab Affiliation,540,8,1.15
7,11.45,6,19,6,1371841200,41.92926299,-87.635890954,41.950442599,-87.68350623,3.4,,17031050500,Credit Card,,1020,5,2.0
7,5.85,1,22,3,1357685100,41.92926299,-87.635890954,41.928967266,-87.656156831,1.2,,17031070400,Cash,,300,7,0.0
7,5.65,5,15,7,1367681400,41.92926299,-87.635890954,41.921778188,-87.651061884,0.0,,17031071100,Cash,Blue Ribbon Taxi Association Inc.,360,7,0.0
7,6.65,12,19,5,1418931900,41.92926299,-87.635890954,41.914616286,-87.631717366,1.0,,17031071500,Cash,,480,7,0.0
7,6.65,2,3,1,1391914800,41.92926299,-87.635890954,41.936159071,-87.661265218,0.0,,17031062800,Cash,Taxi Affiliation Services,600,6,0.0
7,4.85,4,16,6,1397839500,41.92926299,-87.635890954,41.934539716,-87.643022804,0.7,,17031063301,Credit Card,,180,6,2.0
7,4.85,12,21,5,1388091600,41.92926299,-87.635890954,41.934659157,-87.646729729,0.0,,17031063400,Cash,Blue Ribbon Taxi Association Inc.,300,6,0.0
7,10.45,4,9,2,1396863000,41.92926299,-87.635890954,41.884987192,-87.620992913,0.2,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
7,10.05,4,9,2,1428313500,41.92926299,-87.635890954,41.884987192,-87.620992913,3.5,,17031320100,Credit Card,,600,32,2.0
7,12.25,9,8,3,1442306700,41.92926299,-87.635890954,41.884987192,-87.620992913,0.2,,17031320100,Cash,Taxi Affiliation Services,900,32,0.0
7,13.25,9,8,6,1442565000,41.92926299,-87.635890954,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,960,32,2.65
7,15.65,11,8,3,1415088000,41.92926299,-87.635890954,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,1020,32,3.9
7,10.25,7,7,7,1373701500,41.92926299,-87.635890954,41.962178629,-87.645378762,3.7,,17031031400,Credit Card,,480,3,2.0
7,8.05,11,19,5,1385063100,41.92926299,-87.635890954,41.962178629,-87.645378762,2.1,,17031031400,Cash,Taxi Affiliation Services,540,3,0.0
7,7.65,11,22,6,1383950700,41.92926299,-87.635890954,41.949139771,-87.656803909,1.7,,17031061100,Credit Card,,600,6,3.0
7,5.05,1,17,3,1420566300,41.92926299,-87.635890954,41.929046937,-87.651310877,0.8,,17031070300,Cash,,360,7,0.0
7,8.05,6,20,5,1433450700,41.92926299,-87.635890954,41.928763006,-87.665676837,1.8,,17031070600,Credit Card,Taxi Affiliation Services,660,7,2.0
7,7.45,1,18,3,1357668900,41.92926299,-87.635890954,41.909495669,-87.630963601,2.2,,17031080201,Cash,,360,8,0.0
7,9.25,5,20,7,1430598600,41.92926299,-87.635890954,41.89503345,-87.619710672,0.1,,17031081401,Credit Card,Taxi Affiliation Services,600,8,1.0
7,8.05,7,17,7,1405791900,41.92926299,-87.635890954,41.942691844,-87.651770507,0.1,,17031062100,Cash,Taxi Affiliation Services,600,6,0.0
7,32.85,5,8,5,1432195200,41.92926299,-87.635890954,41.785998518,-87.750934289,0.9,,17031980100,Credit Card,Blue Ribbon Taxi Association Inc.,1860,56,5.0
7,12.0,12,12,4,1482926400,41.92926299,-87.635890954,41.89321636,-87.63784421,3.3,,17031081800,Credit Card,,780,8,2.0
7,5.65,11,23,6,1448063100,41.92926299,-87.635890954,41.942577185,-87.647078509,0.9,,17031062000,Credit Card,Dispatch Taxi Affiliation,300,6,2.0
7,18.25,5,2,1,1432432800,41.92926299,-87.635890954,41.90749193,-87.63576009,7.1,,17031080300,No Charge,Dispatch Taxi Affiliation,1380,8,0.0
8,22.05,5,2,7,1400896800,41.891971508,-87.612945414,,,0.6,,17031812600,Cash,Taxi Affiliation Services,960,,0.0
8,11.05,7,20,7,1405800900,41.891971508,-87.612945414,41.849246754,-87.624135298,3.4,,17031841000,Credit Card,,900,33,3.0
8,11.25,7,23,1,1436138100,41.891971508,-87.612945414,41.849246754,-87.624135298,0.2,,17031841000,Credit Card,Blue Ribbon Taxi Association Inc.,960,33,2.8
8,11.45,7,17,5,1372959000,41.891971508,-87.612945414,41.849246754,-87.624135298,3.5,,17031841000,Cash,,840,33,0.0
8,4.85,9,21,4,1441834200,41.891971508,-87.612945414,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,180,8,0.0
8,5.05,1,18,1,1359311400,41.891971508,-87.612945414,41.892507781,-87.626214906,0.9,,17031081500,Cash,,120,8,0.0
8,4.25,3,19,4,1425497400,41.891971508,-87.612945414,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,180,8,0.0
8,5.25,7,14,5,1405000800,41.891971508,-87.612945414,41.892507781,-87.626214906,0.8,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,5.25,11,18,2,1385402400,41.891971508,-87.612945414,41.892507781,-87.626214906,0.7,,17031081500,Cash,,300,8,0.0
8,5.45,8,22,6,1377296100,41.891971508,-87.612945414,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
8,7.45,4,21,6,1429910100,41.891971508,-87.612945414,41.892507781,-87.626214906,1.6,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
8,5.65,8,10,5,1377773100,41.891971508,-87.612945414,41.892507781,-87.626214906,0.09,,17031081500,Cash,,360,8,0.0
8,6.25,9,14,1,1473604200,41.891971508,-87.612945414,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,5.85,1,22,6,1420841700,41.891971508,-87.612945414,41.892507781,-87.626214906,1.0,,17031081500,Cash,,360,8,0.0
8,5.05,9,8,2,1411374600,41.891971508,-87.612945414,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,240,8,2.0
8,5.0,11,10,7,1479549600,41.891971508,-87.612945414,41.892507781,-87.626214906,0.6,,17031081500,Cash,Taxi Affiliation Services,180,8,0.0
8,6.85,8,16,6,1407515400,41.891971508,-87.612945414,41.892042136,-87.63186395,1.3,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
8,6.05,3,20,2,1394482500,41.891971508,-87.612945414,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,300,8,3.0
8,6.05,4,20,6,1366401600,41.891971508,-87.612945414,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,6.05,10,10,5,1414665000,41.891971508,-87.612945414,41.892042136,-87.63186395,1.1,,17031081700,Credit Card,Choice Taxi Association,360,8,2.0
8,6.25,6,15,7,1403362800,41.891971508,-87.612945414,41.892042136,-87.63186395,1.2,,17031081700,Cash,,420,8,0.0
8,5.85,7,15,3,1404833400,41.891971508,-87.612945414,41.892042136,-87.63186395,1.2,,17031081700,Cash,,360,8,0.0
8,6.85,6,12,3,1370349900,41.891971508,-87.612945414,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,480,8,0.0
8,6.05,8,19,5,1407438900,41.891971508,-87.612945414,41.892042136,-87.63186395,1.1,,17031081700,Cash,5864 - Thomas Owusu,420,8,0.0
8,36.25,8,19,1,1440356400,41.891971508,-87.612945414,41.97907082,-87.903039661,17.8,,17031980000,Cash,,1980,76,0.0
8,6.45,7,14,1,1404656100,41.891971508,-87.612945414,41.900265687,-87.63210922,1.5,,17031081000,Cash,Taxi Affiliation Services,360,8,0.0
8,6.05,3,22,6,1394837100,41.891971508,-87.612945414,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,360,8,0.0
8,10.65,1,10,4,1388572200,41.891971508,-87.612945414,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Choice Taxi Association,900,7,2.1
8,8.85,8,17,3,1440522900,41.891971508,-87.612945414,41.914616286,-87.631717366,2.5,,17031071500,Credit Card,,600,7,2.0
8,7.65,7,18,4,1435774500,41.891971508,-87.612945414,41.914616286,-87.631717366,1.9,,17031071500,Cash,Taxi Affiliation Services,300,7,0.0
8,9.65,4,12,5,1397133900,41.891971508,-87.612945414,41.877406123,-87.621971652,2.0,,17031320400,Cash,Taxi Affiliation Services,900,32,0.0
8,7.25,8,21,4,1376514000,41.891971508,-87.612945414,41.877406123,-87.621971652,0.0,,17031320400,Cash,Northwest Management LLC,420,32,0.0
8,7.05,5,17,1,1430673300,41.891971508,-87.612945414,41.877406123,-87.621971652,1.6,,17031320400,Cash,Choice Taxi Association,480,32,0.0
8,6.65,3,13,4,1426686300,41.891971508,-87.612945414,41.877406123,-87.621971652,1.3,,17031320400,Credit Card,Northwest Management LLC,420,32,3.0
8,7.25,4,15,7,1429975800,41.891971508,-87.612945414,41.877406123,-87.621971652,2.0,,17031320400,Cash,Dispatch Taxi Affiliation,480,32,0.0
8,12.25,12,12,1,1388318400,41.891971508,-87.612945414,41.936159071,-87.661265218,4.4,,17031062800,Cash,Taxi Affiliation Services,720,6,0.0
8,9.25,3,23,7,1394322300,41.891971508,-87.612945414,41.859349715,-87.617358006,3.0,,17031330100,Credit Card,Taxi Affiliation Services,540,33,2.0
8,9.25,10,12,6,1382705100,41.891971508,-87.612945414,41.859349715,-87.617358006,0.24,,17031330100,Cash,,660,33,0.0
8,10.85,9,23,5,1442530800,41.891971508,-87.612945414,41.906025969,-87.675311622,3.6,,17031241400,Credit Card,,660,24,2.0
8,7.45,7,22,3,1406068200,41.891971508,-87.612945414,41.907520075,-87.6266589,0.0,,17031080100,Credit Card,Taxi Affiliation Services,540,8,3.0
8,12.05,5,21,4,1401311700,41.891971508,-87.612945414,41.936237179,-87.656411531,0.2,,17031062900,Cash,Taxi Affiliation Services,720,6,0.0
8,8.85,7,0,5,1437612300,41.891971508,-87.612945414,41.922082541,-87.634156093,0.1,,17031071400,Cash,Blue Ribbon Taxi Association Inc.,480,7,0.0
8,10.65,12,18,1,1417976100,41.891971508,-87.612945414,41.922082541,-87.634156093,3.2,,17031071400,Cash,,600,7,0.0
8,4.25,5,9,3,1369732500,41.891971508,-87.612945414,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,120,8,2.0
8,5.85,9,18,2,1378144800,41.891971508,-87.612945414,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
8,5.65,9,21,7,1379798100,41.891971508,-87.612945414,41.890922026,-87.618868355,0.9,,17031081403,Cash,KOAM Taxi Association,360,8,0.0
8,5.65,7,16,3,1438100100,41.891971508,-87.612945414,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,360,8,2.0
8,5.45,4,14,7,1428156000,41.891971508,-87.612945414,41.884987192,-87.620992913,1.0,,17031320100,Cash,Dispatch Taxi Affiliation,240,32,0.0
8,6.45,4,9,2,1365414300,41.891971508,-87.612945414,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
8,6.25,8,20,3,1376425800,41.891971508,-87.612945414,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
8,8.45,7,16,7,1374336900,41.891971508,-87.612945414,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,780,32,0.0
8,6.25,9,22,2,1380578400,41.891971508,-87.612945414,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
8,6.65,6,18,7,1403978400,41.891971508,-87.612945414,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
8,6.25,11,14,1,1448805600,41.891971508,-87.612945414,41.884987192,-87.620992913,1.4,,17031320100,Cash,,300,32,0.0
8,6.85,5,16,1,1431274500,41.891971508,-87.612945414,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
8,5.65,7,16,7,1436026500,41.891971508,-87.612945414,41.884987192,-87.620992913,0.8,,17031320100,Cash,,360,32,0.0
8,9.65,10,10,4,1444819500,41.891971508,-87.612945414,41.884987192,-87.620992913,1.5,,17031320100,Cash,Choice Taxi Association,1020,32,0.0
8,5.65,7,16,2,1373904900,41.891971508,-87.612945414,41.884987192,-87.620992913,1.2,,17031320100,Cash,,300,32,0.0
8,7.75,3,11,7,1458992700,41.891971508,-87.612945414,41.884987192,-87.620992913,1.5,,17031320100,Cash,,540,32,0.0
8,5.25,4,15,1,1430060400,41.891971508,-87.612945414,41.884987192,-87.620992913,1.0,,17031320100,Cash,,240,32,0.0
8,6.25,8,8,6,1440146700,41.891971508,-87.612945414,41.884987192,-87.620992913,1.3,,17031320100,Cash,,360,32,0.0
8,5.45,11,9,6,1415958300,41.891971508,-87.612945414,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,,300,32,1.0
8,8.5,1,9,4,1453887000,41.891971508,-87.612945414,41.880994471,-87.632746489,1.8,,17031839100,Credit Card,,540,32,2.0
8,6.05,9,0,6,1441325700,41.891971508,-87.612945414,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,8.45,4,16,6,1397232000,41.891971508,-87.612945414,41.880994471,-87.632746489,0.1,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,660,32,0.0
8,8.25,8,12,7,1409402700,41.891971508,-87.612945414,41.880994471,-87.632746489,2.2,,17031839100,Cash,,600,32,0.0
8,8.25,5,13,6,1370005200,41.891971508,-87.612945414,41.880994471,-87.632746489,0.1,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
8,8.05,12,11,5,1386243900,41.891971508,-87.612945414,41.880994471,-87.632746489,0.1,,17031839100,Credit Card,Taxi Affiliation Services,540,32,1.0
8,9.25,6,15,7,1370705400,41.891971508,-87.612945414,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,720,32,0.0
8,3.25,12,18,1,1418580000,41.891971508,-87.612945414,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,0,8,0.0
8,7.65,7,17,6,1404493200,41.891971508,-87.612945414,41.891971508,-87.612945414,1.1,,17031081402,Cash,,720,8,0.0
8,4.25,3,11,6,1396004400,41.891971508,-87.612945414,41.891971508,-87.612945414,0.0,,17031081402,Cash,Choice Taxi Association,180,8,0.0
8,3.25,9,11,7,1378554300,41.891971508,-87.612945414,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Dispatch Taxi Affiliation,0,8,0.0
8,3.85,4,21,7,1429393500,41.891971508,-87.612945414,41.891971508,-87.612945414,0.3,,17031081402,Cash,Taxi Affiliation Services,60,8,0.0
8,3.65,5,20,7,1400962500,41.891971508,-87.612945414,41.891971508,-87.612945414,0.2,,17031081402,Cash,,120,8,0.0
8,11.25,8,23,5,1375398900,41.891971508,-87.612945414,41.936310131,-87.651562592,0.2,,17031063000,Cash,Taxi Affiliation Services,600,6,0.0
8,8.45,9,19,3,1443553200,41.891971508,-87.612945414,41.879255084,-87.642648998,1.8,,17031281900,Credit Card,Dispatch Taxi Affiliation,660,28,1.0
8,9.45,10,15,6,1412349300,41.891971508,-87.612945414,41.879255084,-87.642648998,2.1,,17031281900,Credit Card,,780,28,2.0
8,6.85,7,13,4,1375277400,41.891971508,-87.612945414,41.879255084,-87.642648998,0.09,,17031281900,Cash,,540,28,0.0
8,7.25,11,14,3,1384267500,41.891971508,-87.612945414,41.902788048,-87.62614559,1.5,,17031081202,Credit Card,,480,8,3.0
8,6.25,7,23,4,1438211700,41.891971508,-87.612945414,41.892072635,-87.628874157,1.16,,17031081600,Credit Card,,360,8,1.0
8,5.85,2,0,1,1361061000,41.891971508,-87.612945414,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,300,8,0.0
8,8.05,1,7,7,1421478000,41.891971508,-87.612945414,41.885300022,-87.642808466,1.9,,17031280100,Credit Card,Dispatch Taxi Affiliation,420,28,1.5
8,8.85,8,14,7,1376748000,41.891971508,-87.612945414,41.885300022,-87.642808466,0.21,,17031280100,Cash,,660,28,0.0
8,8.45,1,10,3,1358848800,41.891971508,-87.612945414,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,600,28,0.0
8,6.65,7,22,4,1375310700,41.891971508,-87.612945414,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,300,28,0.0
8,5.85,7,20,5,1437684300,41.891971508,-87.612945414,41.89503345,-87.619710672,1.0,,17031081401,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,5.45,6,18,7,1402166700,41.891971508,-87.612945414,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,240,8,0.0
8,7.65,5,11,7,1368271800,41.891971508,-87.612945414,41.870607372,-87.622172937,0.0,,17031320600,Cash,Dispatch Taxi Affiliation,420,32,0.0
8,8.45,12,19,7,1419102900,41.891971508,-87.612945414,41.870607372,-87.622172937,1.9,,17031320600,Cash,Choice Taxi Association,660,32,0.0
8,8.65,8,18,7,1408816800,41.891971508,-87.612945414,41.870607372,-87.622172937,0.1,,17031320600,Cash,Taxi Affiliation Services,720,32,0.0
8,7.45,12,16,1,1451233800,41.891971508,-87.612945414,41.899155613,-87.626210532,1.5,,17031081201,Cash,Taxi Affiliation Services,600,8,0.0
8,6.25,12,20,6,1386360000,41.891971508,-87.612945414,41.89321636,-87.63784421,0.0,,17031081800,Cash,Northwest Management LLC,480,8,0.0
8,8.0,7,22,6,1468620000,41.891971508,-87.612945414,41.89321636,-87.63784421,1.7,,17031081800,Cash,,540,8,0.0
8,6.05,10,20,7,1413665100,41.891971508,-87.612945414,41.898331794,-87.620762865,0.9,,17031081300,Cash,Taxi Affiliation Services,480,8,0.0
8,7.05,5,14,7,1431180000,41.891971508,-87.612945414,41.898331794,-87.620762865,1.2,,17031081300,Cash,,540,8,0.0
8,6.85,8,17,4,1407950100,41.891971508,-87.612945414,41.898331794,-87.620762865,1.5,,17031081300,Credit Card,Choice Taxi Association,480,8,1.5
8,8.05,5,15,7,1399734000,41.891971508,-87.612945414,41.898331794,-87.620762865,1.2,,17031081300,Cash,,780,8,0.0
8,5.85,5,17,6,1400866200,41.891971508,-87.612945414,41.898331794,-87.620762865,1.0,,17031081300,Cash,,420,8,0.0
8,6.85,10,8,7,1445071500,41.891971508,-87.612945414,41.904935302,-87.649907226,1.7,,17031842200,Credit Card,,360,8,1.0
6,14.25,10,2,5,1444270500,41.946294536,-87.654298084,41.892507781,-87.626214906,5.3,,17031081500,Cash,Taxi Affiliation Services,1080,8,0.0
6,8.25,8,2,7,1440208800,41.946294536,-87.654298084,41.921877461,-87.66407824,0.1,,17031832500,Credit Card,Taxi Affiliation Services,660,7,1.0
6,8.85,9,19,6,1379703600,41.946294536,-87.654298084,41.921877461,-87.66407824,0.23,,17031832500,Cash,,720,7,0.0
6,14.05,5,1,1,1369531800,41.946294536,-87.654298084,41.892042136,-87.63186395,5.2,,17031081700,Credit Card,,900,8,0.0
6,4.45,11,22,7,1385245800,41.946294536,-87.654298084,41.949060526,-87.661642904,0.0,,17031061200,Cash,Taxi Affiliation Services,180,6,0.0
6,6.45,1,1,1,1420335000,41.946294536,-87.654298084,41.958154876,-87.653021789,1.6,,17031032100,Cash,,300,3,0.0
6,6.25,8,23,6,1440198000,41.946294536,-87.654298084,41.928967266,-87.656156831,0.0,,17031070400,Cash,Blue Ribbon Taxi Association Inc.,420,7,0.0
6,7.85,2,3,1,1393124400,41.946294536,-87.654298084,41.921778188,-87.651061884,1.8,,17031071100,Cash,Choice Taxi Association,660,7,0.0
6,9.65,10,21,7,1445115600,41.946294536,-87.654298084,41.914616286,-87.631717366,2.5,,17031071500,Cash,KOAM Taxi Association,900,7,0.0
6,11.05,10,3,7,1414206000,41.946294536,-87.654298084,41.914616286,-87.631717366,3.6,,17031071500,Credit Card,Choice Taxi Association,900,7,2.4
6,6.25,8,20,7,1377375300,41.946294536,-87.654298084,41.938391258,-87.63857492,1.3,,17031063200,Cash,,420,6,0.0
6,5.85,4,2,6,1428029100,41.946294536,-87.654298084,41.938391258,-87.63857492,1.2,,17031063200,Credit Card,,300,6,3.0
6,8.45,9,0,7,1410568200,41.946294536,-87.654298084,41.934539716,-87.643022804,0.0,,17031063301,Credit Card,Dispatch Taxi Affiliation,720,6,2.0
6,11.45,6,2,1,1402193700,41.946294536,-87.654298084,41.928391397,-87.704907236,4.0,,17031220500,Cash,Choice Taxi Association,900,22,0.0
6,6.45,1,22,7,1420928100,41.946294536,-87.654298084,41.936237179,-87.656411531,1.0,,17031062900,Cash,,540,6,0.0
6,7.25,5,19,6,1430507700,41.946294536,-87.654298084,41.957843375,-87.676373281,1.8,,17031050100,Cash,,540,5,0.0
6,14.25,3,1,7,1458956700,41.946294536,-87.654298084,41.905857769,-87.630865027,4.2,,17031080202,Credit Card,,840,8,3.81
6,12.85,9,0,4,1442364300,41.946294536,-87.654298084,41.890922026,-87.618868355,5.0,,17031081403,Cash,Taxi Affiliation Services,720,8,0.0
6,11.45,12,2,7,1386384300,41.946294536,-87.654298084,41.921273105,-87.68508211,0.0,,17031221600,Cash,Taxi Affiliation Services,840,22,0.0
6,6.45,8,1,1,1376182800,41.946294536,-87.654298084,41.934659157,-87.646729729,0.0,,17031063400,Cash,Taxi Affiliation Services,480,6,0.0
6,15.65,7,22,7,1374357600,41.946294536,-87.654298084,41.884987192,-87.620992913,0.3,,17031320100,Cash,Taxi Affiliation Services,1200,32,0.0
6,15.45,4,23,6,1429918200,41.946294536,-87.654298084,41.884987192,-87.620992913,6.0,,17031320100,Credit Card,,960,32,3.09
6,16.65,1,23,7,1358637300,41.946294536,-87.654298084,41.880994471,-87.632746489,0.4,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,900,32,0.0
6,16.64,6,22,6,1403907300,41.946294536,-87.654298084,41.880994471,-87.632746489,5.8,,17031839100,Credit Card,,1320,32,0.0
6,13.25,5,19,2,1432581300,41.946294536,-87.654298084,41.891971508,-87.612945414,5.2,,17031081402,Cash,,660,8,0.0
6,3.25,6,21,7,1370727900,41.946294536,-87.654298084,41.946294536,-87.654298084,0.0,,17031832000,Cash,Blue Ribbon Taxi Association Inc.,0,6,0.0
6,4.05,1,2,1,1358042400,41.946294536,-87.654298084,41.946294536,-87.654298084,0.2,,17031832000,Cash,,120,6,0.0
6,15.25,3,20,7,1426365000,41.946294536,-87.654298084,41.946294536,-87.654298084,4.8,,17031832000,Cash,,1320,6,0.0
6,3.85,8,1,7,1438391700,41.946294536,-87.654298084,41.946294536,-87.654298084,0.1,,17031832000,Cash,Taxi Affiliation Services,120,6,0.0
6,8.85,8,2,1,1408241700,41.946294536,-87.654298084,41.921854911,-87.646210977,1.6,,17031071200,Credit Card,Northwest Management LLC,840,7,1.0
6,7.45,9,2,1,1378606500,41.946294536,-87.654298084,41.921854911,-87.646210977,0.0,,17031071200,Cash,Taxi Affiliation Services,540,7,0.0
6,7.85,12,2,1,1385865900,41.946294536,-87.654298084,41.921854911,-87.646210977,1.8,,17031071200,Cash,Taxi Affiliation Services,600,7,0.0
6,7.05,5,23,7,1430608500,41.946294536,-87.654298084,41.943237122,-87.643470956,1.4,,17031061901,Cash,Choice Taxi Association,540,6,0.0
6,4.65,11,8,4,1383725700,41.946294536,-87.654298084,41.936310131,-87.651562592,0.6,,17031063000,Cash,Dispatch Taxi Affiliation,180,6,0.0
6,13.05,4,0,1,1397952900,41.946294536,-87.654298084,41.900221297,-87.629105186,3.8,,17031081100,Cash,,1380,8,0.0
6,15.65,3,3,7,1426907700,41.946294536,-87.654298084,41.879255084,-87.642648998,6.5,,17031281900,Credit Card,,720,28,3.33
6,6.25,4,1,7,1428111900,41.946294536,-87.654298084,41.929046937,-87.651310877,0.0,,17031070300,Cash,Taxi Affiliation Services,360,7,0.0
6,5.85,5,3,7,1368241200,41.946294536,-87.654298084,41.929046937,-87.651310877,1.2,,17031070300,Cash,,300,7,0.0
6,6.05,6,18,7,1403980200,41.946294536,-87.654298084,41.929046937,-87.651310877,0.0,,17031070300,Cash,Taxi Affiliation Services,360,7,0.0
6,10.65,4,22,5,1396565100,41.946294536,-87.654298084,41.912364354,-87.675062757,3.5,,17031240300,Credit Card,,840,24,3.0
6,4.65,12,11,7,1418470200,41.946294536,-87.654298084,41.94258518,-87.656644092,0.7,,17031062200,Credit Card,Choice Taxi Association,180,6,3.0
6,6.45,8,22,3,1439936100,41.946294536,-87.654298084,41.929077655,-87.646293476,1.6,,17031070200,Cash,,420,7,0.0
6,13.45,10,3,1,1382843700,41.946294536,-87.654298084,42.000320306,-87.6631268,0.52,,17031010503,Credit Card,,780,1,2.39
6,10.85,3,4,1,1426998600,41.946294536,-87.654298084,41.899155613,-87.626210532,4.1,,17031081201,Credit Card,Taxi Affiliation Services,540,8,2.35
6,12.45,9,17,6,1378489500,41.946294536,-87.654298084,41.899155613,-87.626210532,4.2,,17031081201,Cash,,960,8,0.0
6,4.05,8,1,6,1408671000,41.946294536,-87.654298084,41.942691844,-87.651770507,0.3,,17031062100,Cash,,180,6,0.0
6,5.05,9,1,1,1380418200,41.946294536,-87.654298084,41.945282331,-87.661545096,0.0,,17031061500,Cash,Taxi Affiliation Services,240,6,0.0
6,18.25,3,9,5,1458810000,41.946294536,-87.654298084,41.89321636,-87.63784421,5.0,,17031081800,Cash,,1620,8,0.0
6,11.45,3,22,1,1363557600,41.946294536,-87.654298084,41.898331794,-87.620762865,0.2,,17031081300,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
6,12.45,3,23,7,1362267000,41.946294536,-87.654298084,41.898331794,-87.620762865,4.6,,17031081300,Cash,,720,8,0.0
6,4.05,10,1,1,1443922200,41.946294536,-87.654298084,41.949829346,-87.64396537,0.0,,17031060900,Credit Card,Taxi Affiliation Services,120,6,1.0
6,20.25,10,19,6,1382730300,41.946294536,-87.654298084,41.87866742,-87.671653621,0.0,,17031838100,Cash,Taxi Affiliation Services,1680,28,0.0
6,8.65,11,21,7,1447537500,41.946294536,-87.654298084,41.91922505,-87.671445766,0.1,,17031832300,Credit Card,Taxi Affiliation Services,540,22,2.0
7,9.45,2,0,1,1360456200,41.921854911,-87.646210977,41.950442599,-87.68350623,0.0,,17031050500,Credit Card,Taxi Affiliation Services,720,5,2.0
7,5.05,5,4,7,1401510600,41.921854911,-87.646210977,41.93057857,-87.642206313,0.9,,17031070102,Cash,Taxi Affiliation Services,240,7,0.0
7,5.85,4,1,7,1429319700,41.921854911,-87.646210977,41.934762456,-87.639853859,0.0,,17031063302,Credit Card,Blue Ribbon Taxi Association Inc.,420,6,3.0
7,10.45,2,22,7,1425163500,41.921854911,-87.646210977,41.906025969,-87.675311622,3.1,,17031241400,Credit Card,,900,24,2.0
7,5.65,10,23,6,1380929400,41.921854911,-87.646210977,41.936237179,-87.656411531,0.9,,17031062900,Credit Card,,300,6,1.0
7,5.05,9,20,1,1441570500,41.921854911,-87.646210977,41.922082541,-87.634156093,1.2,,17031071400,Credit Card,Dispatch Taxi Affiliation,300,7,3.0
7,10.45,9,19,2,1443467700,41.921854911,-87.646210977,41.890922026,-87.618868355,3.1,,17031081403,Cash,,840,8,0.0
7,6.65,7,21,7,1373751000,41.921854911,-87.646210977,41.934659157,-87.646729729,1.4,,17031063400,Credit Card,,420,6,2.0
7,3.25,10,1,7,1382751000,41.921854911,-87.646210977,41.921854911,-87.646210977,0.0,,17031071200,Cash,,0,7,0.0
7,3.25,1,21,5,1357852500,41.921854911,-87.646210977,41.921854911,-87.646210977,0.0,,17031071200,Cash,Blue Ribbon Taxi Association Inc.,0,7,0.0
7,6.25,12,18,7,1418494500,41.921854911,-87.646210977,41.936310131,-87.651562592,1.2,,17031063000,Cash,Taxi Affiliation Services,420,6,0.0
7,11.45,3,1,1,1362275100,41.921854911,-87.646210977,41.879066994,-87.657005027,0.0,,17031833100,Credit Card,Taxi Affiliation Services,900,28,2.0
7,8.45,6,4,1,1404014400,41.921854911,-87.646210977,41.949220914,-87.651970395,2.4,,17031061000,Credit Card,Taxi Affiliation Services,600,6,2.0
7,9.05,9,15,1,1410706800,41.921854911,-87.646210977,41.892072635,-87.628874157,2.6,,17031081600,Cash,,660,8,0.0
7,9.25,1,21,1,1358715600,41.921854911,-87.646210977,41.912364354,-87.675062757,2.7,,17031240300,Cash,,660,24,0.0
7,8.75,3,22,5,1458252900,41.921854911,-87.646210977,41.89321636,-87.63784421,2.0,,17031081800,Credit Card,Top Cab Affiliation,540,8,2.0
7,5.85,6,2,7,1370658600,41.921854911,-87.646210977,41.904935302,-87.649907226,0.0,,17031842200,Credit Card,Blue Ribbon Taxi Association Inc.,240,8,2.0
6,60.05,7,11,2,1437391800,41.944226601,-87.655998182,,,29.5,,,Cash,,3240,,0.0
6,7.25,2,5,5,1360214100,41.944226601,-87.655998182,,,1.95,,,Cash,,360,,0.0
6,24.85,5,2,7,1369449900,41.944226601,-87.655998182,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1740,,0.0
6,47.25,5,23,3,1368572400,41.944226601,-87.655998182,,,23.9,,,Credit Card,,1920,,7.0
6,0.0,2,8,4,1361954700,41.944226601,-87.655998182,,,0.0,,,No Charge,Chicago Elite Cab Corp.,7200,,0.0
6,18.45,2,8,1,1423989000,41.944226601,-87.655998182,,,7.6,,,Cash,Taxi Affiliation Services,1260,,0.0
6,19.65,7,4,5,1437021900,41.944226601,-87.655998182,,,8.7,,,Cash,Taxi Affiliation Services,1140,,0.0
6,26.45,9,1,5,1443056400,41.944226601,-87.655998182,,,12.0,,,Credit Card,Dispatch Taxi Affiliation,1740,,4.0
6,17.64,3,1,7,1394846100,41.944226601,-87.655998182,42.001571027,-87.695012589,7.4,,,Credit Card,,1020,2,3.53
6,12.45,2,18,7,1360432800,41.944226601,-87.655998182,41.901206994,-87.676355989,3.9,,,Credit Card,,1140,24,3.0
6,8.85,5,10,1,1369563300,41.944226601,-87.655998182,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,540,24,0.0
6,12.85,8,2,1,1438482600,41.944226601,-87.655998182,41.901206994,-87.676355989,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1140,24,0.0
6,12.45,12,17,2,1388425500,41.944226601,-87.655998182,41.901206994,-87.676355989,3.8,,,Cash,Northwest Management LLC,1140,24,0.0
6,14.25,4,12,7,1428754500,41.944226601,-87.655998182,41.901206994,-87.676355989,3.5,,,Credit Card,,1560,24,3.0
6,13.85,12,15,6,1450451700,41.944226601,-87.655998182,41.901206994,-87.676355989,4.0,,,Cash,,1440,24,0.0
6,13.45,2,12,5,1423140300,41.944226601,-87.655998182,41.901206994,-87.676355989,0.2,,,Credit Card,Blue Ribbon Taxi Association Inc.,1260,24,2.0
6,16.85,9,17,1,1379265300,41.944226601,-87.655998182,41.901206994,-87.676355989,0.3,,,Credit Card,Taxi Affiliation Services,1800,24,3.35
6,10.45,10,21,1,1445204700,41.944226601,-87.655998182,41.901206994,-87.676355989,3.6,,,Credit Card,Choice Taxi Association,660,24,3.1
6,17.25,10,18,4,1383158700,41.944226601,-87.655998182,41.901206994,-87.676355989,5.4,,,Credit Card,,1800,24,2.75
6,16.05,9,23,1,1443396600,41.944226601,-87.655998182,41.901206994,-87.676355989,4.5,,,Cash,Taxi Affiliation Services,1680,24,0.0
6,14.05,7,10,5,1406196000,41.944226601,-87.655998182,41.878865584,-87.625192142,5.8,,,Credit Card,Choice Taxi Association,780,32,1.0
6,18.05,7,10,5,1438251300,41.944226601,-87.655998182,41.878865584,-87.625192142,6.3,,,Cash,Dispatch Taxi Affiliation,1680,32,0.0
6,18.64,6,7,3,1402988400,41.944226601,-87.655998182,41.878865584,-87.625192142,6.5,,,Cash,,1740,32,0.0
6,15.05,5,8,5,1369296000,41.944226601,-87.655998182,41.878865584,-87.625192142,5.8,,,Credit Card,,1080,32,4.01
6,12.65,1,15,5,1357227900,41.944226601,-87.655998182,41.878865584,-87.625192142,0.0,,,Credit Card,Taxi Affiliation Services,600,32,2.5
6,15.25,5,17,6,1400259600,41.944226601,-87.655998182,41.878865584,-87.625192142,5.0,,,Cash,,1440,32,0.0
6,14.45,5,5,7,1401512400,41.944226601,-87.655998182,41.878865584,-87.625192142,5.4,,,No Charge,Dispatch Taxi Affiliation,960,32,0.0
6,14.45,3,1,6,1364518800,41.944226601,-87.655998182,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,840,32,0.0
6,16.45,12,8,2,1419237000,41.944226601,-87.655998182,41.878865584,-87.625192142,6.3,,,Credit Card,,1080,32,4.11
6,12.65,6,6,2,1433140200,41.944226601,-87.655998182,41.878865584,-87.625192142,0.0,,,Cash,Dispatch Taxi Affiliation,660,32,0.0
6,18.05,4,8,2,1365408000,41.944226601,-87.655998182,41.878865584,-87.625192142,5.8,,,Credit Card,,1920,32,3.61
6,16.65,7,20,6,1374264900,41.944226601,-87.655998182,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,1020,32,0.0
6,15.45,2,17,6,1425059100,41.944226601,-87.655998182,41.878865584,-87.625192142,5.9,,,Cash,,960,32,0.0
6,15.45,4,7,6,1397202300,41.944226601,-87.655998182,41.878865584,-87.625192142,0.0,,,Cash,Dispatch Taxi Affiliation,960,32,0.0
6,12.45,11,9,2,1447665300,41.944226601,-87.655998182,41.878865584,-87.625192142,4.9,,,Credit Card,,780,32,3.11
6,11.65,7,9,6,1436520600,41.944226601,-87.655998182,41.878865584,-87.625192142,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,900,32,0.0
6,16.64,8,8,2,1440404100,41.944226601,-87.655998182,41.878865584,-87.625192142,6.7,,,Cash,,1200,32,0.0
6,14.65,12,16,2,1417452300,41.944226601,-87.655998182,41.878865584,-87.625192142,5.6,,,Cash,Taxi Affiliation Services,960,32,0.0
6,13.45,6,6,4,1401862500,41.944226601,-87.655998182,41.878865584,-87.625192142,5.4,,,Cash,Taxi Affiliation Services,720,32,0.0
6,12.75,10,5,1,1477803600,41.944226601,-87.655998182,42.009622881,-87.670166857,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,840,1,0.0
6,13.05,1,2,1,1390702500,41.944226601,-87.655998182,42.009622881,-87.670166857,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,960,1,10.35
6,12.45,2,9,7,1391245200,41.944226601,-87.655998182,42.009622881,-87.670166857,4.8,,,Credit Card,Choice Taxi Association,780,1,2.45
6,12.05,6,8,3,1434442500,41.944226601,-87.655998182,42.009622881,-87.670166857,4.2,,,Cash,Chicago Medallion Management,1020,1,0.0
6,13.65,11,3,1,1446954300,41.944226601,-87.655998182,42.009622881,-87.670166857,0.3,,,Credit Card,Blue Ribbon Taxi Association Inc.,900,1,2.9
6,12.45,12,0,2,1450053900,41.944226601,-87.655998182,42.009622881,-87.670166857,4.2,,,Cash,Northwest Management LLC,1020,1,0.0
6,17.5,10,2,7,1475289000,41.944226601,-87.655998182,42.009622881,-87.670166857,5.6,,,Credit Card,Dispatch Taxi Affiliation,1080,1,2.0
6,3.25,8,19,1,1407092400,41.944226601,-87.655998182,42.009622881,-87.670166857,0.0,,,Credit Card,,0,1,3.85
6,5.25,2,22,7,1423951200,41.944226601,-87.655998182,41.96581197,-87.655878786,1.1,,,Credit Card,Dispatch Taxi Affiliation,180,3,2.0
6,6.05,9,1,7,1442627100,41.944226601,-87.655998182,41.96581197,-87.655878786,1.2,,,Credit Card,Taxi Affiliation Services,360,3,2.0
6,12.25,2,16,2,1361810700,41.944226601,-87.655998182,41.96581197,-87.655878786,32.0,,,Cash,Taxi Affiliation Services,1200,3,0.0
6,7.25,10,0,2,1413763200,41.944226601,-87.655998182,41.96581197,-87.655878786,1.8,,,Credit Card,,420,3,2.0
6,7.25,11,2,5,1478138400,41.944226601,-87.655998182,41.96581197,-87.655878786,1.3,,,Credit Card,Northwest Management LLC,540,3,1.0
6,6.65,1,1,3,1358212500,41.944226601,-87.655998182,41.96581197,-87.655878786,1.2,,,Cash,,240,3,0.0
6,5.85,10,1,5,1443663000,41.944226601,-87.655998182,41.96581197,-87.655878786,1.5,,,Credit Card,,300,3,2.0
6,7.45,3,4,5,1394685000,41.944226601,-87.655998182,41.96581197,-87.655878786,2.1,,,Cash,,420,3,0.0
6,8.65,2,23,1,1391384700,41.944226601,-87.655998182,41.96581197,-87.655878786,2.6,,,Cash,KOAM Taxi Association,600,3,0.0
6,5.85,1,0,2,1358123400,41.944226601,-87.655998182,41.96581197,-87.655878786,1.3,,,Cash,,300,3,0.0
6,5.65,7,19,5,1437678000,41.944226601,-87.655998182,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,360,3,0.0
6,8.45,3,15,6,1426259700,41.944226601,-87.655998182,41.96581197,-87.655878786,2.1,,,Cash,,720,3,0.0
6,9.05,5,0,2,1369009800,41.944226601,-87.655998182,41.96581197,-87.655878786,0.0,,,No Charge,Dispatch Taxi Affiliation,540,3,0.0
6,9.25,8,23,7,1376780400,41.944226601,-87.655998182,41.96581197,-87.655878786,2.6,,,Cash,,780,3,0.0
6,7.45,12,19,1,1386531900,41.944226601,-87.655998182,41.96581197,-87.655878786,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,720,3,0.0
6,8.45,3,6,1,1427005800,41.944226601,-87.655998182,41.96581197,-87.655878786,2.4,,,Credit Card,Taxi Affiliation Services,600,3,2.0
6,5.05,7,15,5,1437664500,41.944226601,-87.655998182,41.96581197,-87.655878786,1.0,,,Cash,Taxi Affiliation Services,360,3,0.0
6,8.45,11,9,7,1448703000,41.944226601,-87.655998182,41.96581197,-87.655878786,2.7,,,Cash,Taxi Affiliation Services,360,3,0.0
6,6.45,9,21,6,1442612700,41.944226601,-87.655998182,41.96581197,-87.655878786,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,420,3,3.0
6,8.65,5,2,3,1431396000,41.944226601,-87.655998182,41.96581197,-87.655878786,0.0,,,Credit Card,Taxi Affiliation Services,540,3,2.0
6,6.85,12,22,3,1387925100,41.944226601,-87.655998182,41.96581197,-87.655878786,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,420,3,1.0
6,5.45,2,12,1,1361105100,41.944226601,-87.655998182,41.96581197,-87.655878786,0.8,,,Cash,Choice Taxi Association,300,3,0.0
6,6.05,4,21,3,1398201300,41.944226601,-87.655998182,41.96581197,-87.655878786,1.2,,,Credit Card,Taxi Affiliation Services,360,3,2.0
6,6.65,8,2,6,1376621100,41.944226601,-87.655998182,41.96581197,-87.655878786,0.15,,,Cash,,360,3,0.0
6,11.25,1,10,2,1451901600,41.944226601,-87.655998182,41.938666196,-87.711210593,0.0,,,Cash,Taxi Affiliation Services,840,21,0.0
6,4.45,1,4,4,1388549700,41.944226601,-87.655998182,41.938666196,-87.711210593,0.55,,,Cash,,180,21,0.0
6,10.05,3,14,5,1363270500,41.944226601,-87.655998182,41.938666196,-87.711210593,2.9,,,Credit Card,,780,21,3.0
6,8.65,11,2,3,1447728300,41.944226601,-87.655998182,41.938666196,-87.711210593,2.7,,,Credit Card,,540,21,2.0
6,13.65,6,8,7,1370680200,41.944226601,-87.655998182,41.899602111,-87.633308037,5.4,,,Credit Card,,780,8,3.0
6,12.65,2,12,2,1424692800,41.944226601,-87.655998182,41.899602111,-87.633308037,4.5,,,Credit Card,Taxi Affiliation Services,780,8,2.5
6,13.65,4,20,7,1397335500,41.944226601,-87.655998182,41.899602111,-87.633308037,5.3,,,Credit Card,,840,8,3.0
6,11.05,9,14,1,1378046700,41.944226601,-87.655998182,41.899602111,-87.633308037,4.3,,,Cash,,540,8,0.0
6,8.0,7,13,1,1467550800,41.944226601,-87.655998182,41.899602111,-87.633308037,1.9,,,Credit Card,,480,8,1.0
6,12.05,9,21,2,1409607000,41.944226601,-87.655998182,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,420,8,2.0
6,8.25,8,20,3,1409084100,41.944226601,-87.655998182,41.899602111,-87.633308037,2.0,,,Cash,,660,8,0.0
6,10.65,8,11,6,1377257400,41.944226601,-87.655998182,41.899602111,-87.633308037,3.4,,,Cash,,660,8,0.0
6,12.65,9,2,3,1441678500,41.944226601,-87.655998182,41.899602111,-87.633308037,4.7,,,Credit Card,Taxi Affiliation Services,780,8,0.0
6,16.45,9,14,7,1411222500,41.944226601,-87.655998182,41.899602111,-87.633308037,4.5,,,Cash,,1740,8,0.0
6,9.45,10,14,7,1381588200,41.944226601,-87.655998182,41.899602111,-87.633308037,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,540,8,2.55
6,13.0,2,12,6,1455280200,41.944226601,-87.655998182,41.899602111,-87.633308037,3.8,,,Credit Card,Taxi Affiliation Services,600,8,2.8
6,9.25,1,0,7,1422060300,41.944226601,-87.655998182,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,480,8,0.0
6,12.85,10,15,3,1414509300,41.944226601,-87.655998182,41.899602111,-87.633308037,4.5,,,Cash,Taxi Affiliation Services,780,8,0.0
6,8.05,8,22,2,1441060200,41.944226601,-87.655998182,41.899602111,-87.633308037,2.4,,,Credit Card,Taxi Affiliation Services,540,8,2.0
6,13.05,8,10,2,1407753000,41.944226601,-87.655998182,41.899602111,-87.633308037,0.2,,,Cash,Taxi Affiliation Services,900,8,0.0
6,10.85,1,15,1,1420384500,41.944226601,-87.655998182,41.899602111,-87.633308037,3.6,,,Credit Card,Choice Taxi Association,660,8,2.15
6,12.25,3,7,2,1396250100,41.944226601,-87.655998182,41.899602111,-87.633308037,4.1,,,Cash,,1080,8,0.0
6,9.05,9,11,7,1379763000,41.944226601,-87.655998182,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,480,8,0.0
6,13.05,6,16,3,1403628300,41.944226601,-87.655998182,41.899602111,-87.633308037,4.3,,,Cash,Taxi Affiliation Services,960,8,0.0
6,10.45,7,17,4,1374685200,41.944226601,-87.655998182,41.899602111,-87.633308037,3.4,,,Cash,,600,8,3.0
6,11.65,1,17,3,1390324500,41.944226601,-87.655998182,41.899602111,-87.633308037,3.3,,,Cash,,1080,8,0.0
6,12.45,1,13,6,1391174100,41.944226601,-87.655998182,41.899602111,-87.633308037,4.2,,,Credit Card,,840,8,3.0
6,15.5,11,1,1,1478394900,41.944226601,-87.655998182,41.899602111,-87.633308037,4.6,,,Cash,Dispatch Taxi Affiliation,1080,8,0.0
6,16.65,4,12,1,1367152200,41.944226601,-87.655998182,41.899602111,-87.633308037,4.0,,,Cash,Northwest Management LLC,1920,8,0.0
6,10.25,7,1,4,1436923800,41.944226601,-87.655998182,41.899602111,-87.633308037,3.7,,,Credit Card,,540,8,3.0
6,9.45,11,9,6,1448617500,41.944226601,-87.655998182,41.899602111,-87.633308037,0.2,,,Credit Card,Taxi Affiliation Services,420,8,0.0
6,15.65,6,23,6,1434756600,41.944226601,-87.655998182,41.899602111,-87.633308037,0.53,,,Cash,,1320,8,0.0
6,14.85,7,15,6,1405698300,41.944226601,-87.655998182,41.899602111,-87.633308037,5.3,,,Cash,Taxi Affiliation Services,1140,8,0.0
6,12.45,5,9,7,1430558100,41.944226601,-87.655998182,41.899602111,-87.633308037,4.3,,,Cash,,780,8,0.0
6,7.65,10,1,2,1382922900,41.944226601,-87.655998182,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,480,8,0.0
6,7.25,9,23,2,1379977200,41.944226601,-87.655998182,41.899602111,-87.633308037,2.0,,,Cash,,420,8,0.0
6,12.45,9,17,4,1378921500,41.944226601,-87.655998182,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,660,8,0.0
6,11.45,7,12,6,1437739200,41.944226601,-87.655998182,41.899602111,-87.633308037,4.1,,,Cash,,660,8,0.0
6,9.65,12,22,5,1450994400,41.944226601,-87.655998182,41.899602111,-87.633308037,3.3,,,Credit Card,Northwest Management LLC,480,8,2.0
6,9.85,6,10,2,1402912800,41.944226601,-87.655998182,41.899602111,-87.633308037,3.5,,,Cash,,420,8,0.0
6,13.25,5,18,5,1432837800,41.944226601,-87.655998182,41.899602111,-87.633308037,3.7,,,Cash,,1380,8,0.0
6,17.85,8,20,6,1407528000,41.944226601,-87.655998182,41.899602111,-87.633308037,4.7,,,Cash,Taxi Affiliation Services,2160,8,0.0
6,19.0,3,9,2,1458552600,41.944226601,-87.655998182,41.899602111,-87.633308037,6.4,,,No Charge,Dispatch Taxi Affiliation,1380,8,0.0
6,13.65,12,20,2,1419885900,41.944226601,-87.655998182,41.899602111,-87.633308037,0.3,,,Credit Card,Taxi Affiliation Services,900,8,1.46
6,13.25,4,10,6,1398421800,41.944226601,-87.655998182,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,720,8,0.0
6,15.25,8,17,1,1408295700,41.944226601,-87.655998182,41.899602111,-87.633308037,5.5,,,Credit Card,Dispatch Taxi Affiliation,1140,8,0.0
6,15.25,4,4,1,1459658700,41.944226601,-87.655998182,41.899602111,-87.633308037,4.8,,,Credit Card,Chicago Medallion Leasing INC,780,8,3.25
6,16.45,9,9,2,1380532500,41.944226601,-87.655998182,41.899602111,-87.633308037,0.1,,,Cash,Dispatch Taxi Affiliation,1680,8,0.0
6,16.45,10,23,5,1443740400,41.944226601,-87.655998182,41.899602111,-87.633308037,6.4,,,Cash,Dispatch Taxi Affiliation,960,8,0.0
6,14.25,7,23,2,1406590200,41.944226601,-87.655998182,41.899602111,-87.633308037,4.9,,,Cash,Taxi Affiliation Services,1080,8,0.0
6,12.65,12,16,7,1418489100,41.944226601,-87.655998182,41.899602111,-87.633308037,3.6,,,Credit Card,,1260,8,2.0
6,14.65,11,11,4,1384343100,41.944226601,-87.655998182,41.899602111,-87.633308037,5.6,,,Cash,,960,8,0.0
6,12.05,9,15,6,1409930100,41.944226601,-87.655998182,41.899602111,-87.633308037,0.2,,,Cash,Taxi Affiliation Services,600,8,0.0
6,9.25,3,12,4,1425471300,41.944226601,-87.655998182,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,420,8,0.0
6,11.05,11,12,1,1415534400,41.944226601,-87.655998182,41.899602111,-87.633308037,4.0,,,Cash,Taxi Affiliation Services,600,8,0.0
6,30.85,1,4,2,1420433100,41.944226601,-87.655998182,41.980264315,-87.913624596,14.8,,,Cash,,1440,76,0.0
6,38.25,2,5,6,1455255900,41.944226601,-87.655998182,41.980264315,-87.913624596,0.9,,,Cash,Taxi Affiliation Services,1500,76,0.0
6,30.65,3,6,1,1395557100,41.944226601,-87.655998182,41.980264315,-87.913624596,14.4,,,Cash,Dispatch Taxi Affiliation,1620,76,0.0
6,34.85,11,6,4,1447827300,41.944226601,-87.655998182,41.980264315,-87.913624596,15.5,,,Credit Card,,2820,76,7.37
6,31.25,6,4,6,1403844300,41.944226601,-87.655998182,41.980264315,-87.913624596,14.9,,,Credit Card,Taxi Affiliation Services,1380,76,6.65
6,31.65,1,5,2,1421645400,41.944226601,-87.655998182,41.980264315,-87.913624596,15.4,,,Cash,,1500,76,0.0
6,29.25,12,6,3,1386051300,41.944226601,-87.655998182,41.980264315,-87.913624596,0.0,,,Credit Card,Taxi Affiliation Services,1440,76,6.25
6,42.0,11,10,5,1479982500,41.944226601,-87.655998182,41.980264315,-87.913624596,16.5,,,Credit Card,,1620,76,7.5
6,35.45,7,8,5,1406794500,41.944226601,-87.655998182,41.79259236,-87.769615453,16.9,,,No Charge,Northwest Management LLC,2220,56,0.0
6,35.45,9,10,4,1442398500,41.944226601,-87.655998182,41.79259236,-87.769615453,16.0,,,Cash,Choice Taxi Association,2280,56,0.0
6,32.04,6,6,4,1403073000,41.944226601,-87.655998182,41.79259236,-87.769615453,15.4,,,Cash,,1800,56,0.0
6,36.85,7,13,1,1373808600,41.944226601,-87.655998182,41.79259236,-87.769615453,1.0,,,Cash,Taxi Affiliation Services,2040,56,0.0
6,36.05,12,7,7,1450511100,41.944226601,-87.655998182,41.79259236,-87.769615453,17.6,,,Cash,KOAM Taxi Association,1740,56,0.0
6,38.65,10,7,2,1413791100,41.944226601,-87.655998182,41.79259236,-87.769615453,1.1,,,Credit Card,Blue Ribbon Taxi Association Inc.,2760,56,5.0
6,31.45,3,6,5,1427350500,41.944226601,-87.655998182,41.79259236,-87.769615453,0.9,,,Credit Card,Taxi Affiliation Services,1440,56,10.0
6,22.65,10,23,4,1381360500,41.944226601,-87.655998182,41.985015101,-87.804532006,10.2,,,Cash,Choice Taxi Association,1380,10,0.0
6,12.45,6,21,1,1401658200,41.944226601,-87.655998182,41.953582125,-87.72345239,4.1,,,Credit Card,Dispatch Taxi Affiliation,1020,16,0.0
6,9.65,10,20,1,1413144000,41.944226601,-87.655998182,41.953582125,-87.72345239,0.1,,,Cash,Taxi Affiliation Services,720,16,0.0
6,3.25,11,21,6,1448054100,41.944226601,-87.655998182,41.953582125,-87.72345239,0.0,,,Cash,,60,16,0.0
6,12.05,10,6,4,1413355500,41.944226601,-87.655998182,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,840,16,0.0
6,11.85,5,14,7,1400337900,41.944226601,-87.655998182,41.953582125,-87.72345239,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,1080,16,0.0
6,15.25,3,7,5,1458198900,41.944226601,-87.655998182,41.953582125,-87.72345239,3.6,,,Credit Card,,1320,16,1.0
6,11.25,6,0,4,1435104900,41.944226601,-87.655998182,41.953582125,-87.72345239,3.1,,,Cash,Northwest Management LLC,960,16,0.0
6,10.45,11,5,6,1417151700,41.944226601,-87.655998182,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,540,16,0.0
6,11.25,7,0,4,1468973700,41.944226601,-87.655998182,41.953582125,-87.72345239,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,780,16,0.0
6,17.64,12,1,1,1385860500,41.944226601,-87.655998182,41.953582125,-87.72345239,4.7,,,Cash,,1800,16,0.0
6,26.05,1,2,5,1388628000,41.944226601,-87.655998182,41.857183858,-87.620334624,11.0,,,Cash,,1980,33,0.0
6,4.85,4,14,2,1396881000,41.944226601,-87.655998182,41.944226601,-87.655998182,0.7,,,Cash,Taxi Affiliation Services,240,6,0.0
6,5.65,8,2,7,1440208800,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,300,6,0.0
6,5.0,11,11,2,1479728700,41.944226601,-87.655998182,41.944226601,-87.655998182,0.6,,,Cash,,240,6,0.0
6,4.65,11,16,1,1384101000,41.944226601,-87.655998182,41.944226601,-87.655998182,0.7,,,Credit Card,,180,6,2.0
6,6.45,12,0,2,1418604300,41.944226601,-87.655998182,41.944226601,-87.655998182,1.7,,,Cash,Taxi Affiliation Services,420,6,0.0
6,6.05,11,7,3,1383636600,41.944226601,-87.655998182,41.944226601,-87.655998182,1.3,,,Credit Card,,360,6,1.5
6,6.45,2,21,5,1360273500,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,420,6,2.0
6,4.45,8,4,2,1375677900,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,120,6,0.0
6,7.65,12,23,5,1417735800,41.944226601,-87.655998182,41.944226601,-87.655998182,2.1,,,No Charge,Dispatch Taxi Affiliation,540,6,0.0
6,4.65,5,11,7,1400326200,41.944226601,-87.655998182,41.944226601,-87.655998182,0.5,,,Cash,,240,6,0.0
6,5.05,5,0,4,1432081800,41.944226601,-87.655998182,41.944226601,-87.655998182,1.0,,,Cash,,180,6,0.0
6,3.25,12,8,2,1386578700,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Chicago Elite Cab Corp. (Chicago Carriag,0,6,0.0
6,6.65,10,18,6,1446230700,41.944226601,-87.655998182,41.944226601,-87.655998182,1.3,,,Cash,,420,6,0.0
6,5.45,11,16,2,1383580800,41.944226601,-87.655998182,41.944226601,-87.655998182,1.0,,,Cash,Dispatch Taxi Affiliation,240,6,0.0
6,7.05,7,19,7,1437248700,41.944226601,-87.655998182,41.944226601,-87.655998182,1.6,,,Cash,KOAM Taxi Association,480,6,0.0
6,4.0,9,23,6,1475279100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.3,,,Cash,Taxi Affiliation Services,120,6,0.0
6,5.45,4,22,3,1396996200,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,300,6,0.0
6,6.45,3,0,1,1363480200,41.944226601,-87.655998182,41.944226601,-87.655998182,1.6,,,Credit Card,,300,6,3.0
6,7.25,6,8,7,1370076300,41.944226601,-87.655998182,41.944226601,-87.655998182,1.8,,,Cash,,420,6,0.0
6,5.05,2,13,5,1423143900,41.944226601,-87.655998182,41.944226601,-87.655998182,0.7,,,Cash,Taxi Affiliation Services,240,6,0.0
6,7.05,7,20,5,1436472000,41.944226601,-87.655998182,41.944226601,-87.655998182,0.1,,,Credit Card,Taxi Affiliation Services,480,6,2.0
6,6.45,12,17,3,1419356700,41.944226601,-87.655998182,41.944226601,-87.655998182,1.0,,,Cash,Taxi Affiliation Services,540,6,0.0
6,5.65,10,14,3,1444747500,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,360,6,1.0
6,4.85,8,12,4,1377692100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,240,6,0.0
6,3.25,4,22,5,1397772900,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,,0,6,0.0
6,5.45,8,16,6,1377273600,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Credit Card,Northwest Management LLC,300,6,1.0
6,5.85,3,2,5,1362622500,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Unknown,Chicago Elite Cab Corp.,300,6,0.0
6,4.0,3,17,3,1458666000,41.944226601,-87.655998182,41.944226601,-87.655998182,0.3,,,Cash,,120,6,0.0
6,3.85,2,23,2,1422918000,41.944226601,-87.655998182,41.944226601,-87.655998182,0.2,,,Cash,Dispatch Taxi Affiliation,120,6,0.0
6,5.65,3,21,2,1363036500,41.944226601,-87.655998182,41.944226601,-87.655998182,10.0,,,Cash,Taxi Affiliation Services,300,6,0.0
6,5.05,8,15,6,1376063100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,240,6,0.0
6,4.5,1,22,7,1453587300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.5,,,Cash,Choice Taxi Association,180,6,0.0
6,6.05,8,3,7,1439608500,41.944226601,-87.655998182,41.944226601,-87.655998182,1.3,,,Credit Card,Taxi Affiliation Services,360,6,1.4
6,8.85,8,15,1,1439132400,41.944226601,-87.655998182,41.944226601,-87.655998182,2.3,,,Cash,Choice Taxi Association,720,6,0.0
6,3.45,3,22,4,1394663400,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Choice Taxi Association,60,6,0.0
6,4.65,12,10,1,1450607400,41.944226601,-87.655998182,41.944226601,-87.655998182,0.7,,,Cash,,180,6,0.0
6,4.65,1,15,7,1390662900,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,240,6,0.0
6,5.85,11,4,2,1448858700,41.944226601,-87.655998182,41.944226601,-87.655998182,1.1,,,Cash,,240,6,0.0
6,6.25,4,8,4,1366188300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,300,6,0.0
6,6.05,3,9,1,1396171800,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,300,6,0.0
6,5.45,2,3,2,1391398200,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,300,6,0.0
6,6.45,7,0,7,1437179400,41.944226601,-87.655998182,41.944226601,-87.655998182,1.3,,,Cash,Dispatch Taxi Affiliation,420,6,0.0
6,5.45,5,12,4,1368014400,41.944226601,-87.655998182,41.944226601,-87.655998182,0.8,,,Cash,,360,6,0.0
6,4.85,5,9,3,1369732500,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,240,6,2.0
6,5.25,5,1,1,1368320400,41.944226601,-87.655998182,41.944226601,-87.655998182,0.9,,,Cash,,240,6,0.0
6,6.25,7,12,4,1436358600,41.944226601,-87.655998182,41.944226601,-87.655998182,4.6,,,Cash,Choice Taxi Association,420,6,0.0
6,5.45,9,2,7,1443234600,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,300,6,2.0
6,6.85,1,16,3,1421166600,41.944226601,-87.655998182,41.944226601,-87.655998182,1.7,,,Cash,Taxi Affiliation Services,420,6,0.0
6,4.85,1,1,2,1451871900,41.944226601,-87.655998182,41.944226601,-87.655998182,0.9,,,Cash,,180,6,0.0
6,4.05,3,0,7,1396053000,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,120,6,2.0
6,6.45,10,8,3,1444723200,41.944226601,-87.655998182,41.944226601,-87.655998182,1.5,,,Cash,Taxi Affiliation Services,420,6,0.0
6,4.65,9,0,4,1380068100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.7,,,Cash,Dispatch Taxi Affiliation,180,6,0.0
6,5.85,3,12,5,1395316800,41.944226601,-87.655998182,41.944226601,-87.655998182,0.12,,,Cash,,300,6,0.0
6,4.45,4,0,2,1396830600,41.944226601,-87.655998182,41.944226601,-87.655998182,0.6,,,Cash,,180,6,0.0
6,5.25,3,20,4,1394654400,41.944226601,-87.655998182,41.944226601,-87.655998182,0.8,,,Credit Card,,300,6,2.0
6,5.65,11,19,6,1447443900,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,360,6,2.0
6,3.25,10,1,3,1445302800,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Choice Taxi Association,0,6,0.0
6,6.05,7,8,3,1438071300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Dispatch Taxi Affiliation,360,6,0.0
6,4.25,5,3,6,1430449200,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,180,6,2.0
6,5.05,7,20,2,1372708800,41.944226601,-87.655998182,41.944226601,-87.655998182,0.5,,,Cash,,240,6,0.0
6,4.65,10,19,2,1412622000,41.944226601,-87.655998182,41.944226601,-87.655998182,0.6,,,Cash,Taxi Affiliation Services,180,6,0.0
6,5.65,12,14,3,1448981100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.9,,,Credit Card,Taxi Affiliation Services,360,6,0.81
6,6.65,8,18,1,1408903200,41.944226601,-87.655998182,41.944226601,-87.655998182,1.4,,,Cash,,420,6,0.0
6,5.05,5,20,6,1432932300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.8,,,Cash,Taxi Affiliation Services,240,6,0.0
6,5.5,12,16,6,1482508800,41.944226601,-87.655998182,41.944226601,-87.655998182,0.6,,,Cash,Taxi Affiliation Services,360,6,0.0
6,6.25,5,7,6,1399014000,41.944226601,-87.655998182,41.944226601,-87.655998182,1.4,,,Cash,,360,6,0.0
6,12.45,2,13,2,1359982800,41.944226601,-87.655998182,41.944226601,-87.655998182,36.0,,,Cash,Taxi Affiliation Services,960,6,0.0
6,5.25,9,2,1,1378608300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,300,6,1.0
6,7.05,9,0,6,1378428300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,360,6,0.0
6,4.45,3,23,5,1395358200,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,180,6,0.0
6,5.45,6,4,6,1403236800,41.944226601,-87.655998182,41.944226601,-87.655998182,0.7,,,Cash,,300,6,0.0
6,16.85,11,16,1,1448813700,41.944226601,-87.655998182,41.944226601,-87.655998182,5.6,,,Credit Card,,1200,6,3.37
6,7.85,4,8,3,1396340100,41.944226601,-87.655998182,41.944226601,-87.655998182,1.6,,,Cash,,660,6,0.0
6,4.45,12,4,5,1386822600,41.944226601,-87.655998182,41.944226601,-87.655998182,0.6,,,Cash,,120,6,0.0
6,5.45,5,23,6,1432337400,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,240,6,0.0
6,6.75,5,8,2,1463991300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,420,6,0.0
6,5.85,1,1,2,1388970900,41.944226601,-87.655998182,41.944226601,-87.655998182,1.5,,,Credit Card,Dispatch Taxi Affiliation,360,6,3.0
6,7.05,6,17,2,1372093200,41.944226601,-87.655998182,41.944226601,-87.655998182,1.5,,,Cash,,480,6,0.0
6,3.25,6,1,2,1465175700,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Choice Taxi Association,0,6,0.0
6,5.85,3,15,4,1395242100,41.944226601,-87.655998182,41.944226601,-87.655998182,1.1,,,Cash,Taxi Affiliation Services,360,6,0.0
6,4.45,11,15,1,1384700400,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,180,6,0.0
6,6.85,11,0,6,1385685000,41.944226601,-87.655998182,41.944226601,-87.655998182,0.17,,,Cash,,360,6,0.0
6,7.65,4,12,3,1366721100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,600,6,0.0
6,6.25,8,15,1,1438528500,41.944226601,-87.655998182,41.944226601,-87.655998182,0.9,,,Cash,,480,6,0.0
6,4.05,11,23,6,1447458300,41.944226601,-87.655998182,41.944226601,-87.655998182,0.5,,,Cash,Dispatch Taxi Affiliation,60,6,0.0
6,5.05,7,20,1,1373832900,41.944226601,-87.655998182,41.944226601,-87.655998182,0.8,,,Cash,KOAM Taxi Association,240,6,0.0
6,5.65,12,20,3,1417552200,41.944226601,-87.655998182,41.944226601,-87.655998182,1.1,,,Cash,Northwest Management LLC,360,6,0.0
6,6.25,3,14,6,1364567400,41.944226601,-87.655998182,41.944226601,-87.655998182,1.3,,,Cash,,360,6,0.0
6,8.25,7,20,2,1406577600,41.944226601,-87.655998182,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,660,6,0.0
6,9.05,6,15,7,1371913200,41.944226601,-87.655998182,41.944226601,-87.655998182,2.7,,,Cash,,540,6,0.0
6,8.45,3,15,3,1363102200,41.944226601,-87.655998182,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,660,6,0.0
6,4.85,3,22,7,1396133100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.9,,,Cash,Dispatch Taxi Affiliation,180,6,0.0
6,7.05,11,10,6,1384510500,41.944226601,-87.655998182,41.944226601,-87.655998182,1.7,,,Credit Card,,480,6,0.0
6,5.05,4,2,4,1430272800,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,240,6,0.0
6,7.25,5,17,6,1367603100,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,540,6,1.5
6,7.05,12,8,6,1449216900,41.944226601,-87.655998182,41.944226601,-87.655998182,1.2,,,Cash,,540,6,0.0
6,7.45,3,12,4,1394626500,41.944226601,-87.655998182,41.944226601,-87.655998182,1.0,,,Cash,Dispatch Taxi Affiliation,660,6,0.0
6,6.05,4,1,1,1397958300,41.944226601,-87.655998182,41.944226601,-87.655998182,1.3,,,Credit Card,Taxi Affiliation Services,360,6,2.0
6,5.05,12,0,1,1449360900,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,360,6,0.0
6,4.65,4,3,2,1397444400,41.944226601,-87.655998182,41.944226601,-87.655998182,0.7,,,Cash,,180,6,0.0
6,7.65,3,8,2,1394441100,41.944226601,-87.655998182,41.944226601,-87.655998182,1.7,,,Cash,Dispatch Taxi Affiliation,600,6,0.0
6,4.85,4,2,2,1429495200,41.944226601,-87.655998182,41.944226601,-87.655998182,0.7,,,Cash,Taxi Affiliation Services,240,6,0.0
6,8.25,3,21,3,1363727700,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,600,6,3.0
6,3.25,8,22,7,1407623400,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,,0,6,0.0
6,9.44,10,16,6,1382716800,41.944226601,-87.655998182,41.944226601,-87.655998182,1.9,,,Cash,,900,6,0.0
6,4.05,5,19,1,1431891000,41.944226601,-87.655998182,41.944226601,-87.655998182,0.4,,,Cash,Chicago Medallion Management,120,6,0.0
6,6.45,9,2,5,1378348200,41.944226601,-87.655998182,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,420,6,0.0
6,6.25,3,15,7,1457191800,41.944226601,-87.655998182,41.944226601,-87.655998182,1.0,,,Cash,Taxi Affiliation Services,300,6,0.0
6,4.85,12,10,7,1387015200,41.944226601,-87.655998182,41.944226601,-87.655998182,0.6,,,Credit Card,Taxi Affiliation Services,300,6,2.0
6,24.65,11,21,6,1447449300,41.944226601,-87.655998182,41.794090253,-87.592310855,11.6,,,Cash,,1320,41,0.0
6,15.85,2,2,7,1424484000,41.944226601,-87.655998182,41.983636307,-87.723583185,0.61,,,Credit Card,,1140,13,3.47
6,26.05,2,20,5,1423169100,41.944226601,-87.655998182,41.817366208,-87.698860797,12.0,,,Cash,,1500,58,0.0
6,10.5,9,15,3,1474990200,41.944226601,-87.655998182,41.947791586,-87.683834942,0.1,,,Credit Card,Taxi Affiliation Services,780,5,0.0
6,7.85,8,0,1,1438476300,41.944226601,-87.655998182,41.947791586,-87.683834942,0.1,,,Credit Card,Taxi Affiliation Services,600,5,4.0
6,7.65,1,21,6,1422651600,41.944226601,-87.655998182,41.947791586,-87.683834942,2.0,,,Cash,Taxi Affiliation Services,480,5,0.0
6,7.05,11,8,3,1416905100,41.944226601,-87.655998182,41.947791586,-87.683834942,1.8,,,Cash,,420,5,0.0
6,6.05,11,11,1,1384081200,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Cash,Choice Taxi Association,360,5,0.0
6,6.45,8,22,7,1375567200,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,420,5,0.0
6,6.85,10,5,1,1381640400,41.944226601,-87.655998182,41.947791586,-87.683834942,1.7,,,Cash,Dispatch Taxi Affiliation,360,5,0.0
6,3.85,6,19,3,1434482100,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,60,5,0.0
6,5.85,5,3,7,1399690800,41.944226601,-87.655998182,41.947791586,-87.683834942,1.3,,,Credit Card,Taxi Affiliation Services,300,5,1.15
6,6.85,5,3,1,1430624700,41.944226601,-87.655998182,41.947791586,-87.683834942,1.8,,,Credit Card,Dispatch Taxi Affiliation,360,5,0.03
6,6.45,10,0,7,1412987400,41.944226601,-87.655998182,41.947791586,-87.683834942,1.4,,,Cash,,300,5,0.0
6,9.65,12,18,6,1417804200,41.944226601,-87.655998182,41.947791586,-87.683834942,2.9,,,Cash,Choice Taxi Association,720,5,0.0
6,6.05,10,20,2,1445889600,41.944226601,-87.655998182,41.947791586,-87.683834942,1.2,,,Cash,Taxi Affiliation Services,360,5,0.0
6,8.45,9,3,3,1378178100,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,540,5,0.0
6,7.65,7,23,2,1405985400,41.944226601,-87.655998182,41.947791586,-87.683834942,2.1,,,Cash,Northwest Management LLC,480,5,0.0
6,7.25,5,19,3,1432666800,41.944226601,-87.655998182,41.947791586,-87.683834942,1.6,,,Cash,Taxi Affiliation Services,600,5,0.0
6,7.65,3,17,5,1394732700,41.944226601,-87.655998182,41.947791586,-87.683834942,1.7,,,Cash,,660,5,0.0
6,8.05,1,8,4,1390379400,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,540,5,0.0
6,8.45,11,19,7,1448132400,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,720,5,0.0
6,5.85,3,11,7,1394276400,41.944226601,-87.655998182,41.947791586,-87.683834942,1.2,,,Cash,Dispatch Taxi Affiliation,360,5,0.0
6,6.25,2,18,4,1391625900,41.944226601,-87.655998182,41.947791586,-87.683834942,1.4,,,Cash,,360,5,0.0
6,7.75,8,23,4,1472687100,41.944226601,-87.655998182,41.947791586,-87.683834942,1.8,,,Credit Card,Taxi Affiliation Services,540,5,2.0
6,6.05,2,18,1,1361729700,41.944226601,-87.655998182,41.947791586,-87.683834942,1.5,,,Cash,,300,5,0.0
6,5.45,6,4,4,1435120200,41.944226601,-87.655998182,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,180,5,0.0
6,16.85,12,22,5,1451601900,41.944226601,-87.655998182,41.954027649,-87.763399032,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1320,15,0.0
6,13.65,8,7,3,1407222000,41.944226601,-87.655998182,41.874005383,-87.66351755,5.2,,,Cash,,780,28,0.0
6,24.05,2,17,6,1393004700,41.944226601,-87.655998182,41.874005383,-87.66351755,8.5,,,Cash,,2160,28,0.0
6,12.25,6,7,1,1433663100,41.944226601,-87.655998182,41.874005383,-87.66351755,4.6,,,Cash,,600,28,0.0
6,17.45,6,12,3,1435666500,41.944226601,-87.655998182,41.874005383,-87.66351755,7.2,,,Credit Card,Taxi Affiliation Services,960,28,3.45
6,15.25,12,19,5,1386877500,41.944226601,-87.655998182,41.874005383,-87.66351755,0.55,,,Cash,,1140,28,0.0
6,17.25,11,8,1,1416126600,41.944226601,-87.655998182,41.874005383,-87.66351755,7.4,,,Credit Card,Taxi Affiliation Services,960,28,3.45
6,16.0,2,7,5,1455778800,41.944226601,-87.655998182,41.874005383,-87.66351755,4.7,,,Cash,,1140,28,0.0
6,17.45,2,19,4,1392231600,41.944226601,-87.655998182,41.874005383,-87.66351755,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,1860,28,3.45
6,16.05,9,7,6,1379057400,41.944226601,-87.655998182,41.874005383,-87.66351755,0.0,,,Cash,Choice Taxi Association,1320,28,0.0
6,12.05,3,12,7,1425729600,41.944226601,-87.655998182,41.922686284,-87.649488729,4.1,,,Cash,,780,7,0.0
6,3.65,12,14,2,1449498600,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,60,7,0.0
6,6.65,6,14,7,1434809700,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,480,7,2.0
6,5.45,5,21,4,1401311700,41.944226601,-87.655998182,41.922686284,-87.649488729,2.5,,,Cash,Dispatch Taxi Affiliation,240,7,0.0
6,7.0,7,16,7,1468082700,41.944226601,-87.655998182,41.922686284,-87.649488729,1.3,,,Credit Card,,480,7,2.0
6,9.0,9,16,7,1474734600,41.944226601,-87.655998182,41.922686284,-87.649488729,2.0,,,Cash,,780,7,0.0
6,8.25,8,12,7,1377950400,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,840,7,0.0
6,9.25,2,16,7,1360428300,41.944226601,-87.655998182,41.922686284,-87.649488729,2.8,,,Cash,,600,7,0.0
6,11.5,2,10,6,1456480800,41.944226601,-87.655998182,41.922686284,-87.649488729,3.3,,,Cash,Taxi Affiliation Services,660,7,0.0
6,9.05,6,12,7,1403352900,41.944226601,-87.655998182,41.922686284,-87.649488729,2.6,,,Cash,Taxi Affiliation Services,660,7,0.0
6,9.25,2,22,6,1360361700,41.944226601,-87.655998182,41.922686284,-87.649488729,2.7,,,Cash,,720,7,0.0
6,5.65,11,22,2,1446502500,41.944226601,-87.655998182,41.922686284,-87.649488729,1.1,,,Credit Card,KOAM Taxi Association,300,7,2.0
6,6.05,2,14,4,1392214500,41.944226601,-87.655998182,41.922686284,-87.649488729,1.4,,,Cash,Taxi Affiliation Services,300,7,0.0
6,8.85,5,19,5,1368730800,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Dispatch Taxi Affiliation,840,7,0.0
6,6.25,10,2,2,1413167400,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,360,7,0.0
6,7.45,4,22,1,1366582500,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,480,7,0.0
6,9.45,2,6,6,1423808100,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,720,7,0.0
6,7.25,5,1,1,1368926100,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Credit Card,Dispatch Taxi Affiliation,480,7,3.0
6,6.65,3,16,6,1395420300,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Credit Card,Taxi Affiliation Services,480,7,3.0
6,6.25,12,14,1,1387116000,41.944226601,-87.655998182,41.922686284,-87.649488729,1.2,,,Cash,Taxi Affiliation Services,420,7,0.0
6,7.25,9,23,1,1379286000,41.944226601,-87.655998182,41.922686284,-87.649488729,1.6,,,Cash,Taxi Affiliation Services,540,7,0.0
6,8.45,11,14,2,1448289900,41.944226601,-87.655998182,41.922686284,-87.649488729,0.1,,,Cash,Taxi Affiliation Services,660,7,0.0
6,9.75,6,16,6,1466179200,41.944226601,-87.655998182,41.922686284,-87.649488729,1.9,,,Cash,,840,7,0.0
6,6.65,8,21,6,1376084700,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,420,7,0.0
6,6.65,1,23,7,1359243000,41.944226601,-87.655998182,41.922686284,-87.649488729,1.8,,,Cash,,360,7,0.0
6,6.05,12,13,1,1419771600,41.944226601,-87.655998182,41.922686284,-87.649488729,1.2,,,Cash,Top Cab Affiliation,360,7,0.0
6,7.85,12,15,6,1386947700,41.944226601,-87.655998182,41.922686284,-87.649488729,0.2,,,Cash,,540,7,0.0
6,10.05,6,6,7,1435386600,41.944226601,-87.655998182,41.922686284,-87.649488729,3.5,,,Credit Card,Taxi Affiliation Services,420,7,5.0
6,13.0,10,23,6,1475883900,41.944226601,-87.655998182,41.922686284,-87.649488729,3.8,,,Credit Card,Dispatch Taxi Affiliation,720,7,2.8
6,9.85,7,23,5,1373586300,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,720,7,0.0
6,10.25,1,0,7,1390609800,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1140,7,0.0
6,8.85,3,12,4,1363781700,41.944226601,-87.655998182,41.922686284,-87.649488729,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,420,7,0.0
6,6.45,3,12,1,1427632200,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,480,7,0.0
6,4.25,1,21,2,1420492500,41.944226601,-87.655998182,41.922686284,-87.649488729,0.6,,,Cash,Choice Taxi Association,180,7,0.0
6,5.85,6,12,4,1370434500,41.944226601,-87.655998182,41.922686284,-87.649488729,1.3,,,Cash,,240,7,0.0
6,6.65,3,3,3,1395716400,41.944226601,-87.655998182,41.922686284,-87.649488729,1.8,,,Cash,Taxi Affiliation Services,360,7,0.0
6,7.45,1,16,1,1358700300,41.944226601,-87.655998182,41.922686284,-87.649488729,1.9,,,Cash,,480,7,0.0
6,9.25,6,16,1,1370795400,41.944226601,-87.655998182,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,720,7,0.0
6,16.65,3,1,3,1395107100,41.944226601,-87.655998182,41.978829526,-87.771166703,0.4,,,Cash,Taxi Affiliation Services,840,11,0.0
6,12.45,6,1,6,1371171600,41.944226601,-87.655998182,41.968069,-87.721559063,0.0,,,Cash,Taxi Affiliation Services,900,14,0.0
6,16.25,5,9,6,1401440400,41.944226601,-87.655998182,41.968069,-87.721559063,5.7,,,Cash,Taxi Affiliation Services,1380,14,0.0
6,21.85,10,3,1,1412478000,41.944226601,-87.655998182,41.968069,-87.721559063,8.8,,,Cash,,1740,14,0.0
6,19.85,7,1,7,1435973400,41.944226601,-87.655998182,41.929297368,-87.798032181,8.0,,,Credit Card,,1620,18,3.97
6,13.0,3,23,7,1457824500,41.944226601,-87.655998182,41.975170943,-87.687515515,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,720,4,0.0
6,10.05,8,23,7,1440891000,41.944226601,-87.655998182,41.975170943,-87.687515515,3.2,,,Cash,,660,4,0.0
6,8.05,5,21,3,1368566100,41.944226601,-87.655998182,41.975170943,-87.687515515,2.1,,,Cash,,540,4,0.0
6,8.5,4,20,1,1461528000,41.944226601,-87.655998182,41.975170943,-87.687515515,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,480,4,0.0
6,8.45,5,17,6,1400260500,41.944226601,-87.655998182,41.975170943,-87.687515515,1.8,,,Credit Card,Dispatch Taxi Affiliation,780,4,4.0
6,12.25,5,23,7,1431817200,41.944226601,-87.655998182,41.975170943,-87.687515515,3.4,,,Cash,,1200,4,0.0
6,6.45,4,20,3,1366145100,41.944226601,-87.655998182,41.975170943,-87.687515515,1.4,,,Cash,,360,4,0.0
6,8.25,8,0,6,1438906500,41.944226601,-87.655998182,41.975170943,-87.687515515,2.3,,,Cash,Dispatch Taxi Affiliation,540,4,0.0
6,12.65,11,15,3,1446563700,41.944226601,-87.655998182,41.975170943,-87.687515515,4.3,,,Cash,Top Cab Affiliation,960,4,0.0
6,7.85,7,2,5,1437617700,41.944226601,-87.655998182,41.975170943,-87.687515515,0.1,,,Cash,Taxi Affiliation Services,480,4,0.0
6,7.25,6,22,5,1402007400,41.944226601,-87.655998182,41.975170943,-87.687515515,1.8,,,Cash,Taxi Affiliation Services,480,4,0.0
6,9.65,4,18,2,1364840100,41.944226601,-87.655998182,41.975170943,-87.687515515,2.6,,,Cash,,840,4,0.0
6,13.45,5,19,6,1431717300,41.944226601,-87.655998182,41.975170943,-87.687515515,3.1,,,Cash,Taxi Affiliation Services,1560,4,0.0
6,12.85,12,13,7,1419080400,41.944226601,-87.655998182,41.92276062,-87.699155343,0.2,,,Credit Card,Taxi Affiliation Services,1140,22,3.2
6,17.85,11,16,4,1384964100,41.944226601,-87.655998182,41.92276062,-87.699155343,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1920,22,0.0
6,12.25,12,22,7,1417903200,41.944226601,-87.655998182,41.92276062,-87.699155343,3.9,,,Credit Card,,1140,22,2.45
6,14.25,2,19,7,1391888700,41.944226601,-87.655998182,41.92276062,-87.699155343,4.6,,,Cash,,1440,22,0.0
6,13.45,6,8,1,1434875400,41.944226601,-87.655998182,41.92276062,-87.699155343,4.6,,,Credit Card,Taxi Affiliation Services,900,22,0.0
6,15.45,8,18,6,1377888300,41.944226601,-87.655998182,41.92276062,-87.699155343,0.2,,,Credit Card,Taxi Affiliation Services,1620,22,0.0
6,14.65,3,21,7,1394917200,41.944226601,-87.655998182,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,1320,22,0.0
6,7.45,9,2,6,1411697700,41.944226601,-87.655998182,41.92276062,-87.699155343,2.2,,,Credit Card,Taxi Affiliation Services,420,22,2.0
6,19.85,3,1,7,1425691800,41.944226601,-87.655998182,41.92276062,-87.699155343,8.3,,,Cash,,1680,22,0.0
6,12.75,3,2,6,1458873900,41.944226601,-87.655998182,41.92276062,-87.699155343,3.6,,,Cash,Taxi Affiliation Services,840,22,0.0
6,9.45,4,18,5,1428603300,41.944226601,-87.655998182,41.92276062,-87.699155343,3.2,,,Cash,,660,22,0.0
6,10.65,1,10,7,1357380900,41.944226601,-87.655998182,41.92276062,-87.699155343,3.4,,,Cash,,780,22,0.0
6,9.85,12,10,1,1386497700,41.944226601,-87.655998182,41.9867118,-87.663416405,3.5,,,Credit Card,,480,77,2.0
6,12.05,3,19,2,1395084600,41.944226601,-87.655998182,41.9867118,-87.663416405,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,600,77,0.0
6,11.65,9,21,5,1409866200,41.944226601,-87.655998182,41.9867118,-87.663416405,4.3,,,Credit Card,Northwest Management LLC,600,77,4.0
6,9.45,2,14,3,1360074600,41.944226601,-87.655998182,41.9867118,-87.663416405,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,720,77,0.0
6,8.25,9,21,1,1442785500,41.944226601,-87.655998182,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,540,77,0.0
6,7.65,1,3,4,1388545200,41.944226601,-87.655998182,41.9867118,-87.663416405,2.1,,,Cash,Dispatch Taxi Affiliation,540,77,0.0
6,7.85,6,19,6,1433530800,41.944226601,-87.655998182,41.9867118,-87.663416405,4.6,,,Credit Card,3152 - 97284 Crystal Abernathy,540,77,2.0
6,12.25,9,18,3,1441133100,41.944226601,-87.655998182,41.9867118,-87.663416405,3.8,,,Cash,,900,77,0.0
6,8.85,7,15,5,1372950900,41.944226601,-87.655998182,41.9867118,-87.663416405,0.1,,,Cash,Taxi Affiliation Services,420,77,0.0
6,9.05,6,1,3,1402967700,41.944226601,-87.655998182,41.9867118,-87.663416405,2.8,,,Cash,Dispatch Taxi Affiliation,480,77,0.0
6,8.85,2,5,4,1360128600,41.944226601,-87.655998182,41.9867118,-87.663416405,0.0,,,Cash,Choice Taxi Association,360,77,0.0
6,12.25,2,1,4,1393378200,41.944226601,-87.655998182,41.9867118,-87.663416405,4.3,,,Cash,Dispatch Taxi Affiliation,960,77,0.0
6,19.45,4,19,5,1366916400,41.944226601,-87.655998182,41.850266366,-87.667569312,7.2,,,Cash,,1680,31,0.0
6,19.25,7,0,5,1437609600,41.944226601,-87.655998182,41.850266366,-87.667569312,7.2,,,Cash,,1500,31,0.0
6,17.65,4,23,4,1429139700,41.944226601,-87.655998182,41.850266366,-87.667569312,0.4,,,Credit Card,Taxi Affiliation Services,1260,31,3.5
6,50.85,6,2,1,1435456800,41.944226601,-87.655998182,41.689729914,-87.669054403,25.2,,,Credit Card,,2760,75,0.0
6,22.05,1,4,1,1359260100,41.944226601,-87.655998182,41.842076117,-87.633973422,0.0,,,Cash,Dispatch Taxi Affiliation,1140,34,0.0
6,51.85,9,2,7,1442025000,41.944226601,-87.655998182,41.694878966,-87.713192497,1.5,,,Cash,Taxi Affiliation Services,3060,74,0.0
6,6.45,8,0,6,1440720900,41.952719111,-87.660503502,41.957735565,-87.683718102,1.4,,17031050200,Cash,Taxi Affiliation Services,480,5,0.0
6,19.65,4,7,2,1397460600,41.952719111,-87.660503502,41.885300022,-87.642808466,7.9,,17031280100,Cash,,1560,28,0.0
28,6.65,11,0,3,1383609600,41.871689474,-87.654092652,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
6,13.45,10,22,7,1381013100,41.946489764,-87.647113634,41.884987192,-87.620992913,0.0,,17031320100,Cash,Northwest Management LLC,780,32,0.0
6,13.05,5,20,7,1401568200,41.946489764,-87.647113634,41.912364354,-87.675062757,4.0,,17031240300,Credit Card,Taxi Affiliation Services,1200,24,2.6
6,4.25,3,4,1,1396152900,41.946489764,-87.647113634,41.949829346,-87.64396537,0.05,,17031060900,Credit Card,,120,6,1.0
6,8.65,8,1,1,1376185500,41.946489764,-87.647113634,41.979912445,-87.664188242,0.0,,17031030800,Cash,Choice Taxi Association,540,77,0.0
8,10.05,7,10,5,1438250400,41.907412816,-87.640901525,41.884987192,-87.620992913,2.2,,17031320100,Cash,Taxi Affiliation Services,1020,32,0.0
8,8.65,12,8,6,1418372100,41.907412816,-87.640901525,41.880994471,-87.632746489,2.2,,17031839100,Credit Card,,720,32,2.0
8,3.25,5,19,3,1400009400,41.907412816,-87.640901525,41.907412816,-87.640901525,0.0,,17031080400,Cash,Chicago Elite Cab Corp. (Chicago Carriag,0,8,0.0
8,6.45,2,20,6,1393619400,41.907412816,-87.640901525,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
8,5.85,3,21,6,1364593500,41.907412816,-87.640901525,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
6,4.25,10,18,2,1412621100,41.943237122,-87.643470956,,,0.0,,,Cash,Taxi Affiliation Services,120,,0.0
6,20.05,8,22,6,1406933100,41.943237122,-87.643470956,41.892042136,-87.63186395,5.4,,17031081700,Credit Card,,2220,8,4.41
6,4.85,9,21,6,1411765200,41.943237122,-87.643470956,41.958154876,-87.653021789,0.9,,17031032100,Cash,Taxi Affiliation Services,180,3,0.0
6,15.25,6,14,1,1403447400,41.943237122,-87.643470956,41.950545696,-87.676182496,0.25,,17031050600,Cash,,1080,5,0.0
6,7.85,6,3,7,1403927100,41.943237122,-87.643470956,41.921701492,-87.655911848,2.1,,17031071000,Cash,Taxi Affiliation Services,480,7,0.0
6,9.45,4,9,7,1396691100,41.943237122,-87.643470956,41.899155613,-87.626210532,0.2,,17031081201,Cash,Taxi Affiliation Services,420,8,0.0
6,9.05,10,22,6,1445034600,41.943237122,-87.643470956,41.90749193,-87.63576009,3.1,,17031080300,Credit Card,Choice Taxi Association,360,8,3.0
22,9.65,5,23,6,1399073400,41.915741193,-87.692256326,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Taxi Affiliation Services,720,28,2.1
6,10.85,1,0,1,1358037900,41.936310131,-87.651562592,41.963633169,-87.652365359,0.0,,17031031502,Credit Card,Dispatch Taxi Affiliation,780,3,1.5
6,12.05,5,20,5,1369340100,41.936310131,-87.651562592,41.892042136,-87.63186395,3.6,,17031081700,Cash,Choice Taxi Association,1140,8,0.0
6,32.85,4,8,3,1398759300,41.936310131,-87.651562592,41.97907082,-87.903039661,15.0,,17031980000,Credit Card,,2580,76,6.97
6,50.85,2,11,4,1360754100,41.936310131,-87.651562592,41.97907082,-87.903039661,23.8,,17031980000,Credit Card,,3120,76,1.0
6,7.85,8,3,7,1376709300,41.936310131,-87.651562592,41.921778188,-87.651061884,0.0,,17031071100,Cash,Blue Ribbon Taxi Association Inc.,660,7,0.0
6,5.45,3,1,7,1393635600,41.936310131,-87.651562592,41.938391258,-87.63857492,0.7,,17031063200,Cash,Choice Taxi Association,300,6,0.0
6,13.25,12,15,6,1386947700,41.936310131,-87.651562592,41.89830587,-87.653613982,0.0,,17031842300,Cash,Blue Ribbon Taxi Association Inc.,1380,24,0.0
6,12.25,7,20,7,1373747400,41.936310131,-87.651562592,41.935438915,-87.693325868,0.0,,17031210900,Cash,Dispatch Taxi Affiliation,1200,21,0.0
6,700.07,5,8,6,1463731200,41.936310131,-87.651562592,41.922082541,-87.634156093,0.0,,17031071400,Cash,,600,7,0.0
6,13.65,5,18,7,1431800100,41.936310131,-87.651562592,41.890922026,-87.618868355,3.9,,17031081403,Credit Card,,1320,8,3.0
6,12.05,11,4,7,1446868800,41.936310131,-87.651562592,41.884987192,-87.620992913,0.2,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
6,15.25,8,19,7,1376767800,41.936310131,-87.651562592,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,1500,28,0.0
6,6.25,7,1,1,1437267600,41.936310131,-87.651562592,41.92926299,-87.635890954,0.0,,17031070101,Credit Card,Blue Ribbon Taxi Association Inc.,360,7,2.0
6,6.25,10,2,7,1446259500,41.936310131,-87.651562592,41.921854911,-87.646210977,0.0,,17031071200,Cash,Blue Ribbon Taxi Association Inc.,540,7,0.0
6,5.45,9,2,1,1441505700,41.936310131,-87.651562592,41.921854911,-87.646210977,0.9,,17031071200,Cash,Taxi Affiliation Services,300,7,0.0
6,5.25,2,3,7,1424490300,41.936310131,-87.651562592,41.921854911,-87.646210977,1.0,,17031071200,Credit Card,,180,7,2.0
6,3.25,6,23,4,1401923700,41.936310131,-87.651562592,41.936310131,-87.651562592,0.0,,17031063000,Credit Card,,0,6,2.0
6,5.05,2,23,6,1393024500,41.936310131,-87.651562592,41.936086535,-87.666110694,0.0,,17031062700,Credit Card,Taxi Affiliation Services,240,6,2.0
6,5.25,11,21,7,1385845200,41.936310131,-87.651562592,41.943155086,-87.640698076,0.9,,17031061902,Cash,Dispatch Taxi Affiliation,300,6,0.0
6,16.25,7,2,5,1438222500,41.936310131,-87.651562592,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,900,28,1.0
6,13.05,11,1,7,1414806300,41.936310131,-87.651562592,41.892072635,-87.628874157,0.2,,17031081600,Cash,Taxi Affiliation Services,1260,8,0.0
6,10.05,9,15,3,1411486200,41.936310131,-87.651562592,41.899155613,-87.626210532,3.5,,17031081201,Credit Card,,480,8,2.0
6,4.45,5,2,1,1369534500,41.936310131,-87.651562592,41.942577185,-87.647078509,0.6,,17031062000,Cash,,180,6,0.0
6,6.45,6,21,6,1434747600,41.936310131,-87.651562592,41.949829346,-87.64396537,1.2,,17031060900,Cash,,480,6,0.0
6,9.45,4,1,1,1397353500,41.936310131,-87.651562592,41.91922505,-87.671445766,2.6,,17031832300,Credit Card,,720,22,1.89
6,10.85,8,19,7,1408820400,41.936310131,-87.651562592,41.91922505,-87.671445766,0.0,,17031832300,Cash,Taxi Affiliation Services,960,22,0.0
24,9.85,2,8,5,1392281100,41.906650766,-87.66533766,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,660,8,1.15
24,12.85,11,0,1,1416096000,41.906650766,-87.66533766,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,1440,8,2.85
24,32.65,11,6,2,1416204000,41.906650766,-87.66533766,41.97907082,-87.903039661,0.0,,17031980000,Cash,Blue Ribbon Taxi Association Inc.,1380,76,0.0
24,8.45,5,20,2,1399924800,41.906650766,-87.66533766,41.928967266,-87.656156831,2.5,,17031070400,Credit Card,,540,7,2.36
24,11.05,3,14,3,1364309100,41.906650766,-87.66533766,41.877406123,-87.621971652,3.5,,17031320400,Cash,,780,32,0.0
24,51.05,8,17,7,1439660700,41.906650766,-87.66533766,41.938232293,-87.646782081,22.6,,17031063100,Cash,,4800,6,0.0
24,5.25,12,15,1,1388329200,41.906650766,-87.66533766,41.906025969,-87.675311622,0.9,,17031241400,Cash,Taxi Affiliation Services,300,24,0.0
24,9.85,9,9,4,1409735700,41.906650766,-87.66533766,41.880994471,-87.632746489,2.7,,17031839100,Cash,Taxi Affiliation Services,780,32,0.0
24,8.05,3,0,6,1395967500,41.906650766,-87.66533766,41.900221297,-87.629105186,2.1,,17031081100,Cash,Dispatch Taxi Affiliation,540,8,0.0
24,8.25,4,17,6,1365183000,41.906650766,-87.66533766,41.885300022,-87.642808466,0.0,,17031280100,Cash,Choice Taxi Association,600,28,0.0
9,3.25,7,14,5,1438266600,42.007612593,-87.813781034,42.007612593,-87.813781034,0.0,,,Cash,Taxi Affiliation Services,0,9,0.0
14,21.85,8,7,1,1408863600,41.969205937,-87.723168974,41.879255084,-87.642648998,0.5,,17031281900,Cash,Taxi Affiliation Services,1680,28,0.0
6,0.0,1,2,7,1390012200,41.936086535,-87.666110694,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,,0.0
6,13.85,11,23,6,1385163000,41.936086535,-87.666110694,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,1260,8,3.15
6,7.85,5,3,7,1432350900,41.936086535,-87.666110694,41.965445784,-87.66319585,2.4,,17031031700,Cash,Taxi Affiliation Services,360,3,0.0
6,8.85,1,19,7,1390073400,41.936086535,-87.666110694,41.942872538,-87.701330291,0.0,,17031210100,Cash,Taxi Affiliation Services,780,21,0.0
36,17.0,7,10,3,1468923300,41.82371281,-87.602350437,41.899602111,-87.633308037,0.3,,,Cash,Taxi Affiliation Services,1080,8,0.0
3,9.45,1,20,7,1389471300,41.962178629,-87.645378762,41.922082541,-87.634156093,0.1,,17031071400,Cash,Taxi Affiliation Services,540,7,0.0
3,7.45,9,19,4,1441827000,41.962178629,-87.645378762,41.922082541,-87.634156093,2.5,,17031071400,Cash,Northwest Management LLC,120,7,0.0
3,9.85,2,17,5,1424367900,41.962178629,-87.645378762,41.962178629,-87.645378762,2.1,,17031031400,Credit Card,,960,3,3.0
3,3.25,10,8,3,1380617100,41.962178629,-87.645378762,41.962178629,-87.645378762,0.0,,17031031400,Cash,Taxi Affiliation Services,0,3,0.0
3,18.85,1,9,3,1420537500,41.962178629,-87.645378762,41.879255084,-87.642648998,7.3,,17031281900,Cash,Choice Taxi Association,1860,28,0.0
6,13.65,12,8,3,1417508100,41.943155086,-87.640698076,41.892042136,-87.63186395,4.0,,17031081700,Credit Card,,1380,8,3.0
6,14.05,1,11,2,1422271800,41.943155086,-87.640698076,41.892042136,-87.63186395,5.3,,17031081700,Cash,,780,8,0.0
6,8.85,3,14,2,1396277100,41.943155086,-87.640698076,41.914616286,-87.631717366,0.1,,17031071500,Cash,Taxi Affiliation Services,360,7,0.0
6,12.85,12,11,1,1450005300,41.943155086,-87.640698076,41.877406123,-87.621971652,0.3,,17031320400,Credit Card,Taxi Affiliation Services,660,32,2.55
6,14.85,2,13,7,1361624400,41.943155086,-87.640698076,41.859349715,-87.617358006,0.59,,17031330100,Cash,,660,33,0.0
6,12.25,3,10,7,1394880300,41.943155086,-87.640698076,41.884987192,-87.620992913,4.7,,17031320100,Cash,,600,32,0.0
6,12.45,7,21,7,1437254100,41.943155086,-87.640698076,41.884987192,-87.620992913,4.9,,17031320100,Cash,KOAM Taxi Association,540,32,0.0
6,14.65,12,8,3,1451377800,41.943155086,-87.640698076,41.880994471,-87.632746489,5.7,,17031839100,Cash,Dispatch Taxi Affiliation,900,32,0.0
6,12.05,12,19,7,1419104700,41.943155086,-87.640698076,41.89321636,-87.63784421,4.0,,17031081800,Credit Card,,780,8,3.0
41,18.45,1,12,6,1422620100,41.794090253,-87.592310855,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,1080,32,0.0
41,18.65,8,15,6,1406905200,41.794090253,-87.592310855,41.878865584,-87.625192142,6.8,,,Cash,,1440,32,0.0
41,17.65,2,11,6,1359717300,41.794090253,-87.592310855,41.878865584,-87.625192142,7.1,,,Cash,Taxi Affiliation Services,960,32,0.0
41,23.45,3,17,3,1363715100,41.794090253,-87.592310855,41.878865584,-87.625192142,0.0,,,Credit Card,Taxi Affiliation Services,1800,32,3.0
41,28.65,4,9,2,1396862100,41.794090253,-87.592310855,41.96581197,-87.655878786,0.0,,,Credit Card,Taxi Affiliation Services,1500,3,5.7
41,23.05,11,9,3,1415699100,41.794090253,-87.592310855,41.899602111,-87.633308037,10.3,,,Cash,Taxi Affiliation Services,1260,8,0.0
41,17.85,9,22,5,1441922400,41.794090253,-87.592310855,41.899602111,-87.633308037,7.2,,,Cash,,1020,8,0.0
41,19.65,4,22,7,1365893100,41.794090253,-87.592310855,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,1080,8,0.0
41,20.85,6,12,3,1401796800,41.794090253,-87.592310855,41.899602111,-87.633308037,0.5,,,Cash,Taxi Affiliation Services,1020,8,0.0
41,24.05,3,23,7,1394320500,41.794090253,-87.592310855,41.899602111,-87.633308037,10.0,,,Cash,Dispatch Taxi Affiliation,1620,8,0.0
41,49.05,12,19,2,1388431800,41.794090253,-87.592310855,41.980264315,-87.913624596,25.3,,,Cash,Taxi Affiliation Services,2040,76,0.0
41,11.25,5,16,7,1433003400,41.794090253,-87.592310855,41.741242728,-87.551428197,4.1,,,Credit Card,Taxi Affiliation Services,720,46,3.35
41,16.25,1,10,4,1359541800,41.794090253,-87.592310855,41.741242728,-87.551428197,3.6,,,Cash,Dispatch Taxi Affiliation,1440,46,0.0
41,21.85,3,18,6,1425665700,41.794090253,-87.592310855,41.79259236,-87.769615453,0.5,,,Credit Card,Taxi Affiliation Services,2040,56,7.15
41,4.65,3,3,1,1394334900,41.794090253,-87.592310855,41.794090253,-87.592310855,0.7,,,Credit Card,,240,41,2.0
41,6.05,4,11,1,1397994300,41.794090253,-87.592310855,41.794090253,-87.592310855,0.0,,,Cash,Taxi Affiliation Services,360,41,0.0
41,3.25,3,14,3,1395756000,41.794090253,-87.592310855,41.794090253,-87.592310855,0.0,,,Cash,,0,41,0.0
41,3.25,9,21,5,1409866200,41.794090253,-87.592310855,41.794090253,-87.592310855,0.0,,,Cash,Taxi Affiliation Services,60,41,0.0
41,6.65,12,12,5,1387454400,41.794090253,-87.592310855,41.794090253,-87.592310855,0.0,,,Cash,Taxi Affiliation Services,420,41,0.0
41,3.25,8,20,4,1409170500,41.794090253,-87.592310855,41.794090253,-87.592310855,0.0,,,Cash,,0,41,0.0
41,12.05,9,10,4,1379498400,41.794090253,-87.592310855,41.794090253,-87.592310855,0.0,,,Cash,Chicago Elite Cab Corp. (Chicago Carriag,900,41,0.0
41,3.25,6,16,1,1370188800,41.794090253,-87.592310855,41.794090253,-87.592310855,0.0,,,Cash,Taxi Affiliation Services,0,41,0.0
41,3.25,11,16,6,1383322500,41.794090253,-87.592310855,41.794090253,-87.592310855,0.0,,,Cash,Taxi Affiliation Services,0,41,0.0
41,8.0,6,17,2,1465838100,41.794090253,-87.592310855,41.794090253,-87.592310855,1.8,,,Cash,Taxi Affiliation Services,600,41,0.0
41,20.05,4,14,5,1429800300,41.794090253,-87.592310855,41.874005383,-87.66351755,8.5,,,Cash,Taxi Affiliation Services,1320,28,0.0
41,20.45,10,18,5,1380825000,41.794090253,-87.592310855,41.874005383,-87.66351755,0.88,,,Cash,,1320,28,0.0
41,22.05,6,2,1,1404007200,41.794090253,-87.592310855,41.874005383,-87.66351755,10.0,,,Cash,Taxi Affiliation Services,1020,28,0.0
41,11.65,3,12,3,1362484800,41.794090253,-87.592310855,41.761577908,-87.572781987,40.0,,,Cash,Taxi Affiliation Services,960,43,0.0
41,8.25,8,20,6,1408737600,41.794090253,-87.592310855,41.80908443,-87.632424524,0.0,,,Cash,Dispatch Taxi Affiliation,600,37,0.0
41,6.45,4,9,2,1398678300,41.794090253,-87.592310855,41.77887686,-87.594925439,0.0,,,Credit Card,Taxi Affiliation Services,360,42,2.0
28,8.05,11,8,2,1415606400,41.879066994,-87.657005027,41.892042136,-87.63186395,1.9,,17031081700,Cash,,540,8,0.0
28,8.44,3,1,7,1362187800,41.879066994,-87.657005027,41.892042136,-87.63186395,2.2,,17031081700,Cash,,600,8,0.0
28,9.25,9,11,4,1380109500,41.879066994,-87.657005027,41.900265687,-87.63210922,3.0,,17031081000,Credit Card,,540,8,3.0
28,10.45,10,15,5,1382626800,41.879066994,-87.657005027,41.914616286,-87.631717366,0.0,,17031071500,Cash,Taxi Affiliation Services,600,7,0.0
28,9.65,1,21,1,1388956500,41.879066994,-87.657005027,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,840,33,0.0
28,41.25,10,8,6,1412928900,41.879066994,-87.657005027,41.859349715,-87.617358006,1.2,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,3660,33,0.0
28,11.25,8,19,5,1408044600,41.879066994,-87.657005027,41.906025969,-87.675311622,0.0,,17031241400,Cash,Taxi Affiliation Services,1020,24,0.0
28,11.85,3,20,4,1364414400,41.879066994,-87.657005027,41.906025969,-87.675311622,0.0,,17031241400,Cash,Blue Ribbon Taxi Association Inc.,960,24,0.0
28,6.25,7,23,6,1405122300,41.879066994,-87.657005027,41.892658108,-87.652534484,1.2,,17031243500,Cash,,420,24,0.0
28,12.05,2,22,6,1393022700,41.879066994,-87.657005027,41.921273105,-87.68508211,0.2,,17031221600,Cash,Taxi Affiliation Services,540,22,0.0
28,6.45,3,15,1,1394379900,41.879066994,-87.657005027,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
28,10.25,2,18,5,1424371500,41.879066994,-87.657005027,41.884987192,-87.620992913,2.4,,17031320100,Credit Card,Dispatch Taxi Affiliation,960,32,2.05
28,6.45,3,20,6,1427486400,41.879066994,-87.657005027,41.884987192,-87.620992913,1.5,,17031320100,Credit Card,,360,32,2.0
28,7.25,11,14,7,1416666600,41.879066994,-87.657005027,41.884987192,-87.620992913,1.6,,17031320100,Cash,Dispatch Taxi Affiliation,600,32,0.0
28,8.25,12,14,4,1418221800,41.879066994,-87.657005027,41.880994471,-87.632746489,1.6,,17031839100,Cash,,780,32,0.0
28,5.45,3,11,6,1363951800,41.879066994,-87.657005027,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,240,32,1.0
28,6.25,9,7,4,1410335100,41.879066994,-87.657005027,41.880994471,-87.632746489,1.2,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
28,8.05,6,9,4,1403686800,41.879066994,-87.657005027,41.880994471,-87.632746489,1.5,,17031839100,Credit Card,,720,32,3.0
28,21.25,12,22,5,1449180000,41.879066994,-87.657005027,41.880994471,-87.632746489,6.7,,17031839100,Cash,,2100,32,0.0
28,6.25,8,19,7,1375557300,41.879066994,-87.657005027,41.880994471,-87.632746489,1.5,,17031839100,Cash,,360,32,0.0
28,8.05,10,23,4,1412206200,41.879066994,-87.657005027,41.880994471,-87.632746489,0.1,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
28,5.85,11,23,3,1384299900,41.879066994,-87.657005027,41.880994471,-87.632746489,1.1,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
28,8.05,2,10,6,1424428200,41.879066994,-87.657005027,41.880994471,-87.632746489,1.9,,17031839100,Cash,,540,32,0.0
28,5.45,1,13,5,1359034200,41.879066994,-87.657005027,41.880994471,-87.632746489,1.0,,17031839100,Cash,,300,32,0.0
28,7.05,7,11,4,1436353200,41.879066994,-87.657005027,41.880994471,-87.632746489,1.3,,17031839100,Cash,,600,32,0.0
28,4.65,12,21,7,1449349200,41.879066994,-87.657005027,41.88528132,-87.6572332,0.7,,17031833000,Cash,Taxi Affiliation Services,240,28,0.0
28,3.25,9,18,2,1379961000,41.879066994,-87.657005027,41.879066994,-87.657005027,0.0,,17031833100,Cash,Taxi Affiliation Services,0,28,0.0
28,0.32,10,2,1,1381025700,41.879066994,-87.657005027,41.879066994,-87.657005027,0.0,,17031833100,Cash,,0,28,0.0
28,3.25,12,21,3,1387315800,41.879066994,-87.657005027,41.879066994,-87.657005027,0.0,,17031833100,Cash,,60,28,0.0
28,4.05,6,18,2,1372097700,41.879066994,-87.657005027,41.879066994,-87.657005027,0.4,,17031833100,Cash,,60,28,0.0
28,4.25,7,9,5,1405589400,41.879066994,-87.657005027,41.879255084,-87.642648998,0.5,,17031281900,Cash,,120,28,0.0
28,4.25,3,21,5,1426195800,41.879066994,-87.657005027,41.879255084,-87.642648998,0.5,,17031281900,Credit Card,,120,28,1.0
28,5.85,8,14,5,1375971300,41.879066994,-87.657005027,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,300,28,0.0
28,12.45,9,22,6,1378504800,41.879066994,-87.657005027,41.929046937,-87.651310877,4.4,,17031070300,Cash,Choice Taxi Association,1140,7,0.0
28,14.05,1,0,6,1389314700,41.879066994,-87.657005027,41.929046937,-87.651310877,0.0,,17031070300,Credit Card,Taxi Affiliation Services,840,7,1.0
28,7.85,5,19,6,1367609400,41.879066994,-87.657005027,41.892072635,-87.628874157,2.2,,17031081600,Cash,,480,8,0.0
28,8.85,9,14,6,1442586600,41.879066994,-87.657005027,41.892072635,-87.628874157,0.1,,17031081600,Credit Card,Taxi Affiliation Services,720,8,3.0
28,10.25,8,21,6,1376082900,41.879066994,-87.657005027,41.899155613,-87.626210532,0.27,,17031081201,Cash,,900,8,0.0
28,10.45,9,0,1,1378598400,41.879066994,-87.657005027,41.899155613,-87.626210532,3.0,,17031081201,Cash,Top Cab Affiliation,900,8,0.0
28,23.85,7,21,5,1374182100,41.879066994,-87.657005027,41.785998518,-87.750934289,0.0,,17031980100,Cash,Choice Taxi Association,1080,56,0.0
28,12.25,3,19,1,1364154300,41.879066994,-87.657005027,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,720,8,0.0
28,7.05,4,12,4,1397044800,41.879066994,-87.657005027,41.867902418,-87.642958665,1.4,,17031841900,Credit Card,KOAM Taxi Association,480,28,2.0
28,12.21,2,22,6,1423866600,41.879066994,-87.657005027,41.87866742,-87.671653621,0.1,,17031838100,Cash,,240,28,0.0
8,7.05,11,13,5,1446729300,41.900221297,-87.629105186,,,1.5,,,Credit Card,,480,,1.0
8,5.85,5,2,5,1431571500,41.900221297,-87.629105186,41.892507781,-87.626214906,1.2,,17031081500,Cash,,360,8,0.0
8,5.85,3,9,6,1395999900,41.900221297,-87.629105186,41.892507781,-87.626214906,1.0,,17031081500,Cash,Choice Taxi Association,360,8,0.0
8,5.05,1,21,2,1390856400,41.900221297,-87.629105186,41.892507781,-87.626214906,0.7,,17031081500,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,4.45,5,4,7,1400301000,41.900221297,-87.629105186,41.892507781,-87.626214906,0.6,,17031081500,Credit Card,Choice Taxi Association,180,8,2.0
8,15.65,3,2,1,1396145700,41.900221297,-87.629105186,41.957735565,-87.683718102,0.3,,17031050200,Cash,Taxi Affiliation Services,960,5,0.0
8,4.65,3,18,5,1395943200,41.900221297,-87.629105186,41.892042136,-87.63186395,0.6,,17031081700,Credit Card,Northwest Management LLC,180,8,2.0
8,5.45,8,8,2,1376901000,41.900221297,-87.629105186,41.892042136,-87.63186395,0.1,,17031081700,Cash,,300,8,0.0
8,5.65,7,22,6,1405721700,41.900221297,-87.629105186,41.892042136,-87.63186395,0.8,,17031081700,Cash,,360,8,0.0
8,6.45,1,2,7,1422065700,41.900221297,-87.629105186,41.892042136,-87.63186395,1.1,,17031081700,Cash,Taxi Affiliation Services,480,8,0.0
8,4.85,2,8,5,1392280200,41.900221297,-87.629105186,41.892042136,-87.63186395,0.6,,17031081700,Credit Card,Choice Taxi Association,180,8,1.0
8,5.85,2,14,5,1393509600,41.900221297,-87.629105186,41.892042136,-87.63186395,1.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,2.0
8,4.85,8,23,7,1439077500,41.900221297,-87.629105186,41.892042136,-87.63186395,0.6,,17031081700,Cash,KOAM Taxi Association,180,8,0.0
8,11.85,7,1,1,1405214100,41.900221297,-87.629105186,41.953400044,-87.646007066,4.4,,17031060800,Cash,KOAM Taxi Association,600,6,0.0
8,3.85,11,22,5,1385071200,41.900221297,-87.629105186,41.900265687,-87.63210922,0.2,,17031081000,Cash,KOAM Taxi Association,120,8,0.0
8,4.45,4,18,4,1398276900,41.900221297,-87.629105186,41.900265687,-87.63210922,0.0,,17031081000,Credit Card,Taxi Affiliation Services,180,8,2.0
8,4.65,11,3,7,1384572600,41.900221297,-87.629105186,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,180,8,0.0
8,5.85,3,17,7,1393693200,41.900221297,-87.629105186,41.914616286,-87.631717366,1.0,,17031071500,Credit Card,,420,7,1.0
8,6.45,9,20,7,1410641100,41.900221297,-87.629105186,41.914616286,-87.631717366,0.0,,17031071500,Cash,Taxi Affiliation Services,480,7,0.0
8,8.5,3,22,5,1457045100,41.900221297,-87.629105186,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,660,32,0.0
8,9.45,7,11,2,1405338300,41.900221297,-87.629105186,41.877406123,-87.621971652,2.2,,17031320400,Cash,Taxi Affiliation Services,840,32,0.0
8,9.05,9,3,2,1441595700,41.900221297,-87.629105186,41.934762456,-87.639853859,0.1,,17031063302,Cash,Taxi Affiliation Services,480,6,0.0
8,7.65,3,3,1,1395546300,41.900221297,-87.629105186,41.892658108,-87.652534484,0.0,,17031243500,Cash,Dispatch Taxi Affiliation,540,24,0.0
8,6.45,3,12,5,1426769100,41.900221297,-87.629105186,41.897983898,-87.641491533,1.0,,17031081900,Cash,Taxi Affiliation Services,540,8,0.0
8,4.85,9,0,6,1411084800,41.900221297,-87.629105186,41.907520075,-87.6266589,0.0,,17031080100,Credit Card,Blue Ribbon Taxi Association Inc.,240,8,2.0
8,7.05,5,16,5,1367513100,41.900221297,-87.629105186,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,540,8,2.0
8,9.25,4,1,1,1461461400,41.900221297,-87.629105186,41.899737388,-87.664953917,2.0,,17031242000,Credit Card,Taxi Affiliation Services,660,24,3.0
8,8.75,5,23,6,1462578300,41.900221297,-87.629105186,41.899737388,-87.664953917,2.0,,17031242000,Credit Card,Dispatch Taxi Affiliation,480,24,2.0
8,7.65,4,9,3,1430212500,41.900221297,-87.629105186,41.880994471,-87.632746489,1.3,,17031839100,No Charge,Dispatch Taxi Affiliation,660,32,0.0
8,10.05,2,9,3,1361267100,41.900221297,-87.629105186,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,1140,32,0.0
8,6.05,12,18,1,1418580900,41.900221297,-87.629105186,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,360,32,2.0
8,8.05,5,10,6,1399024800,41.900221297,-87.629105186,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,660,32,0.0
8,7.05,3,10,4,1427279400,41.900221297,-87.629105186,41.880994471,-87.632746489,1.6,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,11.65,7,9,3,1404207000,41.900221297,-87.629105186,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,1320,32,0.0
8,7.65,6,2,7,1403920800,41.900221297,-87.629105186,41.880994471,-87.632746489,1.9,,17031839100,Cash,,480,32,0.0
8,6.25,1,22,7,1421533800,41.900221297,-87.629105186,41.880994471,-87.632746489,1.0,,17031839100,Cash,,480,32,0.0
8,8.25,2,22,3,1360103400,41.900221297,-87.629105186,41.880994471,-87.632746489,21.0,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,7.25,10,9,2,1382347800,41.900221297,-87.629105186,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
8,10.05,7,15,5,1438269300,41.900221297,-87.629105186,41.880994471,-87.632746489,1.8,,17031839100,Credit Card,Taxi Affiliation Services,1020,32,2.4
8,8.45,10,19,2,1382382900,41.900221297,-87.629105186,41.88528132,-87.6572332,0.1,,17031833000,Credit Card,Taxi Affiliation Services,600,28,1.0
8,9.25,2,11,7,1425122100,41.900221297,-87.629105186,41.88528132,-87.6572332,0.1,,17031833000,Credit Card,Blue Ribbon Taxi Association Inc.,660,28,2.05
8,9.65,8,23,6,1440804600,41.900221297,-87.629105186,41.92926299,-87.635890954,2.78,,17031070101,Credit Card,,600,7,0.0
8,13.05,2,23,7,1361055600,41.900221297,-87.629105186,41.946294536,-87.654298084,3.5,,17031832000,Credit Card,,1260,6,1.0
8,8.65,3,13,7,1394891100,41.900221297,-87.629105186,41.921854911,-87.646210977,0.16,,17031071200,Cash,,840,7,0.0
8,8.05,11,2,7,1383962400,41.900221297,-87.629105186,41.921854911,-87.646210977,0.0,,17031071200,Credit Card,Choice Taxi Association,600,7,2.0
8,9.45,9,18,7,1379788200,41.900221297,-87.629105186,41.879066994,-87.657005027,0.1,,17031833100,Credit Card,Taxi Affiliation Services,780,28,1.55
8,3.85,10,17,1,1413738000,41.900221297,-87.629105186,41.900221297,-87.629105186,0.3,,17031081100,Cash,,120,8,0.0
8,3.25,11,14,5,1479393000,41.900221297,-87.629105186,41.900221297,-87.629105186,0.0,,17031081100,Cash,Dispatch Taxi Affiliation,0,8,0.0
8,3.25,12,17,3,1450803600,41.900221297,-87.629105186,41.900221297,-87.629105186,0.0,,17031081100,Cash,Chicago Medallion Leasing INC,60,8,0.0
8,10.65,9,23,5,1443138300,41.900221297,-87.629105186,41.892493167,-87.664745836,0.0,,17031243300,Credit Card,Blue Ribbon Taxi Association Inc.,900,24,2.3
8,9.65,5,7,5,1400744700,41.900221297,-87.629105186,41.879255084,-87.642648998,2.5,,17031281900,Credit Card,,780,28,0.5
8,8.65,3,11,3,1363690800,41.900221297,-87.629105186,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,660,28,0.0
8,7.65,2,11,1,1391339700,41.900221297,-87.629105186,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,480,28,2.0
8,7.85,10,0,5,1412210700,41.900221297,-87.629105186,41.879255084,-87.642648998,1.8,,17031281900,Credit Card,Dispatch Taxi Affiliation,600,28,1.5
8,5.25,11,23,1,1448235000,41.900221297,-87.629105186,41.892072635,-87.628874157,0.6,,17031081600,Credit Card,,360,8,2.0
8,7.05,12,15,6,1417793400,41.900221297,-87.629105186,41.892072635,-87.628874157,1.0,,17031081600,Cash,Dispatch Taxi Affiliation,660,8,0.0
8,11.45,2,22,3,1392157800,41.900221297,-87.629105186,41.89967018,-87.669837798,0.35,,17031242100,Cash,,1020,24,0.0
8,7.65,11,22,6,1383343200,41.900221297,-87.629105186,41.885300022,-87.642808466,0.1,,17031280100,Cash,Taxi Affiliation Services,600,28,0.0
8,9.25,5,1,1,1367718300,41.900221297,-87.629105186,41.87101588,-87.631406525,1.4,,17031839000,Credit Card,Dispatch Taxi Affiliation,660,32,4.0
8,5.25,6,3,1,1434856500,41.900221297,-87.629105186,41.899155613,-87.626210532,0.6,,17031081201,Cash,Top Cab Affiliation,300,8,0.0
8,11.45,12,2,1,1387075500,41.900221297,-87.629105186,41.942691844,-87.651770507,0.0,,17031062100,Credit Card,Blue Ribbon Taxi Association Inc.,780,6,2.45
8,32.25,9,17,2,1412011800,41.900221297,-87.629105186,41.785998518,-87.750934289,13.9,,17031980100,Credit Card,Taxi Affiliation Services,2520,56,7.05
8,5.45,6,12,4,1434545100,41.900221297,-87.629105186,41.89321636,-87.63784421,0.7,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
8,6.05,4,12,4,1397650500,41.900221297,-87.629105186,41.89321636,-87.63784421,1.1,,17031081800,Cash,,420,8,0.0
8,6.85,5,17,7,1399139100,41.900221297,-87.629105186,41.898331794,-87.620762865,0.0,,17031081300,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
8,3.25,8,17,2,1376329500,41.900221297,-87.629105186,41.898331794,-87.620762865,0.0,,17031081300,Cash,,0,8,0.0
8,5.25,6,20,3,1466541900,41.900221297,-87.629105186,41.898331794,-87.620762865,0.6,,17031081300,Credit Card,,240,8,1.0
8,5.05,10,3,7,1382151600,41.900221297,-87.629105186,41.898331794,-87.620762865,0.8,,17031081300,Cash,,240,8,0.0
8,5.65,8,14,5,1375973100,41.900221297,-87.629105186,41.90749193,-87.63576009,0.8,,17031080300,Cash,Choice Taxi Association,300,8,0.0
8,5.65,9,1,1,1380418200,41.900221297,-87.629105186,41.904935302,-87.649907226,1.1,,17031842200,Cash,,300,8,0.0
3,6.25,4,19,7,1396727100,41.972667956,-87.663865496,41.958154876,-87.653021789,1.3,,17031032100,Cash,,360,3,0.0
3,12.65,10,20,7,1446324300,41.972667956,-87.663865496,41.950545696,-87.676182496,0.0,,17031050600,Cash,Blue Ribbon Taxi Association Inc.,1440,5,0.0
3,9.05,1,19,7,1389469500,41.972667956,-87.663865496,41.938232293,-87.646782081,2.5,,17031063100,Cash,,720,6,0.0
3,17.65,12,19,5,1386876600,41.972667956,-87.663865496,41.906025969,-87.675311622,0.0,,17031241400,Cash,Taxi Affiliation Services,1860,24,0.0
3,8.05,10,2,1,1413685800,41.972667956,-87.663865496,41.942577185,-87.647078509,0.1,,17031062000,Cash,Taxi Affiliation Services,660,6,0.0
41,20.85,9,15,2,1379950200,41.7904694,-87.601285122,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,1200,32,0.0
24,5.65,1,18,6,1422643500,41.892493167,-87.664745836,41.899506548,-87.679600287,0.0,,17031242300,Cash,Blue Ribbon Taxi Association Inc.,360,24,0.0
24,5.25,10,3,7,1443841200,41.911972301,-87.683642922,41.906638542,-87.689579834,1.1,,17031241100,Cash,Dispatch Taxi Affiliation,300,24,0.0
24,4.05,10,1,1,1381626900,41.911972301,-87.683642922,41.916005274,-87.675095116,0.0,,17031831000,Cash,Dispatch Taxi Affiliation,120,22,0.0
24,9.25,11,22,3,1416348000,41.911972301,-87.683642922,41.941488234,-87.671107656,2.8,,17031062500,Cash,,660,6,0.0
24,10.85,2,18,6,1360349100,41.911972301,-87.683642922,41.904935302,-87.649907226,0.0,,17031842200,Cash,Dispatch Taxi Affiliation,1080,8,0.0
22,9.85,1,20,7,1422737100,41.916005274,-87.675095116,41.892042136,-87.63186395,0.2,,17031081700,Cash,Taxi Affiliation Services,480,8,0.0
22,9.65,3,21,7,1427579100,41.916005274,-87.675095116,41.905857769,-87.630865027,3.0,,17031080202,Cash,Choice Taxi Association,720,8,0.0
22,5.25,2,22,7,1361658600,41.916005274,-87.675095116,41.928619051,-87.685362024,0.0,,17031830900,Cash,Blue Ribbon Taxi Association Inc.,240,22,0.0
22,5.05,9,2,1,1378608300,41.916005274,-87.675095116,41.911972301,-87.683642922,0.0,,17031240500,Cash,Taxi Affiliation Services,240,24,0.0
22,10.65,10,23,3,1412725500,41.916005274,-87.675095116,41.892072635,-87.628874157,3.8,,17031081600,Cash,Taxi Affiliation Services,540,8,0.0
22,13.85,11,0,1,1383436800,41.916005274,-87.675095116,41.958055933,-87.660389456,5.1,,17031830700,Cash,,960,3,0.0
22,9.65,4,19,7,1397331000,41.916005274,-87.675095116,41.94258518,-87.656644092,2.7,,17031062200,Cash,Dispatch Taxi Affiliation,780,6,0.0
22,13.0,2,22,3,1456264800,41.916005274,-87.675095116,41.898331794,-87.620762865,0.2,,17031081300,Credit Card,Taxi Affiliation Services,660,8,2.6
13,3.25,1,5,4,1390973400,41.983636307,-87.723583185,41.983636307,-87.723583185,0.0,,,Cash,Dispatch Taxi Affiliation,0,13,0.0
13,3.25,1,15,7,1421509500,41.983636307,-87.723583185,41.983636307,-87.723583185,0.0,,,Cash,,0,13,0.0
13,30.65,10,18,4,1413396000,41.983636307,-87.723583185,41.922686284,-87.649488729,0.6,,,Cash,Taxi Affiliation Services,3300,7,0.0
6,8.05,3,18,7,1426358700,41.949139771,-87.656803909,41.972437081,-87.671109526,0.1,,17031031000,Credit Card,Taxi Affiliation Services,600,3,4.0
6,15.05,1,4,1,1359261900,41.949139771,-87.656803909,41.892507781,-87.626214906,6.5,,17031081500,Credit Card,,660,8,3.21
6,6.05,4,22,3,1396994400,41.949139771,-87.656803909,41.93057857,-87.642206313,1.4,,17031070102,Credit Card,,300,7,2.0
6,13.65,9,23,7,1443310200,41.949139771,-87.656803909,41.900265687,-87.63210922,4.6,,17031081000,Credit Card,,1020,8,2.0
6,6.45,2,4,7,1359779400,41.949139771,-87.656803909,41.928967266,-87.656156831,0.0,,17031070400,Cash,Taxi Affiliation Services,480,7,0.0
6,5.45,4,4,7,1397277000,41.949139771,-87.656803909,41.938232293,-87.646782081,1.0,,17031063100,Credit Card,Taxi Affiliation Services,300,6,2.0
6,23.05,6,18,7,1371924000,41.949139771,-87.656803909,41.859349715,-87.617358006,0.6,,17031330100,Cash,Taxi Affiliation Services,1500,33,0.0
6,17.85,10,10,4,1383129900,41.949139771,-87.656803909,41.859349715,-87.617358006,0.4,,17031330100,Cash,Taxi Affiliation Services,1380,33,0.0
6,5.05,3,2,1,1394936100,41.949139771,-87.656803909,41.950605232,-87.671332488,0.9,,17031060300,Cash,Taxi Affiliation Services,300,6,0.0
6,13.85,5,1,7,1368235800,41.949139771,-87.656803909,41.890922026,-87.618868355,5.3,,17031081403,Credit Card,,840,8,2.0
6,5.05,4,1,1,1365903000,41.949139771,-87.656803909,41.946294536,-87.654298084,0.3,,17031832000,Cash,,300,6,0.0
6,26.85,6,15,1,1372606200,41.949139771,-87.656803909,41.879255084,-87.642648998,9.2,,17031281900,Cash,,2460,28,0.0
6,9.25,5,2,7,1399084200,41.949139771,-87.656803909,41.929077655,-87.646293476,2.3,,17031070200,Cash,,780,7,0.0
6,21.05,10,0,7,1413593100,41.949139771,-87.656803909,41.874176625,-87.661861124,9.3,,17031832900,Cash,,1140,28,0.0
6,8.65,9,20,1,1441572300,41.949139771,-87.656803909,41.942691844,-87.651770507,2.2,,17031062100,Credit Card,,720,6,2.0
6,5.65,4,1,1,1367113500,41.949139771,-87.656803909,41.967011761,-87.670621043,0.0,,17031031800,Cash,Northwest Management LLC,360,3,0.0
6,11.45,2,2,1,1360464300,41.949220914,-87.651970395,41.950404411,-87.702007128,0.0,,17031160700,Cash,Dispatch Taxi Affiliation,840,16,0.0
6,4.45,6,22,7,1403992800,41.949220914,-87.651970395,41.958154876,-87.653021789,0.6,,17031032100,Cash,,180,3,0.0
6,7.65,2,23,7,1423956600,41.949220914,-87.651970395,41.921778188,-87.651061884,2.1,,17031071100,Cash,,600,7,0.0
6,9.45,3,0,1,1426380300,41.949220914,-87.651970395,41.921701492,-87.655911848,2.9,,17031071000,Cash,,780,7,0.0
6,15.65,9,22,2,1442874600,41.949220914,-87.651970395,41.884987192,-87.620992913,5.9,,17031320100,Credit Card,Dispatch Taxi Affiliation,1080,32,3.2
6,4.25,2,0,7,1391213700,41.949220914,-87.651970395,41.942691844,-87.651770507,0.4,,17031062100,Cash,,180,6,0.0
6,12.45,5,16,7,1430585100,41.949220914,-87.651970395,41.904935302,-87.649907226,0.1,,17031842200,Credit Card,Taxi Affiliation Services,1380,8,2.65
28,3.25,3,10,7,1394880300,41.879255084,-87.642648998,,,0.0,,,Cash,Dispatch Taxi Affiliation,0,,0.0
28,5.25,7,10,1,1374400800,41.879255084,-87.642648998,,,0.77,,,Cash,,300,,0.0
28,4.65,2,16,3,1360686600,41.879255084,-87.642648998,,,0.65,,,Cash,,240,,0.0
28,49.45,10,21,5,1412888400,41.879255084,-87.642648998,,,24.1,,,Credit Card,Dispatch Taxi Affiliation,2100,,12.05
28,3.25,6,22,2,1402353000,41.879255084,-87.642648998,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
28,7.65,6,10,5,1434018600,41.879255084,-87.642648998,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,660,8,2.0
28,7.25,9,13,6,1380288600,41.879255084,-87.642648998,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
28,6.85,10,20,6,1413578700,41.879255084,-87.642648998,41.892507781,-87.626214906,1.5,,17031081500,Cash,Choice Taxi Association,420,8,0.0
28,8.05,10,17,3,1444757400,41.879255084,-87.642648998,41.892507781,-87.626214906,0.1,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,660,8,2.0
28,8.85,4,1,5,1427936400,41.879255084,-87.642648998,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,780,8,0.0
28,7.85,8,13,2,1441028700,41.879255084,-87.642648998,41.892507781,-87.626214906,1.9,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
28,8.25,9,7,3,1379403900,41.879255084,-87.642648998,41.892507781,-87.626214906,1.8,,17031081500,Credit Card,,720,8,2.0
28,6.45,6,16,4,1370448900,41.879255084,-87.642648998,41.892507781,-87.626214906,1.6,,17031081500,Credit Card,,360,8,3.55
28,6.65,12,19,3,1449602100,41.879255084,-87.642648998,41.892507781,-87.626214906,1.5,,17031081500,Credit Card,Top Cab Affiliation,480,8,6.0
28,6.85,6,7,6,1435303800,41.879255084,-87.642648998,41.892507781,-87.626214906,1.4,,17031081500,Cash,,420,8,0.0
28,7.05,7,15,3,1436282100,41.879255084,-87.642648998,41.892507781,-87.626214906,1.6,,17031081500,Cash,,540,8,0.0
28,7.65,11,12,4,1448455500,41.879255084,-87.642648998,41.892507781,-87.626214906,1.9,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
28,7.45,5,15,5,1369322100,41.879255084,-87.642648998,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,660,8,0.0
28,7.65,12,11,3,1417520700,41.879255084,-87.642648998,41.892507781,-87.626214906,1.8,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
28,8.05,5,23,1,1368400500,41.879255084,-87.642648998,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,600,8,0.0
28,6.65,8,22,6,1409352300,41.879255084,-87.642648998,41.892507781,-87.626214906,1.7,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
28,11.45,10,11,5,1382615100,41.879255084,-87.642648998,41.921877461,-87.66407824,3.3,,17031832500,Cash,,960,7,0.0
28,5.65,8,19,3,1377630000,41.879255084,-87.642648998,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
28,7.05,10,9,5,1382002200,41.879255084,-87.642648998,41.892042136,-87.63186395,0.0,,17031081700,Cash,Choice Taxi Association,600,8,0.0
28,7.25,4,9,2,1366621200,41.879255084,-87.642648998,41.892042136,-87.63186395,1.0,,17031081700,Cash,,660,8,0.0
28,6.05,9,17,3,1412099100,41.879255084,-87.642648998,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
28,5.85,5,14,1,1431873900,41.879255084,-87.642648998,41.892042136,-87.63186395,1.2,,17031081700,Credit Card,,300,8,3.0
28,7.05,8,18,3,1439921700,41.879255084,-87.642648998,41.892042136,-87.63186395,1.3,,17031081700,Cash,,540,8,0.0
28,7.05,6,18,1,1434305700,41.879255084,-87.642648998,41.892042136,-87.63186395,1.4,,17031081700,Credit Card,Taxi Affiliation Services,480,8,3.0
28,8.65,4,10,5,1427969700,41.879255084,-87.642648998,41.892042136,-87.63186395,1.7,,17031081700,Cash,Taxi Affiliation Services,840,8,0.0
28,7.65,2,19,2,1424115900,41.879255084,-87.642648998,41.892042136,-87.63186395,1.7,,17031081700,Credit Card,Dispatch Taxi Affiliation,660,8,1.0
28,6.85,7,17,5,1374772500,41.879255084,-87.642648998,41.892042136,-87.63186395,0.0,,17031081700,Cash,,720,8,0.0
28,6.25,1,15,1,1388934900,41.879255084,-87.642648998,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
28,6.85,12,12,3,1450788300,41.879255084,-87.642648998,41.892042136,-87.63186395,1.2,,17031081700,No Charge,Dispatch Taxi Affiliation,540,8,0.0
28,7.05,12,19,7,1419102900,41.879255084,-87.642648998,41.892042136,-87.63186395,1.4,,17031081700,Cash,,540,8,0.0
28,6.25,5,11,4,1368012600,41.879255084,-87.642648998,41.892042136,-87.63186395,1.2,,17031081700,Cash,,420,8,0.0
28,18.25,8,15,6,1440169200,41.879255084,-87.642648998,41.953400044,-87.646007066,7.4,,17031060800,Cash,,1140,6,0.0
28,38.85,11,17,4,1385574300,41.879255084,-87.642648998,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Blue Ribbon Taxi Association Inc.,3780,76,8.15
28,35.05,8,18,5,1439489700,41.879255084,-87.642648998,41.97907082,-87.903039661,17.0,,17031980000,Credit Card,Taxi Affiliation Services,2700,76,8.8
28,35.05,9,17,6,1411750800,41.879255084,-87.642648998,41.97907082,-87.903039661,17.0,,17031980000,Credit Card,Dispatch Taxi Affiliation,2580,76,7.4
28,34.85,5,12,4,1432729800,41.879255084,-87.642648998,41.97907082,-87.903039661,17.3,,17031980000,Cash,Top Cab Affiliation,1680,76,0.0
28,35.65,10,17,4,1413392400,41.879255084,-87.642648998,41.97907082,-87.903039661,17.6,,17031980000,Credit Card,,2160,76,6.0
28,35.65,3,15,5,1363878900,41.879255084,-87.642648998,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,1740,76,0.0
28,8.85,11,10,1,1446977700,41.879255084,-87.642648998,41.914747305,-87.654007029,0.1,,17031832600,Credit Card,Taxi Affiliation Services,540,7,2.0
28,20.85,4,11,2,1397475900,41.879255084,-87.642648998,41.914616286,-87.631717366,3.1,,17031071500,Cash,Taxi Affiliation Services,2760,7,0.0
28,10.25,8,19,5,1375990200,41.879255084,-87.642648998,41.914616286,-87.631717366,2.8,,17031071500,Cash,,840,7,0.0
28,21.25,8,19,6,1377891900,41.879255084,-87.642648998,41.972562538,-87.678845966,9.3,,17031040402,Cash,,1200,4,0.0
28,15.85,3,15,5,1427382000,41.879255084,-87.642648998,41.938391258,-87.63857492,0.3,,17031063200,Credit Card,Taxi Affiliation Services,960,6,3.15
28,5.05,8,11,2,1408965300,41.879255084,-87.642648998,41.877406123,-87.621971652,0.0,,17031320400,Cash,Blue Ribbon Taxi Association Inc.,240,32,0.0
28,6.65,10,10,5,1414665900,41.879255084,-87.642648998,41.877406123,-87.621971652,0.9,,17031320400,Credit Card,Taxi Affiliation Services,540,32,2.0
28,6.45,7,7,2,1405323000,41.879255084,-87.642648998,41.877406123,-87.621971652,1.1,,17031320400,Cash,,420,32,0.0
28,6.85,5,10,2,1431341100,41.879255084,-87.642648998,41.877406123,-87.621971652,1.4,,17031320400,Cash,,480,32,0.0
28,6.25,9,18,2,1378750500,41.879255084,-87.642648998,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,540,32,0.0
28,6.25,6,23,6,1403912700,41.879255084,-87.642648998,41.877406123,-87.621971652,1.0,,17031320400,Credit Card,Dispatch Taxi Affiliation,420,32,1.0
28,5.65,1,11,3,1358249400,41.879255084,-87.642648998,41.877406123,-87.621971652,0.0,,17031320400,Cash,Dispatch Taxi Affiliation,360,32,0.0
28,6.25,11,12,3,1447159500,41.879255084,-87.642648998,41.877406123,-87.621971652,0.0,,17031320400,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
28,7.25,8,11,3,1470138300,41.879255084,-87.642648998,41.877406123,-87.621971652,0.8,,17031320400,Cash,Taxi Affiliation Services,600,32,0.0
28,5.25,12,8,2,1387787400,41.879255084,-87.642648998,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,300,32,0.0
28,12.25,11,18,6,1416595500,41.879255084,-87.642648998,41.916473316,-87.641183657,3.2,,17031071600,Credit Card,,1200,7,2.45
28,11.85,2,19,2,1424720700,41.879255084,-87.642648998,41.916473316,-87.641183657,3.3,,17031071600,Credit Card,Choice Taxi Association,1080,7,2.35
28,14.05,12,21,7,1451163600,41.879255084,-87.642648998,41.921701492,-87.655911848,5.3,,17031071000,Credit Card,Dispatch Taxi Affiliation,840,7,2.0
28,8.65,5,16,6,1368806400,41.879255084,-87.642648998,41.859349715,-87.617358006,0.0,,17031330100,Cash,Dispatch Taxi Affiliation,480,33,0.0
28,6.85,4,10,3,1367316000,41.879255084,-87.642648998,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,420,33,0.0
28,8.25,7,8,5,1406794500,41.879255084,-87.642648998,41.859349715,-87.617358006,2.2,,17031330100,Credit Card,Northwest Management LLC,600,33,0.0
28,10.45,10,18,7,1413052200,41.879255084,-87.642648998,41.859349715,-87.617358006,0.2,,17031330100,Cash,Blue Ribbon Taxi Association Inc.,780,33,0.0
28,6.65,2,20,3,1424204100,41.879255084,-87.642648998,41.892658108,-87.652534484,1.6,,17031243500,Credit Card,Taxi Affiliation Services,420,24,2.0
28,8.75,9,9,4,1473240600,41.879255084,-87.642648998,41.892658108,-87.652534484,0.0,,17031243500,Cash,Taxi Affiliation Services,660,24,0.0
28,6.65,7,13,3,1436276700,41.879255084,-87.642648998,41.892658108,-87.652534484,1.2,,17031243500,Cash,,480,24,0.0
28,8.85,6,1,6,1434072600,41.879255084,-87.642648998,41.851017824,-87.635091856,2.3,,17031841100,Cash,Dispatch Taxi Affiliation,720,34,0.0
28,9.05,11,13,7,1417266900,41.879255084,-87.642648998,41.851017824,-87.635091856,0.1,,17031841100,Credit Card,Blue Ribbon Taxi Association Inc.,600,34,1.0
28,10.05,12,15,5,1451574900,41.879255084,-87.642648998,41.899589796,-87.674719134,0.1,,17031242200,Cash,Taxi Affiliation Services,780,24,0.0
28,11.0,3,0,7,1457740800,41.879255084,-87.642648998,41.907520075,-87.6266589,2.7,,17031080100,Cash,Northwest Management LLC,840,8,0.0
28,10.05,8,7,5,1438847100,41.879255084,-87.642648998,41.870415,-87.675085621,2.8,,17031838200,Cash,Blue Ribbon Taxi Association Inc.,660,28,0.0
28,7.85,9,10,3,1441709100,41.879255084,-87.642648998,41.870415,-87.675085621,2.3,,17031838200,Cash,,420,28,0.0
28,24.85,4,0,1,1429403400,41.879255084,-87.642648998,42.006278861,-87.66768361,11.15,,17031010600,Credit Card,,1380,1,4.97
28,8.25,6,23,3,1435103100,41.879255084,-87.642648998,41.905857769,-87.630865027,2.3,,17031080202,Cash,,480,8,0.0
28,8.25,8,18,2,1470681900,41.879255084,-87.642648998,41.890922026,-87.618868355,1.5,,17031081403,Cash,Taxi Affiliation Services,600,8,0.0
28,7.75,4,11,5,1460634300,41.879255084,-87.642648998,41.890922026,-87.618868355,1.4,,17031081403,Cash,Taxi Affiliation Services,540,8,0.0
28,7.65,7,8,2,1436171400,41.879255084,-87.642648998,41.890922026,-87.618868355,1.7,,17031081403,Credit Card,Taxi Affiliation Services,480,8,2.0
28,6.45,11,11,7,1385206200,41.879255084,-87.642648998,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,300,8,0.0
28,8.05,6,8,2,1403512200,41.879255084,-87.642648998,41.890922026,-87.618868355,1.7,,17031081403,Credit Card,,660,8,2.0
28,8.0,1,10,1,1453631400,41.879255084,-87.642648998,41.890922026,-87.618868355,1.7,,17031081403,Credit Card,Choice Taxi Association,540,8,2.0
28,9.25,3,10,3,1427796900,41.879255084,-87.642648998,41.890922026,-87.618868355,0.1,,17031081403,Cash,Taxi Affiliation Services,840,8,0.0
28,8.0,7,20,5,1468526400,41.879255084,-87.642648998,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,600,8,0.0
28,8.05,2,12,6,1392380100,41.879255084,-87.642648998,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,720,8,0.0
28,7.85,10,8,3,1444725900,41.879255084,-87.642648998,41.890922026,-87.618868355,1.7,,17031081403,Credit Card,Dispatch Taxi Affiliation,600,8,1.15
28,7.65,9,12,7,1410612300,41.879255084,-87.642648998,41.890922026,-87.618868355,0.1,,17031081403,Cash,Taxi Affiliation Services,420,8,0.0
28,7.25,10,16,3,1445963400,41.879255084,-87.642648998,41.890922026,-87.618868355,1.6,,17031081403,Credit Card,Taxi Affiliation Services,480,8,3.0
28,7.05,6,15,6,1371223800,41.879255084,-87.642648998,41.890922026,-87.618868355,1.7,,17031081403,Cash,,480,8,0.0
28,8.25,5,8,5,1369296000,41.879255084,-87.642648998,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,600,8,0.0
28,7.45,1,19,3,1359486900,41.879255084,-87.642648998,41.890922026,-87.618868355,1.9,,17031081403,Cash,,480,8,0.0
28,6.85,6,11,6,1402055100,41.879255084,-87.642648998,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
28,8.25,8,8,5,1408005000,41.879255084,-87.642648998,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Dispatch Taxi Affiliation,660,8,2.0
28,9.05,2,18,5,1423766700,41.879255084,-87.642648998,41.890922026,-87.618868355,0.1,,17031081403,Cash,Taxi Affiliation Services,840,8,0.0
28,9.05,11,15,5,1383839100,41.879255084,-87.642648998,41.890922026,-87.618868355,0.1,,17031081403,Cash,Taxi Affiliation Services,780,8,0.0
28,8.05,9,12,1,1410696000,41.879255084,-87.642648998,41.890922026,-87.618868355,1.8,,17031081403,Cash,Taxi Affiliation Services,540,8,0.0
28,6.85,12,13,1,1387115100,41.879255084,-87.642648998,41.890922026,-87.618868355,1.6,,17031081403,Credit Card,Dispatch Taxi Affiliation,420,8,2.0
28,9.25,8,20,5,1408048200,41.879255084,-87.642648998,41.892536872,-87.659864318,2.7,,17031243400,Credit Card,Dispatch Taxi Affiliation,720,24,3.0
28,7.85,2,20,6,1361565900,41.879255084,-87.642648998,41.892536872,-87.659864318,1.9,,17031243400,Cash,,600,24,0.0
28,7.65,10,12,1,1414324800,41.879255084,-87.642648998,41.884987192,-87.620992913,1.4,,17031320100,Cash,Dispatch Taxi Affiliation,600,32,0.0
28,7.05,2,19,3,1360093500,41.879255084,-87.642648998,41.884987192,-87.620992913,12.0,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
28,6.25,7,14,4,1406731500,41.879255084,-87.642648998,41.884987192,-87.620992913,1.1,,17031320100,Cash,,420,32,0.0
28,6.05,2,17,1,1360516500,41.879255084,-87.642648998,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,300,32,2.0
28,7.65,2,19,5,1392922800,41.879255084,-87.642648998,41.884987192,-87.620992913,1.3,,17031320100,Credit Card,Taxi Affiliation Services,660,32,2.0
28,8.05,12,9,6,1418374800,41.879255084,-87.642648998,41.884987192,-87.620992913,1.4,,17031320100,Cash,,780,32,0.0
28,7.05,8,13,4,1439991000,41.879255084,-87.642648998,41.884987192,-87.620992913,1.0,,17031320100,Cash,Dispatch Taxi Affiliation,600,32,0.0
28,7.65,12,14,2,1450104300,41.879255084,-87.642648998,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,660,32,2.0
28,6.45,12,15,4,1418830200,41.879255084,-87.642648998,41.884987192,-87.620992913,1.1,,17031320100,Cash,Choice Taxi Association,480,32,0.0
28,5.85,12,12,4,1419423300,41.879255084,-87.642648998,41.884987192,-87.620992913,1.1,,17031320100,Cash,,360,32,0.0
28,5.45,1,9,6,1391159700,41.879255084,-87.642648998,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
28,6.45,10,16,3,1445357700,41.879255084,-87.642648998,41.884987192,-87.620992913,1.3,,17031320100,Cash,Dispatch Taxi Affiliation,480,32,0.0
28,7.25,5,8,2,1463386500,41.879255084,-87.642648998,41.884987192,-87.620992913,1.2,,17031320100,Credit Card,,540,32,2.0
28,6.65,1,11,6,1391168700,41.879255084,-87.642648998,41.884987192,-87.620992913,1.5,,17031320100,Credit Card,Taxi Affiliation Services,360,32,2.0
28,7.05,7,14,4,1405519200,41.879255084,-87.642648998,41.884987192,-87.620992913,1.2,,17031320100,Cash,,600,32,0.0
28,6.25,1,13,7,1420291800,41.879255084,-87.642648998,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,,600,32,2.0
28,7.05,6,10,3,1433845800,41.879255084,-87.642648998,41.884987192,-87.620992913,1.5,,17031320100,Cash,,420,32,0.0
28,6.05,1,15,4,1357745400,41.879255084,-87.642648998,41.884987192,-87.620992913,1.3,,17031320100,Cash,,300,32,0.0
28,6.85,1,13,3,1389707100,41.879255084,-87.642648998,41.884987192,-87.620992913,1.4,,17031320100,Credit Card,Dispatch Taxi Affiliation,540,32,1.0
28,15.25,1,20,6,1422648000,41.879255084,-87.642648998,41.929272532,-87.673807238,0.0,,17031070700,Cash,Blue Ribbon Taxi Association Inc.,1560,7,0.0
28,4.65,2,9,4,1360141200,41.879255084,-87.642648998,41.880994471,-87.632746489,0.6,,17031839100,Cash,,180,32,0.0
28,4.65,5,7,5,1368687600,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Northwest Management LLC,120,32,0.0
28,5.65,9,11,6,1379070900,41.879255084,-87.642648998,41.880994471,-87.632746489,1.0,,17031839100,Cash,,300,32,0.0
28,5.85,12,18,6,1388169000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
28,5.85,4,12,5,1428581700,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Cash,Northwest Management LLC,420,32,0.0
28,5.45,1,13,4,1421847000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Cash,,300,32,0.0
28,5.05,11,12,6,1385124300,41.879255084,-87.642648998,41.880994471,-87.632746489,0.07,,17031839100,Credit Card,,240,32,2.0
28,7.75,8,13,3,1470747600,41.879255084,-87.642648998,41.880994471,-87.632746489,0.9,,17031839100,Cash,,660,32,0.0
28,5.05,10,6,5,1446101100,41.879255084,-87.642648998,41.880994471,-87.632746489,0.67,,17031839100,Cash,,240,32,0.0
28,4.65,2,15,2,1423496700,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,240,32,0.0
28,4.45,2,12,6,1360327500,41.879255084,-87.642648998,41.880994471,-87.632746489,0.3,,17031839100,No Charge,Dispatch Taxi Affiliation,180,32,0.0
28,5.45,1,18,4,1420653600,41.879255084,-87.642648998,41.880994471,-87.632746489,0.5,,17031839100,Cash,,360,32,0.0
28,4.84,4,7,2,1430119800,41.879255084,-87.642648998,41.880994471,-87.632746489,0.7,,17031839100,Cash,,180,32,0.0
28,5.25,12,13,2,1387805400,41.879255084,-87.642648998,41.880994471,-87.632746489,0.9,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
28,5.65,12,15,2,1418053500,41.879255084,-87.642648998,41.880994471,-87.632746489,0.9,,17031839100,Cash,,300,32,0.0
28,5.0,4,11,4,1460547000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.7,,17031839100,Cash,Dispatch Taxi Affiliation,240,32,0.0
28,6.05,11,9,6,1415353500,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
28,5.45,9,9,6,1441359900,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
28,6.05,5,10,3,1368527400,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Northwest Management LLC,420,32,0.0
28,5.05,5,9,6,1399023000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,Choice Taxi Association,360,32,2.0
28,5.85,1,9,5,1389863700,41.879255084,-87.642648998,41.880994471,-87.632746489,0.9,,17031839100,Cash,Dispatch Taxi Affiliation,360,32,0.0
28,12.05,7,9,5,1438247700,41.879255084,-87.642648998,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,,1500,32,2.0
28,6.45,9,9,3,1442308500,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Cash,Dispatch Taxi Affiliation,540,32,0.0
28,4.65,1,12,1,1422188100,41.879255084,-87.642648998,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,,180,32,4.0
28,6.25,10,9,5,1380791700,41.879255084,-87.642648998,41.880994471,-87.632746489,0.9,,17031839100,Cash,,480,32,0.0
28,4.85,8,14,5,1439475300,41.879255084,-87.642648998,41.880994471,-87.632746489,0.4,,17031839100,Cash,5006 - 39261 Salifu Bawa,300,32,0.0
28,5.25,10,15,6,1414163700,41.879255084,-87.642648998,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
28,6.25,7,17,2,1405964700,41.879255084,-87.642648998,41.880994471,-87.632746489,1.2,,17031839100,Cash,,420,32,0.0
28,5.0,10,10,6,1475837100,41.879255084,-87.642648998,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,Taxi Affiliation Services,240,32,3.0
28,6.45,9,9,3,1441703700,41.879255084,-87.642648998,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
28,5.45,11,10,2,1385374500,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Cash,,360,32,0.0
28,3.85,10,12,2,1445256000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.16,,17031839100,Cash,,180,32,0.0
28,5.05,3,7,5,1427355000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.5,,17031839100,Cash,,240,32,0.0
28,4.65,4,7,4,1427874300,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,120,32,0.0
28,6.65,4,9,4,1396431000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.5,,17031839100,Credit Card,Northwest Management LLC,600,32,2.0
28,5.65,4,8,4,1366185600,41.879255084,-87.642648998,41.880994471,-87.632746489,1.0,,17031839100,Cash,,300,32,0.0
28,5.05,7,10,3,1375179300,41.879255084,-87.642648998,41.880994471,-87.632746489,0.6,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
28,4.65,12,11,7,1449315900,41.879255084,-87.642648998,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
28,5.65,6,11,2,1434971700,41.879255084,-87.642648998,41.880994471,-87.632746489,0.7,,17031839100,Cash,Dispatch Taxi Affiliation,420,32,0.0
28,8.65,1,12,6,1389357900,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,720,32,0.0
28,5.25,12,19,6,1386357300,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
28,5.65,7,19,5,1406834100,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,,360,32,2.0
28,6.65,7,12,3,1405426500,41.879255084,-87.642648998,41.880994471,-87.632746489,1.5,,17031839100,Cash,Dispatch Taxi Affiliation,420,32,0.0
28,5.25,1,13,3,1390916700,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
28,4.25,7,8,3,1404202500,41.879255084,-87.642648998,41.880994471,-87.632746489,0.3,,17031839100,Cash,Northwest Management LLC,120,32,0.0
28,11.45,11,9,6,1385112600,41.879255084,-87.642648998,41.880994471,-87.632746489,2.5,,17031839100,Cash,,1260,32,0.0
28,6.25,4,9,2,1364807700,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Cash,Dispatch Taxi Affiliation,480,32,0.0
28,6.0,1,2,7,1452910500,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,300,32,2.0
28,6.45,8,17,4,1408555800,41.879255084,-87.642648998,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,Taxi Affiliation Services,540,32,1.5
28,5.25,7,19,6,1405710000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.8,,17031839100,Cash,,360,32,0.0
28,6.05,5,15,4,1430926200,41.879255084,-87.642648998,41.880994471,-87.632746489,0.9,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
28,4.85,5,7,6,1432278900,41.879255084,-87.642648998,41.880994471,-87.632746489,0.74,,17031839100,Credit Card,,180,32,2.0
28,4.65,12,8,4,1449648900,41.879255084,-87.642648998,41.880994471,-87.632746489,0.5,,17031839100,Cash,,240,32,0.0
28,6.65,4,8,3,1367309700,41.879255084,-87.642648998,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,,540,32,3.0
28,5.65,8,15,6,1377270900,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
28,5.65,3,10,3,1364294700,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,360,32,0.0
28,5.05,9,19,4,1409773500,41.879255084,-87.642648998,41.880994471,-87.632746489,0.7,,17031839100,Cash,Choice Taxi Association,240,32,0.0
28,7.25,3,9,5,1425546000,41.879255084,-87.642648998,41.880994471,-87.632746489,0.9,,17031839100,Cash,,660,32,0.0
28,5.65,2,13,2,1423488600,41.879255084,-87.642648998,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,KOAM Taxi Association,360,32,1.0
28,5.85,6,9,4,1402478100,41.879255084,-87.642648998,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
28,5.05,1,20,6,1420836300,41.879255084,-87.642648998,41.88528132,-87.6572332,0.8,,17031833000,Credit Card,Taxi Affiliation Services,240,28,1.0
28,8.85,10,9,3,1383039000,41.879255084,-87.642648998,41.88528132,-87.6572332,2.0,,17031833000,Cash,Dispatch Taxi Affiliation,780,28,0.0
28,5.25,12,18,5,1449165600,41.879255084,-87.642648998,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Taxi Affiliation Services,300,28,1.0
28,5.65,9,17,7,1441475100,41.879255084,-87.642648998,41.88528132,-87.6572332,1.0,,17031833000,Credit Card,,300,28,2.0
28,5.45,11,12,7,1384604100,41.879255084,-87.642648998,41.88528132,-87.6572332,0.8,,17031833000,Credit Card,,300,28,2.0
28,8.65,9,11,2,1378121400,41.879255084,-87.642648998,41.891971508,-87.612945414,0.0,,17031081402,Cash,Dispatch Taxi Affiliation,600,8,0.0
28,8.65,4,14,5,1397744100,41.879255084,-87.642648998,41.891971508,-87.612945414,2.3,,17031081402,Cash,Taxi Affiliation Services,420,8,0.0
28,9.25,8,17,7,1377364500,41.879255084,-87.642648998,41.891971508,-87.612945414,0.1,,17031081402,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
28,8.45,7,12,7,1436616900,41.879255084,-87.642648998,41.891971508,-87.612945414,2.4,,17031081402,Cash,Dispatch Taxi Affiliation,600,8,0.0
28,8.45,3,10,3,1395136800,41.879255084,-87.642648998,41.891971508,-87.612945414,1.9,,17031081402,Cash,Taxi Affiliation Services,720,8,0.0
28,14.85,9,17,4,1409765400,41.879255084,-87.642648998,41.891971508,-87.612945414,0.0,,17031081402,Cash,Dispatch Taxi Affiliation,1560,8,0.0
28,15.65,8,0,4,1407285000,41.879255084,-87.642648998,41.943237122,-87.643470956,6.2,,17031061901,Cash,Dispatch Taxi Affiliation,900,6,0.0
28,20.45,6,18,4,1371060900,41.879255084,-87.642648998,41.936310131,-87.651562592,4.1,,17031063000,Credit Card,Dispatch Taxi Affiliation,2760,6,4.05
28,19.05,12,18,3,1448995500,41.879255084,-87.642648998,41.962178629,-87.645378762,6.8,,17031031400,Credit Card,,1500,3,4.76
28,18.45,5,18,5,1431628200,41.879255084,-87.642648998,41.943155086,-87.640698076,0.3,,17031061902,Cash,Taxi Affiliation Services,1860,6,0.0
28,5.05,4,9,5,1398330900,41.879255084,-87.642648998,41.879066994,-87.657005027,0.9,,17031833100,Cash,,180,28,0.0
28,6.85,1,18,3,1389725100,41.879255084,-87.642648998,41.879066994,-87.657005027,0.0,,17031833100,Cash,Taxi Affiliation Services,600,28,0.0
28,5.45,7,12,3,1406032200,41.879255084,-87.642648998,41.879066994,-87.657005027,0.8,,17031833100,Cash,Taxi Affiliation Services,300,28,0.0
28,4.65,11,10,3,1416911400,41.879255084,-87.642648998,41.879066994,-87.657005027,0.7,,17031833100,Cash,,120,28,0.0
28,7.45,12,21,4,1418850000,41.879255084,-87.642648998,41.900221297,-87.629105186,0.1,,17031081100,Cash,Taxi Affiliation Services,540,8,0.0
28,10.65,8,23,5,1376004600,41.879255084,-87.642648998,41.911972301,-87.683642922,0.0,,17031240500,Cash,Taxi Affiliation Services,600,24,0.0
28,10.85,9,20,6,1410553800,41.879255084,-87.642648998,41.916005274,-87.675095116,3.6,,17031831000,Cash,,660,22,0.0
28,17.05,7,12,3,1375185600,41.879255084,-87.642648998,41.949139771,-87.656803909,0.0,,17031061100,Cash,Dispatch Taxi Affiliation,1140,6,0.0
28,3.25,9,23,7,1411254000,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,0,28,0.0
28,3.25,4,14,7,1397916000,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,,0,28,0.0
28,3.25,9,20,6,1442003400,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,60,28,2.0
28,3.25,4,19,2,1398711600,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,0,28,0.0
28,13.45,5,7,4,1432107000,41.879255084,-87.642648998,41.879255084,-87.642648998,3.0,,17031281900,Cash,,1440,28,0.0
28,3.25,6,13,2,1370266200,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,60,28,0.0
28,3.25,12,16,3,1418748300,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,0,28,0.0
28,37.45,4,9,5,1365068700,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,0,28,9.85
28,3.25,11,11,1,1383476400,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,0,28,0.0
28,3.65,10,8,4,1444207500,41.879255084,-87.642648998,41.879255084,-87.642648998,0.2,,17031281900,Cash,Choice Taxi Association,120,28,0.0
28,11.45,4,14,5,1396535400,41.879255084,-87.642648998,41.879255084,-87.642648998,3.2,,17031281900,Cash,Taxi Affiliation Services,1080,28,0.0
28,3.25,3,14,2,1363010400,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,,0,28,0.0
28,15.65,12,0,6,1388105100,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,2280,28,0.0
28,6.85,8,19,5,1408650300,41.879255084,-87.642648998,41.879255084,-87.642648998,1.5,,17031281900,Cash,Taxi Affiliation Services,480,28,0.0
28,5.65,8,12,5,1407414600,41.879255084,-87.642648998,41.879255084,-87.642648998,0.7,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
28,3.25,1,17,2,1420478100,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,,0,28,0.0
28,3.45,11,7,3,1415087100,41.879255084,-87.642648998,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,60,28,0.0
28,13.45,6,23,1,1371425400,41.879255084,-87.642648998,41.929046937,-87.651310877,0.0,,17031070300,Credit Card,Choice Taxi Association,660,7,1.5
28,19.25,5,9,7,1369475100,41.879255084,-87.642648998,41.790506261,-87.583143717,0.0,,17031411000,Cash,Taxi Affiliation Services,780,41,0.0
28,6.65,7,12,1,1404648900,41.879255084,-87.642648998,41.892072635,-87.628874157,1.4,,17031081600,Cash,Dispatch Taxi Affiliation,420,8,0.0
28,5.65,1,14,4,1391006700,41.879255084,-87.642648998,41.892072635,-87.628874157,0.7,,17031081600,Credit Card,Dispatch Taxi Affiliation,360,8,1.0
28,7.25,6,15,4,1370445300,41.879255084,-87.642648998,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,480,8,0.0
28,7.65,1,19,4,1359572400,41.879255084,-87.642648998,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,660,8,1.5
28,7.85,4,17,5,1398358800,41.879255084,-87.642648998,41.892072635,-87.628874157,0.1,,17031081600,Credit Card,Taxi Affiliation Services,600,8,0.0
28,7.45,3,19,2,1362424500,41.879255084,-87.642648998,41.892072635,-87.628874157,0.0,,17031081600,Cash,Dispatch Taxi Affiliation,540,8,0.0
28,8.44,4,17,3,1430242200,41.879255084,-87.642648998,41.892072635,-87.628874157,1.4,,17031081600,Credit Card,,840,8,2.0
28,7.65,8,11,7,1408792500,41.879255084,-87.642648998,41.892072635,-87.628874157,1.5,,17031081600,Cash,Dispatch Taxi Affiliation,600,8,0.0
28,5.65,7,12,6,1404477900,41.879255084,-87.642648998,41.892072635,-87.628874157,1.0,,17031081600,Cash,Taxi Affiliation Services,360,8,0.0
28,7.65,2,9,3,1361266200,41.879255084,-87.642648998,41.892072635,-87.628874157,0.0,,17031081600,Cash,Choice Taxi Association,600,8,0.0
28,17.05,5,22,2,1401142500,41.879255084,-87.642648998,41.94258518,-87.656644092,7.1,,17031062200,Credit Card,Taxi Affiliation Services,1080,6,3.0
28,5.25,8,21,7,1407015000,41.879255084,-87.642648998,41.885300022,-87.642808466,0.0,,17031280100,Cash,Blue Ribbon Taxi Association Inc.,240,28,0.0
28,4.45,2,22,7,1425163500,41.879255084,-87.642648998,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Taxi Affiliation Services,120,28,1.0
28,5.45,1,14,1,1420380900,41.879255084,-87.642648998,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Taxi Affiliation Services,300,28,2.0
28,3.25,4,14,3,1397573100,41.879255084,-87.642648998,41.885300022,-87.642808466,0.1,,17031280100,Cash,Northwest Management LLC,60,28,0.0
28,5.25,4,23,5,1461887100,41.879255084,-87.642648998,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Taxi Affiliation Services,180,28,4.0
28,4.25,10,0,5,1383179400,41.879255084,-87.642648998,41.885300022,-87.642808466,0.6,,17031280100,Cash,Dispatch Taxi Affiliation,120,28,0.0
28,4.25,6,18,2,1404151200,41.879255084,-87.642648998,41.885300022,-87.642808466,0.3,,17031280100,Cash,Taxi Affiliation Services,180,28,0.0
28,17.64,6,16,4,1434559500,41.879255084,-87.642648998,41.929077655,-87.646293476,5.7,,17031070200,Credit Card,,1620,7,3.53
28,14.05,12,17,3,1388511900,41.879255084,-87.642648998,41.929077655,-87.646293476,4.0,,17031070200,Cash,,1440,7,0.0
28,11.05,6,21,1,1401656400,41.879255084,-87.642648998,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,1080,8,0.0
28,8.85,4,11,5,1397129400,41.879255084,-87.642648998,41.89503345,-87.619710672,1.7,,17031081401,Cash,Dispatch Taxi Affiliation,780,8,0.0
28,8.25,3,20,1,1395606600,41.879255084,-87.642648998,41.89503345,-87.619710672,0.1,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
28,7.05,12,11,6,1388144700,41.879255084,-87.642648998,41.89503345,-87.619710672,0.16,,17031081401,Cash,,480,8,0.0
28,8.65,11,14,6,1447425000,41.879255084,-87.642648998,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,840,8,3.0
28,8.85,5,20,4,1368648000,41.879255084,-87.642648998,41.89503345,-87.619710672,0.1,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,780,8,0.0
28,8.25,3,14,3,1393942500,41.879255084,-87.642648998,41.89503345,-87.619710672,2.0,,17031081401,Cash,,660,8,0.0
28,6.65,8,21,1,1408311900,41.879255084,-87.642648998,41.870607372,-87.622172937,1.5,,17031320600,Credit Card,,420,32,1.66
28,7.85,5,12,4,1400069700,41.879255084,-87.642648998,41.870607372,-87.622172937,1.6,,17031320600,Credit Card,Taxi Affiliation Services,600,32,1.0
28,5.45,3,21,6,1426283100,41.879255084,-87.642648998,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,300,32,0.0
28,7.05,11,16,6,1448641800,41.879255084,-87.642648998,41.870607372,-87.622172937,0.0,,17031320600,Cash,Choice Taxi Association,540,32,0.0
28,7.25,2,19,3,1392752700,41.879255084,-87.642648998,41.870607372,-87.622172937,1.2,,17031320600,Cash,Taxi Affiliation Services,540,32,0.0
28,6.65,12,18,4,1450290600,41.879255084,-87.642648998,41.870607372,-87.622172937,1.4,,17031320600,Cash,,480,32,0.0
28,5.85,8,20,4,1408565700,41.879255084,-87.642648998,41.87101588,-87.631406525,0.9,,17031839000,Cash,Choice Taxi Association,360,32,0.0
28,4.65,1,8,6,1421397900,41.879255084,-87.642648998,41.87101588,-87.631406525,0.6,,17031839000,Cash,Taxi Affiliation Services,180,32,0.0
28,6.75,11,13,4,1478094300,41.879255084,-87.642648998,41.87101588,-87.631406525,1.1,,17031839000,Credit Card,Northwest Management LLC,420,32,1.25
28,6.45,7,18,7,1436035500,41.879255084,-87.642648998,41.87101588,-87.631406525,1.1,,17031839000,Cash,Taxi Affiliation Services,420,32,0.0
28,10.25,12,18,3,1388513700,41.879255084,-87.642648998,41.899155613,-87.626210532,2.1,,17031081201,Cash,Taxi Affiliation Services,1080,8,0.0
28,7.65,2,7,6,1391758200,41.879255084,-87.642648998,41.899155613,-87.626210532,1.9,,17031081201,Cash,Dispatch Taxi Affiliation,600,8,0.0
28,10.0,7,11,4,1467805500,41.879255084,-87.642648998,41.899155613,-87.626210532,2.0,,17031081201,Cash,,840,8,0.0
28,9.25,3,18,4,1425492000,41.879255084,-87.642648998,41.899155613,-87.626210532,2.1,,17031081201,Credit Card,,900,8,2.0
28,8.45,5,21,4,1400102100,41.879255084,-87.642648998,41.899155613,-87.626210532,0.1,,17031081201,Cash,Taxi Affiliation Services,660,8,0.0
28,8.65,12,19,1,1450640700,41.879255084,-87.642648998,41.899155613,-87.626210532,2.1,,17031081201,Credit Card,Taxi Affiliation Services,720,8,1.5
28,8.05,10,7,3,1445325300,41.879255084,-87.642648998,41.899155613,-87.626210532,2.0,,17031081201,Cash,Taxi Affiliation Services,600,8,0.0
28,8.85,4,19,3,1398799800,41.879255084,-87.642648998,41.899155613,-87.626210532,2.0,,17031081201,Cash,Choice Taxi Association,840,8,0.0
28,10.05,7,17,5,1373562000,41.879255084,-87.642648998,41.899155613,-87.626210532,2.1,,17031081201,Cash,,1020,8,0.0
28,8.85,4,9,4,1398244500,41.879255084,-87.642648998,41.899155613,-87.626210532,2.2,,17031081201,Cash,Northwest Management LLC,780,8,0.0
28,17.65,3,18,2,1425321000,41.879255084,-87.642648998,41.942691844,-87.651770507,6.8,,17031062100,Cash,Dispatch Taxi Affiliation,1380,6,0.0
28,9.25,2,10,3,1391510700,41.879255084,-87.642648998,41.884767784,-87.684147449,0.1,,17031837800,Cash,Taxi Affiliation Services,780,28,0.0
28,12.05,6,13,7,1372510800,41.879255084,-87.642648998,41.834480698,-87.632959635,0.42,,17031340500,Cash,,660,34,0.0
28,19.65,11,16,1,1417364100,41.879255084,-87.642648998,41.972929317,-87.650290074,8.7,,17031031300,Credit Card,,1020,3,0.0
28,25.25,12,12,7,1387025100,41.879255084,-87.642648998,41.785998518,-87.750934289,11.1,,17031980100,Cash,KOAM Taxi Association,1500,56,0.0
28,26.25,5,16,7,1432398600,41.879255084,-87.642648998,41.785998518,-87.750934289,11.4,,17031980100,Cash,Northwest Management LLC,1680,56,0.0
28,28.85,3,9,7,1393664400,41.879255084,-87.642648998,41.785998518,-87.750934289,0.0,,17031980100,Cash,Taxi Affiliation Services,1260,56,0.0
28,24.05,1,11,1,1420370100,41.879255084,-87.642648998,41.785998518,-87.750934289,10.8,,17031980100,Cash,3253 - 91138 Gaither Cab Co.,1320,56,0.0
28,5.85,4,9,3,1367312400,41.879255084,-87.642648998,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
28,7.85,9,9,3,1442914200,41.879255084,-87.642648998,41.89321636,-87.63784421,1.2,,17031081800,Credit Card,Dispatch Taxi Affiliation,780,8,2.0
28,5.65,2,19,5,1392925500,41.879255084,-87.642648998,41.89321636,-87.63784421,1.0,,17031081800,Cash,Taxi Affiliation Services,300,8,0.0
28,6.45,7,18,2,1405967400,41.879255084,-87.642648998,41.89321636,-87.63784421,1.2,,17031081800,Credit Card,,480,8,1.0
28,5.65,9,10,6,1441966500,41.879255084,-87.642648998,41.89321636,-87.63784421,0.8,,17031081800,Cash,,360,8,0.0
28,6.45,10,18,3,1383070500,41.879255084,-87.642648998,41.89321636,-87.63784421,1.1,,17031081800,Cash,,480,8,0.0
28,5.65,9,8,2,1410164100,41.879255084,-87.642648998,41.89321636,-87.63784421,0.9,,17031081800,Credit Card,,360,8,2.0
28,6.05,12,9,2,1387184400,41.879255084,-87.642648998,41.89321636,-87.63784421,1.7,,17031081800,Cash,Northwest Management LLC,420,8,0.0
28,6.25,3,13,3,1457442000,41.879255084,-87.642648998,41.89321636,-87.63784421,0.0,,17031081800,Cash,Chicago Medallion Leasing INC,360,8,0.0
28,7.25,5,10,3,1399977900,41.879255084,-87.642648998,41.89321636,-87.63784421,1.6,,17031081800,Credit Card,,480,8,2.75
28,6.45,8,14,4,1439388900,41.879255084,-87.642648998,41.89321636,-87.63784421,1.3,,17031081800,Cash,,420,8,0.0
28,6.45,4,15,2,1428938100,41.879255084,-87.642648998,41.89321636,-87.63784421,1.2,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
28,10.25,9,17,5,1410456600,41.879255084,-87.642648998,41.89321636,-87.63784421,1.2,,17031081800,Cash,,1200,8,0.0
28,5.65,12,16,5,1451579400,41.879255084,-87.642648998,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
28,5.85,9,11,2,1441624500,41.879255084,-87.642648998,41.89321636,-87.63784421,1.3,,17031081800,Credit Card,,300,8,2.0
28,6.85,5,17,5,1431018900,41.879255084,-87.642648998,41.89321636,-87.63784421,1.4,,17031081800,Cash,Northwest Management LLC,480,8,0.0
28,6.65,4,16,5,1396542600,41.879255084,-87.642648998,41.89321636,-87.63784421,1.3,,17031081800,Cash,,480,8,0.0
28,16.85,2,21,7,1361048400,41.879255084,-87.642648998,41.942577185,-87.647078509,0.0,,17031062000,Credit Card,Dispatch Taxi Affiliation,960,6,0.0
28,15.85,6,0,7,1370651400,41.879255084,-87.642648998,41.942577185,-87.647078509,6.3,,17031062000,Credit Card,,840,6,0.0
28,16.05,7,1,3,1436230800,41.879255084,-87.642648998,41.942577185,-87.647078509,6.4,,17031062000,Cash,Taxi Affiliation Services,1080,6,0.0
28,7.25,3,12,1,1427631300,41.879255084,-87.642648998,41.898331794,-87.620762865,1.7,,17031081300,Cash,,480,8,0.0
28,8.25,3,10,2,1427709600,41.879255084,-87.642648998,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Blue Ribbon Taxi Association Inc.,660,8,2.0
28,10.65,8,16,4,1408550400,41.879255084,-87.642648998,41.898331794,-87.620762865,2.7,,17031081300,Cash,Taxi Affiliation Services,1020,8,0.0
28,9.05,4,19,2,1428953400,41.879255084,-87.642648998,41.90749193,-87.63576009,2.3,,17031080300,Credit Card,,840,8,2.0
28,10.25,1,16,5,1452184200,41.879255084,-87.642648998,41.90749193,-87.63576009,2.3,,17031080300,Credit Card,,900,8,1.5
28,8.05,1,19,2,1358797500,41.879255084,-87.642648998,41.90749193,-87.63576009,22.0,,17031080300,Cash,Taxi Affiliation Services,480,8,0.0
28,8.65,6,18,7,1371925800,41.879255084,-87.642648998,41.90749193,-87.63576009,2.5,,17031080300,Cash,,600,8,0.0
28,8.85,2,15,1,1423407600,41.879255084,-87.642648998,41.90749193,-87.63576009,0.0,,17031080300,Credit Card,Taxi Affiliation Services,720,8,2.0
28,8.65,12,21,5,1386279900,41.879255084,-87.642648998,41.90749193,-87.63576009,0.0,,17031080300,Cash,Northwest Management LLC,720,8,0.0
28,22.05,10,16,6,1445013900,41.879255084,-87.642648998,41.979912445,-87.664188242,0.5,,17031030800,Cash,Taxi Affiliation Services,1440,77,0.0
28,4.45,12,10,4,1450260000,41.879255084,-87.642648998,41.867902418,-87.642958665,0.0,,17031841900,Cash,Dispatch Taxi Affiliation,240,28,0.0
28,5.45,5,11,1,1399808700,41.879255084,-87.642648998,41.867902418,-87.642958665,0.9,,17031841900,Cash,Taxi Affiliation Services,240,28,0.0
28,3.85,12,14,2,1385995500,41.879255084,-87.642648998,41.867902418,-87.642958665,0.0,,17031841900,Cash,Taxi Affiliation Services,120,28,0.0
28,5.45,3,9,7,1426930200,41.879255084,-87.642648998,41.867902418,-87.642958665,0.9,,17031841900,Cash,Dispatch Taxi Affiliation,300,28,0.0
28,5.05,7,9,3,1373360400,41.879255084,-87.642648998,41.867902418,-87.642958665,0.0,,17031841900,Cash,Blue Ribbon Taxi Association Inc.,240,28,0.0
28,6.65,3,13,4,1426078800,41.879255084,-87.642648998,41.867902418,-87.642958665,1.4,,17031841900,Cash,,480,28,0.0
28,4.65,10,18,5,1414087200,41.879255084,-87.642648998,41.867902418,-87.642958665,0.6,,17031841900,Cash,Taxi Affiliation Services,180,28,0.0
28,10.75,3,10,3,1458038700,41.879255084,-87.642648998,41.867902418,-87.642958665,2.5,,17031841900,Cash,Taxi Affiliation Services,780,28,0.0
28,10.25,12,19,2,1451331000,41.879255084,-87.642648998,41.87866742,-87.671653621,1.5,,17031838100,Credit Card,Choice Taxi Association,1200,28,0.0
28,7.65,4,9,3,1430211600,41.879255084,-87.642648998,41.904935302,-87.649907226,2.0,,17031842200,Cash,Taxi Affiliation Services,540,8,0.0
28,6.65,3,11,7,1393672500,41.879255084,-87.642648998,41.904935302,-87.649907226,1.7,,17031842200,Credit Card,Dispatch Taxi Affiliation,360,8,1.0
28,8.65,11,16,4,1446652800,41.879255084,-87.642648998,41.904935302,-87.649907226,2.1,,17031842200,Credit Card,,720,8,2.0
58,5.25,1,8,6,1422002700,41.817366208,-87.698860797,41.817366208,-87.698860797,1.1,,,Cash,,0,58,0.0
7,11.05,8,0,1,1440288000,41.929046937,-87.651310877,41.972437081,-87.671109526,0.0,,17031031000,Cash,Northwest Management LLC,1020,3,0.0
7,7.25,9,1,1,1442107800,41.929046937,-87.651310877,41.949060526,-87.661642904,0.1,,17031061200,Credit Card,Taxi Affiliation Services,480,6,2.0
7,6.25,12,20,3,1419972300,41.929046937,-87.651310877,41.914747305,-87.654007029,1.1,,17031832600,Credit Card,Taxi Affiliation Services,420,7,2.0
7,6.65,7,19,5,1373571000,41.929046937,-87.651310877,41.914747305,-87.654007029,0.0,,17031832600,Cash,Taxi Affiliation Services,480,7,0.0
7,8.25,2,3,6,1360899000,41.929046937,-87.651310877,41.958154876,-87.653021789,2.5,,17031032100,Cash,Northwest Management LLC,600,3,0.0
7,9.65,9,0,7,1379724300,41.929046937,-87.651310877,41.958154876,-87.653021789,3.06,,17031032100,Cash,,720,3,0.0
7,10.05,10,2,7,1382148000,41.929046937,-87.651310877,41.921778188,-87.651061884,0.27,,17031071100,Cash,,840,7,0.0
7,5.45,2,19,7,1393096500,41.929046937,-87.651310877,41.921778188,-87.651061884,0.08,,17031071100,Cash,,300,7,0.0
7,5.85,11,1,1,1416705300,41.929046937,-87.651310877,41.916473316,-87.641183657,0.8,,17031071600,Cash,,360,7,0.0
7,4.65,4,2,7,1398478500,41.929046937,-87.651310877,41.934762456,-87.639853859,0.0,,17031063302,Credit Card,Taxi Affiliation Services,180,6,1.0
7,4.65,9,20,6,1410552000,41.929046937,-87.651310877,41.936159071,-87.661265218,0.7,,17031062800,Credit Card,,120,6,2.0
7,4.05,3,1,7,1362188700,41.929046937,-87.651310877,41.921701492,-87.655911848,0.5,,17031071000,Cash,,120,7,0.0
7,7.45,2,21,3,1360704600,41.929046937,-87.651310877,41.905857769,-87.630865027,1.8,,17031080202,Cash,,540,8,0.0
7,5.05,11,1,1,1384047900,41.929046937,-87.651310877,41.934659157,-87.646729729,1.0,,17031063400,Cash,Northwest Management LLC,180,6,0.0
7,5.25,1,2,1,1358044200,41.929046937,-87.651310877,41.934659157,-87.646729729,0.9,,17031063400,Cash,,240,6,0.0
7,11.85,8,22,5,1440713700,41.929046937,-87.651310877,41.884987192,-87.620992913,4.5,,17031320100,Credit Card,,660,32,2.0
7,14.65,1,23,1,1421017200,41.929046937,-87.651310877,41.880994471,-87.632746489,5.5,,17031839100,Credit Card,,1020,32,3.0
7,9.45,1,21,5,1389301200,41.929046937,-87.651310877,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,780,28,0.0
7,4.85,7,1,5,1372900500,41.929046937,-87.651310877,41.92926299,-87.635890954,0.0,,17031070101,Credit Card,Taxi Affiliation Services,240,7,2.0
7,4.85,11,19,6,1385752500,41.929046937,-87.651310877,41.92926299,-87.635890954,0.0,,17031070101,Cash,Taxi Affiliation Services,240,7,0.0
7,4.45,2,15,7,1392478200,41.929046937,-87.651310877,41.921854911,-87.646210977,0.0,,17031071200,Cash,Blue Ribbon Taxi Association Inc.,180,7,0.0
7,6.45,10,20,6,1445632200,41.929046937,-87.651310877,41.907412816,-87.640901525,1.6,,17031080400,Credit Card,Taxi Affiliation Services,360,8,2.0
7,9.45,5,2,7,1431741600,41.929046937,-87.651310877,41.911972301,-87.683642922,0.1,,17031240500,Cash,Taxi Affiliation Services,540,24,0.0
7,7.85,7,3,7,1437190200,41.929046937,-87.651310877,41.949139771,-87.656803909,1.7,,17031061100,Cash,Taxi Affiliation Services,600,6,0.0
7,4.05,11,1,4,1383702300,41.929046937,-87.651310877,41.929046937,-87.651310877,0.4,,17031070300,Cash,,60,7,0.0
7,3.25,12,23,2,1417474800,41.929046937,-87.651310877,41.929046937,-87.651310877,0.0,,17031070300,Cash,Taxi Affiliation Services,0,7,0.0
7,3.25,8,22,1,1409523300,41.929046937,-87.651310877,41.929046937,-87.651310877,0.0,,17031070300,Cash,Taxi Affiliation Services,0,7,0.0
7,4.65,11,2,1,1416104100,41.929046937,-87.651310877,41.928763006,-87.665676837,0.0,,17031070600,Credit Card,Taxi Affiliation Services,180,7,2.0
7,7.05,1,23,6,1357945200,41.929046937,-87.651310877,41.928763006,-87.665676837,0.0,,17031070600,Cash,Blue Ribbon Taxi Association Inc.,540,7,0.0
7,10.65,3,2,1,1396146600,41.929046937,-87.651310877,41.892072635,-87.628874157,3.6,,17031081600,Cash,Dispatch Taxi Affiliation,660,8,0.0
7,10.25,4,0,7,1366417800,41.929046937,-87.651310877,41.89967018,-87.669837798,0.0,,17031242100,No Charge,Dispatch Taxi Affiliation,780,24,0.0
7,12.05,7,18,7,1406400300,41.929046937,-87.651310877,41.89967018,-87.669837798,3.3,,17031242100,Credit Card,,1200,24,2.0
7,12.05,12,0,1,1418516100,41.929046937,-87.651310877,41.980157574,-87.652274017,4.3,,17031030706,Cash,Dispatch Taxi Affiliation,720,77,0.0
7,9.85,3,0,1,1395535500,41.929046937,-87.651310877,41.898331794,-87.620762865,3.1,,17031081300,Cash,,660,8,0.0
7,9.65,3,22,7,1395528300,41.929046937,-87.651310877,41.898331794,-87.620762865,2.8,,17031081300,Cash,Choice Taxi Association,720,8,0.0
7,6.65,4,19,2,1365450300,41.929046937,-87.651310877,41.90749193,-87.63576009,1.6,,17031080300,Cash,Dispatch Taxi Affiliation,360,8,0.0
7,7.45,10,23,6,1382744700,41.929046937,-87.651310877,41.91922505,-87.671445766,0.0,,17031832300,Cash,Taxi Affiliation Services,480,22,0.0
7,6.85,3,20,6,1364589000,41.928763006,-87.665676837,,,1.75,,,Credit Card,,480,,2.0
7,7.45,2,0,7,1391820300,41.928763006,-87.665676837,41.914747305,-87.654007029,2.1,,17031832600,Cash,,540,7,0.0
7,9.45,3,0,1,1395533700,41.928763006,-87.665676837,41.899589796,-87.674719134,2.8,,17031242200,Cash,Dispatch Taxi Affiliation,720,24,0.0
7,10.85,5,12,1,1400417100,41.928763006,-87.665676837,41.88528132,-87.6572332,3.4,,17031833000,Cash,,840,28,0.0
7,7.05,4,21,6,1396645200,41.928763006,-87.665676837,41.907412816,-87.640901525,0.1,,17031080400,Cash,Taxi Affiliation Services,480,8,0.0
7,11.25,1,2,1,1420941600,41.928763006,-87.665676837,41.900221297,-87.629105186,3.8,,17031081100,Credit Card,Choice Taxi Association,960,8,2.45
24,8.85,7,20,1,1406491200,41.908378669,-87.670945075,41.892507781,-87.626214906,2.6,,17031081500,Cash,,420,8,0.0
24,10.25,11,23,5,1415921400,41.908378669,-87.670945075,41.892042136,-87.63186395,3.4,,17031081700,Credit Card,Taxi Affiliation Services,600,8,2.55
24,8.05,3,22,5,1364509800,41.908378669,-87.670945075,41.914616286,-87.631717366,2.0,,17031071500,Cash,,540,7,0.0
24,10.45,7,23,6,1374276600,41.908378669,-87.670945075,41.938391258,-87.63857492,0.0,,17031063200,Cash,Taxi Affiliation Services,960,6,0.0
24,13.05,4,14,7,1367071200,41.908378669,-87.670945075,41.877406123,-87.621971652,4.1,,17031320400,Credit Card,Dispatch Taxi Affiliation,1200,32,2.0
24,10.25,3,16,7,1364056200,41.908378669,-87.670945075,41.916473316,-87.641183657,0.1,,17031071600,Cash,Taxi Affiliation Services,1020,7,0.0
24,6.25,3,20,6,1426277700,41.908378669,-87.670945075,41.921273105,-87.68508211,1.4,,17031221600,Cash,Dispatch Taxi Affiliation,420,22,0.0
24,8.44,8,23,7,1376780400,41.908378669,-87.670945075,41.900221297,-87.629105186,2.4,,17031081100,Cash,,600,8,0.0
24,10.05,11,1,5,1417052700,41.908378669,-87.670945075,41.900221297,-87.629105186,0.1,,17031081100,Cash,Taxi Affiliation Services,840,8,0.0
24,9.25,4,14,1,1398609900,41.908378669,-87.670945075,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,660,28,0.0
24,10.85,9,0,2,1409529600,41.908378669,-87.670945075,41.94258518,-87.656644092,0.2,,17031062200,Cash,Taxi Affiliation Services,900,6,0.0
24,9.85,1,22,7,1358030700,41.908378669,-87.670945075,41.885300022,-87.642808466,2.6,,17031280100,Cash,,900,28,0.0
24,10.4,2,2,1,1361069100,41.908378669,-87.670945075,41.933785052,-87.72205233,3.5,,17031210502,Cash,,720,21,0.0
24,10.25,2,18,7,1361040300,41.908378669,-87.670945075,41.899155613,-87.626210532,0.0,,17031081201,No Charge,Choice Taxi Association,1020,8,0.0
24,6.65,1,1,7,1390007700,41.908378669,-87.670945075,41.892276708,-87.679397479,0.4,,17031243000,Cash,Choice Taxi Association,480,24,0.0
24,8.45,10,2,1,1413081900,41.908378669,-87.670945075,41.90749193,-87.63576009,2.1,,17031080300,Cash,Taxi Affiliation Services,660,8,0.0
24,8.65,2,21,7,1393104600,41.908378669,-87.670945075,41.90749193,-87.63576009,2.0,,17031080300,Cash,Taxi Affiliation Services,660,8,0.0
64,9.45,4,1,7,1398475800,41.779582888,-87.768510849,,,0.0,,,Cash,Taxi Affiliation Services,840,,0.0
8,5.05,12,2,1,1450576800,41.902788048,-87.62614559,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,300,8,4.0
8,4.85,8,16,5,1438876800,41.902788048,-87.62614559,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
8,5.25,7,15,3,1404226800,41.902788048,-87.62614559,41.892507781,-87.626214906,0.7,,17031081500,Cash,,300,8,0.0
8,5.65,8,8,2,1407140100,41.902788048,-87.62614559,41.892042136,-87.63186395,1.2,,17031081700,Cash,,240,8,0.0
8,6.65,6,15,3,1372175100,41.902788048,-87.62614559,41.892042136,-87.63186395,0.0,,17031081700,Cash,Northwest Management LLC,480,8,0.0
8,8.25,8,19,6,1407524400,41.902788048,-87.62614559,41.93057857,-87.642206313,0.0,,17031070102,Cash,Blue Ribbon Taxi Association Inc.,660,7,0.0
8,37.65,4,14,7,1398520800,41.902788048,-87.62614559,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Taxi Affiliation Services,2160,76,0.0
8,37.45,10,13,1,1382880600,41.902788048,-87.62614559,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Choice Taxi Association,2400,76,4.0
8,40.45,5,8,3,1400572800,41.902788048,-87.62614559,41.97907082,-87.903039661,17.8,,17031980000,Cash,Taxi Affiliation Services,4260,76,0.0
8,36.85,6,18,1,1401648300,41.902788048,-87.62614559,41.97907082,-87.903039661,17.9,,17031980000,Credit Card,,1860,76,9.71
8,36.25,4,10,7,1365243300,41.902788048,-87.62614559,41.97907082,-87.903039661,18.1,,17031980000,Credit Card,,1440,76,7.85
8,40.45,4,7,2,1429514100,41.902788048,-87.62614559,41.97907082,-87.903039661,17.6,,17031980000,Credit Card,,4380,76,6.37
8,37.45,7,10,7,1373710500,41.902788048,-87.62614559,41.97907082,-87.903039661,18.3,,17031980000,Cash,,1560,76,0.0
8,9.25,12,20,5,1481229000,41.902788048,-87.62614559,41.921778356,-87.641459759,2.1,,17031071300,Cash,,660,7,0.0
8,9.25,6,0,1,1466899200,41.902788048,-87.62614559,41.914747305,-87.654007029,2.1,,17031832600,Cash,Dispatch Taxi Affiliation,720,7,0.0
8,7.45,10,18,6,1382121900,41.902788048,-87.62614559,41.877406123,-87.621971652,0.0,,17031320400,Cash,Choice Taxi Association,600,32,0.0
8,7.25,2,11,3,1393326900,41.902788048,-87.62614559,41.877406123,-87.621971652,1.7,,17031320400,Cash,,480,32,0.0
8,9.05,9,18,2,1412016300,41.902788048,-87.62614559,41.921701492,-87.655911848,2.3,,17031071000,Cash,,780,7,0.0
8,10.65,2,11,7,1423309500,41.902788048,-87.62614559,41.859349715,-87.617358006,2.9,,17031330100,Cash,,960,33,0.0
8,11.25,8,13,3,1438694100,41.902788048,-87.62614559,41.859349715,-87.617358006,3.2,,17031330100,Cash,Choice Taxi Association,1080,33,0.0
8,9.45,3,23,7,1363474800,41.902788048,-87.62614559,41.899589796,-87.674719134,0.1,,17031242200,Cash,Taxi Affiliation Services,780,24,0.0
8,5.65,10,18,5,1414692900,41.902788048,-87.62614559,41.907520075,-87.6266589,0.8,,17031080100,Cash,,300,8,0.0
8,4.25,2,19,6,1393614900,41.902788048,-87.62614559,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,120,8,0.0
8,7.45,11,14,6,1415371500,41.902788048,-87.62614559,41.922082541,-87.634156093,1.8,,17031071400,Credit Card,Taxi Affiliation Services,600,7,3.0
8,13.85,12,21,3,1388524500,41.902788048,-87.62614559,41.890922026,-87.618868355,2.1,,17031081403,Cash,,1800,8,0.0
8,5.25,2,23,5,1362092400,41.902788048,-87.62614559,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
8,8.44,12,21,1,1450646100,41.902788048,-87.62614559,41.884987192,-87.620992913,1.9,,17031320100,Credit Card,,780,32,2.0
8,7.25,5,19,1,1401046200,41.902788048,-87.62614559,41.884987192,-87.620992913,1.6,,17031320100,Cash,,540,32,0.0
8,6.85,6,22,2,1433803500,41.902788048,-87.62614559,41.884987192,-87.620992913,1.6,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,6.85,4,17,3,1398188700,41.902788048,-87.62614559,41.884987192,-87.620992913,1.5,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
8,8.85,7,14,7,1436625900,41.902788048,-87.62614559,41.884987192,-87.620992913,1.6,,17031320100,Cash,,840,32,0.0
8,11.25,6,9,3,1435656600,41.902788048,-87.62614559,41.880994471,-87.632746489,0.1,,17031839100,Credit Card,Taxi Affiliation Services,1140,32,3.0
8,10.05,2,8,6,1392366600,41.902788048,-87.62614559,41.880994471,-87.632746489,2.2,,17031839100,Credit Card,,1020,32,2.0
8,7.25,8,20,6,1438978500,41.902788048,-87.62614559,41.880994471,-87.632746489,1.4,,17031839100,Cash,Dispatch Taxi Affiliation,600,32,0.0
8,8.25,8,9,5,1375350300,41.902788048,-87.62614559,41.880994471,-87.632746489,17.0,,17031839100,Credit Card,Taxi Affiliation Services,720,32,1.75
8,8.44,4,19,2,1428348600,41.902788048,-87.62614559,41.92926299,-87.635890954,2.7,,17031070101,Credit Card,,420,7,2.0
8,7.85,2,22,6,1393626600,41.902788048,-87.62614559,41.891971508,-87.612945414,1.9,,17031081402,Cash,,600,8,0.0
8,7.85,7,22,7,1405203300,41.902788048,-87.62614559,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Taxi Affiliation Services,600,8,4.0
8,6.45,3,23,6,1394235000,41.902788048,-87.62614559,41.891971508,-87.612945414,1.3,,17031081402,Cash,,360,8,0.0
8,10.65,3,18,4,1394044200,41.902788048,-87.62614559,41.936310131,-87.651562592,3.1,,17031063000,Cash,Top Cab Affiliation,1020,6,0.0
8,8.85,10,8,3,1444121100,41.902788048,-87.62614559,41.906650766,-87.66533766,2.2,,17031241600,Cash,KOAM Taxi Association,720,24,0.0
8,13.05,5,13,6,1401455700,41.902788048,-87.62614559,41.879066994,-87.657005027,3.3,,17031833100,Credit Card,Taxi Affiliation Services,1320,28,3.9
8,21.25,7,21,6,1405113300,41.902788048,-87.62614559,41.991234532,-87.65730427,7.3,,17031030101,Cash,Dispatch Taxi Affiliation,1680,77,0.0
8,17.25,7,19,6,1405710900,41.902788048,-87.62614559,41.949220914,-87.651970395,0.45,,17031061000,Cash,,2160,6,0.0
8,10.85,5,10,4,1431512100,41.902788048,-87.62614559,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Choice Taxi Association,1080,28,2.15
8,9.25,5,15,6,1399043700,41.902788048,-87.62614559,41.879255084,-87.642648998,2.3,,17031281900,Credit Card,Dispatch Taxi Affiliation,780,28,2.0
8,5.25,8,18,5,1471545000,41.902788048,-87.62614559,41.902788048,-87.62614559,0.6,,17031081202,Cash,,240,8,0.0
8,3.25,8,19,5,1439493300,41.902788048,-87.62614559,41.902788048,-87.62614559,0.0,,17031081202,Cash,Choice Taxi Association,0,8,0.0
8,12.45,8,22,6,1439592300,41.902788048,-87.62614559,41.902788048,-87.62614559,4.9,,17031081202,Credit Card,,600,8,3.6
8,20.25,4,21,7,1428787800,41.902788048,-87.62614559,42.016010564,-87.680162272,8.9,,17031010201,Credit Card,Northwest Management LLC,1200,1,4.25
8,6.85,9,22,6,1442614500,41.902788048,-87.62614559,41.892072635,-87.628874157,1.1,,17031081600,Cash,,540,8,0.0
8,18.05,3,19,3,1427831100,41.902788048,-87.62614559,41.958055933,-87.660389456,7.1,,17031830700,Credit Card,,1260,3,9.0
8,6.05,7,12,6,1405081800,41.902788048,-87.62614559,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,5.45,1,11,4,1358334000,41.902788048,-87.62614559,41.89503345,-87.619710672,0.7,,17031081401,Cash,,300,8,0.0
8,5.25,7,21,4,1437601500,41.902788048,-87.62614559,41.89503345,-87.619710672,0.7,,17031081401,Cash,Top Cab Affiliation,300,8,0.0
8,8.25,9,21,4,1378935000,41.902788048,-87.62614559,41.870607372,-87.622172937,2.3,,17031320600,Credit Card,,480,32,2.0
8,4.05,10,15,7,1414251900,41.902788048,-87.62614559,41.899155613,-87.626210532,0.2,,17031081201,Cash,,120,8,0.0
8,4.65,10,12,7,1413030600,41.902788048,-87.62614559,41.899155613,-87.626210532,0.7,,17031081201,Cash,Choice Taxi Association,180,8,0.0
8,4.85,7,19,2,1406574900,41.902788048,-87.62614559,41.899155613,-87.626210532,0.6,,17031081201,Cash,Choice Taxi Association,240,8,0.0
8,30.45,10,12,3,1381839300,41.902788048,-87.62614559,41.785998518,-87.750934289,0.0,,17031980100,Cash,Taxi Affiliation Services,1740,56,0.0
8,6.0,12,15,7,1481384700,41.902788048,-87.62614559,41.89321636,-87.63784421,0.8,,17031081800,Cash,,420,8,0.0
8,8.45,7,19,4,1438197300,41.902788048,-87.62614559,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,840,8,0.0
8,5.25,3,15,1,1364138100,41.902788048,-87.62614559,41.90749193,-87.63576009,0.7,,17031080300,Credit Card,Dispatch Taxi Affiliation,300,8,2.0
8,14.45,12,18,1,1419184800,41.902788048,-87.62614559,41.87866742,-87.671653621,5.3,,17031838100,Cash,Top Cab Affiliation,1020,28,0.0
60,8.45,12,9,6,1386925200,41.836150155,-87.648787952,41.857183858,-87.620334624,2.1,,,Cash,Taxi Affiliation Services,600,33,0.0
60,10.85,11,20,3,1447185600,41.836150155,-87.648787952,41.817366208,-87.698860797,0.0,,,Cash,Taxi Affiliation Services,840,58,0.0
60,4.25,5,4,6,1431664200,41.836150155,-87.648787952,41.836150155,-87.648787952,0.0,,,Cash,Chicago Elite Cab Corp. (Chicago Carriag,0,60,0.0
60,12.25,12,17,7,1419702300,41.836150155,-87.648787952,41.874005383,-87.66351755,0.2,,,Cash,Taxi Affiliation Services,960,28,0.0
39,12.65,5,10,5,1430992800,41.805911699,-87.587479258,41.859349715,-87.617358006,0.2,,17031330100,Cash,Taxi Affiliation Services,720,33,0.0
1,9.45,11,1,5,1417052700,42.001698194,-87.673574032,41.972929317,-87.650290074,0.0,,17031031300,Cash,Dispatch Taxi Affiliation,720,3,0.0
41,19.65,7,18,6,1404499500,41.790506261,-87.583143717,41.892507781,-87.626214906,8.4,,17031081500,Credit Card,Dispatch Taxi Affiliation,1080,8,2.0
41,18.45,12,15,7,1451143800,41.790506261,-87.583143717,41.879255084,-87.642648998,7.7,,17031281900,Cash,,960,28,0.0
41,3.25,7,14,7,1437833700,41.790506261,-87.583143717,41.790506261,-87.583143717,0.0,,17031411000,Cash,Taxi Affiliation Services,0,41,0.0
41,21.25,3,14,5,1426775400,41.790506261,-87.583143717,41.892072635,-87.628874157,8.7,,17031081600,Cash,,1320,8,0.0
41,20.45,7,18,7,1404585000,41.790506261,-87.583143717,41.89503345,-87.619710672,8.2,,17031081401,Credit Card,Taxi Affiliation Services,1260,8,4.45
41,21.65,5,15,6,1400254200,41.790506261,-87.583143717,41.899155613,-87.626210532,0.5,,17031081201,Cash,Taxi Affiliation Services,1680,8,0.0
41,22.45,6,15,2,1435591800,41.790506261,-87.583143717,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,1260,8,3.0
3,10.25,10,0,7,1443832200,41.972709547,-87.657341107,41.93057857,-87.642206313,0.0,,17031070102,Cash,Northwest Management LLC,540,7,0.0
3,5.25,11,1,1,1446341400,41.972709547,-87.657341107,41.962178629,-87.645378762,0.0,,17031031400,Cash,Blue Ribbon Taxi Association Inc.,360,3,0.0
3,7.85,2,19,2,1393268400,41.972709547,-87.657341107,41.97681175,-87.701941074,0.0,,17031040300,Credit Card,Taxi Affiliation Services,480,4,2.0
3,7.05,11,23,7,1385247600,41.972709547,-87.657341107,41.979912445,-87.664188242,1.9,,17031030800,Cash,Taxi Affiliation Services,420,77,0.0
5,11.05,9,21,7,1411852500,41.947791586,-87.683834942,42.001571027,-87.695012589,3.8,,,Cash,Northwest Management LLC,720,2,0.0
5,9.25,4,20,3,1396383300,41.947791586,-87.683834942,41.901206994,-87.676355989,2.8,,,Cash,Taxi Affiliation Services,720,24,0.0
5,7.85,3,18,1,1426445100,41.947791586,-87.683834942,41.901206994,-87.676355989,2.0,,,Cash,,540,24,0.0
5,11.05,4,23,3,1397603700,41.947791586,-87.683834942,41.901206994,-87.676355989,3.8,,,Cash,,720,24,0.0
5,8.44,8,4,1,1376195400,41.947791586,-87.683834942,41.901206994,-87.676355989,2.7,,,Cash,,420,24,0.0
5,19.25,9,22,5,1411079400,41.947791586,-87.683834942,41.878865584,-87.625192142,7.8,,,Cash,Taxi Affiliation Services,1380,32,0.0
5,16.65,12,15,6,1450451700,41.947791586,-87.683834942,42.009622881,-87.670166857,6.4,,,Credit Card,Taxi Affiliation Services,1260,1,2.0
5,6.25,12,16,4,1418833800,41.947791586,-87.683834942,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,360,3,0.0
5,8.44,4,23,5,1366932600,41.947791586,-87.683834942,41.96581197,-87.655878786,2.2,,,Cash,,660,3,0.0
5,9.65,6,15,5,1371135600,41.947791586,-87.683834942,41.96581197,-87.655878786,3.0,,,Cash,,720,3,0.0
5,11.65,5,23,4,1368661500,41.947791586,-87.683834942,41.924347077,-87.734739754,3.5,,,Cash,Dispatch Taxi Affiliation,900,20,0.0
5,11.45,11,7,5,1385019000,41.947791586,-87.683834942,41.924347077,-87.734739754,3.6,,,Cash,,900,20,0.0
5,5.85,11,6,2,1414996200,41.947791586,-87.683834942,41.938666196,-87.711210593,0.9,,,Cash,,360,21,0.0
5,11.85,1,21,6,1422049500,41.947791586,-87.683834942,41.899602111,-87.633308037,0.2,,,Cash,Taxi Affiliation Services,660,8,0.0
5,16.45,3,22,2,1393886700,41.947791586,-87.683834942,41.899602111,-87.633308037,6.6,,,Cash,,960,8,0.0
5,19.45,4,22,2,1429569900,41.947791586,-87.683834942,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1440,8,0.0
5,16.25,9,18,6,1409940900,41.947791586,-87.683834942,41.899602111,-87.633308037,5.0,,,Cash,Taxi Affiliation Services,1800,8,0.0
5,27.25,12,5,3,1386653400,41.947791586,-87.683834942,41.980264315,-87.913624596,0.8,,,Cash,Blue Ribbon Taxi Association Inc.,1320,76,0.0
5,7.25,12,1,1,1388281500,41.947791586,-87.683834942,41.953582125,-87.72345239,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,360,16,2.0
5,7.05,9,21,6,1379711700,41.947791586,-87.683834942,41.953582125,-87.72345239,2.0,,,Cash,,420,16,0.0
5,6.65,2,1,7,1392427800,41.947791586,-87.683834942,41.953582125,-87.72345239,1.7,,,Cash,Taxi Affiliation Services,300,16,0.0
5,9.65,4,3,7,1428116400,41.947791586,-87.683834942,41.953582125,-87.72345239,3.1,,,Credit Card,Northwest Management LLC,600,16,3.0
5,5.65,8,23,1,1407714300,41.947791586,-87.683834942,41.944226601,-87.655998182,0.13,,,Cash,,240,6,0.0
5,6.25,4,0,3,1428364800,41.947791586,-87.683834942,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,420,6,6.0
5,7.45,5,17,3,1399398300,41.947791586,-87.683834942,41.944226601,-87.655998182,1.9,,,Cash,,600,6,0.0
5,7.65,11,20,3,1384893000,41.947791586,-87.683834942,41.944226601,-87.655998182,2.0,,,Cash,,480,6,0.0
5,5.85,7,23,3,1406674800,41.947791586,-87.683834942,41.944226601,-87.655998182,1.1,,,Cash,,300,6,0.0
5,6.65,9,0,7,1441413000,41.947791586,-87.683834942,41.944226601,-87.655998182,1.5,,,Cash,,360,6,0.0
5,5.45,1,2,7,1388801700,41.947791586,-87.683834942,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,300,6,0.0
5,6.85,10,23,1,1444605300,41.947791586,-87.683834942,41.944226601,-87.655998182,1.8,,,Credit Card,Taxi Affiliation Services,360,6,1.0
5,7.45,6,23,1,1370216700,41.947791586,-87.683834942,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,480,6,0.0
5,10.45,7,20,5,1374784200,41.947791586,-87.683834942,41.944226601,-87.655998182,0.1,,,Credit Card,Dispatch Taxi Affiliation,900,6,2.6
5,7.0,8,18,4,1472668200,41.947791586,-87.683834942,41.944226601,-87.655998182,1.3,,,Credit Card,Taxi Affiliation Services,420,6,2.0
5,6.45,3,5,1,1425793500,41.947791586,-87.683834942,41.944226601,-87.655998182,1.8,,,Credit Card,,240,6,1.0
5,8.25,9,17,6,1380301200,41.947791586,-87.683834942,41.944226601,-87.655998182,0.0,,,Cash,Choice Taxi Association,660,6,0.0
5,11.05,4,0,7,1398470400,41.947791586,-87.683834942,41.983636307,-87.723583185,0.2,,,Cash,Taxi Affiliation Services,840,13,0.0
5,13.45,5,15,4,1430927100,41.947791586,-87.683834942,41.983636307,-87.723583185,4.4,,,Cash,Taxi Affiliation Services,1200,13,0.0
5,3.25,5,12,2,1369053900,41.947791586,-87.683834942,41.947791586,-87.683834942,0.0,,,Cash,Chicago Elite Cab Corp.,0,5,0.0
5,4.85,10,3,7,1443842100,41.947791586,-87.683834942,41.947791586,-87.683834942,0.1,,,Cash,,240,5,0.0
5,5.25,5,4,2,1369627200,41.947791586,-87.683834942,41.947791586,-87.683834942,1.0,,,Cash,,72120,5,0.0
5,16.25,10,21,6,1414184400,41.947791586,-87.683834942,41.947791586,-87.683834942,0.0,,,Cash,,1980,5,0.0
5,3.45,4,2,4,1429669800,41.947791586,-87.683834942,41.947791586,-87.683834942,0.1,,,Cash,,60,5,0.0
5,15.45,2,14,5,1392904800,41.947791586,-87.683834942,41.874005383,-87.66351755,5.3,,,Credit Card,Dispatch Taxi Affiliation,1440,28,4.55
5,9.05,3,20,1,1394397000,41.947791586,-87.683834942,41.922686284,-87.649488729,2.3,,,Credit Card,Dispatch Taxi Affiliation,840,7,2.0
5,9.65,4,0,7,1365813900,41.947791586,-87.683834942,41.922686284,-87.649488729,0.1,,,Cash,Taxi Affiliation Services,600,7,0.0
5,13.25,2,23,6,1393629300,41.947791586,-87.683834942,41.922686284,-87.649488729,4.9,,,Cash,Taxi Affiliation Services,900,7,0.0
5,9.25,7,19,3,1437505200,41.947791586,-87.683834942,41.968069,-87.721559063,1.8,,,Cash,Dispatch Taxi Affiliation,960,14,0.0
5,7.85,11,18,7,1448131500,41.947791586,-87.683834942,41.968069,-87.721559063,2.5,,,Credit Card,,480,14,3.0
5,8.05,9,19,6,1379099700,41.947791586,-87.683834942,41.975170943,-87.687515515,1.9,,,Cash,,660,4,0.0
5,8.85,6,1,7,1434762900,41.947791586,-87.683834942,41.92276062,-87.699155343,2.4,,,Cash,Taxi Affiliation Services,660,22,0.0
5,11.25,8,1,7,1408150800,41.947791586,-87.683834942,41.9867118,-87.663416405,4.3,,,Cash,Northwest Management LLC,720,77,0.0
5,9.45,9,0,7,1410567300,41.947791586,-87.683834942,41.9867118,-87.663416405,0.1,,,Cash,Taxi Affiliation Services,720,77,0.0
7,11.05,5,18,7,1399744800,41.914585709,-87.645966207,41.892507781,-87.626214906,2.5,,17031081500,Cash,KOAM Taxi Association,1140,8,0.0
7,6.65,5,23,7,1399764600,41.914585709,-87.645966207,41.938232293,-87.646782081,0.0,,17031063100,Cash,Taxi Affiliation Services,480,6,0.0
7,5.85,3,20,7,1395520200,41.914585709,-87.645966207,41.92926299,-87.635890954,1.1,,17031070101,Cash,,300,7,0.0
7,9.65,3,16,7,1393690500,41.914585709,-87.645966207,41.942691844,-87.651770507,0.0,,17031062100,Cash,Blue Ribbon Taxi Association Inc.,1020,6,0.0
7,6.65,5,0,7,1401494400,41.914585709,-87.645966207,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,480,8,0.0
33,25.05,2,0,1,1422750600,41.861280847,-87.630580061,41.9725808,-87.694001061,10.6,,17031040201,Cash,Taxi Affiliation Services,1680,4,0.0
2,3.25,10,18,7,1443896100,42.001315924,-87.693637494,42.001315924,-87.693637494,0.0,,17031020602,Cash,Taxi Affiliation Services,60,2,0.0
8,3.25,3,21,5,1363900500,41.892072635,-87.628874157,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
8,30.05,7,19,4,1438197300,41.892072635,-87.628874157,,,14.6,,,Credit Card,,1440,,7.66
8,5.45,12,2,7,1387592100,41.892072635,-87.628874157,41.892507781,-87.626214906,0.9,,17031081500,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,8.0,3,12,6,1458909000,41.892072635,-87.628874157,41.892507781,-87.626214906,0.1,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,1200,8,0.0
8,4.65,6,23,6,1371858300,41.892072635,-87.628874157,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,180,8,0.0
8,3.85,3,21,1,1394400600,41.892072635,-87.628874157,41.892507781,-87.626214906,0.2,,17031081500,Cash,Taxi Affiliation Services,60,8,0.0
8,4.84,7,15,4,1404918900,41.892072635,-87.628874157,41.892507781,-87.626214906,0.8,,17031081500,Cash,,60,8,0.0
8,5.05,12,13,6,1417785300,41.892072635,-87.628874157,41.892507781,-87.626214906,0.7,,17031081500,Credit Card,Choice Taxi Association,300,8,2.0
8,4.85,10,21,4,1412199900,41.892072635,-87.628874157,41.892042136,-87.63186395,0.5,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
8,4.45,4,2,6,1365129900,41.892072635,-87.628874157,41.892042136,-87.63186395,0.0,,17031081700,Cash,Northwest Management LLC,120,8,0.0
8,5.25,3,3,6,1363318200,41.892072635,-87.628874157,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,300,8,0.0
8,5.45,12,8,5,1418287500,41.892072635,-87.628874157,41.892042136,-87.63186395,0.9,,17031081700,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,5.05,1,0,7,1422664200,41.892072635,-87.628874157,41.892042136,-87.63186395,0.2,,17031081700,Cash,,300,8,0.0
8,4.45,12,19,3,1387306800,41.892072635,-87.628874157,41.892042136,-87.63186395,0.4,,17031081700,Credit Card,,180,8,3.0
8,3.65,3,18,7,1393698600,41.892072635,-87.628874157,41.892042136,-87.63186395,0.2,,17031081700,Cash,,60,8,0.0
8,5.25,10,1,6,1444355100,41.892072635,-87.628874157,41.892042136,-87.63186395,1.1,,17031081700,Cash,,300,8,0.0
8,12.45,4,3,7,1366428600,41.892072635,-87.628874157,41.953400044,-87.646007066,4.9,,17031060800,Cash,,480,6,0.0
8,11.05,12,20,3,1417553100,41.892072635,-87.628874157,41.93057857,-87.642206313,3.6,,17031070102,Credit Card,Choice Taxi Association,720,7,0.95
8,35.05,7,8,1,1374395400,41.892072635,-87.628874157,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,1200,76,0.0
8,35.85,4,16,1,1428857100,41.892072635,-87.628874157,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,2160,76,7.95
8,40.45,7,14,6,1373640300,41.892072635,-87.628874157,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,3180,76,8.45
8,37.05,8,18,3,1438711200,41.892072635,-87.628874157,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Taxi Affiliation Services,2640,76,8.1
8,35.25,2,12,5,1392897600,41.892072635,-87.628874157,41.97907082,-87.903039661,17.3,,17031980000,Credit Card,Taxi Affiliation Services,1560,76,7.05
8,43.0,3,10,3,1459247400,41.892072635,-87.628874157,41.97907082,-87.903039661,1.0,,17031980000,Cash,Taxi Affiliation Services,1500,76,0.0
8,4.25,11,2,1,1385259300,41.892072635,-87.628874157,41.900265687,-87.63210922,0.0,,17031081000,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,4.84,6,20,7,1433621700,41.892072635,-87.628874157,41.900265687,-87.63210922,0.6,,17031081000,Cash,,180,8,0.0
8,5.65,1,2,7,1420856100,41.892072635,-87.628874157,41.900265687,-87.63210922,0.0,,17031081000,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,9.25,4,4,7,1367037000,41.892072635,-87.628874157,41.914747305,-87.654007029,0.1,,17031832600,Credit Card,Taxi Affiliation Services,720,7,2.15
8,9.25,7,20,1,1436733900,41.892072635,-87.628874157,41.914747305,-87.654007029,0.0,,17031832600,Credit Card,Blue Ribbon Taxi Association Inc.,720,7,2.0
8,12.05,10,21,4,1446068700,41.892072635,-87.628874157,41.928967266,-87.656156831,3.4,,17031070400,Credit Card,KOAM Taxi Association,1020,7,2.4
8,10.85,9,0,7,1410567300,41.892072635,-87.628874157,41.921778188,-87.651061884,3.5,,17031071100,Credit Card,,840,7,2.0
8,10.65,8,17,5,1407431700,41.892072635,-87.628874157,41.921778188,-87.651061884,3.4,,17031071100,Cash,Dispatch Taxi Affiliation,1020,7,0.0
8,6.65,11,23,6,1383346800,41.892072635,-87.628874157,41.914616286,-87.631717366,0.0,,17031071500,Cash,Dispatch Taxi Affiliation,420,7,0.0
8,8.5,3,18,5,1459448100,41.892072635,-87.628874157,41.914616286,-87.631717366,1.8,,17031071500,Cash,Choice Taxi Association,660,7,0.0
8,7.25,11,2,7,1383360300,41.892072635,-87.628874157,41.914616286,-87.631717366,1.8,,17031071500,Credit Card,Taxi Affiliation Services,480,7,2.0
8,16.45,11,12,7,1384001100,41.892072635,-87.628874157,41.938391258,-87.63857492,4.6,,17031063200,Cash,,1680,6,0.0
8,7.85,6,2,1,1403404200,41.892072635,-87.628874157,41.877406123,-87.621971652,0.1,,17031320400,Cash,Taxi Affiliation Services,480,32,0.0
8,5.85,9,23,5,1409874300,41.892072635,-87.628874157,41.877406123,-87.621971652,1.1,,17031320400,Cash,Northwest Management LLC,300,32,0.0
8,12.65,1,20,6,1420833600,41.892072635,-87.628874157,41.938232293,-87.646782081,0.0,,17031063100,Cash,Taxi Affiliation Services,1080,6,0.0
8,9.05,7,3,1,1374980400,41.892072635,-87.628874157,41.859349715,-87.617358006,2.3,,17031330100,Cash,Choice Taxi Association,720,33,0.0
8,10.65,6,11,6,1403264700,41.892072635,-87.628874157,41.859349715,-87.617358006,0.31,,17031330100,Credit Card,,900,33,3.0
8,12.05,7,15,6,1405090800,41.892072635,-87.628874157,41.859349715,-87.617358006,3.3,,17031330100,Cash,585 - Valley Cab Co,1140,33,0.0
8,10.25,2,8,5,1362041100,41.892072635,-87.628874157,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Dispatch Taxi Affiliation,720,33,3.05
8,8.25,9,0,2,1411345800,41.892072635,-87.628874157,41.859349715,-87.617358006,0.1,,17031330100,Cash,Taxi Affiliation Services,480,33,0.0
8,10.45,11,0,7,1447460100,41.892072635,-87.628874157,41.906025969,-87.675311622,0.0,,17031241400,Credit Card,Blue Ribbon Taxi Association Inc.,720,24,2.45
8,10.45,8,22,7,1438468200,41.892072635,-87.628874157,41.906025969,-87.675311622,3.3,,17031241400,Cash,Dispatch Taxi Affiliation,780,24,0.0
8,6.25,10,22,1,1445207400,41.892072635,-87.628874157,41.892658108,-87.652534484,1.4,,17031243500,Credit Card,,360,24,2.0
8,7.25,3,0,7,1394238600,41.892072635,-87.628874157,41.892658108,-87.652534484,0.0,,17031243500,Credit Card,Taxi Affiliation Services,540,24,2.0
8,5.85,12,21,3,1417554900,41.892072635,-87.628874157,41.897983898,-87.641491533,1.1,,17031081900,Cash,Choice Taxi Association,420,8,0.0
8,9.85,4,2,1,1430016300,41.892072635,-87.628874157,41.899589796,-87.674719134,3.1,,17031242200,Cash,,660,24,0.0
8,9.25,3,23,6,1363391100,41.892072635,-87.628874157,41.899506548,-87.679600287,0.1,,17031242300,Cash,Taxi Affiliation Services,600,24,0.0
8,8.45,7,19,4,1438199100,41.892072635,-87.628874157,41.907520075,-87.6266589,1.6,,17031080100,Cash,Taxi Affiliation Services,780,8,0.0
8,17.85,9,23,5,1378422000,41.892072635,-87.628874157,41.987225558,-87.664937724,0.75,,17031030500,Cash,,960,77,0.0
8,11.85,6,1,4,1435107600,41.892072635,-87.628874157,41.847431547,-87.663528686,3.4,,17031843200,Cash,KOAM Taxi Association,960,31,0.0
8,6.65,10,1,7,1445044500,41.892072635,-87.628874157,41.905857769,-87.630865027,1.2,,17031080202,Credit Card,Choice Taxi Association,480,8,2.0
8,8.85,9,1,6,1409878800,41.892072635,-87.628874157,41.922082541,-87.634156093,2.7,,17031071400,Credit Card,Choice Taxi Association,480,7,2.0
8,8.25,5,20,4,1431547200,41.892072635,-87.628874157,41.922082541,-87.634156093,2.1,,17031071400,Cash,,600,7,0.0
8,5.45,9,0,3,1443485700,41.892072635,-87.628874157,41.890922026,-87.618868355,0.9,,17031081403,Cash,,240,8,0.0
8,9.25,12,22,5,1451601900,41.892072635,-87.628874157,41.890922026,-87.618868355,0.8,,17031081403,Cash,,960,8,0.0
8,5.45,4,19,2,1364843700,41.892072635,-87.628874157,41.890922026,-87.618868355,0.9,,17031081403,Cash,,300,8,0.0
8,4.45,6,1,3,1402968600,41.892072635,-87.628874157,41.890922026,-87.618868355,0.5,,17031081403,Cash,Taxi Affiliation Services,180,8,0.0
8,4.65,2,15,1,1391353200,41.892072635,-87.628874157,41.890922026,-87.618868355,0.4,,17031081403,Credit Card,,180,8,1.0
8,5.05,11,4,7,1448685000,41.892072635,-87.628874157,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,240,8,0.0
8,8.5,8,13,7,1470491100,41.892072635,-87.628874157,41.890922026,-87.618868355,1.0,,17031081403,Cash,,840,8,0.0
8,4.25,1,8,3,1422346500,41.892072635,-87.628874157,41.890922026,-87.618868355,0.4,,17031081403,Credit Card,,180,8,1.0
8,5.25,11,16,7,1416067200,41.892072635,-87.628874157,41.890922026,-87.618868355,0.5,,17031081403,Credit Card,Taxi Affiliation Services,360,8,2.0
8,14.85,6,18,3,1372184100,41.892072635,-87.628874157,41.827437232,-87.632558769,5.8,,17031340600,Cash,,840,34,0.0
8,13.25,4,2,1,1365904800,41.892072635,-87.628874157,41.921125914,-87.699754406,5.1,,17031221300,Cash,,660,22,0.0
8,12.05,4,22,6,1398465900,41.892072635,-87.628874157,41.921273105,-87.68508211,4.2,,17031221600,Credit Card,Choice Taxi Association,720,22,3.0
8,4.85,2,21,6,1423259100,41.892072635,-87.628874157,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,240,32,2.0
8,6.25,7,22,6,1405720800,41.892072635,-87.628874157,41.884987192,-87.620992913,1.1,,17031320100,Cash,,480,32,0.0
8,5.05,4,13,7,1398519000,41.892072635,-87.628874157,41.884987192,-87.620992913,0.8,,17031320100,Cash,,180,32,0.0
8,6.25,10,8,2,1412583300,41.892072635,-87.628874157,41.884987192,-87.620992913,1.1,,17031320100,Cash,,420,32,0.0
8,4.85,3,4,1,1394340300,41.892072635,-87.628874157,41.884987192,-87.620992913,0.7,,17031320100,Cash,Northwest Management LLC,240,32,0.0
8,5.75,4,21,6,1459544400,41.892072635,-87.628874157,41.884987192,-87.620992913,0.8,,17031320100,Credit Card,,300,32,3.0
8,28.05,1,15,5,1421335800,41.892072635,-87.628874157,41.884987192,-87.620992913,12.5,,17031320100,Credit Card,,1680,32,6.0
8,4.85,1,15,4,1422459900,41.892072635,-87.628874157,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,180,32,0.0
8,12.45,6,2,6,1372387500,41.892072635,-87.628874157,41.929272532,-87.673807238,0.2,,17031070700,Credit Card,Taxi Affiliation Services,660,7,2.65
8,8.05,7,9,4,1404294300,41.892072635,-87.628874157,41.880994471,-87.632746489,1.4,,17031839100,Cash,Taxi Affiliation Services,780,32,0.0
8,5.0,12,13,4,1481722200,41.892072635,-87.628874157,41.880994471,-87.632746489,0.6,,17031839100,Cash,,240,32,0.0
8,6.05,10,0,6,1443744000,41.892072635,-87.628874157,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,Taxi Affiliation Services,300,32,2.0
8,7.65,5,8,4,1432109700,41.892072635,-87.628874157,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
8,7.65,1,20,4,1389212100,41.892072635,-87.628874157,41.880994471,-87.632746489,1.9,,17031839100,Cash,,660,32,0.0
8,7.45,5,8,6,1401438600,41.892072635,-87.628874157,41.880994471,-87.632746489,0.1,,17031839100,Credit Card,,720,32,2.0
8,7.05,12,14,5,1387463400,41.892072635,-87.628874157,41.880994471,-87.632746489,1.5,,17031839100,Cash,Dispatch Taxi Affiliation,600,32,0.0
8,5.65,10,17,5,1413478800,41.892072635,-87.628874157,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,300,32,1.0
8,5.45,4,9,5,1397122200,41.892072635,-87.628874157,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,300,32,3.0
8,5.45,12,22,4,1450909800,41.892072635,-87.628874157,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,240,32,2.0
8,5.65,9,8,2,1380528000,41.892072635,-87.628874157,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,300,32,1.0
8,9.05,3,20,2,1364242500,41.892072635,-87.628874157,41.880994471,-87.632746489,2.3,,17031839100,Cash,,780,32,0.0
8,4.85,11,23,3,1385508600,41.892072635,-87.628874157,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
8,5.65,4,9,4,1366795800,41.892072635,-87.628874157,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,,360,32,3.0
8,6.45,9,17,4,1441213200,41.892072635,-87.628874157,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,Taxi Affiliation Services,540,32,1.0
8,4.85,2,11,2,1392636600,41.892072635,-87.628874157,41.880994471,-87.632746489,0.8,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,6.05,1,23,3,1358291700,41.892072635,-87.628874157,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,5.45,7,8,3,1373356800,41.892072635,-87.628874157,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,240,32,4.0
8,6.25,10,23,6,1446248700,41.892072635,-87.628874157,41.880994471,-87.632746489,1.1,,17031839100,Cash,Top Cab Affiliation,480,32,0.0
8,6.45,12,20,4,1386793800,41.892072635,-87.628874157,41.880994471,-87.632746489,1.4,,17031839100,Cash,Dispatch Taxi Affiliation,420,32,0.0
8,5.45,11,14,6,1385130600,41.892072635,-87.628874157,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,6.05,12,9,4,1419413400,41.892072635,-87.628874157,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,360,32,1.5
8,5.45,12,7,5,1386833400,41.892072635,-87.628874157,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,Choice Taxi Association,240,32,1.0
8,6.25,8,12,7,1438433100,41.892072635,-87.628874157,41.880994471,-87.632746489,0.9,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,10.25,5,1,2,1369013400,41.892072635,-87.628874157,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,720,32,2.25
8,6.65,10,8,5,1381394700,41.892072635,-87.628874157,41.880994471,-87.632746489,0.8,,17031839100,Cash,,540,32,0.0
8,7.25,9,10,5,1472724900,41.892072635,-87.628874157,41.880994471,-87.632746489,1.2,,17031839100,Cash,,480,32,0.0
8,6.85,12,20,3,1388521800,41.892072635,-87.628874157,41.880994471,-87.632746489,1.3,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,4.65,2,17,7,1423935000,41.892072635,-87.628874157,41.880994471,-87.632746489,0.4,,17031839100,Cash,,240,32,0.0
8,5.65,11,9,2,1416216600,41.892072635,-87.628874157,41.880994471,-87.632746489,0.7,,17031839100,Cash,Choice Taxi Association,360,32,0.0
8,4.65,9,22,6,1442613600,41.892072635,-87.628874157,41.880994471,-87.632746489,0.3,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
8,7.05,5,1,2,1401067800,41.892072635,-87.628874157,41.88528132,-87.6572332,1.6,,17031833000,Cash,,420,28,0.0
8,8.25,1,20,7,1390680000,41.892072635,-87.628874157,41.88528132,-87.6572332,0.1,,17031833000,Cash,Taxi Affiliation Services,720,28,0.0
8,9.05,12,19,6,1418412600,41.892072635,-87.628874157,41.88528132,-87.6572332,1.8,,17031833000,Cash,Choice Taxi Association,840,28,0.0
8,12.25,5,19,4,1431545400,41.892072635,-87.628874157,41.88528132,-87.6572332,1.7,,17031833000,Cash,Taxi Affiliation Services,1500,28,0.0
8,7.45,3,20,1,1393790400,41.892072635,-87.628874157,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,600,28,0.0
8,8.44,3,19,6,1395431100,41.892072635,-87.628874157,41.88528132,-87.6572332,2.2,,17031833000,Cash,,660,28,0.0
8,8.85,8,22,7,1377988200,41.892072635,-87.628874157,41.92926299,-87.635890954,0.26,,17031070101,Cash,,600,7,0.0
8,5.05,1,9,4,1388568600,41.892072635,-87.628874157,41.891971508,-87.612945414,0.8,,17031081402,Credit Card,,180,8,3.0
8,6.25,2,22,7,1391896800,41.892072635,-87.628874157,41.891971508,-87.612945414,0.0,,17031081402,Credit Card,Taxi Affiliation Services,420,8,2.0
8,6.85,10,10,5,1443696300,41.892072635,-87.628874157,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,540,8,0.0
8,6.85,9,15,4,1409756400,41.892072635,-87.628874157,41.891971508,-87.612945414,0.9,,17031081402,Cash,,600,8,0.0
8,16.05,5,13,6,1431695700,41.892072635,-87.628874157,41.946294536,-87.654298084,0.3,,17031832000,Credit Card,Blue Ribbon Taxi Association Inc.,1560,6,4.25
8,8.85,1,0,4,1388535300,41.892072635,-87.628874157,41.921854911,-87.646210977,2.5,,17031071200,Cash,,660,7,0.0
8,8.45,2,18,4,1361383200,41.892072635,-87.628874157,41.879066994,-87.657005027,1.8,,17031833100,Cash,Choice Taxi Association,780,28,0.0
8,5.65,12,2,1,1386468900,41.892072635,-87.628874157,41.900221297,-87.629105186,1.0,,17031081100,Credit Card,Taxi Affiliation Services,300,8,2.0
8,5.45,9,4,7,1411186500,41.892072635,-87.628874157,41.900221297,-87.629105186,0.9,,17031081100,Cash,Taxi Affiliation Services,360,8,0.0
8,4.45,3,20,6,1427489100,41.892072635,-87.628874157,41.900221297,-87.629105186,0.5,,17031081100,Credit Card,Dispatch Taxi Affiliation,120,8,2.0
8,22.45,6,0,1,1404000000,41.892072635,-87.628874157,41.972667956,-87.663865496,8.1,,17031031100,Credit Card,Choice Taxi Association,2040,3,5.85
8,14.45,8,14,6,1375452000,41.892072635,-87.628874157,41.949220914,-87.651970395,0.0,,17031061000,Cash,Blue Ribbon Taxi Association Inc.,1080,6,0.0
8,6.25,11,9,1,1415524500,41.892072635,-87.628874157,41.879255084,-87.642648998,1.1,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
8,6.45,8,11,1,1408273200,41.892072635,-87.628874157,41.879255084,-87.642648998,1.4,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
8,6.85,10,15,6,1414768500,41.892072635,-87.628874157,41.879255084,-87.642648998,1.3,,17031281900,Cash,,540,28,0.0
8,7.25,2,10,6,1393584300,41.892072635,-87.628874157,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,600,28,0.0
8,6.05,12,21,5,1388092500,41.892072635,-87.628874157,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,360,28,0.0
8,14.05,7,18,2,1373307300,41.892072635,-87.628874157,41.928763006,-87.665676837,4.1,,17031070600,Cash,Dispatch Taxi Affiliation,1500,7,0.0
8,8.85,5,21,2,1430774100,41.892072635,-87.628874157,41.908378669,-87.670945075,0.0,,17031241500,Credit Card,Taxi Affiliation Services,480,24,2.0
8,9.25,4,0,7,1397868300,41.892072635,-87.628874157,41.908378669,-87.670945075,0.0,,17031241500,Cash,Blue Ribbon Taxi Association Inc.,900,24,0.0
8,5.5,10,1,1,1476580500,41.892072635,-87.628874157,41.902788048,-87.62614559,0.9,,17031081202,Cash,,240,8,0.0
8,5.85,10,20,1,1382904000,41.892072635,-87.628874157,41.902788048,-87.62614559,0.0,,17031081202,Cash,Northwest Management LLC,360,8,0.0
8,19.45,11,16,7,1415464200,41.892072635,-87.628874157,41.914585709,-87.645966207,8.3,,17031071800,Cash,,660,7,0.0
8,4.65,1,0,7,1420848000,41.892072635,-87.628874157,41.892072635,-87.628874157,0.0,,17031081600,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,3.25,10,21,2,1445895000,41.892072635,-87.628874157,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,0,8,0.0
8,3.25,5,3,6,1432868400,41.892072635,-87.628874157,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,60,8,0.0
8,6.25,11,19,4,1384976700,41.892072635,-87.628874157,41.892072635,-87.628874157,1.2,,17031081600,Credit Card,,420,8,1.2
8,3.25,2,22,4,1393453800,41.892072635,-87.628874157,41.892072635,-87.628874157,0.0,,17031081600,Cash,,0,8,0.0
8,13.85,5,0,1,1400978700,41.892072635,-87.628874157,41.941488234,-87.671107656,4.8,,17031062500,Credit Card,,900,6,3.0
8,10.85,1,1,7,1389402000,41.892072635,-87.628874157,41.912364354,-87.675062757,0.34,,17031240300,Cash,,720,24,0.0
8,6.25,1,20,6,1422045000,41.892072635,-87.628874157,41.885300022,-87.642808466,1.1,,17031280100,Credit Card,,420,28,3.0
8,5.85,10,17,7,1381599000,41.892072635,-87.628874157,41.885300022,-87.642808466,0.8,,17031280100,Cash,KOAM Taxi Association,360,28,0.0
8,6.25,7,22,4,1372888800,41.892072635,-87.628874157,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,480,28,0.0
8,6.25,12,8,5,1386233100,41.892072635,-87.628874157,41.885300022,-87.642808466,1.1,,17031280100,Credit Card,,420,28,2.0
8,6.45,8,22,4,1438812900,41.892072635,-87.628874157,41.885300022,-87.642808466,0.9,,17031280100,Credit Card,Taxi Affiliation Services,480,28,3.0
8,12.65,9,19,1,1378666800,41.892072635,-87.628874157,41.929077655,-87.646293476,0.1,,17031070200,Credit Card,Choice Taxi Association,960,7,2.0
8,5.65,12,0,7,1418430600,41.892072635,-87.628874157,41.89503345,-87.619710672,1.0,,17031081401,Cash,,300,8,0.0
8,5.25,12,20,2,1419885900,41.892072635,-87.628874157,41.89503345,-87.619710672,0.5,,17031081401,Cash,,240,8,0.0
8,7.45,4,4,1,1429416000,41.892072635,-87.628874157,41.870607372,-87.622172937,1.9,,17031320600,Cash,Choice Taxi Association,360,32,0.0
8,8.25,10,21,5,1444339800,41.892072635,-87.628874157,41.870607372,-87.622172937,0.1,,17031320600,Credit Card,Taxi Affiliation Services,720,32,4.0
8,9.65,7,0,4,1405470600,41.892072635,-87.628874157,41.870607372,-87.622172937,1.9,,17031320600,Credit Card,Dispatch Taxi Affiliation,960,32,4.0
8,7.65,5,1,5,1432774800,41.892072635,-87.628874157,41.870607372,-87.622172937,1.5,,17031320600,Cash,,600,32,0.0
8,6.85,11,1,1,1385256600,41.892072635,-87.628874157,41.87101588,-87.631406525,0.0,,17031839000,Credit Card,Blue Ribbon Taxi Association Inc.,480,32,4.0
8,7.25,7,0,7,1374885900,41.892072635,-87.628874157,41.87101588,-87.631406525,1.4,,17031839000,Cash,,480,32,0.0
8,5.25,3,23,6,1363391100,41.892072635,-87.628874157,41.899155613,-87.626210532,0.9,,17031081201,Cash,,240,8,0.0
8,4.65,7,0,1,1406419200,41.892072635,-87.628874157,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,180,8,0.0
8,7.05,9,19,6,1441395000,41.892072635,-87.628874157,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,600,8,4.0
8,5.25,8,0,2,1470012300,41.892072635,-87.628874157,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Blue Ribbon Taxi Association Inc.,300,8,5.0
8,6.05,10,18,4,1414003500,41.892072635,-87.628874157,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,480,8,2.0
8,13.05,8,11,7,1377342900,41.892072635,-87.628874157,41.899155613,-87.626210532,2.1,,17031081201,Cash,,1560,8,0.0
8,4.05,3,18,1,1396205100,41.892072635,-87.628874157,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,120,8,0.0
8,5.25,11,11,5,1416481200,41.892072635,-87.628874157,41.899155613,-87.626210532,0.5,,17031081201,Credit Card,Taxi Affiliation Services,300,8,2.0
8,5.05,11,8,6,1385712900,41.892072635,-87.628874157,41.899155613,-87.626210532,0.7,,17031081201,Cash,,240,8,0.0
8,13.85,4,3,1,1430017200,41.892072635,-87.628874157,41.942691844,-87.651770507,0.3,,17031062100,Cash,Taxi Affiliation Services,1020,6,0.0
8,9.85,10,20,1,1413749700,41.892072635,-87.628874157,41.884767784,-87.684147449,2.9,,17031837800,Credit Card,Taxi Affiliation Services,720,28,2.0
8,24.85,9,19,2,1378149300,41.892072635,-87.628874157,41.785998518,-87.750934289,11.4,,17031980100,Credit Card,,1260,56,5.37
8,29.05,9,12,1,1411301700,41.892072635,-87.628874157,41.785998518,-87.750934289,13.7,,17031980100,Credit Card,Taxi Affiliation Services,1380,56,5.0
8,27.45,12,5,5,1418274000,41.892072635,-87.628874157,41.785998518,-87.750934289,12.3,,17031980100,Credit Card,,1440,56,5.89
8,26.65,5,13,5,1400763600,41.892072635,-87.628874157,41.785998518,-87.750934289,11.8,,17031980100,Cash,,1980,56,0.0
8,4.05,10,2,2,1444615200,41.892072635,-87.628874157,41.89321636,-87.63784421,0.6,,17031081800,Cash,Dispatch Taxi Affiliation,120,8,0.0
8,5.05,7,0,3,1437439500,41.892072635,-87.628874157,41.89321636,-87.63784421,0.7,,17031081800,Credit Card,Dispatch Taxi Affiliation,300,8,4.0
8,5.65,4,22,6,1429913700,41.892072635,-87.628874157,41.89321636,-87.63784421,0.6,,17031081800,Credit Card,Top Cab Affiliation,420,8,1.0
8,6.25,12,20,5,1418933700,41.892072635,-87.628874157,41.89321636,-87.63784421,0.8,,17031081800,Cash,Taxi Affiliation Services,420,8,0.0
8,4.65,8,9,3,1439283600,41.892072635,-87.628874157,41.89321636,-87.63784421,0.5,,17031081800,Credit Card,Taxi Affiliation Services,240,8,1.0
8,5.05,9,7,3,1379403900,41.892072635,-87.628874157,41.89321636,-87.63784421,0.7,,17031081800,Cash,,240,8,0.0
8,5.85,4,13,2,1429537500,41.892072635,-87.628874157,41.89321636,-87.63784421,0.9,,17031081800,Credit Card,,420,8,1.0
8,6.45,2,19,3,1392750900,41.892072635,-87.628874157,41.89321636,-87.63784421,1.1,,17031081800,Credit Card,Dispatch Taxi Affiliation,240,8,3.0
8,16.25,5,0,6,1369958400,41.892072635,-87.628874157,41.945170453,-87.668794439,6.6,,17031831900,Credit Card,,900,6,3.45
8,11.25,9,2,1,1443321000,41.892072635,-87.628874157,41.926811182,-87.642605247,4.1,,17031070103,Cash,Taxi Affiliation Services,600,7,0.0
8,13.05,12,0,6,1417739400,41.892072635,-87.628874157,41.942577185,-87.647078509,5.0,,17031062000,Credit Card,Northwest Management LLC,720,6,2.8
8,6.25,2,15,5,1393513200,41.892072635,-87.628874157,41.898331794,-87.620762865,1.1,,17031081300,Credit Card,Dispatch Taxi Affiliation,420,8,2.0
8,5.25,8,21,1,1438549200,41.892072635,-87.628874157,41.898331794,-87.620762865,1.0,,17031081300,Credit Card,,300,8,1.5
8,4.25,4,20,4,1398285900,41.892072635,-87.628874157,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Blue Ribbon Taxi Association Inc.,120,8,1.5
8,4.65,2,21,3,1393362900,41.892072635,-87.628874157,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,180,8,0.0
8,6.25,6,1,1,1372554900,41.892072635,-87.628874157,41.90749193,-87.63576009,0.0,,17031080300,Cash,Northwest Management LLC,360,8,0.0
8,7.45,8,0,6,1438907400,41.892072635,-87.628874157,41.90749193,-87.63576009,1.9,,17031080300,Cash,,540,8,0.0
8,10.45,1,3,1,1358046000,41.892072635,-87.628874157,41.91922505,-87.671445766,3.4,,17031832300,Cash,Choice Taxi Association,540,22,0.0
8,6.65,5,13,2,1431351000,41.892072635,-87.628874157,41.904935302,-87.649907226,1.3,,17031842200,Credit Card,Taxi Affiliation Services,480,8,4.0
21,8.45,2,3,7,1392435000,41.942859303,-87.717503858,41.9416281,-87.661443368,2.8,,17031062300,Credit Card,Dispatch Taxi Affiliation,420,6,1.55
21,3.25,10,15,2,1445266800,41.942859303,-87.717503858,41.942859303,-87.717503858,0.0,,17031831100,Cash,Taxi Affiliation Services,60,21,0.0
21,3.25,6,10,2,1401703200,41.942859303,-87.717503858,41.942859303,-87.717503858,0.0,,17031831100,Unknown,Taxi Affiliation Services,0,21,0.0
16,3.25,1,14,3,1389708000,41.958797863,-87.738393906,41.958797863,-87.738393906,0.0,,17031160200,Unknown,Northwest Management LLC,0,16,0.0
16,4.85,2,13,5,1393506900,41.958797863,-87.738393906,41.958797863,-87.738393906,0.2,,17031160200,Cash,Dispatch Taxi Affiliation,240,16,0.0
3,13.05,8,22,2,1376345700,41.958055933,-87.660389456,,,3.56,,,Cash,,1260,,0.0
3,12.85,11,17,7,1385228700,41.958055933,-87.660389456,41.914747305,-87.654007029,4.7,,17031832600,Cash,,840,7,0.0
3,4.85,9,22,3,1412117100,41.958055933,-87.660389456,41.958154876,-87.653021789,0.0,,17031032100,Cash,Taxi Affiliation Services,180,3,0.0
3,4.45,3,18,5,1395341100,41.958055933,-87.660389456,41.958154876,-87.653021789,0.7,,17031032100,Cash,Taxi Affiliation Services,180,3,0.0
3,16.25,5,16,7,1400343300,41.958055933,-87.660389456,41.884987192,-87.620992913,5.6,,17031320100,Cash,,1320,32,0.0
3,24.85,2,9,5,1423129500,41.958055933,-87.660389456,41.879066994,-87.657005027,0.89,,17031833100,Cash,,2460,28,0.0
3,13.05,6,11,4,1371639600,41.958055933,-87.660389456,41.900221297,-87.629105186,0.0,,17031081100,Cash,Taxi Affiliation Services,540,8,0.0
3,3.25,1,5,1,1389503700,41.958055933,-87.660389456,41.958055933,-87.660389456,0.0,,17031830700,Cash,,0,3,0.0
3,42.0,11,12,2,1383566400,41.958055933,-87.660389456,41.958055933,-87.660389456,0.0,,17031830700,Cash,,0,3,0.0
3,3.25,8,0,5,1408581900,41.958055933,-87.660389456,41.958055933,-87.660389456,0.0,,17031830700,Cash,Dispatch Taxi Affiliation,0,3,0.0
6,12.65,4,0,1,1367107200,41.941488234,-87.671107656,41.892042136,-87.63186395,3.9,,17031081700,Credit Card,,1140,8,3.0
6,9.45,7,0,1,1405212300,41.941488234,-87.671107656,41.921778188,-87.651061884,0.1,,17031071100,Cash,Taxi Affiliation Services,900,7,0.0
6,7.65,7,4,1,1405224000,41.941488234,-87.671107656,41.936159071,-87.661265218,1.7,,17031062800,Credit Card,KOAM Taxi Association,600,6,2.0
6,5.85,7,0,7,1404521100,41.941488234,-87.671107656,41.942691844,-87.651770507,1.2,,17031062100,Cash,Taxi Affiliation Services,300,6,0.0
6,7.85,6,0,7,1402706700,41.941488234,-87.671107656,41.949829346,-87.64396537,2.0,,17031060900,Cash,Taxi Affiliation Services,600,6,0.0
15,24.0,2,19,2,1454353200,41.954027649,-87.763399032,41.899602111,-87.633308037,0.0,,,Credit Card,Choice Taxi Association,1080,8,5.6
15,4.25,8,23,5,1439509500,41.954027649,-87.763399032,41.954027649,-87.763399032,0.4,,,Cash,Taxi Affiliation Services,180,15,0.0
15,21.45,12,8,4,1418805900,41.954027649,-87.763399032,41.874005383,-87.66351755,7.5,,,Credit Card,Taxi Affiliation Services,1800,28,4.25
15,11.65,1,2,5,1388628000,41.954027649,-87.763399032,41.975170943,-87.687515515,4.0,,,Cash,Dispatch Taxi Affiliation,780,4,0.0
69,0.5,9,20,1,1442176200,41.763246799,-87.616134111,41.763246799,-87.616134111,0.5,,,Cash,,180,69,0.0
69,3.25,11,21,7,1416692700,41.763246799,-87.616134111,41.763246799,-87.616134111,0.0,,,Cash,Taxi Affiliation Services,0,69,0.0
28,34.85,8,0,1,1439685900,41.874005383,-87.66351755,,,17.3,,,Cash,,1200,,0.0
28,19.65,9,1,1,1377998100,41.874005383,-87.66351755,,,7.8,,,Cash,,540,,0.0
28,18.65,4,1,1,1365901200,41.874005383,-87.66351755,,,7.8,,,Cash,,780,,0.0
28,9.85,8,21,7,1408223700,41.874005383,-87.66351755,,,3.0,,,Credit Card,Taxi Affiliation Services,660,,4.0
28,68.65,8,18,4,1408559400,41.874005383,-87.66351755,,,32.6,,,Credit Card,Taxi Affiliation Services,4620,,20.9
28,37.45,3,21,4,1395265500,41.874005383,-87.66351755,,,1.1,,,Cash,Taxi Affiliation Services,2100,,0.0
28,18.85,9,14,3,1410271200,41.874005383,-87.66351755,,,8.5,,,Cash,,960,,0.0
28,9.45,11,17,4,1448473500,41.874005383,-87.66351755,41.901206994,-87.676355989,0.1,,,Cash,Taxi Affiliation Services,900,24,0.0
28,6.65,4,10,3,1397556900,41.874005383,-87.66351755,41.901206994,-87.676355989,1.5,,,Cash,,360,24,0.0
28,8.05,10,11,6,1414150200,41.874005383,-87.66351755,41.901206994,-87.676355989,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,540,24,0.0
28,9.25,5,14,6,1400856300,41.874005383,-87.66351755,41.901206994,-87.676355989,2.4,,,Cash,Taxi Affiliation Services,720,24,0.0
28,9.05,1,22,6,1391208300,41.874005383,-87.66351755,41.901206994,-87.676355989,2.8,,,Cash,,600,24,0.0
28,7.05,6,13,4,1403703000,41.874005383,-87.66351755,41.901206994,-87.676355989,1.6,,,Cash,Choice Taxi Association,540,24,0.0
28,6.65,10,14,3,1414504800,41.874005383,-87.66351755,41.901206994,-87.676355989,1.4,,,No Charge,Dispatch Taxi Affiliation,480,24,0.0
28,9.85,12,0,1,1419727500,41.874005383,-87.66351755,41.901206994,-87.676355989,3.3,,,Cash,Taxi Affiliation Services,660,24,0.0
28,9.45,6,17,5,1403198100,41.874005383,-87.66351755,41.901206994,-87.676355989,2.9,,,Cash,,720,24,0.0
28,10.0,5,18,2,1462212000,41.874005383,-87.66351755,41.901206994,-87.676355989,2.5,,,Credit Card,,600,24,4.0
28,5.25,12,3,1,1449372600,41.874005383,-87.66351755,41.901206994,-87.676355989,1.0,,,Credit Card,Taxi Affiliation Services,240,24,1.5
28,7.45,2,14,2,1393252200,41.874005383,-87.66351755,41.901206994,-87.676355989,0.1,,,Credit Card,Taxi Affiliation Services,540,24,2.0
28,11.25,2,17,1,1391967900,41.874005383,-87.66351755,41.901206994,-87.676355989,3.7,,,Credit Card,,840,24,2.0
28,6.65,2,3,7,1393040700,41.874005383,-87.66351755,41.901206994,-87.676355989,0.1,,,Cash,Taxi Affiliation Services,300,24,0.0
28,5.25,7,14,2,1373294700,41.874005383,-87.66351755,41.901206994,-87.676355989,0.0,,,Cash,Dispatch Taxi Affiliation,300,24,0.0
28,8.65,8,14,3,1438699500,41.874005383,-87.66351755,41.901206994,-87.676355989,2.7,,,Credit Card,Taxi Affiliation Services,540,24,3.0
28,5.25,8,9,7,1438419600,41.874005383,-87.66351755,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,240,24,0.0
28,10.65,12,8,3,1450169100,41.874005383,-87.66351755,41.878865584,-87.625192142,2.3,,,Cash,,1020,32,0.0
28,10.65,8,16,3,1407861900,41.874005383,-87.66351755,41.878865584,-87.625192142,0.1,,,Cash,Taxi Affiliation Services,960,32,0.0
28,5.85,2,14,6,1392389100,41.874005383,-87.66351755,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,420,32,0.0
28,6.5,1,10,7,1453545900,41.874005383,-87.66351755,41.878865584,-87.625192142,1.1,,,Cash,Chicago Medallion Management,300,32,0.0
28,9.25,4,16,6,1366994700,41.874005383,-87.66351755,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,840,32,0.0
28,11.45,8,11,6,1377258300,41.874005383,-87.66351755,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,900,32,0.0
28,7.25,1,16,2,1359391500,41.874005383,-87.66351755,41.878865584,-87.625192142,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,600,32,0.0
28,7.85,5,6,6,1368770400,41.874005383,-87.66351755,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,300,32,0.0
28,26.65,12,10,3,1418726700,41.874005383,-87.66351755,42.009622881,-87.670166857,11.1,,,Cash,KOAM Taxi Association,1740,1,0.0
28,20.45,3,20,5,1362689100,41.874005383,-87.66351755,41.96581197,-87.655878786,8.3,,,Cash,,1440,3,0.0
28,15.65,11,3,3,1416282300,41.874005383,-87.66351755,41.938666196,-87.711210593,0.67,,,Credit Card,,660,21,3.13
28,10.85,11,2,1,1446345900,41.874005383,-87.66351755,41.899602111,-87.633308037,3.8,,,Cash,Taxi Affiliation Services,600,8,0.0
28,14.85,5,9,4,1430902800,41.874005383,-87.66351755,41.899602111,-87.633308037,3.9,,,Credit Card,,1620,8,4.76
28,7.45,3,19,4,1362598200,41.874005383,-87.66351755,41.899602111,-87.633308037,1.6,,,Credit Card,,540,8,3.0
28,7.85,1,11,5,1358422200,41.874005383,-87.66351755,41.899602111,-87.633308037,1.2,,,Cash,Dispatch Taxi Affiliation,600,8,0.0
28,8.25,2,20,2,1423513800,41.874005383,-87.66351755,41.899602111,-87.633308037,2.0,,,Credit Card,Choice Taxi Association,720,8,2.0
28,14.05,6,10,2,1434364200,41.874005383,-87.66351755,41.899602111,-87.633308037,4.0,,,Cash,,1440,8,0.0
28,7.45,3,0,4,1425429900,41.874005383,-87.66351755,41.899602111,-87.633308037,2.1,,,Cash,Taxi Affiliation Services,420,8,0.0
28,6.25,3,9,1,1426410900,41.874005383,-87.66351755,41.899602111,-87.633308037,1.5,,,Credit Card,,300,8,1.5
28,33.85,5,15,7,1400338800,41.874005383,-87.66351755,41.899602111,-87.633308037,0.2,,,Cash,Taxi Affiliation Services,4860,8,0.0
28,6.45,3,0,5,1395881100,41.874005383,-87.66351755,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,300,8,0.0
28,8.45,9,19,4,1443034800,41.874005383,-87.66351755,41.899602111,-87.633308037,1.7,,,Credit Card,Choice Taxi Association,720,8,1.0
28,7.65,7,6,4,1373436900,41.874005383,-87.66351755,41.899602111,-87.633308037,0.18,,,Cash,,540,8,0.0
28,8.65,4,6,3,1428386400,41.874005383,-87.66351755,41.899602111,-87.633308037,2.6,,,Cash,Taxi Affiliation Services,540,8,0.0
28,9.85,5,8,6,1369383300,41.874005383,-87.66351755,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,780,8,0.0
28,9.44,12,9,7,1387013400,41.874005383,-87.66351755,41.899602111,-87.633308037,2.5,,,Cash,,780,8,0.0
28,37.85,10,13,5,1382622300,41.874005383,-87.66351755,41.980264315,-87.913624596,0.0,,,Cash,Taxi Affiliation Services,2100,76,0.0
28,34.85,4,7,6,1396595700,41.874005383,-87.66351755,41.980264315,-87.913624596,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,2160,76,0.0
28,24.65,2,21,6,1361566800,41.874005383,-87.66351755,41.741242728,-87.551428197,115.0,,,Cash,Taxi Affiliation Services,1260,46,0.0
28,5.65,12,13,6,1388149200,41.874005383,-87.66351755,41.857183858,-87.620334624,0.05,,,Credit Card,,420,33,2.0
28,8.65,5,12,3,1399377600,41.874005383,-87.66351755,41.857183858,-87.620334624,1.7,,,Cash,,780,33,0.0
28,10.05,7,10,4,1406110500,41.874005383,-87.66351755,41.857183858,-87.620334624,3.0,,,Cash,,660,33,0.0
28,18.85,1,16,6,1388767500,41.874005383,-87.66351755,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,1260,6,0.0
28,23.5,7,20,4,1468440900,41.874005383,-87.66351755,41.944226601,-87.655998182,0.0,,,Credit Card,Taxi Affiliation Services,2280,6,4.7
28,17.25,4,9,2,1461577500,41.874005383,-87.66351755,41.944226601,-87.655998182,0.0,,,Cash,Dispatch Taxi Affiliation,1440,6,0.0
28,12.45,4,9,5,1365673500,41.874005383,-87.66351755,41.944226601,-87.655998182,4.4,,,Cash,,960,6,0.0
28,12.05,11,22,4,1384381800,41.874005383,-87.66351755,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,720,6,2.0
28,12.5,12,1,1,1481419800,41.874005383,-87.66351755,41.944226601,-87.655998182,0.2,,,Credit Card,Taxi Affiliation Services,600,6,2.5
28,17.85,10,19,3,1414525500,41.874005383,-87.66351755,41.944226601,-87.655998182,7.5,,,Cash,Taxi Affiliation Services,1080,6,0.0
28,18.5,3,22,5,1458254700,41.874005383,-87.66351755,41.944226601,-87.655998182,0.0,,,Cash,Dispatch Taxi Affiliation,1020,6,0.0
28,17.65,7,0,5,1374712200,41.874005383,-87.66351755,41.944226601,-87.655998182,0.69,,,Cash,,1020,6,0.0
28,10.85,11,0,3,1416876300,41.874005383,-87.66351755,41.944226601,-87.655998182,3.7,,,Cash,,720,6,0.0
28,14.05,9,11,7,1410003000,41.874005383,-87.66351755,41.944226601,-87.655998182,4.8,,,Credit Card,,1020,6,3.0
28,13.05,8,23,5,1440716400,41.874005383,-87.66351755,41.944226601,-87.655998182,4.8,,,Credit Card,,780,6,2.0
28,15.25,3,7,5,1363247100,41.874005383,-87.66351755,41.944226601,-87.655998182,57.0,,,Cash,Taxi Affiliation Services,1380,6,0.0
28,15.85,10,18,4,1412793000,41.874005383,-87.66351755,41.82371281,-87.602350437,6.7,,,Cash,Taxi Affiliation Services,960,36,0.0
28,20.65,1,19,2,1358191800,41.874005383,-87.66351755,41.794090253,-87.592310855,9.2,,,Cash,,1080,41,0.0
28,13.85,6,3,5,1401939000,41.874005383,-87.66351755,41.817366208,-87.698860797,5.6,,,Credit Card,Northwest Management LLC,660,58,4.15
28,19.45,2,23,3,1392764400,41.874005383,-87.66351755,41.836150155,-87.648787952,7.9,,,Cash,Taxi Affiliation Services,1260,60,0.0
28,11.45,12,22,1,1388355300,41.874005383,-87.66351755,41.836150155,-87.648787952,4.4,,,Cash,,540,60,0.0
28,10.25,9,18,5,1379616300,41.874005383,-87.66351755,41.836150155,-87.648787952,3.2,,,Cash,Northwest Management LLC,780,60,0.0
28,11.05,2,17,6,1360948500,41.874005383,-87.66351755,41.836150155,-87.648787952,0.0,,,Cash,Choice Taxi Association,840,60,0.0
28,10.85,11,12,7,1416657600,41.874005383,-87.66351755,41.836150155,-87.648787952,3.4,,,Cash,,840,60,0.0
28,16.45,9,17,6,1443203100,41.874005383,-87.66351755,41.947791586,-87.683834942,5.4,,,Cash,,1740,5,0.0
28,11.85,5,22,5,1401402600,41.874005383,-87.66351755,41.947791586,-87.683834942,4.4,,,Cash,Taxi Affiliation Services,660,5,0.0
28,14.25,11,22,5,1385073000,41.874005383,-87.66351755,41.947791586,-87.683834942,5.5,,,Credit Card,,840,5,2.0
28,14.25,7,16,1,1405267200,41.874005383,-87.66351755,41.947791586,-87.683834942,5.5,,,Cash,Taxi Affiliation Services,780,5,0.0
28,20.1,9,17,3,1409677200,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Unknown,Blue Ribbon Taxi Association Inc.,180,28,0.0
28,3.25,2,3,3,1424746800,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,0,28,0.0
28,4.05,7,5,7,1405746000,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,120,28,2.0
28,5.45,7,18,4,1406744100,41.874005383,-87.66351755,41.874005383,-87.66351755,0.9,,,Cash,,300,28,0.0
28,7.45,12,8,4,1449649800,41.874005383,-87.66351755,41.874005383,-87.66351755,1.9,,,Credit Card,,420,28,2.0
28,7.05,9,18,2,1410804900,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,480,28,2.0
28,3.25,1,18,6,1422036900,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,,0,28,0.0
28,3.25,8,17,2,1439227800,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,0,28,0.0
28,7.85,3,1,6,1394761500,41.874005383,-87.66351755,41.874005383,-87.66351755,2.0,,,Cash,Taxi Affiliation Services,420,28,0.0
28,6.25,3,0,7,1426898700,41.874005383,-87.66351755,41.874005383,-87.66351755,1.4,,,Cash,,360,28,0.0
28,7.85,11,9,6,1415351700,41.874005383,-87.66351755,41.874005383,-87.66351755,2.4,,,Cash,,480,28,0.0
28,8.85,2,23,4,1424302200,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Chicago Elite Cab Corp. (Chicago Carriag,480,28,0.0
28,7.65,11,23,3,1447198200,41.874005383,-87.66351755,41.874005383,-87.66351755,2.0,,,Credit Card,Taxi Affiliation Services,480,28,1.0
28,8.05,8,11,2,1407152700,41.874005383,-87.66351755,41.874005383,-87.66351755,2.2,,,Cash,,540,28,0.0
28,6.45,5,2,7,1432348200,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,420,28,2.0
28,5.85,5,15,3,1399390200,41.874005383,-87.66351755,41.874005383,-87.66351755,1.0,,,Cash,Taxi Affiliation Services,360,28,0.0
28,5.45,9,20,2,1380571200,41.874005383,-87.66351755,41.874005383,-87.66351755,1.0,,,Cash,Dispatch Taxi Affiliation,240,28,0.0
28,3.25,12,3,2,1450064700,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Chicago Elite Cab Corp. (Chicago Carriag,0,28,0.0
28,7.25,4,21,6,1429911000,41.874005383,-87.66351755,41.874005383,-87.66351755,0.5,,,Cash,,720,28,0.0
28,3.25,6,17,4,1433957400,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,,0,28,0.0
28,10.45,7,11,6,1373628600,41.874005383,-87.66351755,41.874005383,-87.66351755,3.3,,,Cash,,780,28,0.0
28,6.85,11,10,3,1384856100,41.874005383,-87.66351755,41.874005383,-87.66351755,0.1,,,Cash,Northwest Management LLC,420,28,0.0
28,6.05,3,21,3,1425419100,41.874005383,-87.66351755,41.874005383,-87.66351755,1.3,,,Credit Card,,360,28,2.0
28,3.25,3,13,6,1425646800,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,0,28,0.0
28,4.65,3,10,7,1427536800,41.874005383,-87.66351755,41.874005383,-87.66351755,0.8,,,Credit Card,Taxi Affiliation Services,120,28,1.0
28,6.05,11,22,1,1417387500,41.874005383,-87.66351755,41.874005383,-87.66351755,1.5,,,Credit Card,Northwest Management LLC,300,28,2.0
28,7.65,11,23,6,1383952500,41.874005383,-87.66351755,41.874005383,-87.66351755,2.0,,,Credit Card,,540,28,2.0
28,7.85,1,15,7,1420297200,41.874005383,-87.66351755,41.874005383,-87.66351755,0.1,,,Cash,Taxi Affiliation Services,600,28,0.0
28,6.65,11,16,5,1447951500,41.874005383,-87.66351755,41.874005383,-87.66351755,1.4,,,Credit Card,,480,28,2.0
28,10.85,7,11,5,1435837500,41.874005383,-87.66351755,41.874005383,-87.66351755,2.4,,,Cash,Taxi Affiliation Services,780,28,0.0
28,7.85,8,16,7,1439655300,41.874005383,-87.66351755,41.874005383,-87.66351755,2.0,,,Cash,,600,28,0.0
28,3.25,9,15,1,1411313400,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,60,28,0.0
28,4.65,4,6,2,1366008300,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Taxi Affiliation Services,240,28,0.0
28,6.05,11,3,6,1447988400,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Dispatch Taxi Affiliation,300,28,0.0
28,5.85,8,14,2,1408977000,41.874005383,-87.66351755,41.874005383,-87.66351755,0.6,,,Cash,KOAM Taxi Association,360,28,0.0
28,5.45,4,19,7,1398541500,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,360,28,3.0
28,5.05,1,6,2,1420438500,41.874005383,-87.66351755,41.874005383,-87.66351755,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,240,28,0.0
28,8.05,6,8,4,1435133700,41.874005383,-87.66351755,41.874005383,-87.66351755,1.9,,,Cash,,600,28,0.0
28,7.25,11,20,4,1448481600,41.874005383,-87.66351755,41.874005383,-87.66351755,1.9,,,Cash,Taxi Affiliation Services,480,28,0.0
28,20.25,6,20,1,1435523400,41.874005383,-87.66351755,41.761577908,-87.572781987,0.5,,,Cash,Taxi Affiliation Services,900,43,0.0
28,32.25,1,16,5,1452184200,41.874005383,-87.66351755,41.761577908,-87.572781987,11.7,,,Cash,Taxi Affiliation Services,2100,43,0.0
28,11.85,12,20,2,1387831500,41.874005383,-87.66351755,41.922686284,-87.649488729,0.2,,,Cash,Taxi Affiliation Services,960,7,0.0
28,14.45,7,11,3,1438083000,41.874005383,-87.66351755,41.922686284,-87.649488729,5.6,,,Cash,Taxi Affiliation Services,960,7,0.0
28,12.65,6,13,6,1403874900,41.874005383,-87.66351755,41.922686284,-87.649488729,0.37,,,Cash,,1200,7,0.0
28,12.05,7,21,6,1435958100,41.874005383,-87.66351755,41.922686284,-87.649488729,3.9,,,Cash,,1020,7,0.0
28,10.65,4,20,1,1428264900,41.874005383,-87.66351755,41.922686284,-87.649488729,0.2,,,Credit Card,Taxi Affiliation Services,840,7,2.1
28,16.75,11,15,3,1478013300,41.874005383,-87.66351755,41.80908443,-87.632424524,5.7,,,Cash,Taxi Affiliation Services,840,37,0.0
28,26.25,4,10,3,1460456100,41.874005383,-87.66351755,41.77887686,-87.594925439,9.8,,,Cash,,1080,42,0.0
28,22.85,3,10,1,1427625000,41.874005383,-87.66351755,41.744205146,-87.656305986,10.6,,,Credit Card,,960,71,8.0
28,17.85,2,23,6,1360367100,41.874005383,-87.66351755,41.975170943,-87.687515515,7.7,,,Credit Card,,960,4,0.0
28,11.45,12,17,4,1451495700,41.874005383,-87.66351755,41.92276062,-87.699155343,0.2,,,Cash,Taxi Affiliation Services,900,22,0.0
28,17.0,9,8,4,1475052300,41.874005383,-87.66351755,41.92276062,-87.699155343,5.7,,,Credit Card,,780,22,3.4
28,17.45,5,16,6,1431100800,41.874005383,-87.66351755,41.92276062,-87.699155343,5.9,,,Credit Card,,1980,22,4.0
28,12.65,9,20,7,1379189700,41.874005383,-87.66351755,41.92276062,-87.699155343,0.0,,,No Charge,Choice Taxi Association,1140,22,0.0
28,15.25,9,10,3,1379414700,41.874005383,-87.66351755,41.92276062,-87.699155343,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,840,22,0.0
28,18.05,12,4,1,1419137100,41.874005383,-87.66351755,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,960,77,0.0
28,21.05,11,22,6,1416609000,41.874005383,-87.66351755,41.9867118,-87.663416405,0.0,,,Credit Card,Taxi Affiliation Services,1080,77,2.0
28,21.05,2,23,7,1391902200,41.874005383,-87.66351755,41.9867118,-87.663416405,9.3,,,Cash,Dispatch Taxi Affiliation,1200,77,0.0
28,16.64,5,16,5,1401379200,41.874005383,-87.66351755,41.808916283,-87.596183344,7.3,,,Credit Card,,840,39,8.0
28,8.45,6,0,6,1435278600,41.874005383,-87.66351755,41.850266366,-87.667569312,0.1,,,Cash,Taxi Affiliation Services,540,31,0.0
28,4.25,3,0,6,1394756100,41.874005383,-87.66351755,41.850266366,-87.667569312,0.5,,,Cash,,180,31,0.0
28,6.85,2,23,7,1360452600,41.874005383,-87.66351755,41.850266366,-87.667569312,0.0,,,Cash,Dispatch Taxi Affiliation,420,31,0.0
28,8.85,1,22,6,1390601700,41.874005383,-87.66351755,41.850266366,-87.667569312,0.1,,,Cash,4615 - Tyrone Henderson,840,31,0.0
28,14.05,1,19,3,1421782200,41.874005383,-87.66351755,41.835117986,-87.618677767,4.3,,,Credit Card,Taxi Affiliation Services,1320,35,0.0
28,9.45,3,18,6,1362765600,41.874005383,-87.66351755,41.842076117,-87.633973422,0.0,,,Cash,Taxi Affiliation Services,840,34,0.0
28,10.05,4,10,4,1427882400,41.874005383,-87.66351755,41.842076117,-87.633973422,2.9,,,Cash,Dispatch Taxi Affiliation,840,34,0.0
43,4.65,5,16,7,1368288000,41.761577908,-87.572781987,,,0.0,,,Cash,,300,,0.0
43,12.85,11,13,6,1383312600,41.761577908,-87.572781987,41.690633347,-87.570058269,0.0,,,Credit Card,Taxi Affiliation Services,960,51,2.55
43,53.25,8,12,5,1408623300,41.761577908,-87.572781987,41.980264315,-87.913624596,27.5,,,Credit Card,Taxi Affiliation Services,2940,76,5.0
43,14.65,3,17,2,1363627800,41.761577908,-87.572781987,41.794090253,-87.592310855,4.7,,,Cash,,1320,41,0.0
43,8.05,2,9,6,1424422800,41.761577908,-87.572781987,41.761577908,-87.572781987,2.0,,,Cash,Taxi Affiliation Services,600,43,0.0
43,3.25,8,16,3,1375804800,41.761577908,-87.572781987,41.761577908,-87.572781987,0.0,,,Cash,Taxi Affiliation Services,60,43,0.0
24,9.75,5,18,7,1463856300,41.89967018,-87.669837798,41.892042136,-87.63186395,2.7,,17031081700,Credit Card,,480,8,2.0
24,9.65,5,20,7,1400356800,41.89967018,-87.669837798,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,660,8,0.0
24,4.85,7,0,1,1374367500,41.89967018,-87.669837798,41.928619051,-87.685362024,0.99,,17031830900,Cash,,300,22,0.0
24,7.05,2,1,1,1423358100,41.89967018,-87.669837798,41.907412816,-87.640901525,1.9,,17031080400,Credit Card,Taxi Affiliation Services,360,8,2.0
24,7.65,12,23,6,1417823100,41.89967018,-87.669837798,41.907412816,-87.640901525,1.9,,17031080400,Cash,KOAM Taxi Association,480,8,0.0
24,5.05,7,1,7,1373679000,41.89967018,-87.669837798,41.892493167,-87.664745836,0.9,,17031243300,Cash,,240,24,0.0
24,10.85,4,0,7,1429922700,41.89967018,-87.669837798,41.933675988,-87.712357476,4.1,,17031210602,Credit Card,Taxi Affiliation Services,480,21,2.15
24,8.25,4,19,7,1365276600,41.89967018,-87.669837798,41.885300022,-87.642808466,2.4,,17031280100,Cash,Northwest Management LLC,540,28,0.0
24,8.65,1,21,6,1422654300,41.912364354,-87.675062757,41.914616286,-87.631717366,2.1,,17031071500,Credit Card,KOAM Taxi Association,660,7,2.0
24,8.85,4,0,7,1397261700,41.912364354,-87.675062757,41.936237179,-87.656411531,2.4,,17031062900,Cash,,660,6,0.0
24,12.85,3,20,7,1362255300,41.912364354,-87.675062757,41.890922026,-87.618868355,4.1,,17031081403,Cash,Dispatch Taxi Affiliation,1200,8,0.0
24,6.05,7,3,7,1373080500,41.912364354,-87.675062757,41.899737388,-87.664953917,0.0,,17031242000,Cash,Taxi Affiliation Services,360,24,0.0
24,3.25,3,20,5,1395345600,41.912364354,-87.675062757,41.912364354,-87.675062757,0.0,,17031240300,Cash,,0,24,0.0
24,3.25,8,22,5,1409264100,41.912364354,-87.675062757,41.912364354,-87.675062757,0.0,,17031240300,Cash,,0,24,0.0
24,8.85,12,18,7,1418496300,41.912364354,-87.675062757,41.884767784,-87.684147449,0.1,,17031837800,Cash,Taxi Affiliation Services,720,28,0.0
24,8.45,10,1,7,1445648400,41.912364354,-87.675062757,41.90749193,-87.63576009,2.3,,17031080300,Credit Card,Dispatch Taxi Affiliation,600,8,2.0
24,10.65,8,14,7,1409408100,41.912364354,-87.675062757,41.90749193,-87.63576009,1.6,,17031080300,Cash,Dispatch Taxi Affiliation,1200,8,0.0
24,4.25,3,0,7,1427501700,41.912364354,-87.675062757,41.91922505,-87.671445766,0.0,,17031832300,Credit Card,Taxi Affiliation Services,60,22,1.0
65,5.45,7,17,7,1373735700,41.769778059,-87.726929842,41.779582888,-87.768510849,0.0,,,Cash,Taxi Affiliation Services,180,64,0.0
65,3.25,12,16,6,1387555200,41.769778059,-87.726929842,41.769778059,-87.726929842,0.0,,,Cash,Taxi Affiliation Services,0,65,0.0
6,4.25,6,21,6,1403903700,41.94258518,-87.656644092,41.957530922,-87.66661144,0.6,,17031060100,Credit Card,,120,6,1.0
6,8.85,11,3,7,1384570800,41.94258518,-87.656644092,41.921778188,-87.651061884,0.1,,17031071100,Cash,Blue Ribbon Taxi Association Inc.,960,7,0.0
6,4.45,3,0,1,1394324100,41.94258518,-87.656644092,41.936159071,-87.661265218,0.3,,17031062800,Cash,Dispatch Taxi Affiliation,180,6,0.0
6,11.45,8,22,7,1377987300,41.94258518,-87.656644092,41.906025969,-87.675311622,0.37,,17031241400,Credit Card,,900,24,2.59
6,10.45,6,23,6,1402702200,41.94258518,-87.656644092,41.987225558,-87.664937724,3.1,,17031030500,Cash,Taxi Affiliation Services,900,77,0.0
6,11.45,10,22,4,1445464800,41.94258518,-87.656644092,41.928391397,-87.704907236,3.5,,17031220500,Credit Card,,840,22,2.0
6,4.84,11,3,7,1384571700,41.94258518,-87.656644092,41.934659157,-87.646729729,0.8,,17031063400,Credit Card,,180,6,3.0
6,16.05,5,21,7,1367703900,41.94258518,-87.656644092,41.880994471,-87.632746489,5.8,,17031839100,Cash,,1200,32,0.0
6,23.85,11,2,7,1415412900,41.94258518,-87.656644092,41.827087912,-87.648626816,11.0,,17031839900,Cash,Choice Taxi Association,1260,60,0.0
6,6.25,7,20,7,1468700100,41.94258518,-87.656644092,41.943155086,-87.640698076,1.1,,17031061902,Cash,Choice Taxi Association,360,6,0.0
6,11.45,2,21,6,1392411600,41.94258518,-87.656644092,41.911972301,-87.683642922,3.5,,17031240500,Cash,,1020,24,0.0
6,6.05,5,2,7,1401503400,41.94258518,-87.656644092,41.929046937,-87.651310877,0.0,,17031070300,Cash,Taxi Affiliation Services,300,7,0.0
6,14.05,11,0,5,1417048200,41.94258518,-87.656644092,41.89321636,-87.63784421,4.91,,17031081800,Credit Card,,1020,8,3.01
6,6.25,2,23,7,1424561400,41.94258518,-87.656644092,41.949829346,-87.64396537,0.0,,17031060900,Cash,Taxi Affiliation Services,480,6,0.0
28,9.65,3,21,1,1396214100,41.885300022,-87.642808466,41.920451512,-87.679954768,2.9,,17031832200,Credit Card,KOAM Taxi Association,720,22,0.0
28,11.45,5,18,7,1400350500,41.885300022,-87.642808466,41.849246754,-87.624135298,3.7,,17031841000,Cash,,840,33,0.0
28,9.85,3,11,7,1426937400,41.885300022,-87.642808466,41.849246754,-87.624135298,3.1,,17031841000,Cash,Taxi Affiliation Services,660,33,0.0
28,22.05,10,20,5,1414701000,41.885300022,-87.642808466,41.963184966,-87.683854556,9.4,,17031040900,Credit Card,,1500,4,4.61
28,7.45,7,8,5,1406188800,41.885300022,-87.642808466,41.892507781,-87.626214906,1.8,,17031081500,Credit Card,,540,8,2.0
28,7.25,4,20,4,1396470600,41.885300022,-87.642808466,41.892507781,-87.626214906,1.6,,17031081500,Credit Card,,480,8,2.0
28,7.5,6,20,3,1465935300,41.885300022,-87.642808466,41.892507781,-87.626214906,1.4,,17031081500,Credit Card,,540,8,2.0
28,6.25,12,19,3,1419363000,41.885300022,-87.642808466,41.892507781,-87.626214906,1.2,,17031081500,Cash,Taxi Affiliation Services,360,8,0.0
28,9.25,4,8,4,1429692300,41.885300022,-87.642808466,41.892507781,-87.626214906,1.5,,17031081500,Credit Card,,900,8,2.0
28,6.25,4,12,5,1365684300,41.885300022,-87.642808466,41.892507781,-87.626214906,1.1,,17031081500,Cash,,420,8,0.0
28,7.85,7,20,7,1436646600,41.885300022,-87.642808466,41.892507781,-87.626214906,0.1,,17031081500,Cash,Taxi Affiliation Services,600,8,0.0
28,7.85,9,20,5,1443124800,41.885300022,-87.642808466,41.892507781,-87.626214906,1.5,,17031081500,Credit Card,Dispatch Taxi Affiliation,720,8,2.0
28,7.45,11,21,4,1447882200,41.885300022,-87.642808466,41.869274453,-87.664047241,1.8,,17031283100,Cash,,480,28,0.0
28,5.85,9,2,1,1378002600,41.885300022,-87.642808466,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,360,8,0.0
28,5.85,2,13,4,1361365200,41.885300022,-87.642808466,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,2.0
28,7.05,10,9,5,1412242200,41.885300022,-87.642808466,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,600,8,2.0
28,6.05,6,3,7,1435374000,41.885300022,-87.642808466,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
28,6.25,8,8,3,1439885700,41.885300022,-87.642808466,41.892042136,-87.63186395,1.0,,17031081700,Cash,Dispatch Taxi Affiliation,420,8,0.0
28,5.85,12,20,4,1450296000,41.885300022,-87.642808466,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
28,5.85,12,22,7,1449960300,41.885300022,-87.642808466,41.892042136,-87.63186395,1.1,,17031081700,Cash,Taxi Affiliation Services,420,8,0.0
28,5.25,5,15,5,1400168700,41.885300022,-87.642808466,41.892042136,-87.63186395,0.0,,17031081700,Cash,Dispatch Taxi Affiliation,300,8,0.0
28,6.25,10,18,5,1383244200,41.885300022,-87.642808466,41.892042136,-87.63186395,0.9,,17031081700,Cash,KOAM Taxi Association,480,8,0.0
28,5.25,10,8,4,1413967500,41.885300022,-87.642808466,41.892042136,-87.63186395,0.7,,17031081700,Cash,,300,8,0.0
28,5.85,5,14,5,1398955500,41.885300022,-87.642808466,41.892042136,-87.63186395,1.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,2.0
28,5.25,12,10,2,1387792800,41.885300022,-87.642808466,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,300,8,2.0
28,8.05,2,16,6,1425055500,41.885300022,-87.642808466,41.892042136,-87.63186395,1.3,,17031081700,Cash,,780,8,0.0
28,5.05,7,7,4,1375255800,41.885300022,-87.642808466,41.892042136,-87.63186395,0.7,,17031081700,Cash,,240,8,0.0
28,5.45,8,18,5,1409251500,41.885300022,-87.642808466,41.892042136,-87.63186395,1.0,,17031081700,Cash,,300,8,0.0
28,17.45,1,21,3,1421184600,41.885300022,-87.642808466,41.953400044,-87.646007066,7.3,,17031060800,Cash,Northwest Management LLC,960,6,0.0
28,35.45,10,6,2,1445234400,41.885300022,-87.642808466,41.97907082,-87.903039661,17.6,,17031980000,Cash,Choice Taxi Association,1380,76,0.0
28,35.25,1,16,3,1420560900,41.885300022,-87.642808466,41.97907082,-87.903039661,17.1,,17031980000,Credit Card,Taxi Affiliation Services,1800,76,8.25
28,34.85,9,13,6,1442581200,41.885300022,-87.642808466,41.97907082,-87.903039661,17.0,,17031980000,Credit Card,,2340,76,6.97
28,36.65,4,14,3,1429627500,41.885300022,-87.642808466,41.97907082,-87.903039661,17.32,,17031980000,Credit Card,,2520,76,7.93
28,47.25,11,15,3,1480434300,41.885300022,-87.642808466,41.97907082,-87.903039661,18.7,,17031980000,Cash,,2880,76,0.0
28,34.85,7,16,6,1406304000,41.885300022,-87.642808466,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,2700,76,7.35
28,34.45,4,10,4,1365588000,41.885300022,-87.642808466,41.97907082,-87.903039661,17.2,,17031980000,Credit Card,,1200,76,7.49
28,10.85,2,20,6,1392410700,41.885300022,-87.642808466,41.921778356,-87.641459759,0.0,,17031071300,Credit Card,Dispatch Taxi Affiliation,960,7,3.25
28,9.45,1,17,5,1389891600,41.885300022,-87.642808466,41.900265687,-87.63210922,2.2,,17031081000,Cash,Dispatch Taxi Affiliation,840,8,0.0
28,8.25,3,16,7,1394901000,41.885300022,-87.642808466,41.900265687,-87.63210922,0.0,,17031081000,Cash,Blue Ribbon Taxi Association Inc.,780,8,0.0
28,9.65,7,9,2,1373275800,41.885300022,-87.642808466,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Taxi Affiliation Services,840,7,2.1
28,8.45,3,19,1,1362942900,41.885300022,-87.642808466,41.914616286,-87.631717366,0.0,,17031071500,Cash,Blue Ribbon Taxi Association Inc.,600,7,0.0
28,11.85,8,12,7,1376136900,41.885300022,-87.642808466,41.914616286,-87.631717366,4.2,,17031071500,Credit Card,,720,7,2.0
28,10.75,6,15,1,1466953200,41.885300022,-87.642808466,41.914616286,-87.631717366,0.1,,17031071500,Cash,Taxi Affiliation Services,780,7,0.0
28,16.25,8,20,6,1377288000,41.885300022,-87.642808466,41.938391258,-87.63857492,6.5,,17031063200,Credit Card,,900,6,3.25
28,18.25,8,0,1,1438473600,41.885300022,-87.642808466,41.938391258,-87.63857492,0.3,,17031063200,Cash,Taxi Affiliation Services,1620,6,0.0
28,13.25,9,1,1,1379208600,41.885300022,-87.642808466,41.938391258,-87.63857492,5.1,,17031063200,Credit Card,,780,6,2.0
28,6.45,12,9,2,1388395800,41.885300022,-87.642808466,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,480,32,0.0
28,5.25,11,20,4,1385585100,41.885300022,-87.642808466,41.877406123,-87.621971652,0.07,,17031320400,Cash,,240,32,0.0
28,6.85,10,8,3,1413881100,41.885300022,-87.642808466,41.877406123,-87.621971652,1.2,,17031320400,Cash,Taxi Affiliation Services,540,32,0.0
28,6.45,4,17,7,1365872400,41.885300022,-87.642808466,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,420,32,0.0
28,7.85,3,1,5,1426727700,41.885300022,-87.642808466,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Dispatch Taxi Affiliation,540,32,2.25
28,6.25,5,12,7,1431778500,41.885300022,-87.642808466,41.877406123,-87.621971652,1.4,,17031320400,Cash,Dispatch Taxi Affiliation,360,32,0.0
28,5.85,2,9,7,1360402200,41.885300022,-87.642808466,41.877406123,-87.621971652,0.9,,17031320400,Credit Card,,360,32,2.0
28,7.05,5,8,2,1431936900,41.885300022,-87.642808466,41.877406123,-87.621971652,1.7,,17031320400,Cash,,540,32,0.0
28,7.85,12,18,6,1388169900,41.885300022,-87.642808466,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,660,32,0.0
28,6.85,1,9,4,1420623900,41.885300022,-87.642808466,41.877406123,-87.621971652,1.0,,17031320400,Credit Card,Choice Taxi Association,600,32,3.0
28,15.05,9,20,5,1411675200,41.885300022,-87.642808466,41.950545696,-87.676182496,5.4,,17031050600,Cash,Taxi Affiliation Services,1020,5,0.0
28,11.65,8,0,1,1407026700,41.885300022,-87.642808466,41.938232293,-87.646782081,3.9,,17031063100,Credit Card,Dispatch Taxi Affiliation,960,6,0.0
28,5.25,9,19,7,1380394800,41.885300022,-87.642808466,41.89830587,-87.653613982,0.0,,17031842300,Cash,Northwest Management LLC,300,24,0.0
28,8.05,1,22,2,1422309600,41.885300022,-87.642808466,41.906025969,-87.675311622,0.24,,17031241400,Cash,,420,24,0.0
28,7.05,8,9,4,1438767000,41.885300022,-87.642808466,41.897983898,-87.641491533,0.0,,17031081900,Cash,Taxi Affiliation Services,540,8,0.0
28,6.65,8,23,6,1408750200,41.885300022,-87.642808466,41.897983898,-87.641491533,1.6,,17031081900,Cash,Taxi Affiliation Services,480,8,0.0
28,9.05,10,17,6,1381512600,41.885300022,-87.642808466,41.851017824,-87.635091856,0.3,,17031841100,Credit Card,,0,34,4.0
28,12.25,11,11,3,1446549300,41.885300022,-87.642808466,41.851017824,-87.635091856,3.8,,17031841100,Cash,KOAM Taxi Association,1140,34,0.0
28,9.65,7,9,4,1375262100,41.885300022,-87.642808466,41.907520075,-87.6266589,0.0,,17031080100,Cash,Northwest Management LLC,780,8,0.0
28,8.45,8,11,4,1407322800,41.885300022,-87.642808466,41.870415,-87.675085621,2.4,,17031838200,Cash,Dispatch Taxi Affiliation,540,28,0.0
28,10.45,11,21,2,1385413200,41.885300022,-87.642808466,41.922082541,-87.634156093,0.0,,17031071400,Cash,Taxi Affiliation Services,780,7,0.0
28,5.05,6,13,2,1433769300,41.885300022,-87.642808466,41.922082541,-87.634156093,0.3,,17031071400,Cash,,300,7,0.0
28,8.05,1,19,2,1359399600,41.885300022,-87.642808466,41.890922026,-87.618868355,1.8,,17031081403,Cash,,840,8,0.0
28,6.65,8,15,7,1377357300,41.885300022,-87.642808466,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,360,8,1.0
28,7.05,10,8,6,1412324100,41.885300022,-87.642808466,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Blue Ribbon Taxi Association Inc.,540,8,1.0
28,6.85,6,21,6,1433538900,41.885300022,-87.642808466,41.890922026,-87.618868355,1.5,,17031081403,Credit Card,,480,8,2.0
28,8.0,5,9,6,1464339600,41.885300022,-87.642808466,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Northwest Management LLC,600,8,2.0
28,6.25,4,21,4,1430343900,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,360,32,0.0
28,7.85,6,9,4,1433324700,41.885300022,-87.642808466,41.884987192,-87.620992913,1.3,,17031320100,Cash,,780,32,0.0
28,6.65,4,11,3,1365507000,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Choice Taxi Association,540,32,0.0
28,9.05,4,8,2,1398674700,41.885300022,-87.642808466,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,,1020,32,2.0
28,6.25,9,12,3,1443530700,41.885300022,-87.642808466,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,Taxi Affiliation Services,420,32,3.0
28,5.25,8,9,7,1406970000,41.885300022,-87.642808466,41.884987192,-87.620992913,1.0,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
28,7.25,1,21,4,1389821400,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
28,6.65,4,12,6,1365164100,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
28,6.45,11,17,3,1415120400,41.885300022,-87.642808466,41.884987192,-87.620992913,1.4,,17031320100,Credit Card,,420,32,1.0
28,6.25,11,6,3,1479190500,41.885300022,-87.642808466,41.884987192,-87.620992913,1.0,,17031320100,Cash,,360,32,0.0
28,6.45,1,13,4,1422450000,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
28,6.05,4,19,3,1429038000,41.885300022,-87.642808466,41.884987192,-87.620992913,0.1,,17031320100,Credit Card,,420,32,2.0
28,6.05,3,19,3,1427224500,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
28,16.25,7,9,2,1437384600,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Choice Taxi Association,2220,32,0.0
28,8.05,10,13,7,1444484700,41.885300022,-87.642808466,41.884987192,-87.620992913,1.6,,17031320100,Cash,,720,32,0.0
28,6.45,11,19,6,1417203000,41.885300022,-87.642808466,41.884987192,-87.620992913,1.1,,17031320100,Credit Card,Northwest Management LLC,480,32,2.0
28,7.05,7,14,2,1436192100,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Choice Taxi Association,600,32,0.0
28,7.0,5,9,2,1462181400,41.885300022,-87.642808466,41.884987192,-87.620992913,1.0,,17031320100,Cash,Chicago Medallion Leasing INC,480,32,0.0
28,5.25,3,11,6,1363347900,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Dispatch Taxi Affiliation,300,32,0.0
28,5.05,5,12,3,1430829000,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,240,32,0.0
28,6.45,11,16,7,1417279500,41.885300022,-87.642808466,41.884987192,-87.620992913,0.9,,17031320100,Credit Card,Taxi Affiliation Services,540,32,1.4
28,6.25,8,15,2,1407165300,41.885300022,-87.642808466,41.884987192,-87.620992913,1.2,,17031320100,Cash,,360,32,0.0
28,6.85,4,10,4,1366195500,41.885300022,-87.642808466,41.884987192,-87.620992913,0.0,,17031320100,Cash,Northwest Management LLC,540,32,0.0
28,6.25,5,10,5,1400754600,41.885300022,-87.642808466,41.884987192,-87.620992913,1.1,,17031320100,Cash,Top Cab Affiliation,420,32,0.0
28,7.65,7,10,5,1438252200,41.885300022,-87.642808466,41.884987192,-87.620992913,1.3,,17031320100,Cash,,720,32,0.0
28,5.25,12,14,3,1417529700,41.885300022,-87.642808466,41.880994471,-87.632746489,0.9,,17031839100,Cash,,300,32,0.0
28,6.65,2,17,4,1360777500,41.885300022,-87.642808466,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,,480,32,1.0
28,5.85,10,8,3,1445329800,41.885300022,-87.642808466,41.880994471,-87.632746489,0.9,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
28,4.84,3,6,5,1364451300,41.885300022,-87.642808466,41.880994471,-87.632746489,0.7,,17031839100,Cash,,180,32,0.0
28,5.45,3,9,3,1426582800,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
28,5.45,10,10,2,1382349600,41.885300022,-87.642808466,41.880994471,-87.632746489,0.2,,17031839100,Cash,Northwest Management LLC,420,32,0.0
28,4.45,1,6,5,1422511200,41.885300022,-87.642808466,41.880994471,-87.632746489,0.5,,17031839100,Cash,,180,32,0.0
28,4.85,7,8,4,1375259400,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,240,32,0.0
28,5.25,2,9,2,1424077200,41.885300022,-87.642808466,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,,300,32,2.0
28,6.85,4,10,4,1429697700,41.885300022,-87.642808466,41.880994471,-87.632746489,0.7,,17031839100,Cash,Dispatch Taxi Affiliation,660,32,0.0
28,5.45,11,8,6,1385109900,41.885300022,-87.642808466,41.880994471,-87.632746489,0.8,,17031839100,Cash,Dispatch Taxi Affiliation,300,32,0.0
28,4.05,12,13,4,1417613400,41.885300022,-87.642808466,41.880994471,-87.632746489,0.5,,17031839100,Cash,Taxi Affiliation Services,120,32,0.0
28,4.65,3,15,6,1427469300,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
28,5.85,8,14,6,1408112100,41.885300022,-87.642808466,41.880994471,-87.632746489,1.0,,17031839100,Credit Card,KOAM Taxi Association,360,32,1.0
28,5.45,11,10,3,1416909600,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,300,32,1.0
28,5.65,10,9,3,1381222800,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
28,5.65,8,19,4,1409167800,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
28,6.25,10,8,4,1446020100,41.885300022,-87.642808466,41.880994471,-87.632746489,0.8,,17031839100,Cash,Northwest Management LLC,540,32,0.0
28,5.65,2,9,5,1362042900,41.885300022,-87.642808466,41.880994471,-87.632746489,0.9,,17031839100,Cash,,360,32,0.0
28,6.65,2,11,2,1423480500,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,540,32,3.0
28,5.75,10,9,4,1476262800,41.885300022,-87.642808466,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,Choice Taxi Association,300,32,2.0
28,6.05,2,10,6,1361528100,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
28,6.85,7,8,3,1404808200,41.885300022,-87.642808466,41.880994471,-87.632746489,0.9,,17031839100,Cash,,600,32,0.0
28,6.85,1,8,6,1357288200,41.885300022,-87.642808466,41.880994471,-87.632746489,1.2,,17031839100,Cash,,540,32,0.0
28,4.85,4,15,2,1398697200,41.885300022,-87.642808466,41.880994471,-87.632746489,0.7,,17031839100,Cash,Choice Taxi Association,180,32,0.0
28,8.65,6,8,5,1434012300,41.885300022,-87.642808466,41.880994471,-87.632746489,0.5,,17031839100,Cash,,960,32,0.0
28,5.85,4,13,7,1397915100,41.885300022,-87.642808466,41.880994471,-87.632746489,1.2,,17031839100,Cash,,420,32,0.0
28,7.65,6,10,5,1371723300,41.885300022,-87.642808466,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,720,32,0.0
28,7.05,7,8,4,1405499400,41.885300022,-87.642808466,41.880994471,-87.632746489,0.6,,17031839100,Cash,,660,32,0.0
28,6.25,12,20,7,1419710400,41.885300022,-87.642808466,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,360,28,0.0
28,4.65,7,12,5,1438257600,41.885300022,-87.642808466,41.88528132,-87.6572332,0.7,,17031833000,Credit Card,Taxi Affiliation Services,180,28,2.0
28,5.25,8,12,3,1409055300,41.885300022,-87.642808466,41.88528132,-87.6572332,0.8,,17031833000,Cash,Dispatch Taxi Affiliation,300,28,0.0
28,5.65,10,11,2,1381750200,41.885300022,-87.642808466,41.88528132,-87.6572332,1.1,,17031833000,Cash,,300,28,0.0
28,5.45,9,14,4,1378909800,41.885300022,-87.642808466,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Taxi Affiliation Services,300,28,2.0
28,5.05,5,22,5,1369347300,41.885300022,-87.642808466,41.88528132,-87.6572332,0.1,,17031833000,Credit Card,Choice Taxi Association,180,28,2.0
28,5.25,2,14,3,1424789100,41.885300022,-87.642808466,41.88528132,-87.6572332,0.8,,17031833000,Cash,Dispatch Taxi Affiliation,300,28,0.0
28,6.25,8,20,3,1470168000,41.885300022,-87.642808466,41.88528132,-87.6572332,1.2,,17031833000,Cash,Taxi Affiliation Services,300,28,0.0
28,4.85,3,12,1,1425213900,41.885300022,-87.642808466,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,240,28,0.0
28,6.65,1,10,5,1389262500,41.885300022,-87.642808466,41.88528132,-87.6572332,1.2,,17031833000,Cash,KOAM Taxi Association,480,28,0.0
28,9.65,5,2,7,1431139500,41.885300022,-87.642808466,41.906638542,-87.689579834,2.8,,17031241100,Cash,,720,24,0.0
28,11.05,12,16,4,1420043400,41.885300022,-87.642808466,41.92926299,-87.635890954,3.5,,17031070101,Credit Card,Taxi Affiliation Services,960,7,2.2
28,18.65,1,22,3,1421791200,41.885300022,-87.642808466,41.962178629,-87.645378762,7.66,,17031031400,Cash,,1080,3,0.0
28,6.85,10,8,3,1382431500,41.885300022,-87.642808466,41.90156691,-87.638404012,1.4,,17031838300,Cash,,420,8,0.0
28,7.45,11,18,2,1416854700,41.885300022,-87.642808466,41.90156691,-87.638404012,1.5,,17031838300,Cash,Taxi Affiliation Services,660,8,0.0
28,5.25,3,0,7,1395447300,41.885300022,-87.642808466,41.879066994,-87.657005027,0.7,,17031833100,Cash,Taxi Affiliation Services,300,28,0.0
28,7.65,11,22,4,1383775200,41.885300022,-87.642808466,41.900221297,-87.629105186,2.0,,17031081100,Cash,,480,8,0.0
28,4.65,9,17,2,1378746900,41.885300022,-87.642808466,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,240,28,0.0
28,4.65,5,19,4,1401303600,41.885300022,-87.642808466,41.879255084,-87.642648998,0.6,,17031281900,Cash,Taxi Affiliation Services,180,28,0.0
28,5.45,3,6,2,1394433900,41.885300022,-87.642808466,41.879255084,-87.642648998,1.0,,17031281900,Credit Card,,240,28,2.0
28,4.45,9,7,3,1441092600,41.885300022,-87.642808466,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,120,28,0.0
28,5.85,7,9,6,1437124500,41.885300022,-87.642808466,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,360,28,0.0
28,8.45,8,0,7,1438993800,41.885300022,-87.642808466,41.902788048,-87.62614559,2.1,,17031081202,Cash,Taxi Affiliation Services,720,8,0.0
28,10.25,3,19,2,1425927600,41.885300022,-87.642808466,41.902788048,-87.62614559,2.1,,17031081202,Credit Card,Choice Taxi Association,1020,8,2.55
28,5.05,4,17,3,1428426000,41.885300022,-87.642808466,41.892072635,-87.628874157,0.9,,17031081600,Cash,Northwest Management LLC,240,8,0.0
28,5.45,8,14,5,1440684000,41.885300022,-87.642808466,41.892072635,-87.628874157,0.8,,17031081600,Credit Card,Taxi Affiliation Services,300,8,2.0
28,8.25,3,17,6,1362764700,41.885300022,-87.642808466,41.892072635,-87.628874157,0.0,,17031081600,Cash,Northwest Management LLC,840,8,0.0
28,5.45,8,15,2,1438616700,41.885300022,-87.642808466,41.892072635,-87.628874157,0.9,,17031081600,Cash,,300,8,0.0
28,6.85,3,3,1,1362885300,41.885300022,-87.642808466,41.892072635,-87.628874157,1.4,,17031081600,Credit Card,,420,8,2.0
28,5.85,4,3,7,1365824700,41.885300022,-87.642808466,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,480,8,0.0
28,5.85,5,20,1,1401048000,41.885300022,-87.642808466,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,360,8,0.0
28,3.25,3,22,5,1395355500,41.885300022,-87.642808466,41.885300022,-87.642808466,0.1,,17031280100,Cash,,0,28,0.0
28,4.45,12,4,7,1449893700,41.885300022,-87.642808466,41.885300022,-87.642808466,0.5,,17031280100,Cash,Taxi Affiliation Services,120,28,0.0
28,29.25,8,12,4,1407933000,41.885300022,-87.642808466,41.885300022,-87.642808466,11.8,,17031280100,Credit Card,,2220,28,5.85
28,3.65,3,23,5,1395963900,41.885300022,-87.642808466,41.885300022,-87.642808466,0.3,,17031280100,Cash,Taxi Affiliation Services,60,28,0.0
28,4.25,11,1,4,1448414100,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,,180,28,0.0
28,3.25,6,18,3,1403028900,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,,60,28,0.0
28,3.25,8,17,5,1409246100,41.885300022,-87.642808466,41.885300022,-87.642808466,1.6,,17031280100,Cash,Northwest Management LLC,0,28,0.0
28,3.25,12,17,3,1449596700,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,0,28,0.0
28,3.45,5,20,5,1401394500,41.885300022,-87.642808466,41.885300022,-87.642808466,0.1,,17031280100,Cash,Taxi Affiliation Services,0,28,0.0
28,3.25,1,4,4,1357099200,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,,0,28,0.0
28,0.0,10,17,5,1446138900,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,60,28,0.0
28,3.25,2,18,5,1392314400,41.885300022,-87.642808466,41.885300022,-87.642808466,0.0,,17031280100,Cash,,0,28,0.0
28,12.25,1,19,7,1388864700,41.885300022,-87.642808466,41.929077655,-87.646293476,3.5,,17031070200,Credit Card,,1380,7,2.0
28,9.85,1,10,4,1421835300,41.885300022,-87.642808466,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,1080,8,0.0
28,9.85,4,10,4,1398247200,41.885300022,-87.642808466,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,1020,8,0.0
28,9.65,5,9,5,1367487000,41.885300022,-87.642808466,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,1020,8,0.0
28,9.75,9,8,6,1475224200,41.885300022,-87.642808466,41.89503345,-87.619710672,0.1,,17031081401,Cash,Taxi Affiliation Services,780,8,0.0
28,7.45,1,9,4,1390986000,41.885300022,-87.642808466,41.89503345,-87.619710672,0.1,,17031081401,Cash,Taxi Affiliation Services,600,8,0.0
28,8.05,3,12,4,1394022600,41.885300022,-87.642808466,41.89503345,-87.619710672,1.8,,17031081401,Cash,Dispatch Taxi Affiliation,660,8,0.0
28,7.05,8,7,3,1439278200,41.885300022,-87.642808466,41.89503345,-87.619710672,1.6,,17031081401,Cash,,480,8,0.0
28,9.25,2,19,6,1423251000,41.885300022,-87.642808466,41.899422254,-87.684490122,2.8,,17031242400,Credit Card,Taxi Affiliation Services,720,24,2.0
28,8.44,5,2,7,1432953000,41.885300022,-87.642808466,41.870607372,-87.622172937,2.6,,17031320600,Cash,,480,32,0.0
28,7.25,4,9,2,1367226000,41.885300022,-87.642808466,41.870607372,-87.622172937,1.6,,17031320600,Credit Card,Dispatch Taxi Affiliation,540,32,2.0
28,8.65,5,8,5,1401350400,41.885300022,-87.642808466,41.870607372,-87.622172937,1.6,,17031320600,Credit Card,,780,32,2.0
28,11.45,12,9,4,1449654300,41.885300022,-87.642808466,41.870607372,-87.622172937,0.0,,17031320600,Cash,Blue Ribbon Taxi Association Inc.,1320,32,0.0
28,7.45,4,19,5,1365103800,41.885300022,-87.642808466,41.87101588,-87.631406525,1.7,,17031839000,Credit Card,Dispatch Taxi Affiliation,600,32,1.75
28,6.45,10,11,3,1381835700,41.885300022,-87.642808466,41.87101588,-87.631406525,0.0,,17031839000,Cash,Taxi Affiliation Services,360,32,0.0
28,14.5,5,13,3,1462885200,41.885300022,-87.642808466,41.899155613,-87.626210532,2.8,,17031081201,Cash,Top Cab Affiliation,1500,8,0.0
28,9.25,6,9,4,1434533400,41.885300022,-87.642808466,41.899155613,-87.626210532,1.8,,17031081201,Cash,Taxi Affiliation Services,900,8,0.0
28,8.05,8,3,1,1407035700,41.885300022,-87.642808466,41.899155613,-87.626210532,1.9,,17031081201,Cash,Taxi Affiliation Services,660,8,0.0
28,6.65,11,16,7,1384618500,41.885300022,-87.642808466,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,480,8,1.0
28,9.05,7,12,5,1406203200,41.885300022,-87.642808466,41.899155613,-87.626210532,1.8,,17031081201,Cash,Taxi Affiliation Services,900,8,0.0
28,7.25,1,10,6,1420798500,41.885300022,-87.642808466,41.899155613,-87.626210532,1.1,,17031081201,Cash,,600,8,0.0
28,6.45,7,2,7,1374890400,41.885300022,-87.642808466,41.899155613,-87.626210532,1.3,,17031081201,Credit Card,,420,8,2.0
28,8.85,9,12,6,1410525900,41.885300022,-87.642808466,41.899155613,-87.626210532,1.9,,17031081201,Cash,Dispatch Taxi Affiliation,840,8,0.0
28,25.45,2,17,5,1362071700,41.885300022,-87.642808466,41.785998518,-87.750934289,10.4,,17031980100,Credit Card,Northwest Management LLC,2400,56,5.45
28,24.05,10,15,5,1381418100,41.885300022,-87.642808466,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Dispatch Taxi Affiliation,1740,56,0.0
28,4.05,6,21,5,1435266900,41.885300022,-87.642808466,41.89321636,-87.63784421,0.5,,17031081800,Cash,Taxi Affiliation Services,120,8,0.0
28,4.65,12,21,6,1449870300,41.885300022,-87.642808466,41.89321636,-87.63784421,0.7,,17031081800,Cash,,180,8,0.0
28,7.25,12,19,3,1450206900,41.885300022,-87.642808466,41.89321636,-87.63784421,1.6,,17031081800,Credit Card,Top Cab Affiliation,600,8,2.0
28,5.85,5,8,3,1432629000,41.885300022,-87.642808466,41.89321636,-87.63784421,1.1,,17031081800,Credit Card,Dispatch Taxi Affiliation,360,8,2.0
28,4.75,10,12,4,1476879300,41.885300022,-87.642808466,41.89321636,-87.63784421,0.4,,17031081800,Credit Card,,240,8,2.0
28,6.85,12,9,5,1386236700,41.885300022,-87.642808466,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,600,8,0.0
28,6.75,3,9,4,1458120600,41.885300022,-87.642808466,41.89321636,-87.63784421,1.0,,17031081800,Cash,,480,8,0.0
28,5.05,11,7,2,1447658100,41.885300022,-87.642808466,41.89321636,-87.63784421,0.7,,17031081800,Cash,,240,8,0.0
28,5.05,9,13,5,1378386000,41.885300022,-87.642808466,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,240,8,0.0
28,5.25,6,22,6,1403908200,41.885300022,-87.642808466,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
28,5.85,3,19,4,1395257400,41.885300022,-87.642808466,41.89321636,-87.63784421,0.1,,17031081800,Cash,,360,8,0.0
28,13.05,7,17,4,1372872600,41.885300022,-87.642808466,41.915909788,-87.68382594,0.0,,17031222200,Credit Card,Taxi Affiliation Services,1320,22,1.5
28,19.05,6,0,1,1370133000,41.885300022,-87.642808466,41.942577185,-87.647078509,6.8,,17031062000,Credit Card,Dispatch Taxi Affiliation,1500,6,4.1
28,8.25,9,13,2,1380546900,41.885300022,-87.642808466,41.898331794,-87.620762865,0.0,,17031081300,Cash,Northwest Management LLC,600,8,0.0
28,7.65,4,0,7,1365207300,41.885300022,-87.642808466,41.898331794,-87.620762865,0.0,,17031081300,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
28,7.05,1,21,2,1389649500,41.885300022,-87.642808466,41.90749193,-87.63576009,0.1,,17031080300,Cash,Taxi Affiliation Services,600,8,0.0
28,6.85,8,11,7,1408792500,41.885300022,-87.642808466,41.867902418,-87.642958665,0.0,,17031841900,Credit Card,Taxi Affiliation Services,420,28,1.0
28,5.25,2,19,7,1361043900,41.885300022,-87.642808466,41.867902418,-87.642958665,1.1,,17031841900,Cash,,180,28,0.0
28,7.65,9,11,6,1443179700,41.885300022,-87.642808466,41.867902418,-87.642958665,1.9,,17031841900,Credit Card,3623 - 72222 Arrington Enterprises,480,28,2.0
28,6.0,7,12,6,1468584000,41.885300022,-87.642808466,41.867902418,-87.642958665,1.0,,17031841900,Cash,Taxi Affiliation Services,240,28,0.0
28,5.45,7,9,2,1373879700,41.885300022,-87.642808466,41.867902418,-87.642958665,0.0,,17031841900,Cash,Taxi Affiliation Services,300,28,0.0
28,6.85,12,20,5,1386273600,41.885300022,-87.642808466,41.867902418,-87.642958665,1.3,,17031841900,Cash,Dispatch Taxi Affiliation,540,28,0.0
28,5.65,3,14,4,1394635500,41.885300022,-87.642808466,41.867902418,-87.642958665,0.0,,17031841900,Cash,Taxi Affiliation Services,240,28,0.0
28,6.45,6,19,6,1434136500,41.885300022,-87.642808466,41.87866742,-87.671653621,1.5,,17031838100,Cash,,420,28,0.0
7,11.45,12,9,3,1418116500,41.929077655,-87.646293476,41.892507781,-87.626214906,3.16,,17031081500,Cash,,1020,8,0.0
7,9.65,12,18,7,1386440100,41.929077655,-87.646293476,41.892042136,-87.63186395,2.7,,17031081700,Cash,Dispatch Taxi Affiliation,780,8,0.0
7,31.85,9,20,2,1441658700,41.929077655,-87.646293476,41.97907082,-87.903039661,0.9,,17031980000,Cash,Blue Ribbon Taxi Association Inc.,1680,76,0.0
7,34.25,2,6,3,1361255400,41.929077655,-87.646293476,41.97907082,-87.903039661,15.8,,17031980000,Credit Card,,2820,76,7.25
7,7.25,10,11,7,1382787000,41.929077655,-87.646293476,41.914747305,-87.654007029,1.3,,17031832600,Credit Card,,540,7,1.0
7,4.65,5,2,2,1401070500,41.929077655,-87.646293476,41.921778188,-87.651061884,0.7,,17031071100,Credit Card,,180,7,2.0
7,8.45,8,16,7,1439049600,41.929077655,-87.646293476,41.914616286,-87.631717366,1.9,,17031071500,Credit Card,Dispatch Taxi Affiliation,780,7,3.0
7,12.65,3,5,1,1425793500,41.929077655,-87.646293476,41.877406123,-87.621971652,4.5,,17031320400,Credit Card,Taxi Affiliation Services,780,32,2.5
7,6.25,12,18,5,1418322600,41.929077655,-87.646293476,41.921701492,-87.655911848,1.1,,17031071000,Cash,,420,7,0.0
7,24.85,8,13,7,1408801500,41.929077655,-87.646293476,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Blue Ribbon Taxi Association Inc.,2580,33,0.0
7,14.45,6,23,3,1434498300,41.929077655,-87.646293476,41.859349715,-87.617358006,0.58,,17031330100,Credit Card,,780,33,2.17
7,11.65,8,2,1,1439086500,41.929077655,-87.646293476,41.884987192,-87.620992913,4.4,,17031320100,Cash,Northwest Management LLC,660,32,0.0
7,12.45,9,10,3,1441101600,41.929077655,-87.646293476,41.880994471,-87.632746489,0.2,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,1260,32,0.0
7,12.45,10,8,4,1444206600,41.929077655,-87.646293476,41.891971508,-87.612945414,3.92,,17031081402,Credit Card,,900,8,3.11
7,6.65,8,0,7,1406940300,41.929077655,-87.646293476,41.946489764,-87.647113634,1.6,,17031061800,Credit Card,,480,6,1.91
7,12.05,4,7,7,1365837300,41.929077655,-87.646293476,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,720,28,0.0
7,10.05,5,1,3,1431392400,41.929077655,-87.646293476,41.879255084,-87.642648998,3.5,,17031281900,Cash,Dispatch Taxi Affiliation,540,28,0.0
7,5.65,1,20,5,1390507200,41.929077655,-87.646293476,41.928763006,-87.665676837,0.09,,17031070600,Cash,,360,7,0.0
7,6.25,4,20,7,1398542400,41.929077655,-87.646293476,41.928763006,-87.665676837,1.1,,17031070600,Cash,Taxi Affiliation Services,420,7,0.0
7,14.05,5,22,4,1401317100,41.929077655,-87.646293476,41.870607372,-87.622172937,5.3,,17031320600,Credit Card,Northwest Management LLC,900,32,3.1
7,11.45,8,10,7,1439635500,41.929077655,-87.646293476,41.899155613,-87.626210532,2.7,,17031081201,Cash,,1140,8,0.0
7,12.85,7,18,7,1437243300,41.929077655,-87.646293476,41.979795551,-87.671445547,4.4,,17031030900,Credit Card,,1020,77,4.16
7,9.25,10,16,7,1380990600,41.929077655,-87.646293476,41.898331794,-87.620762865,0.0,,17031081300,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
7,7.05,8,16,6,1406911500,41.929077655,-87.646293476,41.90749193,-87.63576009,1.7,,17031080300,Credit Card,,540,8,3.0
7,10.05,5,9,2,1399887000,41.929077655,-87.646293476,41.904935302,-87.649907226,2.3,,17031842200,Cash,Northwest Management LLC,960,8,0.0
29,12.25,5,22,3,1432680300,41.860190019,-87.7172201,,,4.5,,,Cash,,780,,0.0
26,11.45,10,15,2,1413817200,41.878594358,-87.730232428,,,3.8,,,Cash,,840,,0.0
35,3.25,10,16,5,1444925700,41.84201118,-87.622036461,41.84201118,-87.622036461,0.0,,17031839200,Cash,Chicago Elite Cab Corp. (Chicago Carriag,0,35,0.0
8,7.45,7,18,2,1373911200,41.909495669,-87.630963601,,,1.6,,,Credit Card,,540,,1.0
8,6.65,2,11,7,1392464700,41.909495669,-87.630963601,41.892507781,-87.626214906,0.0,,17031081500,Cash,Choice Taxi Association,420,8,0.0
8,6.65,1,22,7,1421532000,41.909495669,-87.630963601,41.892042136,-87.63186395,1.3,,17031081700,Cash,Northwest Management LLC,480,8,0.0
8,34.45,11,11,5,1385639100,41.909495669,-87.630963601,41.97907082,-87.903039661,16.9,,17031980000,No Charge,Northwest Management LLC,1380,76,0.0
8,9.45,7,13,7,1374327900,41.909495669,-87.630963601,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,780,32,0.0
8,10.25,12,18,6,1386353700,41.909495669,-87.630963601,41.877406123,-87.621971652,2.3,,17031320400,Cash,Taxi Affiliation Services,1020,32,0.0
8,9.45,8,10,1,1438512300,41.909495669,-87.630963601,41.877406123,-87.621971652,2.2,,17031320400,Cash,,840,32,0.0
8,4.84,6,13,4,1371042900,41.909495669,-87.630963601,41.907520075,-87.6266589,0.8,,17031080100,Cash,,180,8,0.0
8,4.05,6,15,4,1435158000,41.909495669,-87.630963601,41.905857769,-87.630865027,0.3,,17031080202,Cash,Dispatch Taxi Affiliation,120,8,0.0
8,5.85,5,16,5,1401380100,41.909495669,-87.630963601,41.922082541,-87.634156093,1.2,,17031071400,Credit Card,,300,7,2.0
8,8.05,5,11,6,1369998000,41.909495669,-87.630963601,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
8,8.25,3,7,6,1458889200,41.909495669,-87.630963601,41.880994471,-87.632746489,1.8,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,8.0,5,21,7,1462654800,41.909495669,-87.630963601,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
8,7.65,4,18,4,1398276000,41.909495669,-87.630963601,41.880994471,-87.632746489,1.8,,17031839100,Cash,Choice Taxi Association,540,32,0.0
8,7.25,10,11,7,1382182200,41.909495669,-87.630963601,41.92926299,-87.635890954,1.8,,17031070101,Cash,,480,7,0.0
8,11.05,6,9,2,1433756700,41.909495669,-87.630963601,41.879255084,-87.642648998,0.1,,17031281900,Credit Card,Taxi Affiliation Services,1080,28,2.2
8,5.85,3,22,7,1396132200,41.909495669,-87.630963601,41.892072635,-87.628874157,0.11,,17031081600,Cash,,360,8,0.0
8,8.65,7,11,1,1373800500,41.909495669,-87.630963601,41.885300022,-87.642808466,0.0,,17031280100,Cash,Choice Taxi Association,480,28,0.0
8,5.25,5,8,5,1400745600,41.909495669,-87.630963601,41.899155613,-87.626210532,0.0,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,180,8,0.0
8,7.85,3,1,1,1394326800,41.909495669,-87.630963601,41.942691844,-87.651770507,0.0,,17031062100,Cash,Taxi Affiliation Services,480,6,0.0
8,29.05,7,11,4,1372851900,41.909495669,-87.630963601,41.785998518,-87.750934289,13.8,,17031980100,Credit Card,Choice Taxi Association,1380,56,5.0
8,6.85,6,15,4,1434555000,41.909495669,-87.630963601,41.89321636,-87.63784421,1.5,,17031081800,Cash,Dispatch Taxi Affiliation,480,8,0.0
8,10.65,12,2,1,1449367200,41.909495669,-87.630963601,41.942577185,-87.647078509,3.3,,17031062000,Credit Card,,2280,6,3.64
8,7.25,10,19,7,1382814900,41.909495669,-87.630963601,41.898331794,-87.620762865,1.4,,17031081300,Credit Card,,540,8,2.0
8,15.25,8,12,6,1377866700,41.909495669,-87.630963601,41.867902418,-87.642958665,0.0,,17031841900,Cash,Blue Ribbon Taxi Association Inc.,1260,28,0.0
7,53.65,7,2,1,1374976800,41.922686284,-87.649488729,,,27.4,,,Cash,,2040,,0.0
7,45.0,9,1,6,1473988500,41.922686284,-87.649488729,,,1.0,,,Credit Card,Taxi Affiliation Services,2340,,10.0
7,9.85,6,13,1,1404048600,41.922686284,-87.649488729,41.901206994,-87.676355989,2.8,,,Cash,,780,24,0.0
7,10.85,3,9,6,1362734100,41.922686284,-87.649488729,41.901206994,-87.676355989,3.3,,,Cash,,960,24,0.0
7,9.65,9,15,4,1380121200,41.922686284,-87.649488729,41.901206994,-87.676355989,0.0,,,Credit Card,Taxi Affiliation Services,960,24,2.0
7,8.05,9,7,2,1379921400,41.922686284,-87.649488729,41.901206994,-87.676355989,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,600,24,0.0
7,10.45,5,4,1,1368938700,41.922686284,-87.649488729,41.901206994,-87.676355989,3.5,,,Credit Card,,720,24,0.0
7,9.25,8,17,3,1375808400,41.922686284,-87.649488729,41.901206994,-87.676355989,2.5,,,Cash,,720,24,0.0
7,9.85,9,21,3,1410903900,41.922686284,-87.649488729,41.901206994,-87.676355989,3.2,,,Credit Card,,720,24,3.0
7,10.65,8,5,7,1376110800,41.922686284,-87.649488729,41.901206994,-87.676355989,0.0,,,Credit Card,Dispatch Taxi Affiliation,660,24,3.88
7,10.85,7,18,7,1437849000,41.922686284,-87.649488729,41.901206994,-87.676355989,3.4,,,Cash,Choice Taxi Association,900,24,0.0
7,8.85,2,5,2,1393218000,41.922686284,-87.649488729,41.901206994,-87.676355989,2.6,,,Credit Card,,540,24,0.0
7,10.05,3,3,6,1363922100,41.922686284,-87.649488729,41.901206994,-87.676355989,3.2,,,Cash,Dispatch Taxi Affiliation,660,24,0.0
7,9.25,10,6,5,1444888800,41.922686284,-87.649488729,41.901206994,-87.676355989,0.1,,,Credit Card,Taxi Affiliation Services,540,24,2.0
7,9.25,4,21,4,1430343900,41.922686284,-87.649488729,41.901206994,-87.676355989,2.7,,,Cash,,720,24,0.0
7,8.85,3,18,4,1394044200,41.922686284,-87.649488729,41.901206994,-87.676355989,2.1,,,Credit Card,Dispatch Taxi Affiliation,780,24,2.0
7,9.05,12,1,6,1388106000,41.922686284,-87.649488729,41.901206994,-87.676355989,0.29,,,Cash,,480,24,0.0
7,10.45,11,15,1,1446995700,41.922686284,-87.649488729,41.901206994,-87.676355989,2.0,,,Credit Card,,1080,24,2.0
7,8.65,9,7,3,1379403000,41.922686284,-87.649488729,41.901206994,-87.676355989,2.3,,,Cash,,600,24,0.0
7,7.25,12,7,1,1387698300,41.922686284,-87.649488729,41.901206994,-87.676355989,0.1,,,Cash,Taxi Affiliation Services,420,24,0.0
7,12.85,2,10,4,1424254500,41.922686284,-87.649488729,41.878865584,-87.625192142,4.9,,,Cash,Taxi Affiliation Services,720,32,0.0
7,13.25,9,11,1,1378639800,41.922686284,-87.649488729,41.878865584,-87.625192142,4.0,,,Cash,,1140,32,0.0
7,12.05,8,16,5,1375977600,41.922686284,-87.649488729,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,1020,32,0.0
7,10.05,12,10,3,1386672300,41.922686284,-87.649488729,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,780,32,0.0
7,12.25,6,10,3,1433844000,41.922686284,-87.649488729,41.878865584,-87.625192142,3.5,,,Cash,,1260,32,0.0
7,12.45,8,1,7,1375493400,41.922686284,-87.649488729,41.878865584,-87.625192142,0.2,,,Credit Card,Blue Ribbon Taxi Association Inc.,900,32,2.0
7,11.85,1,9,5,1357204500,41.922686284,-87.649488729,41.878865584,-87.625192142,0.2,,,Credit Card,Blue Ribbon Taxi Association Inc.,1080,32,2.0
7,11.5,5,13,4,1462972500,41.922686284,-87.649488729,41.878865584,-87.625192142,3.0,,,Cash,Taxi Affiliation Services,780,32,0.0
7,12.05,3,9,6,1362734100,41.922686284,-87.649488729,41.878865584,-87.625192142,3.2,,,Credit Card,,1140,32,2.0
7,9.25,1,14,5,1420123500,41.922686284,-87.649488729,41.878865584,-87.625192142,0.1,,,Cash,Taxi Affiliation Services,660,32,0.0
7,20.85,3,9,4,1394010000,41.922686284,-87.649488729,41.878865584,-87.625192142,0.3,,,Cash,Taxi Affiliation Services,2940,32,0.0
7,13.05,10,6,1,1444543200,41.922686284,-87.649488729,41.878865584,-87.625192142,4.2,,,Cash,,1200,32,0.0
7,13.65,3,19,1,1363546800,41.922686284,-87.649488729,41.878865584,-87.625192142,0.0,,,No Charge,Dispatch Taxi Affiliation,960,32,0.0
7,16.0,7,9,2,1468230300,41.922686284,-87.649488729,41.878865584,-87.625192142,4.7,,,Credit Card,Top Cab Affiliation,1080,32,3.2
7,15.45,12,11,4,1450869300,41.922686284,-87.649488729,41.878865584,-87.625192142,4.0,,,Cash,,1800,32,0.0
7,11.45,1,23,4,1359587700,41.922686284,-87.649488729,41.878865584,-87.625192142,4.0,,,Cash,,660,32,0.0
7,15.65,4,13,1,1428844500,41.922686284,-87.649488729,41.878865584,-87.625192142,0.3,,,Credit Card,Blue Ribbon Taxi Association Inc.,1200,32,3.0
7,7.75,5,8,6,1463128200,41.922686284,-87.649488729,42.009622881,-87.670166857,1.7,,,Cash,,360,1,0.0
7,9.45,12,2,2,1449456300,41.922686284,-87.649488729,41.96581197,-87.655878786,3.4,,,Cash,Chicago Medallion Management,420,3,0.0
7,12.65,8,16,6,1376670600,41.922686284,-87.649488729,41.96581197,-87.655878786,4.0,,,Cash,Northwest Management LLC,900,3,0.0
7,11.45,2,23,4,1362006900,41.922686284,-87.649488729,41.96581197,-87.655878786,4.3,,,Credit Card,,480,3,3.0
7,10.45,5,20,1,1367784000,41.922686284,-87.649488729,41.96581197,-87.655878786,0.0,,,Credit Card,Taxi Affiliation Services,780,3,2.55
7,10.85,8,6,6,1376634600,41.922686284,-87.649488729,41.96581197,-87.655878786,4.0,,,Credit Card,,600,3,3.0
7,12.05,1,12,5,1391085000,41.922686284,-87.649488729,41.96581197,-87.655878786,0.35,,,Cash,,1200,3,0.0
7,11.25,10,18,1,1476038700,41.922686284,-87.649488729,41.96581197,-87.655878786,3.0,,,Cash,,900,3,0.0
7,12.05,7,19,6,1437159600,41.922686284,-87.649488729,41.938666196,-87.711210593,3.3,,,Cash,Taxi Affiliation Services,1260,21,0.0
7,10.65,5,12,2,1399897800,41.922686284,-87.649488729,41.899602111,-87.633308037,3.1,,,Cash,,840,8,0.0
7,8.0,3,22,7,1458427500,41.922686284,-87.649488729,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,420,8,0.0
7,9.45,9,0,5,1378340100,41.922686284,-87.649488729,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,480,8,0.0
7,9.25,9,16,3,1409675400,41.922686284,-87.649488729,41.899602111,-87.633308037,3.1,,,Credit Card,,420,8,2.0
7,10.25,1,16,3,1452011400,41.922686284,-87.649488729,41.899602111,-87.633308037,2.3,,,Credit Card,Northwest Management LLC,900,8,2.55
7,9.65,10,16,4,1445444100,41.922686284,-87.649488729,41.899602111,-87.633308037,2.6,,,Credit Card,,840,8,2.0
7,9.65,5,7,5,1432192500,41.922686284,-87.649488729,41.899602111,-87.633308037,2.6,,,Cash,,600,8,0.0
7,9.05,9,5,3,1410240600,41.922686284,-87.649488729,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,600,8,0.0
7,5.85,10,13,4,1381928400,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,360,8,0.0
7,7.65,1,5,2,1421644500,41.922686284,-87.649488729,41.899602111,-87.633308037,2.0,,,Cash,Taxi Affiliation Services,480,8,0.0
7,10.25,7,9,1,1405848600,41.922686284,-87.649488729,41.899602111,-87.633308037,0.36,,,Cash,,540,8,0.0
7,11.25,1,11,5,1357815600,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,780,8,0.0
7,9.05,7,18,1,1374431400,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Choice Taxi Association,720,8,0.0
7,8.05,5,20,6,1369428300,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,600,8,0.0
7,7.25,5,21,3,1431467100,41.922686284,-87.649488729,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,420,8,0.0
7,4.65,8,2,2,1438567200,41.922686284,-87.649488729,41.899602111,-87.633308037,0.8,,,Cash,,120,8,0.0
7,8.65,8,1,4,1377047700,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,600,8,2.65
7,5.85,4,22,1,1365979500,41.922686284,-87.649488729,41.899602111,-87.633308037,1.2,,,Cash,,300,8,0.0
7,11.05,9,22,1,1441578600,41.922686284,-87.649488729,41.899602111,-87.633308037,3.2,,,Credit Card,,960,8,2.0
7,7.25,11,17,1,1417367700,41.922686284,-87.649488729,41.899602111,-87.633308037,1.9,,,Cash,,480,8,0.0
7,10.05,5,11,6,1370000700,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,840,8,0.0
7,5.25,9,12,3,1443528900,41.922686284,-87.649488729,41.899602111,-87.633308037,0.8,,,Cash,Northwest Management LLC,240,8,0.0
7,11.5,10,12,5,1476361800,41.922686284,-87.649488729,41.899602111,-87.633308037,3.5,,,Cash,Choice Taxi Association,600,8,0.0
7,12.45,12,15,5,1418310900,41.922686284,-87.649488729,41.899602111,-87.633308037,0.2,,,Cash,Taxi Affiliation Services,1140,8,0.0
7,9.05,12,18,3,1450809000,41.922686284,-87.649488729,41.899602111,-87.633308037,2.2,,,Cash,,780,8,0.0
7,9.75,8,21,2,1470087000,41.922686284,-87.649488729,41.899602111,-87.633308037,2.7,,,Cash,,600,8,0.0
7,11.25,4,2,4,1398220200,41.922686284,-87.649488729,41.899602111,-87.633308037,3.8,,,Credit Card,Taxi Affiliation Services,660,8,2.85
7,10.05,1,12,5,1388665800,41.922686284,-87.649488729,41.899602111,-87.633308037,3.1,,,Cash,,780,8,0.0
7,14.05,9,16,6,1411749900,41.922686284,-87.649488729,41.899602111,-87.633308037,4.4,,,Cash,Taxi Affiliation Services,1380,8,0.0
7,7.25,1,16,4,1357747200,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,420,8,0.0
7,13.05,10,14,2,1414418400,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,1080,8,0.0
7,9.85,4,15,1,1367161200,41.922686284,-87.649488729,41.899602111,-87.633308037,3.0,,,Credit Card,,600,8,3.0
7,9.5,1,19,7,1452973500,41.922686284,-87.649488729,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,720,8,0.0
7,7.65,10,15,6,1445614200,41.922686284,-87.649488729,41.899602111,-87.633308037,1.8,,,Cash,,480,8,0.0
7,25.05,6,13,3,1370958300,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,3840,8,0.0
7,7.05,4,17,7,1367083800,41.922686284,-87.649488729,41.899602111,-87.633308037,0.1,,,Cash,Taxi Affiliation Services,540,8,0.0
7,9.45,2,20,4,1424291400,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,780,8,3.4
7,8.45,5,13,3,1369746900,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Credit Card,Dispatch Taxi Affiliation,660,8,0.0
7,18.05,3,22,1,1364163300,41.922686284,-87.649488729,41.899602111,-87.633308037,6.8,,,Cash,,1380,8,0.0
7,8.05,3,16,1,1362933000,41.922686284,-87.649488729,41.899602111,-87.633308037,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
7,8.65,9,9,5,1380187800,41.922686284,-87.649488729,41.899602111,-87.633308037,0.0,,,Credit Card,Choice Taxi Association,540,8,1.35
7,32.45,12,8,3,1386057600,41.922686284,-87.649488729,41.980264315,-87.913624596,0.0,,,Credit Card,Taxi Affiliation Services,2880,76,5.55
7,29.25,6,4,2,1370839500,41.922686284,-87.649488729,41.980264315,-87.913624596,0.0,,,Cash,Choice Taxi Association,1140,76,0.0
7,35.65,11,12,4,1384345800,41.922686284,-87.649488729,41.980264315,-87.913624596,0.0,,,Credit Card,Dispatch Taxi Affiliation,2040,76,7.7
7,33.45,9,6,7,1379745900,41.922686284,-87.649488729,41.980264315,-87.913624596,0.0,,,Credit Card,Taxi Affiliation Services,1320,76,7.0
7,34.25,2,17,1,1392571800,41.922686284,-87.649488729,41.980264315,-87.913624596,0.0,,,Cash,Taxi Affiliation Services,2460,76,0.0
7,33.45,9,14,1,1378045800,41.922686284,-87.649488729,41.980264315,-87.913624596,0.9,,,Cash,Taxi Affiliation Services,2700,76,0.0
7,32.25,5,10,1,1368352800,41.922686284,-87.649488729,41.980264315,-87.913624596,15.7,,,Cash,,1320,76,0.0
7,32.65,11,7,7,1385191800,41.922686284,-87.649488729,41.980264315,-87.913624596,15.8,,,Credit Card,Choice Taxi Association,1380,76,6.9
7,32.05,9,6,7,1379141100,41.922686284,-87.649488729,41.980264315,-87.913624596,0.9,,,Credit Card,Taxi Affiliation Services,1200,76,6.8
7,32.25,6,7,7,1402126200,41.922686284,-87.649488729,41.980264315,-87.913624596,0.9,,,Cash,Taxi Affiliation Services,1140,76,0.0
7,35.05,8,14,6,1375452000,41.922686284,-87.649488729,41.79259236,-87.769615453,0.0,,,Credit Card,Taxi Affiliation Services,2460,56,6.0
7,30.45,3,17,7,1396112400,41.922686284,-87.649488729,41.79259236,-87.769615453,0.8,,,Cash,Taxi Affiliation Services,1920,56,0.0
7,32.45,3,7,5,1395906300,41.922686284,-87.649488729,41.79259236,-87.769615453,0.0,,,Cash,Taxi Affiliation Services,2280,56,0.0
7,22.45,7,0,2,1406507400,41.922686284,-87.649488729,41.985015101,-87.804532006,0.6,,,Cash,Taxi Affiliation Services,1260,10,0.0
7,33.85,12,2,1,1385865900,41.922686284,-87.649488729,41.985015101,-87.804532006,15.6,,,Cash,Taxi Affiliation Services,1980,10,0.0
7,26.25,2,18,6,1391796900,41.922686284,-87.649488729,41.953582125,-87.72345239,8.4,,,Cash,,3120,16,0.0
7,11.25,9,20,6,1378499400,41.922686284,-87.649488729,41.953582125,-87.72345239,0.0,,,Cash,Taxi Affiliation Services,840,16,0.0
7,10.25,6,21,4,1403730000,41.922686284,-87.649488729,41.953582125,-87.72345239,3.0,,,Cash,,840,16,0.0
7,13.65,8,22,6,1377901800,41.922686284,-87.649488729,41.953582125,-87.72345239,0.0,,,Credit Card,Dispatch Taxi Affiliation,960,16,3.65
7,20.05,2,11,6,1392983100,41.922686284,-87.649488729,41.857183858,-87.620334624,6.7,,,Cash,Taxi Affiliation Services,1980,33,0.0
7,8.05,6,4,1,1402200900,41.922686284,-87.649488729,41.944226601,-87.655998182,2.4,,,Cash,Top Cab Affiliation,360,6,0.0
7,7.45,5,19,6,1432323000,41.922686284,-87.649488729,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,540,6,0.0
7,4.25,12,11,5,1450350000,41.922686284,-87.649488729,41.944226601,-87.655998182,0.6,,,Cash,,120,6,0.0
7,10.65,2,13,7,1392471000,41.922686284,-87.649488729,41.944226601,-87.655998182,0.28,,,Cash,,1080,6,0.0
7,11.85,8,13,6,1438955100,41.922686284,-87.649488729,41.944226601,-87.655998182,3.7,,,Credit Card,Dispatch Taxi Affiliation,960,6,2.55
7,6.85,7,18,1,1375036200,41.922686284,-87.649488729,41.944226601,-87.655998182,1.7,,,Cash,,420,6,0.0
7,12.0,1,4,1,1453003200,41.922686284,-87.649488729,41.944226601,-87.655998182,3.5,,,Cash,,600,6,0.0
7,8.25,7,16,4,1468428300,41.922686284,-87.649488729,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,540,6,1.0
7,9.44,11,19,3,1447787700,41.922686284,-87.649488729,41.944226601,-87.655998182,2.5,,,Cash,,840,6,0.0
7,7.65,8,6,2,1407739500,41.922686284,-87.649488729,41.944226601,-87.655998182,2.2,,,Cash,,540,6,0.0
7,7.25,5,19,6,1399058100,41.922686284,-87.649488729,41.944226601,-87.655998182,1.8,,,Cash,5074 - Ahzmi Inc,540,6,0.0
7,9.05,6,12,7,1402747200,41.922686284,-87.649488729,41.944226601,-87.655998182,2.5,,,Credit Card,,720,6,0.0
7,4.65,12,2,7,1449281700,41.922686284,-87.649488729,41.944226601,-87.655998182,0.6,,,Cash,Top Cab Affiliation,120,6,0.0
7,6.25,8,16,6,1377275400,41.922686284,-87.649488729,41.944226601,-87.655998182,1.4,,,Cash,,420,6,0.0
7,10.25,12,16,7,1450540800,41.922686284,-87.649488729,41.944226601,-87.655998182,2.6,,,Cash,,900,6,0.0
7,7.45,11,5,1,1383454800,41.922686284,-87.649488729,41.944226601,-87.655998182,0.1,,,Credit Card,Taxi Affiliation Services,420,6,2.0
7,5.85,7,4,3,1436847300,41.922686284,-87.649488729,41.944226601,-87.655998182,0.13,,,Cash,,240,6,0.0
7,6.85,3,20,2,1393877700,41.922686284,-87.649488729,41.944226601,-87.655998182,1.6,,,Cash,,480,6,0.0
7,7.85,9,18,2,1441649700,41.922686284,-87.649488729,41.944226601,-87.655998182,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,540,6,3.0
7,8.44,4,23,7,1429400700,41.922686284,-87.649488729,41.944226601,-87.655998182,2.5,,,Cash,,660,6,0.0
7,6.05,6,13,5,1371734100,41.922686284,-87.649488729,41.944226601,-87.655998182,1.1,,,Cash,,360,6,0.0
7,9.65,2,12,3,1393329600,41.922686284,-87.649488729,41.944226601,-87.655998182,2.5,,,Cash,5997 - AW Services Inc.,780,6,0.0
7,22.85,11,22,3,1384295400,41.922686284,-87.649488729,41.794090253,-87.592310855,10.5,,,Credit Card,Dispatch Taxi Affiliation,1200,41,4.55
7,33.25,8,10,1,1375613100,41.922686284,-87.649488729,41.779582888,-87.768510849,14.8,,,Cash,,1860,64,0.0
7,10.45,7,18,3,1372790700,41.922686284,-87.649488729,41.947791586,-87.683834942,3.0,,,Cash,Dispatch Taxi Affiliation,960,5,0.0
7,9.45,11,0,7,1385164800,41.922686284,-87.649488729,41.947791586,-87.683834942,2.7,,,Cash,Taxi Affiliation Services,780,5,0.0
7,10.05,10,1,2,1444006800,41.922686284,-87.649488729,41.947791586,-87.683834942,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,660,5,0.0
7,10.85,4,14,1,1429453800,41.922686284,-87.649488729,41.947791586,-87.683834942,3.3,,,Cash,,900,5,0.0
7,9.65,10,22,7,1413671400,41.922686284,-87.649488729,41.947791586,-87.683834942,2.9,,,Cash,Taxi Affiliation Services,780,5,0.0
7,9.65,1,21,3,1420578900,41.922686284,-87.649488729,41.947791586,-87.683834942,3.0,,,Cash,Choice Taxi Association,840,5,0.0
7,16.45,12,23,4,1387407600,41.922686284,-87.649488729,41.954027649,-87.763399032,6.5,,,Credit Card,Choice Taxi Association,1020,15,3.25
7,10.85,2,12,2,1422878400,41.922686284,-87.649488729,41.874005383,-87.66351755,3.3,,,Cash,,960,28,0.0
7,15.85,4,21,3,1398201300,41.922686284,-87.649488729,41.874005383,-87.66351755,5.7,,,Cash,,1320,28,0.0
7,16.65,4,8,6,1366965900,41.922686284,-87.649488729,41.874005383,-87.66351755,0.0,,,Credit Card,Taxi Affiliation Services,1320,28,1.0
7,17.65,4,10,4,1398852000,41.922686284,-87.649488729,41.874005383,-87.66351755,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1380,28,0.0
7,14.05,6,19,5,1435260600,41.922686284,-87.649488729,41.874005383,-87.66351755,3.7,,,Cash,,1440,28,0.0
7,9.85,2,19,2,1392058800,41.922686284,-87.649488729,41.874005383,-87.66351755,3.1,,,Cash,,660,28,0.0
7,14.65,2,14,2,1424097900,41.922686284,-87.649488729,41.874005383,-87.66351755,0.3,,,Credit Card,Blue Ribbon Taxi Association Inc.,1140,28,2.9
7,11.05,7,18,2,1437417000,41.922686284,-87.649488729,41.874005383,-87.66351755,3.4,,,Cash,,960,28,0.0
7,12.25,12,7,6,1387525500,41.922686284,-87.649488729,41.874005383,-87.66351755,4.2,,,Cash,,1140,28,0.0
7,19.45,1,6,4,1389767400,41.922686284,-87.649488729,41.874005383,-87.66351755,8.0,,,Cash,Dispatch Taxi Affiliation,1080,28,0.0
7,16.25,6,17,5,1434647700,41.922686284,-87.649488729,41.874005383,-87.66351755,4.2,,,Cash,,1800,28,0.0
7,11.65,9,7,6,1441955700,41.922686284,-87.649488729,41.874005383,-87.66351755,3.9,,,Credit Card,Choice Taxi Association,900,28,2.3
7,4.84,10,15,6,1382715900,41.922686284,-87.649488729,41.922686284,-87.649488729,0.8,,,Cash,,240,7,0.0
7,3.65,10,9,1,1413104400,41.922686284,-87.649488729,41.922686284,-87.649488729,0.3,,,Cash,Dispatch Taxi Affiliation,60,7,0.0
7,4.85,8,20,1,1407703500,41.922686284,-87.649488729,41.922686284,-87.649488729,0.7,,,Credit Card,Northwest Management LLC,180,7,2.0
7,3.25,8,18,3,1407868200,41.922686284,-87.649488729,41.922686284,-87.649488729,0.1,,,Cash,,60,7,0.0
7,3.25,4,9,1,1397987100,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,0,7,0.0
7,4.05,7,13,3,1373376600,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,120,7,0.0
7,5.65,8,12,2,1441023300,41.922686284,-87.649488729,41.922686284,-87.649488729,1.0,,,Credit Card,,360,7,2.0
7,4.65,5,22,3,1369778400,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,180,7,0.0
7,3.65,8,16,5,1375372800,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,60,7,0.0
7,4.25,9,4,1,1378008900,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Credit Card,Dispatch Taxi Affiliation,180,7,2.0
7,5.45,5,1,6,1368754200,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,240,7,0.0
7,9.65,6,13,4,1370439000,41.922686284,-87.649488729,41.922686284,-87.649488729,3.3,,,Credit Card,Choice Taxi Association,480,7,0.0
7,6.25,11,13,4,1447247700,41.922686284,-87.649488729,41.922686284,-87.649488729,1.4,,,Credit Card,Choice Taxi Association,360,7,1.0
7,4.65,7,14,2,1406558700,41.922686284,-87.649488729,41.922686284,-87.649488729,0.7,,,Credit Card,,120,7,3.0
7,6.25,11,19,3,1447182900,41.922686284,-87.649488729,41.922686284,-87.649488729,1.3,,,Cash,Taxi Affiliation Services,360,7,0.0
7,4.45,3,3,1,1393731900,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,180,7,0.0
7,5.65,2,14,1,1361715300,41.922686284,-87.649488729,41.922686284,-87.649488729,0.8,,,Cash,,360,7,0.0
7,37.25,4,7,5,1398324600,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Chicago Elite Cab Corp. (Chicago Carriag,2220,7,0.0
7,6.05,12,4,2,1387773000,41.922686284,-87.649488729,41.922686284,-87.649488729,1.4,,,Cash,Dispatch Taxi Affiliation,300,7,0.0
7,8.44,9,6,2,1443422700,41.922686284,-87.649488729,41.922686284,-87.649488729,1.9,,,Cash,,660,7,0.0
7,9.25,4,15,4,1398266100,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,960,7,0.0
7,7.65,4,11,1,1430046900,41.922686284,-87.649488729,41.922686284,-87.649488729,1.4,,,Cash,,660,7,0.0
7,4.25,12,23,1,1450653300,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,180,7,0.0
7,5.45,5,17,2,1367860500,41.922686284,-87.649488729,41.922686284,-87.649488729,0.8,,,Cash,Dispatch Taxi Affiliation,240,7,0.0
7,3.25,2,13,6,1423835100,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,7,0.0
7,4.25,6,18,5,1401993000,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,120,7,0.0
7,3.65,3,0,1,1362270600,41.922686284,-87.649488729,41.922686284,-87.649488729,0.1,,,Cash,,60,7,0.0
7,7.0,8,15,2,1472482800,41.922686284,-87.649488729,41.922686284,-87.649488729,1.3,,,Cash,KOAM Taxi Association,420,7,0.0
7,3.25,12,0,7,1419638400,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,0,7,0.0
7,6.85,10,8,2,1413792000,41.922686284,-87.649488729,41.922686284,-87.649488729,1.5,,,Cash,,480,7,0.0
7,5.45,11,14,6,1415368800,41.922686284,-87.649488729,41.922686284,-87.649488729,0.8,,,Cash,,300,7,0.0
7,4.45,8,1,5,1439429400,41.922686284,-87.649488729,41.922686284,-87.649488729,0.6,,,Credit Card,,180,7,3.0
7,5.65,2,22,7,1423349100,41.922686284,-87.649488729,41.922686284,-87.649488729,1.0,,,Cash,,360,7,0.0
7,4.65,10,12,4,1381320900,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Taxi Affiliation Services,240,7,0.0
7,3.25,3,20,3,1363724100,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,7,0.0
7,6.65,1,23,5,1389915000,41.922686284,-87.649488729,41.922686284,-87.649488729,2.0,,,Credit Card,,420,7,0.0
7,6.65,1,22,7,1358634600,41.922686284,-87.649488729,41.922686284,-87.649488729,1.5,,,Cash,,420,7,0.0
7,7.65,9,11,1,1378035900,41.922686284,-87.649488729,41.922686284,-87.649488729,1.9,,,Cash,,600,7,0.0
7,3.25,3,18,7,1362247200,41.922686284,-87.649488729,41.922686284,-87.649488729,0.0,,,Unknown,Chicago Elite Cab Corp.,0,7,0.0
7,6.65,7,7,2,1406531700,41.922686284,-87.649488729,41.922686284,-87.649488729,1.1,,,Cash,,480,7,0.0
7,5.65,1,22,2,1422309600,41.922686284,-87.649488729,41.922686284,-87.649488729,0.9,,,Cash,,300,7,0.0
7,11.05,5,0,6,1367541900,41.922686284,-87.649488729,41.975170943,-87.687515515,0.2,,,Credit Card,Blue Ribbon Taxi Association Inc.,840,4,2.2
7,10.85,3,0,1,1364085000,41.922686284,-87.649488729,41.92276062,-87.699155343,4.0,,,Cash,,480,22,0.0
7,12.0,3,19,5,1459453500,41.922686284,-87.649488729,41.92276062,-87.699155343,3.2,,,Cash,,960,22,0.0
7,8.45,4,11,6,1366974900,41.922686284,-87.649488729,41.92276062,-87.699155343,2.4,,,Credit Card,Choice Taxi Association,480,22,3.0
7,10.05,1,9,3,1420534800,41.922686284,-87.649488729,41.92276062,-87.699155343,2.0,,,Cash,Taxi Affiliation Services,900,22,0.0
7,16.5,12,2,1,1480818600,41.922686284,-87.649488729,41.92276062,-87.699155343,4.4,,,Cash,Dispatch Taxi Affiliation,1380,22,0.0
7,7.85,6,16,7,1371917700,41.922686284,-87.649488729,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,660,22,0.0
7,6.85,12,11,2,1418643900,41.922686284,-87.649488729,41.92276062,-87.699155343,1.6,,,Cash,,420,22,0.0
7,15.85,9,17,3,1409678100,41.922686284,-87.649488729,41.92276062,-87.699155343,3.2,,,Credit Card,,1980,22,3.17
7,8.25,1,12,2,1389012300,41.922686284,-87.649488729,41.92276062,-87.699155343,2.2,,,Cash,,540,22,0.0
7,8.25,10,1,6,1382664600,41.922686284,-87.649488729,41.92276062,-87.699155343,2.3,,,Credit Card,Taxi Affiliation Services,420,22,0.01
7,15.25,4,19,2,1428954300,41.922686284,-87.649488729,41.9867118,-87.663416405,0.2,,,Cash,Taxi Affiliation Services,1440,77,0.0
7,14.25,2,22,7,1361052900,41.922686284,-87.649488729,41.9867118,-87.663416405,5.8,,,Cash,,600,77,0.0
6,16.25,7,7,2,1437983100,41.952822916,-87.653243992,41.880994471,-87.632746489,6.6,,17031839100,Credit Card,Northwest Management LLC,960,32,3.25
6,4.45,10,23,7,1381619700,41.952822916,-87.653243992,41.946294536,-87.654298084,0.0,,17031832000,Cash,Taxi Affiliation Services,180,6,0.0
6,4.85,12,23,2,1388446200,41.952822916,-87.653243992,41.946294536,-87.654298084,0.0,,17031832000,Cash,Blue Ribbon Taxi Association Inc.,300,6,0.0
6,5.05,8,21,7,1440277200,41.952822916,-87.653243992,41.943237122,-87.643470956,0.9,,17031061901,Cash,,240,6,0.0
6,13.05,4,19,6,1398453300,41.952822916,-87.653243992,41.899155613,-87.626210532,4.9,,17031081201,Cash,Northwest Management LLC,720,8,0.0
6,4.65,9,1,7,1411779600,41.952822916,-87.653243992,41.942691844,-87.651770507,0.06,,17031062100,Cash,,180,6,0.0
6,11.25,8,7,3,1376378100,41.952822916,-87.653243992,41.898331794,-87.620762865,0.0,,17031081300,Cash,Dispatch Taxi Affiliation,360,8,0.0
6,12.85,12,9,3,1387270800,41.952822916,-87.653243992,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,1020,8,0.0
1,0.0,12,11,7,1450524600,42.000320306,-87.6631268,,,0.0,,,Unknown,Taxi Affiliation Services,,,0.0
57,17.45,11,9,4,1385543700,41.810879008,-87.726363325,41.874005383,-87.66351755,7.0,,,Cash,,1140,28,0.0
11,15.25,3,16,2,1395072000,41.978829526,-87.771166703,42.001571027,-87.695012589,5.8,,,Cash,Dispatch Taxi Affiliation,1080,2,0.0
11,16.05,6,19,4,1433360700,41.978829526,-87.771166703,41.96581197,-87.655878786,5.7,,,Credit Card,,1440,3,4.01
11,3.25,4,9,4,1366191900,41.978829526,-87.771166703,41.978829526,-87.771166703,0.0,,,No Charge,Dispatch Taxi Affiliation,0,11,0.0
11,34.65,5,1,2,1431912600,41.978829526,-87.771166703,41.978829526,-87.771166703,16.66,,,Cash,,1620,11,0.0
11,9.85,6,20,2,1433191500,41.978829526,-87.771166703,41.968069,-87.721559063,3.2,,,Credit Card,,720,14,2.0
11,14.05,4,6,6,1396593000,41.978829526,-87.771166703,41.975170943,-87.687515515,0.3,,,Cash,Taxi Affiliation Services,840,4,0.0
8,9.25,6,21,6,1372453200,41.89503345,-87.619710672,,,2.8,,,Credit Card,,600,,2.0
8,3.25,11,17,6,1385746200,41.89503345,-87.619710672,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
8,7.0,5,11,5,1463053500,41.89503345,-87.619710672,41.892507781,-87.626214906,0.9,,17031081500,Cash,,660,8,0.0
8,5.0,8,18,3,1470766500,41.89503345,-87.619710672,41.892507781,-87.626214906,0.3,,17031081500,Credit Card,,360,8,0.0
8,5.85,2,20,6,1360959300,41.89503345,-87.619710672,41.892507781,-87.626214906,0.9,,17031081500,Cash,,360,8,0.0
8,4.85,10,21,2,1413839700,41.89503345,-87.619710672,41.892507781,-87.626214906,0.6,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,4.75,4,16,5,1461859200,41.89503345,-87.619710672,41.892507781,-87.626214906,0.6,,17031081500,Cash,,180,8,0.0
8,6.05,1,10,5,1357207200,41.89503345,-87.619710672,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,420,8,0.0
8,13.5,3,17,3,1457457300,41.89503345,-87.619710672,41.921877461,-87.66407824,3.6,,17031832500,Cash,Taxi Affiliation Services,1020,7,0.0
8,4.84,6,10,5,1435226400,41.89503345,-87.619710672,41.892042136,-87.63186395,0.8,,17031081700,Cash,,240,8,0.0
8,6.45,12,13,6,1417785300,41.89503345,-87.619710672,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,480,8,1.0
8,6.85,7,21,6,1405114200,41.89503345,-87.619710672,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,540,8,0.0
8,5.25,3,17,4,1426093200,41.89503345,-87.619710672,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
8,6.25,1,10,5,1421920800,41.89503345,-87.619710672,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,2.0
8,6.65,7,19,3,1374002100,41.89503345,-87.619710672,41.892042136,-87.63186395,0.0,,17031081700,Cash,Dispatch Taxi Affiliation,540,8,0.0
8,5.65,7,12,5,1373544000,41.89503345,-87.619710672,41.892042136,-87.63186395,0.08,,17031081700,Credit Card,,420,8,2.0
8,6.45,1,15,4,1357140600,41.89503345,-87.619710672,41.892042136,-87.63186395,10.0,,17031081700,Cash,Taxi Affiliation Services,480,8,0.0
8,6.75,3,21,6,1458336600,41.89503345,-87.619710672,41.892042136,-87.63186395,1.3,,17031081700,Cash,KOAM Taxi Association,420,8,0.0
8,5.85,7,21,4,1374095700,41.89503345,-87.619710672,41.892042136,-87.63186395,1.0,,17031081700,Cash,,360,8,0.0
8,7.05,2,14,5,1393511400,41.89503345,-87.619710672,41.892042136,-87.63186395,1.4,,17031081700,Cash,,540,8,0.0
8,6.75,12,9,4,1481102100,41.89503345,-87.619710672,41.892042136,-87.63186395,1.02,,17031081700,Credit Card,,438,8,2.0
8,43.45,9,8,6,1380269700,41.89503345,-87.619710672,41.97907082,-87.903039661,0.0,,17031980000,Cash,Blue Ribbon Taxi Association Inc.,4260,76,0.0
8,36.05,8,8,7,1377333900,41.89503345,-87.619710672,41.97907082,-87.903039661,17.9,,17031980000,Cash,Dispatch Taxi Affiliation,1680,76,0.0
8,35.45,11,11,1,1384082100,41.89503345,-87.619710672,41.97907082,-87.903039661,17.7,,17031980000,Credit Card,Dispatch Taxi Affiliation,1260,76,2.0
8,37.25,4,9,2,1396862100,41.89503345,-87.619710672,41.97907082,-87.903039661,1.1,,17031980000,Credit Card,Taxi Affiliation Services,2280,76,0.0
8,40.05,3,6,2,1425278700,41.89503345,-87.619710672,41.97907082,-87.903039661,18.5,,17031980000,Cash,,3480,76,0.0
8,37.65,6,16,3,1401812100,41.89503345,-87.619710672,41.97907082,-87.903039661,17.9,,17031980000,Credit Card,Choice Taxi Association,3360,76,7.9
8,35.85,11,9,7,1383990300,41.89503345,-87.619710672,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Choice Taxi Association,1440,76,8.0
8,38.85,10,13,4,1413378000,41.89503345,-87.619710672,41.97907082,-87.903039661,17.7,,17031980000,Cash,,2460,76,0.0
8,8.45,6,22,2,1433801700,41.89503345,-87.619710672,41.921778356,-87.641459759,2.7,,17031071300,Cash,Taxi Affiliation Services,420,7,0.0
8,5.65,3,18,5,1426790700,41.89503345,-87.619710672,41.900265687,-87.63210922,1.0,,17031081000,Cash,,360,8,0.0
8,9.85,1,10,3,1390904100,41.89503345,-87.619710672,41.914747305,-87.654007029,2.7,,17031832600,Cash,Choice Taxi Association,840,7,0.0
8,11.45,6,13,6,1372425300,41.89503345,-87.619710672,41.914747305,-87.654007029,0.0,,17031832600,Cash,Taxi Affiliation Services,960,7,0.0
8,8.25,10,18,1,1414348200,41.89503345,-87.619710672,41.914616286,-87.631717366,2.0,,17031071500,Cash,,600,7,0.0
8,8.75,6,14,4,1466604000,41.89503345,-87.619710672,41.877406123,-87.621971652,1.3,,17031320400,Credit Card,Taxi Affiliation Services,720,32,2.18
8,6.65,6,19,3,1372189500,41.89503345,-87.619710672,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Blue Ribbon Taxi Association Inc.,480,32,1.0
8,5.85,4,10,7,1428141600,41.89503345,-87.619710672,41.877406123,-87.621971652,1.2,,17031320400,Credit Card,Taxi Affiliation Services,300,32,2.0
8,6.05,10,12,7,1413636300,41.89503345,-87.619710672,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,360,32,0.0
8,6.85,5,13,5,1369920600,41.89503345,-87.619710672,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,480,32,0.0
8,7.25,6,19,2,1433790000,41.89503345,-87.619710672,41.89830587,-87.653613982,0.0,,17031842300,Cash,Taxi Affiliation Services,600,24,0.0
8,10.25,11,15,7,1384011900,41.89503345,-87.619710672,41.934762456,-87.639853859,0.1,,17031063302,Cash,Taxi Affiliation Services,660,6,0.0
8,10.45,6,18,1,1402856100,41.89503345,-87.619710672,41.859349715,-87.617358006,3.2,,17031330100,Cash,Taxi Affiliation Services,780,33,0.0
8,9.85,12,20,7,1387053900,41.89503345,-87.619710672,41.859349715,-87.617358006,3.2,,17031330100,Credit Card,Northwest Management LLC,660,33,5.0
8,12.25,3,12,4,1427284800,41.89503345,-87.619710672,41.859349715,-87.617358006,4.0,,17031330100,Cash,Dispatch Taxi Affiliation,900,33,0.0
8,8.45,2,12,1,1391345100,41.89503345,-87.619710672,41.859349715,-87.617358006,2.1,,17031330100,Credit Card,Dispatch Taxi Affiliation,600,33,2.0
8,12.25,3,9,6,1394787600,41.89503345,-87.619710672,41.859349715,-87.617358006,3.8,,17031330100,Cash,,960,33,0.0
8,10.85,11,8,4,1416384000,41.89503345,-87.619710672,41.859349715,-87.617358006,3.4,,17031330100,Credit Card,Dispatch Taxi Affiliation,780,33,2.15
8,10.65,4,12,5,1429792200,41.89503345,-87.619710672,41.859349715,-87.617358006,3.4,,17031330100,Credit Card,,720,33,3.0
8,14.05,4,23,6,1429313400,41.89503345,-87.619710672,41.906025969,-87.675311622,4.2,,17031241400,Cash,Taxi Affiliation Services,1260,24,0.0
8,10.25,10,23,1,1444607100,41.89503345,-87.619710672,41.906025969,-87.675311622,3.4,,17031241400,Cash,,600,24,0.0
8,7.05,3,9,5,1426152600,41.89503345,-87.619710672,41.897983898,-87.641491533,0.0,,17031081900,Cash,Taxi Affiliation Services,600,8,0.0
8,5.85,2,15,6,1425051000,41.89503345,-87.619710672,41.907520075,-87.6266589,0.8,,17031080100,Cash,,420,8,0.0
8,7.25,12,12,1,1386504000,41.89503345,-87.619710672,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,540,8,0.0
8,6.05,9,17,2,1380561300,41.89503345,-87.619710672,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,300,8,0.0
8,5.25,3,16,2,1427733900,41.89503345,-87.619710672,41.907520075,-87.6266589,0.0,,17031080100,Credit Card,Taxi Affiliation Services,300,8,2.0
8,9.25,5,11,2,1401102900,41.89503345,-87.619710672,41.922082541,-87.634156093,0.0,,17031071400,Cash,Blue Ribbon Taxi Association Inc.,540,7,0.0
8,6.25,3,16,7,1396109700,41.89503345,-87.619710672,41.890922026,-87.618868355,0.0,,17031081403,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,6.65,7,18,4,1405534500,41.89503345,-87.619710672,41.890922026,-87.618868355,0.7,,17031081403,Cash,Choice Taxi Association,600,8,0.0
8,6.05,7,19,3,1436900400,41.89503345,-87.619710672,41.884987192,-87.620992913,1.0,,17031320100,Cash,Dispatch Taxi Affiliation,420,32,0.0
8,5.65,3,17,1,1362937500,41.89503345,-87.619710672,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
8,6.65,10,11,6,1446205500,41.89503345,-87.619710672,41.884987192,-87.620992913,1.2,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,7.45,2,12,3,1360673100,41.89503345,-87.619710672,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,660,32,0.0
8,6.85,8,14,4,1375884000,41.89503345,-87.619710672,41.884987192,-87.620992913,0.9,,17031320100,Cash,,540,32,0.0
8,4.85,10,13,6,1445605200,41.89503345,-87.619710672,41.884987192,-87.620992913,0.5,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,4.65,5,16,4,1400689800,41.89503345,-87.619710672,41.884987192,-87.620992913,0.7,,17031320100,Cash,,180,32,0.0
8,5.45,4,10,3,1396952100,41.89503345,-87.619710672,41.884987192,-87.620992913,0.8,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,5.85,11,21,1,1416776400,41.89503345,-87.619710672,41.884987192,-87.620992913,1.1,,17031320100,Cash,Dispatch Taxi Affiliation,360,32,0.0
8,6.05,3,21,1,1396213200,41.89503345,-87.619710672,41.884987192,-87.620992913,1.3,,17031320100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,5.65,2,15,7,1392479100,41.89503345,-87.619710672,41.884987192,-87.620992913,0.8,,17031320100,Cash,,360,32,0.0
8,5.65,1,20,3,1422390600,41.89503345,-87.619710672,41.884987192,-87.620992913,0.9,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,5.45,5,22,7,1431814500,41.89503345,-87.619710672,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,Taxi Affiliation Services,240,32,2.0
8,6.45,12,19,6,1450465200,41.89503345,-87.619710672,41.884987192,-87.620992913,1.2,,17031320100,Cash,,420,32,0.0
8,6.65,6,20,5,1434054600,41.89503345,-87.619710672,41.880994471,-87.632746489,1.5,,17031839100,Credit Card,Dispatch Taxi Affiliation,420,32,4.0
8,8.85,5,13,3,1431438300,41.89503345,-87.619710672,41.880994471,-87.632746489,1.86,,17031839100,Credit Card,,720,32,2.0
8,7.65,8,11,2,1376910000,41.89503345,-87.619710672,41.880994471,-87.632746489,1.6,,17031839100,Cash,,660,32,0.0
8,7.05,3,15,6,1396020600,41.89503345,-87.619710672,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,600,32,0.0
8,7.85,4,8,4,1366186500,41.89503345,-87.619710672,41.880994471,-87.632746489,1.5,,17031839100,Cash,,600,32,0.0
8,8.44,3,16,4,1394035200,41.89503345,-87.619710672,41.880994471,-87.632746489,1.7,,17031839100,Cash,,720,32,0.0
8,7.65,5,12,6,1432900800,41.89503345,-87.619710672,41.880994471,-87.632746489,1.5,,17031839100,Cash,,660,32,0.0
8,7.85,5,9,1,1432460700,41.89503345,-87.619710672,41.880994471,-87.632746489,1.9,,17031839100,Cash,Top Cab Affiliation,480,32,0.0
8,6.25,12,12,6,1386332100,41.89503345,-87.619710672,41.880994471,-87.632746489,1.1,,17031839100,Cash,,420,32,0.0
8,7.05,12,18,5,1386873900,41.89503345,-87.619710672,41.880994471,-87.632746489,1.5,,17031839100,Cash,,540,32,0.0
8,6.85,2,14,2,1424701800,41.89503345,-87.619710672,41.880994471,-87.632746489,1.4,,17031839100,Cash,,420,32,0.0
8,7.25,1,14,2,1421677800,41.89503345,-87.619710672,41.880994471,-87.632746489,1.7,,17031839100,Cash,,480,32,0.0
8,6.05,10,13,5,1444916700,41.89503345,-87.619710672,41.880994471,-87.632746489,1.1,,17031839100,Cash,Dispatch Taxi Affiliation,420,32,0.0
8,6.45,11,10,4,1415181600,41.89503345,-87.619710672,41.880994471,-87.632746489,1.1,,17031839100,Cash,,480,32,0.0
8,8.05,9,12,5,1441887300,41.89503345,-87.619710672,41.880994471,-87.632746489,1.5,,17031839100,Credit Card,Northwest Management LLC,720,32,2.0
8,7.25,8,18,2,1407177000,41.89503345,-87.619710672,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,660,32,2.0
8,7.85,6,17,2,1404150300,41.89503345,-87.619710672,41.880994471,-87.632746489,1.7,,17031839100,Cash,Dispatch Taxi Affiliation,660,32,0.0
8,9.85,7,14,6,1406299500,41.89503345,-87.619710672,41.880994471,-87.632746489,1.9,,17031839100,Cash,Taxi Affiliation Services,900,32,0.0
8,7.05,5,8,4,1400660100,41.89503345,-87.619710672,41.880994471,-87.632746489,1.7,,17031839100,Cash,Dispatch Taxi Affiliation,420,32,0.0
8,7.85,7,7,6,1437118200,41.89503345,-87.619710672,41.880994471,-87.632746489,1.7,,17031839100,Credit Card,,600,32,2.0
8,5.65,8,12,1,1375617600,41.89503345,-87.619710672,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,6.65,7,22,3,1436912100,41.89503345,-87.619710672,41.880994471,-87.632746489,1.6,,17031839100,Cash,Choice Taxi Association,420,32,0.0
8,8.45,10,20,3,1381868100,41.89503345,-87.619710672,41.88528132,-87.6572332,0.0,,17031833000,Cash,Choice Taxi Association,540,28,0.0
8,9.05,12,21,5,1418334300,41.89503345,-87.619710672,41.92926299,-87.635890954,0.0,,17031070101,Cash,Taxi Affiliation Services,780,7,0.0
8,6.65,10,9,4,1381311000,41.89503345,-87.619710672,41.891971508,-87.612945414,1.3,,17031081402,Cash,,480,8,0.0
8,5.45,9,12,3,1443528000,41.89503345,-87.619710672,41.891971508,-87.612945414,0.6,,17031081402,Credit Card,,360,8,2.0
8,5.85,8,14,7,1375541100,41.89503345,-87.619710672,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,360,8,0.0
8,8.05,7,14,4,1374072300,41.89503345,-87.619710672,41.891971508,-87.612945414,1.1,,17031081402,Cash,,720,8,0.0
8,7.65,10,8,6,1443774600,41.89503345,-87.619710672,41.891971508,-87.612945414,1.4,,17031081402,Credit Card,,720,8,0.0
8,7.5,7,14,7,1468679400,41.89503345,-87.619710672,41.891971508,-87.612945414,1.0,,17031081402,Cash,Choice Taxi Association,600,8,0.0
8,16.05,6,18,7,1403376300,41.89503345,-87.619710672,41.946294536,-87.654298084,0.2,,17031832000,Cash,Taxi Affiliation Services,2040,6,0.0
8,10.85,8,20,2,1407182400,41.89503345,-87.619710672,41.943237122,-87.643470956,4.1,,17031061901,Credit Card,Choice Taxi Association,540,6,2.15
8,13.85,3,20,3,1427833800,41.89503345,-87.619710672,41.962178629,-87.645378762,5.4,,17031031400,Cash,Dispatch Taxi Affiliation,660,3,0.0
8,9.25,8,13,1,1440939600,41.89503345,-87.619710672,41.879255084,-87.642648998,2.3,,17031281900,Cash,Taxi Affiliation Services,780,28,0.0
8,11.65,12,19,2,1450724400,41.89503345,-87.619710672,41.879255084,-87.642648998,2.6,,17031281900,Cash,Chicago Medallion Leasing INC,1260,28,0.0
8,7.45,3,13,3,1426597200,41.89503345,-87.619710672,41.879255084,-87.642648998,1.8,,17031281900,Cash,Taxi Affiliation Services,480,28,0.0
8,9.85,11,18,3,1416940200,41.89503345,-87.619710672,41.879255084,-87.642648998,2.1,,17031281900,Cash,Northwest Management LLC,960,28,0.0
8,7.25,1,14,3,1420552800,41.89503345,-87.619710672,41.879255084,-87.642648998,2.0,,17031281900,Cash,Northwest Management LLC,420,28,0.0
8,8.85,11,18,2,1385404200,41.89503345,-87.619710672,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,840,28,0.0
8,9.85,2,12,4,1361969100,41.89503345,-87.619710672,41.879255084,-87.642648998,3.0,,17031281900,Credit Card,,660,28,2.0
8,6.25,10,10,6,1444992300,41.89503345,-87.619710672,41.902788048,-87.62614559,1.0,,17031081202,Credit Card,Taxi Affiliation Services,480,8,2.0
8,5.85,9,21,3,1410297300,41.89503345,-87.619710672,41.902788048,-87.62614559,0.7,,17031081202,Cash,Choice Taxi Association,420,8,0.0
8,6.25,7,15,4,1436368500,41.89503345,-87.619710672,41.902788048,-87.62614559,0.6,,17031081202,Cash,Dispatch Taxi Affiliation,480,8,0.0
8,6.25,2,21,7,1424552400,41.89503345,-87.619710672,41.902788048,-87.62614559,0.0,,17031081202,Cash,Taxi Affiliation Services,540,8,0.0
8,5.25,10,11,3,1383046200,41.89503345,-87.619710672,41.902788048,-87.62614559,0.8,,17031081202,Cash,,300,8,0.0
8,6.25,12,16,6,1417797900,41.89503345,-87.619710672,41.902788048,-87.62614559,0.0,,17031081202,Credit Card,Taxi Affiliation Services,420,8,2.0
8,5.45,9,15,7,1410621300,41.89503345,-87.619710672,41.892072635,-87.628874157,0.0,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,5.0,10,19,6,1476473400,41.89503345,-87.619710672,41.892072635,-87.628874157,0.7,,17031081600,Cash,,240,8,0.0
8,5.25,6,20,4,1403123400,41.89503345,-87.619710672,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,300,8,0.0
8,7.45,3,11,4,1425469500,41.89503345,-87.619710672,41.885300022,-87.642808466,1.6,,17031280100,Cash,Taxi Affiliation Services,600,28,0.0
8,7.05,1,8,4,1389170700,41.89503345,-87.619710672,41.885300022,-87.642808466,1.5,,17031280100,Cash,Taxi Affiliation Services,480,28,0.0
8,4.85,10,16,7,1446309900,41.89503345,-87.619710672,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,240,8,0.0
8,5.25,2,13,4,1423054800,41.89503345,-87.619710672,41.89503345,-87.619710672,0.4,,17031081401,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,3.85,9,18,2,1379960100,41.89503345,-87.619710672,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,120,8,0.0
8,3.25,7,12,5,1406810700,41.89503345,-87.619710672,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,0,8,0.0
8,3.25,6,18,5,1403805600,41.89503345,-87.619710672,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,0,8,0.0
8,4.05,5,12,5,1369917900,41.89503345,-87.619710672,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,120,8,0.0
8,3.25,10,20,1,1445805900,41.89503345,-87.619710672,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,0,8,0.0
8,7.65,11,20,1,1448828100,41.89503345,-87.619710672,41.89503345,-87.619710672,1.7,,17031081401,Cash,Choice Taxi Association,540,8,0.0
8,3.25,11,10,2,1446460200,41.89503345,-87.619710672,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,0,8,0.0
8,17.25,10,20,3,1414528200,41.89503345,-87.619710672,41.89503345,-87.619710672,5.5,,17031081401,Cash,Taxi Affiliation Services,1740,8,0.0
8,8.05,10,12,1,1413720900,41.89503345,-87.619710672,41.870607372,-87.622172937,2.0,,17031320600,Credit Card,Dispatch Taxi Affiliation,540,32,2.0
8,7.25,5,3,7,1432955700,41.89503345,-87.619710672,41.870607372,-87.622172937,0.19,,17031320600,Credit Card,,360,32,2.0
8,7.25,4,19,2,1366055100,41.89503345,-87.619710672,41.87101588,-87.631406525,1.6,,17031839000,Credit Card,,480,32,2.0
8,5.25,5,22,6,1400279400,41.89503345,-87.619710672,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,300,8,0.0
8,4.85,2,17,7,1361034900,41.89503345,-87.619710672,41.899155613,-87.626210532,0.0,,17031081201,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,5.65,10,21,7,1413668700,41.89503345,-87.619710672,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Dispatch Taxi Affiliation,420,8,5.0
8,4.85,12,11,3,1418124600,41.89503345,-87.619710672,41.899155613,-87.626210532,0.8,,17031081201,Cash,Taxi Affiliation Services,240,8,0.0
8,5.65,9,10,4,1441795500,41.89503345,-87.619710672,41.899155613,-87.626210532,0.5,,17031081201,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,4.45,4,8,6,1396599300,41.89503345,-87.619710672,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,180,8,0.0
8,15.25,11,19,2,1384198200,41.89503345,-87.619710672,41.972929317,-87.650290074,0.0,,17031031300,Credit Card,Blue Ribbon Taxi Association Inc.,720,3,4.55
8,28.85,6,7,2,1370242800,41.89503345,-87.619710672,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Taxi Affiliation Services,1500,56,6.15
8,29.05,9,19,1,1378666800,41.89503345,-87.619710672,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Choice Taxi Association,1560,56,6.2
8,5.65,6,9,7,1372498200,41.89503345,-87.619710672,41.89321636,-87.63784421,0.9,,17031081800,Credit Card,Choice Taxi Association,300,8,3.0
8,5.65,3,19,4,1394653500,41.89503345,-87.619710672,41.89321636,-87.63784421,1.0,,17031081800,Credit Card,Dispatch Taxi Affiliation,360,8,1.0
8,5.45,3,2,7,1394848800,41.89503345,-87.619710672,41.89321636,-87.63784421,0.09,,17031081800,Credit Card,,300,8,2.0
8,7.05,3,8,7,1395476100,41.89503345,-87.619710672,41.89321636,-87.63784421,1.4,,17031081800,Credit Card,,540,8,2.0
8,6.45,5,21,7,1368308700,41.89503345,-87.619710672,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Blue Ribbon Taxi Association Inc.,480,8,3.0
8,5.85,6,12,4,1402488000,41.89503345,-87.619710672,41.89321636,-87.63784421,1.1,,17031081800,Credit Card,Dispatch Taxi Affiliation,360,8,1.0
8,6.25,12,21,2,1451339100,41.89503345,-87.619710672,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,420,8,1.0
8,7.25,10,21,7,1475356500,41.89503345,-87.619710672,41.89321636,-87.63784421,1.3,,17031081800,Cash,Northwest Management LLC,480,8,0.0
8,6.05,4,10,5,1429783200,41.89503345,-87.619710672,41.89321636,-87.63784421,3.9,,17031081800,Credit Card,Northwest Management LLC,420,8,2.0
8,3.65,7,23,4,1374103800,41.89503345,-87.619710672,41.898331794,-87.620762865,0.3,,17031081300,Cash,,0,8,0.0
8,5.45,6,18,7,1435430700,41.89503345,-87.619710672,41.898331794,-87.620762865,0.5,,17031081300,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,4.85,12,13,6,1418391900,41.89503345,-87.619710672,41.898331794,-87.620762865,0.8,,17031081300,Cash,Northwest Management LLC,180,8,0.0
8,7.45,11,15,7,1384011000,41.89503345,-87.619710672,41.90749193,-87.63576009,0.1,,17031080300,Credit Card,Taxi Affiliation Services,540,8,2.0
8,7.65,7,20,6,1405110600,41.89503345,-87.619710672,41.90749193,-87.63576009,1.9,,17031080300,Cash,,600,8,0.0
8,8.85,6,12,3,1401798600,41.89503345,-87.619710672,41.867902418,-87.642958665,2.3,,17031841900,Credit Card,Taxi Affiliation Services,780,28,2.55
8,15.85,10,19,3,1444158000,41.89503345,-87.619710672,41.87866742,-87.671653621,5.7,,17031838100,Cash,6488 - 83287 Zuha Taxi,1320,28,0.0
8,9.65,8,13,3,1439904600,41.89503345,-87.619710672,41.904935302,-87.649907226,2.0,,17031842200,Cash,Taxi Affiliation Services,720,8,0.0
14,3.25,3,5,6,1395982800,41.968069,-87.721559063,,,0.0,,,Cash,Dispatch Taxi Affiliation,0,,0.0
14,13.65,6,6,3,1433227500,41.968069,-87.721559063,,,5.2,,,Cash,,1020,,0.0
14,21.65,2,2,1,1392517800,41.968069,-87.721559063,,,9.7,,,Cash,,1260,,0.0
14,3.25,5,7,2,1400483700,41.968069,-87.721559063,,,0.0,,,Cash,Chicago Medallion Management,0,,0.0
14,11.85,1,23,5,1388704500,41.968069,-87.721559063,42.001571027,-87.695012589,3.8,,,Cash,,900,2,0.0
14,11.05,2,7,1,1361087100,41.968069,-87.721559063,42.001571027,-87.695012589,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,720,2,0.0
14,23.05,6,5,1,1404020700,41.968069,-87.721559063,41.878865584,-87.625192142,10.0,,,Cash,Northwest Management LLC,1320,32,0.0
14,13.65,1,2,6,1359081000,41.968069,-87.721559063,42.009622881,-87.670166857,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,840,1,0.0
14,14.05,8,2,4,1409105700,41.968069,-87.721559063,42.009622881,-87.670166857,5.4,,,Cash,,960,1,0.0
14,11.25,2,16,6,1393000200,41.968069,-87.721559063,41.96581197,-87.655878786,3.3,,,Credit Card,Choice Taxi Association,1020,3,2.25
14,6.45,6,20,2,1434399300,41.968069,-87.721559063,41.938666196,-87.711210593,1.5,,,Credit Card,,420,21,2.55
14,9.25,11,0,5,1384992900,41.968069,-87.721559063,41.938666196,-87.711210593,2.8,,,Cash,Taxi Affiliation Services,660,21,0.0
14,26.45,7,14,5,1438266600,41.968069,-87.721559063,41.899602111,-87.633308037,10.6,,,Cash,Dispatch Taxi Affiliation,2160,8,0.0
14,19.25,2,2,1,1393121700,41.968069,-87.721559063,41.899602111,-87.633308037,0.0,,,Cash,Dispatch Taxi Affiliation,900,8,0.0
14,22.85,10,1,6,1381453200,41.968069,-87.721559063,41.899602111,-87.633308037,0.0,,,Cash,Northwest Management LLC,1320,8,0.0
14,21.5,3,6,5,1458194400,41.968069,-87.721559063,41.980264315,-87.913624596,0.0,,,Cash,Dispatch Taxi Affiliation,600,76,0.0
14,22.85,10,7,2,1444634100,41.968069,-87.721559063,41.980264315,-87.913624596,9.9,,,Cash,,1560,76,0.0
14,11.45,4,3,2,1397447100,41.968069,-87.721559063,41.927260956,-87.765501609,0.0,,,Cash,Dispatch Taxi Affiliation,840,19,0.0
14,3.45,5,8,1,1399796100,41.968069,-87.721559063,41.953582125,-87.72345239,0.1,,,Cash,Dispatch Taxi Affiliation,60,16,0.0
14,7.25,6,19,2,1404156600,41.968069,-87.721559063,41.944226601,-87.655998182,1.7,,,Cash,Dispatch Taxi Affiliation,540,6,0.0
14,9.05,1,23,6,1388791800,41.968069,-87.721559063,41.944226601,-87.655998182,2.6,,,Cash,Dispatch Taxi Affiliation,720,6,0.0
14,12.85,9,11,1,1410087600,41.968069,-87.721559063,41.922686284,-87.649488729,4.6,,,Credit Card,Taxi Affiliation Services,960,7,0.0
14,10.65,8,9,2,1407748500,41.968069,-87.721559063,41.978829526,-87.771166703,0.2,,,Cash,Taxi Affiliation Services,900,11,0.0
14,3.25,10,19,4,1412796600,41.968069,-87.721559063,41.968069,-87.721559063,0.0,,,Cash,,0,14,0.0
14,3.25,5,17,2,1369070100,41.968069,-87.721559063,41.968069,-87.721559063,0.0,,,Cash,Taxi Affiliation Services,0,14,0.0
14,3.45,5,0,7,1399680000,41.968069,-87.721559063,41.968069,-87.721559063,0.0,,,Cash,Dispatch Taxi Affiliation,0,14,0.0
14,5.45,11,21,7,1414877400,41.968069,-87.721559063,41.968069,-87.721559063,1.1,,,Cash,KOAM Taxi Association,300,14,0.0
14,4.65,9,22,1,1379889000,41.968069,-87.721559063,41.968069,-87.721559063,0.7,,,Cash,,180,14,0.0
14,3.25,8,17,5,1375377300,41.968069,-87.721559063,41.968069,-87.721559063,0.0,,,Cash,Taxi Affiliation Services,0,14,0.0
14,14.65,11,22,1,1384123500,41.968069,-87.721559063,41.968069,-87.721559063,0.0,,,Cash,Dispatch Taxi Affiliation,240,14,0.0
14,3.25,1,16,4,1421858700,41.968069,-87.721559063,41.968069,-87.721559063,0.0,,,Cash,Top Cab Affiliation,0,14,0.0
24,10.25,12,1,1,1387070100,41.899422254,-87.684490122,41.900221297,-87.629105186,3.2,,17031081100,Cash,,780,8,0.0
32,64.25,10,15,7,1380987000,41.870607372,-87.622172937,,,31.4,,,Cash,Dispatch Taxi Affiliation,3660,,0.0
32,0.0,2,10,4,1392200100,41.870607372,-87.622172937,,,0.0,,,Unknown,Taxi Affiliation Services,,,0.0
32,5.05,1,19,7,1359227700,41.870607372,-87.622172937,,,0.67,,,Cash,,300,,0.0
32,9.25,1,15,1,1453045500,41.870607372,-87.622172937,41.849246754,-87.624135298,1.8,,17031841000,Credit Card,Taxi Affiliation Services,360,33,0.0
32,7.25,12,20,3,1449000000,41.870607372,-87.622172937,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,540,8,2.0
32,9.25,4,17,6,1365181200,41.870607372,-87.622172937,41.892507781,-87.626214906,1.6,,17031081500,Cash,,900,8,0.0
32,8.75,5,17,5,1463679900,41.870607372,-87.622172937,41.892507781,-87.626214906,1.3,,17031081500,Credit Card,,840,8,2.0
32,8.05,11,13,5,1447939800,41.870607372,-87.622172937,41.892507781,-87.626214906,1.9,,17031081500,Cash,Northwest Management LLC,660,8,0.0
32,7.45,1,18,1,1422209700,41.870607372,-87.622172937,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,600,8,0.0
32,8.05,7,14,7,1406385900,41.870607372,-87.622172937,41.892042136,-87.63186395,1.5,,17031081700,Credit Card,Dispatch Taxi Affiliation,720,8,4.0
32,7.05,7,5,7,1435986900,41.870607372,-87.622172937,41.892042136,-87.63186395,1.6,,17031081700,Cash,Dispatch Taxi Affiliation,480,8,0.0
32,8.85,5,19,2,1431978300,41.870607372,-87.622172937,41.892042136,-87.63186395,1.9,,17031081700,Credit Card,Taxi Affiliation Services,780,8,2.0
32,48.75,4,16,4,1459958400,41.870607372,-87.622172937,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,3240,76,0.0
32,41.45,4,8,5,1429173900,41.870607372,-87.622172937,41.97907082,-87.903039661,18.8,,17031980000,Credit Card,Choice Taxi Association,3780,76,8.65
32,38.65,6,13,7,1402752600,41.870607372,-87.622172937,41.97907082,-87.903039661,18.9,,17031980000,Credit Card,,2220,76,8.33
32,40.85,10,17,5,1444929300,41.870607372,-87.622172937,41.97907082,-87.903039661,18.4,,17031980000,Credit Card,Choice Taxi Association,4140,76,10.7
32,43.05,9,11,1,1411902000,41.870607372,-87.622172937,41.97907082,-87.903039661,0.0,,17031980000,Cash,Taxi Affiliation Services,2520,76,0.0
32,38.25,6,20,1,1404073800,41.870607372,-87.622172937,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Choice Taxi Association,1560,76,8.25
32,16.25,3,20,2,1364244300,41.870607372,-87.622172937,41.928967266,-87.656156831,0.0,,17031070400,Cash,Choice Taxi Association,1440,7,0.0
32,5.05,4,3,7,1365218100,41.870607372,-87.622172937,41.877406123,-87.621971652,0.0,,17031320400,No Charge,Northwest Management LLC,300,32,0.0
32,4.65,1,7,2,1390808700,41.870607372,-87.622172937,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,240,32,1.0
32,17.85,3,14,4,1395842400,41.870607372,-87.622172937,41.89830587,-87.653613982,3.3,,17031842300,Cash,,2340,24,0.0
32,7.05,9,11,2,1442230200,41.870607372,-87.622172937,41.859349715,-87.617358006,1.7,,17031330100,Cash,,420,33,0.0
32,7.25,2,9,5,1423734300,41.870607372,-87.622172937,41.859349715,-87.617358006,1.6,,17031330100,Cash,Taxi Affiliation Services,480,33,0.0
32,5.05,3,1,1,1395537300,41.870607372,-87.622172937,41.859349715,-87.617358006,0.9,,17031330100,Cash,,180,33,0.0
32,6.65,10,8,2,1413187200,41.870607372,-87.622172937,41.859349715,-87.617358006,1.7,,17031330100,Cash,Taxi Affiliation Services,360,33,0.0
32,6.65,7,11,5,1372938300,41.870607372,-87.622172937,41.859349715,-87.617358006,0.0,,17031330100,Cash,Taxi Affiliation Services,360,33,0.0
32,4.5,8,12,6,1471003200,41.870607372,-87.622172937,41.859349715,-87.617358006,0.4,,17031330100,Credit Card,Taxi Affiliation Services,240,33,2.0
32,4.25,6,22,7,1434838500,41.870607372,-87.622172937,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Taxi Affiliation Services,120,33,2.0
32,6.85,3,22,7,1426372200,41.870607372,-87.622172937,41.859349715,-87.617358006,1.7,,17031330100,Cash,Northwest Management LLC,420,33,0.0
32,7.85,9,11,4,1378899900,41.870607372,-87.622172937,41.859349715,-87.617358006,0.0,,17031330100,No Charge,Dispatch Taxi Affiliation,600,33,0.0
32,5.85,10,3,1,1414292400,41.870607372,-87.622172937,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Taxi Affiliation Services,240,33,2.0
32,7.05,5,13,5,1369920600,41.870607372,-87.622172937,41.859349715,-87.617358006,0.0,,17031330100,Credit Card,Taxi Affiliation Services,420,33,2.95
32,8.65,6,0,4,1434500100,41.870607372,-87.622172937,41.907520075,-87.6266589,2.3,,17031080100,Cash,Taxi Affiliation Services,600,8,0.0
32,9.65,7,2,1,1373164200,41.870607372,-87.622172937,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,720,8,0.0
32,19.45,6,1,1,1401584400,41.870607372,-87.622172937,41.950605232,-87.671332488,7.6,,17031060300,Credit Card,Dispatch Taxi Affiliation,1380,6,4.15
32,36.65,7,8,6,1406275200,41.870607372,-87.622172937,41.890922026,-87.618868355,18.0,,17031081403,Credit Card,,1860,8,5.8
32,7.05,1,18,3,1421172000,41.870607372,-87.622172937,41.890922026,-87.618868355,1.6,,17031081403,Credit Card,Top Cab Affiliation,480,8,1.4
32,8.44,7,15,5,1374159600,41.870607372,-87.622172937,41.890922026,-87.618868355,1.9,,17031081403,Credit Card,,660,8,2.0
32,8.65,5,23,7,1401579000,41.870607372,-87.622172937,41.890922026,-87.618868355,2.0,,17031081403,Cash,,780,8,0.0
32,6.45,7,1,1,1405818000,41.870607372,-87.622172937,41.890922026,-87.618868355,1.4,,17031081403,Cash,,360,8,0.0
32,6.05,1,22,7,1420322400,41.870607372,-87.622172937,41.884987192,-87.620992913,1.0,,17031320100,Cash,Taxi Affiliation Services,360,32,0.0
32,5.45,12,11,7,1387625400,41.870607372,-87.622172937,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
32,7.05,6,23,3,1401836400,41.870607372,-87.622172937,41.884987192,-87.620992913,1.8,,17031320100,Credit Card,Taxi Affiliation Services,420,32,4.0
32,6.65,2,17,4,1423676700,41.870607372,-87.622172937,41.884987192,-87.620992913,1.6,,17031320100,Credit Card,Choice Taxi Association,420,32,1.0
32,7.25,11,13,3,1383657300,41.870607372,-87.622172937,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Northwest Management LLC,660,32,2.0
32,5.85,11,20,7,1385841600,41.870607372,-87.622172937,41.880994471,-87.632746489,0.9,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
32,6.05,5,23,6,1431127800,41.870607372,-87.622172937,41.880994471,-87.632746489,1.3,,17031839100,Cash,,360,32,0.0
32,5.25,1,14,3,1358865000,41.870607372,-87.622172937,41.880994471,-87.632746489,1.0,,17031839100,Cash,,180,32,0.0
32,5.65,5,19,5,1399577400,41.870607372,-87.622172937,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
32,6.45,10,17,1,1413739800,41.870607372,-87.622172937,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,Dispatch Taxi Affiliation,540,32,0.01
32,6.85,8,21,7,1407013200,41.870607372,-87.622172937,41.880994471,-87.632746489,1.3,,17031839100,Cash,,540,32,0.0
32,8.05,12,9,5,1449133200,41.870607372,-87.622172937,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,Taxi Affiliation Services,720,32,2.0
32,6.25,5,9,5,1398934800,41.870607372,-87.622172937,41.880994471,-87.632746489,0.9,,17031839100,Cash,Dispatch Taxi Affiliation,480,32,0.0
32,7.45,10,12,2,1445258700,41.870607372,-87.622172937,41.880994471,-87.632746489,1.3,,17031839100,Credit Card,Taxi Affiliation Services,600,32,3.0
32,6.85,6,14,6,1371824100,41.870607372,-87.622172937,41.880994471,-87.632746489,1.0,,17031839100,Cash,,600,32,0.0
32,7.05,11,10,3,1384856100,41.870607372,-87.622172937,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
32,5.85,11,19,4,1385580600,41.870607372,-87.622172937,41.880994471,-87.632746489,0.1,,17031839100,Cash,,420,32,0.0
32,8.45,5,9,3,1399369500,41.870607372,-87.622172937,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,840,32,2.0
32,5.85,5,9,1,1399195800,41.870607372,-87.622172937,41.880994471,-87.632746489,1.1,,17031839100,Cash,,360,32,0.0
32,5.45,9,0,2,1409530500,41.870607372,-87.622172937,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,480,32,0.0
32,8.25,10,14,2,1382968800,41.870607372,-87.622172937,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,840,32,0.0
32,7.85,11,10,3,1447150500,41.870607372,-87.622172937,41.880994471,-87.632746489,1.8,,17031839100,Credit Card,,600,32,1.6
32,8.05,11,20,6,1385757900,41.870607372,-87.622172937,41.88528132,-87.6572332,1.9,,17031833000,Cash,Northwest Management LLC,600,28,0.0
32,18.64,8,0,7,1375488900,41.870607372,-87.622172937,41.946294536,-87.654298084,6.7,,17031832000,Cash,,1440,6,0.0
32,7.05,12,10,2,1450089900,41.870607372,-87.622172937,41.879066994,-87.657005027,1.8,,17031833100,Credit Card,Taxi Affiliation Services,480,28,2.0
32,11.45,5,1,6,1399598100,41.870607372,-87.622172937,41.900221297,-87.629105186,3.1,,17031081100,No Charge,Northwest Management LLC,960,8,0.0
32,18.65,8,23,5,1408059000,41.870607372,-87.622172937,41.911972301,-87.683642922,5.6,,17031240500,Credit Card,Taxi Affiliation Services,2220,24,3.9
32,18.45,6,1,7,1402708500,41.870607372,-87.622172937,41.949139771,-87.656803909,0.4,,17031061100,Cash,Taxi Affiliation Services,1080,6,0.0
32,7.05,11,12,7,1415449800,41.870607372,-87.622172937,41.879255084,-87.642648998,1.3,,17031281900,Credit Card,Dispatch Taxi Affiliation,540,28,0.0
32,6.45,8,14,4,1376490600,41.870607372,-87.622172937,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
32,7.05,9,11,6,1443179700,41.870607372,-87.622172937,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,540,28,2.0
32,6.85,8,8,4,1408523400,41.870607372,-87.622172937,41.879255084,-87.642648998,1.1,,17031281900,Credit Card,Choice Taxi Association,540,28,3.0
32,6.85,2,11,2,1422874800,41.870607372,-87.622172937,41.879255084,-87.642648998,1.2,,17031281900,Cash,Choice Taxi Association,600,28,0.0
32,9.25,8,10,6,1406887200,41.870607372,-87.622172937,41.879255084,-87.642648998,1.7,,17031281900,Cash,Choice Taxi Association,960,28,0.0
32,6.65,7,16,5,1438272000,41.870607372,-87.622172937,41.879255084,-87.642648998,1.2,,17031281900,Credit Card,,480,28,1.0
32,6.65,7,15,2,1375110000,41.870607372,-87.622172937,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
32,15.05,11,17,7,1384019100,41.870607372,-87.622172937,41.929046937,-87.651310877,0.0,,17031070300,Cash,Northwest Management LLC,1140,7,0.0
32,20.0,2,14,1,1455459300,41.870607372,-87.622172937,41.790506261,-87.583143717,0.0,,17031411000,Credit Card,Blue Ribbon Taxi Association Inc.,1020,41,4.0
32,14.85,8,12,3,1407845700,41.870607372,-87.622172937,41.790506261,-87.583143717,6.2,,17031411000,Cash,Taxi Affiliation Services,600,41,0.0
32,8.45,8,19,3,1376420400,41.870607372,-87.622172937,41.892072635,-87.628874157,1.8,,17031081600,Credit Card,Choice Taxi Association,720,8,3.0
32,7.45,1,22,5,1420757100,41.870607372,-87.622172937,41.892072635,-87.628874157,1.6,,17031081600,Credit Card,Dispatch Taxi Affiliation,480,8,2.0
32,21.25,12,1,7,1386983700,41.870607372,-87.622172937,41.965445784,-87.66319585,0.0,,17031031700,Cash,Taxi Affiliation Services,1380,3,0.0
32,9.25,9,18,6,1474655400,41.870607372,-87.622172937,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Blue Ribbon Taxi Association Inc.,840,28,2.0
32,7.25,10,9,2,1413797400,41.870607372,-87.622172937,41.885300022,-87.642808466,1.7,,17031280100,Credit Card,,480,28,1.0
32,7.05,10,8,4,1412151300,41.870607372,-87.622172937,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,540,28,0.0
32,7.45,5,7,4,1369208700,41.870607372,-87.622172937,41.89503345,-87.619710672,0.0,,17031081401,Cash,Northwest Management LLC,480,8,0.0
32,7.45,10,0,2,1381106700,41.870607372,-87.622172937,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,480,8,3.0
32,7.65,9,14,7,1379772000,41.870607372,-87.622172937,41.89503345,-87.619710672,1.7,,17031081401,Cash,,600,8,0.0
32,5.45,3,1,1,1425778200,41.870607372,-87.622172937,41.870607372,-87.622172937,0.7,,17031320600,Cash,Dispatch Taxi Affiliation,360,32,0.0
32,4.05,11,2,5,1446689700,41.870607372,-87.622172937,41.870607372,-87.622172937,0.4,,17031320600,Cash,,60,32,0.0
32,24.85,10,21,2,1381179600,41.870607372,-87.622172937,41.870607372,-87.622172937,9.3,,17031320600,Cash,,2400,32,0.0
32,3.25,7,16,4,1438185600,41.870607372,-87.622172937,41.870607372,-87.622172937,0.0,,17031320600,Credit Card,Taxi Affiliation Services,0,32,2.0
32,3.25,12,8,6,1386316800,41.870607372,-87.622172937,41.870607372,-87.622172937,0.0,,17031320600,Cash,Chicago Elite Cab Corp. (Chicago Carriag,0,32,0.0
32,3.45,9,23,7,1411256700,41.870607372,-87.622172937,41.870607372,-87.622172937,0.1,,17031320600,Cash,Choice Taxi Association,60,32,0.0
32,3.25,5,12,6,1432296900,41.870607372,-87.622172937,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,60,32,0.0
32,3.85,12,13,1,1387112400,41.870607372,-87.622172937,41.870607372,-87.622172937,0.4,,17031320600,Cash,Choice Taxi Association,60,32,0.0
32,4.05,3,16,1,1395590400,41.870607372,-87.622172937,41.87101588,-87.631406525,0.3,,17031839000,Cash,Choice Taxi Association,120,32,0.0
32,9.65,4,14,7,1366469100,41.870607372,-87.622172937,41.899155613,-87.626210532,2.0,,17031081201,Cash,,900,8,0.0
32,39.65,7,13,7,1373722200,41.870607372,-87.622172937,41.942691844,-87.651770507,5.8,,17031062100,Credit Card,,1080,6,8.23
32,25.45,10,13,3,1381842900,41.870607372,-87.622172937,41.785998518,-87.750934289,0.7,,17031980100,Credit Card,Taxi Affiliation Services,1380,56,5.45
32,25.25,6,18,1,1370802600,41.870607372,-87.622172937,41.785998518,-87.750934289,0.7,,17031980100,Credit Card,Taxi Affiliation Services,1560,56,5.0
32,10.45,2,19,5,1392320700,41.870607372,-87.622172937,41.89321636,-87.63784421,2.2,,17031081800,Cash,Taxi Affiliation Services,1080,8,0.0
32,10.45,2,21,7,1391894100,41.870607372,-87.622172937,41.89321636,-87.63784421,2.8,,17031081800,Cash,,1080,8,0.0
32,9.85,10,12,2,1381753800,41.870607372,-87.622172937,41.89321636,-87.63784421,0.0,,17031081800,Cash,Choice Taxi Association,840,8,0.0
32,8.25,5,20,2,1399322700,41.870607372,-87.622172937,41.89321636,-87.63784421,2.1,,17031081800,Cash,,600,8,0.0
32,9.65,1,10,6,1391163300,41.870607372,-87.622172937,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,960,8,2.0
32,8.05,6,11,6,1433503800,41.870607372,-87.622172937,41.89321636,-87.63784421,1.6,,17031081800,Credit Card,Dispatch Taxi Affiliation,720,8,2.0
32,8.85,3,15,1,1396192500,41.870607372,-87.622172937,41.898331794,-87.620762865,0.1,,17031081300,Credit Card,Taxi Affiliation Services,660,8,5.0
32,15.85,12,14,6,1386944100,41.870607372,-87.622172937,41.949829346,-87.64396537,6.2,,17031060900,Cash,,900,6,0.0
32,10.65,12,22,2,1418682600,41.870607372,-87.622172937,41.90749193,-87.63576009,3.3,,17031080300,Cash,,840,8,0.0
32,5.25,3,23,2,1395702900,41.870607372,-87.622172937,41.867902418,-87.642958665,0.0,,17031841900,Cash,Blue Ribbon Taxi Association Inc.,180,28,0.0
32,7.5,3,12,7,1458995400,41.870607372,-87.622172937,41.867902418,-87.642958665,1.3,,17031841900,Cash,,480,28,0.0
32,7.25,4,1,6,1397180700,41.870607372,-87.622172937,41.867902418,-87.642958665,0.0,,17031841900,Cash,Taxi Affiliation Services,540,28,0.0
32,12.45,5,0,1,1430613000,41.870607372,-87.622172937,41.906771332,-87.681025231,4.4,,17031241300,Cash,,780,24,0.0
32,8.85,6,14,6,1372428900,41.87101588,-87.631406525,41.849246754,-87.624135298,0.0,,17031841000,Credit Card,Taxi Affiliation Services,660,33,1.0
32,10.25,6,14,6,1372429800,41.87101588,-87.631406525,41.892042136,-87.63186395,0.1,,17031081700,Credit Card,Taxi Affiliation Services,780,8,2.25
32,38.05,9,16,4,1409761800,41.87101588,-87.631406525,41.97907082,-87.903039661,18.3,,17031980000,Credit Card,Taxi Affiliation Services,2220,76,8.2
32,14.05,2,18,3,1424802600,41.87101588,-87.631406525,41.922082541,-87.634156093,5.2,,17031071400,Cash,,840,7,0.0
32,8.45,6,9,4,1372237200,41.87101588,-87.631406525,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,900,32,1.0
32,6.25,6,12,7,1434199500,41.87101588,-87.631406525,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
32,6.25,9,10,3,1378807200,41.87101588,-87.631406525,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
32,7.05,2,15,6,1392994800,41.87101588,-87.631406525,41.880994471,-87.632746489,1.2,,17031839100,Cash,,540,32,0.0
32,16.45,9,1,1,1379206800,41.87101588,-87.631406525,41.962178629,-87.645378762,6.9,,17031031400,Cash,Northwest Management LLC,780,3,0.0
32,7.85,3,9,2,1395652500,41.87101588,-87.631406525,41.89503345,-87.619710672,0.1,,17031081401,Cash,Taxi Affiliation Services,600,8,0.0
32,8.65,3,12,3,1427805900,41.87101588,-87.631406525,41.89503345,-87.619710672,2.2,,17031081401,Cash,Taxi Affiliation Services,660,8,0.0
32,4.45,1,23,7,1420326000,41.87101588,-87.631406525,41.870607372,-87.622172937,0.5,,17031320600,Cash,Taxi Affiliation Services,180,32,0.0
32,24.65,4,6,2,1398665700,41.87101588,-87.631406525,41.785998518,-87.750934289,10.3,,17031980100,Credit Card,Taxi Affiliation Services,1500,56,5.0
32,8.25,10,9,3,1381828500,41.87101588,-87.631406525,41.898331794,-87.620762865,1.9,,17031081300,Cash,,660,8,0.0
32,4.65,6,1,7,1403313300,41.87101588,-87.631406525,41.867902418,-87.642958665,0.6,,17031841900,Cash,Taxi Affiliation Services,120,28,0.0
8,8.45,10,18,7,1413657900,41.899155613,-87.626210532,,,2.4,,,Cash,4197 - 41842 Royal Star,600,,0.0
8,24.45,7,12,1,1374408900,41.899155613,-87.626210532,,,0.0,,,Cash,Choice Taxi Association,0,,0.0
8,4.65,10,8,7,1414226700,41.899155613,-87.626210532,,,0.5,,,Cash,,180,,0.0
8,11.65,7,17,2,1373908500,41.899155613,-87.626210532,,,3.01,,,Cash,,1080,,0.0
8,8.65,4,10,3,1365501600,41.899155613,-87.626210532,,,1.53,,,Cash,,780,,0.0
8,0.0,9,14,5,1411653600,41.899155613,-87.626210532,,,0.0,,,Unknown,Taxi Affiliation Services,,,0.0
8,5.45,2,10,6,1392373800,41.899155613,-87.626210532,,,0.79,,,Credit Card,,360,,2.0
8,10.85,3,0,6,1363913100,41.899155613,-87.626210532,41.920451512,-87.679954768,4.0,,17031832200,Credit Card,,480,22,2.0
8,5.85,5,17,3,1369157400,41.899155613,-87.626210532,41.892507781,-87.626214906,0.8,,17031081500,Cash,,480,8,0.0
8,4.45,11,18,2,1384194600,41.899155613,-87.626210532,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,180,8,0.0
8,5.25,10,13,4,1445434200,41.899155613,-87.626210532,41.892507781,-87.626214906,0.6,,17031081500,Credit Card,Taxi Affiliation Services,300,8,2.0
8,5.05,11,22,3,1446588900,41.899155613,-87.626210532,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,300,8,2.0
8,5.05,9,22,4,1380147300,41.899155613,-87.626210532,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,360,8,0.0
8,5.85,4,13,1,1398001500,41.899155613,-87.626210532,41.892507781,-87.626214906,0.0,,17031081500,Cash,Northwest Management LLC,480,8,0.0
8,6.05,10,12,5,1412858700,41.899155613,-87.626210532,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
8,6.45,3,17,7,1395508500,41.899155613,-87.626210532,41.892507781,-87.626214906,0.9,,17031081500,Cash,Taxi Affiliation Services,540,8,0.0
8,6.65,10,18,5,1413484200,41.899155613,-87.626210532,41.892042136,-87.63186395,0.7,,17031081700,Cash,KOAM Taxi Association,600,8,0.0
8,5.45,2,0,1,1393116300,41.899155613,-87.626210532,41.892042136,-87.63186395,0.9,,17031081700,Cash,Northwest Management LLC,300,8,0.0
8,6.05,4,22,7,1365890400,41.899155613,-87.626210532,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,6.05,1,0,1,1388880900,41.899155613,-87.626210532,41.892042136,-87.63186395,0.09,,17031081700,Cash,,420,8,0.0
8,6.45,10,19,6,1444419000,41.899155613,-87.626210532,41.892042136,-87.63186395,1.2,,17031081700,Credit Card,,480,8,3.0
8,5.45,8,21,3,1407878100,41.899155613,-87.626210532,41.892042136,-87.63186395,0.7,,17031081700,Cash,Northwest Management LLC,360,8,0.0
8,5.85,8,20,5,1377809100,41.899155613,-87.626210532,41.892042136,-87.63186395,0.0,,17031081700,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,6.45,3,18,7,1394908200,41.899155613,-87.626210532,41.892042136,-87.63186395,0.6,,17031081700,Cash,Choice Taxi Association,540,8,0.0
8,4.75,7,16,2,1467648900,41.899155613,-87.626210532,41.892042136,-87.63186395,0.7,,17031081700,Cash,Northwest Management LLC,180,8,0.0
8,5.85,9,13,5,1380202200,41.899155613,-87.626210532,41.892042136,-87.63186395,1.1,,17031081700,Cash,,360,8,0.0
8,7.05,4,16,6,1365784200,41.899155613,-87.626210532,41.892042136,-87.63186395,1.5,,17031081700,Cash,Dispatch Taxi Affiliation,480,8,0.0
8,5.65,9,12,4,1409748300,41.899155613,-87.626210532,41.892042136,-87.63186395,1.0,,17031081700,Cash,,300,8,0.0
8,6.25,10,20,7,1412452800,41.899155613,-87.626210532,41.892042136,-87.63186395,1.1,,17031081700,Cash,Taxi Affiliation Services,480,8,0.0
8,6.0,10,17,7,1476552600,41.899155613,-87.626210532,41.892042136,-87.63186395,0.7,,17031081700,Cash,Choice Taxi Association,360,8,0.0
8,5.25,10,15,7,1445698800,41.899155613,-87.626210532,41.892042136,-87.63186395,0.6,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,10.25,9,1,1,1442710800,41.899155613,-87.626210532,41.892042136,-87.63186395,1.2,,17031081700,Cash,,1200,8,0.0
8,6.45,1,22,6,1357339500,41.899155613,-87.626210532,41.892042136,-87.63186395,1.2,,17031081700,Cash,,420,8,0.0
8,16.25,4,23,6,1367018100,41.899155613,-87.626210532,41.950442599,-87.68350623,6.1,,17031050500,Cash,,1140,5,0.0
8,35.65,4,5,2,1428299100,41.899155613,-87.626210532,41.97907082,-87.903039661,17.6,,17031980000,Credit Card,,1980,76,7.53
8,35.25,5,6,6,1400827500,41.899155613,-87.626210532,41.97907082,-87.903039661,17.5,,17031980000,Credit Card,Taxi Affiliation Services,1380,76,5.0
8,39.65,10,14,1,1445177700,41.899155613,-87.626210532,41.97907082,-87.903039661,18.1,,17031980000,Credit Card,,3120,76,8.52
8,36.85,11,6,5,1383804000,41.899155613,-87.626210532,41.97907082,-87.903039661,18.0,,17031980000,Credit Card,,1860,76,9.71
8,36.65,12,15,6,1419607800,41.899155613,-87.626210532,41.97907082,-87.903039661,17.9,,17031980000,Cash,,1500,76,0.0
8,43.85,11,15,2,1384184700,41.899155613,-87.626210532,41.97907082,-87.903039661,18.0,,17031980000,Cash,Dispatch Taxi Affiliation,4800,76,0.0
8,36.45,5,12,3,1369743300,41.899155613,-87.626210532,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,1560,76,7.85
8,8.05,12,19,4,1386183600,41.899155613,-87.626210532,41.921778356,-87.641459759,1.9,,17031071300,Cash,Taxi Affiliation Services,660,7,0.0
8,13.45,8,18,5,1408645800,41.899155613,-87.626210532,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,1800,8,0.0
8,6.05,12,4,7,1417838400,41.899155613,-87.626210532,41.900265687,-87.63210922,1.0,,17031081000,Cash,Taxi Affiliation Services,360,8,0.0
8,8.65,11,16,7,1416069000,41.899155613,-87.626210532,41.921778188,-87.651061884,2.3,,17031071100,Cash,,720,7,0.0
8,9.05,8,1,1,1407027600,41.899155613,-87.626210532,41.921778188,-87.651061884,0.0,,17031071100,Cash,Dispatch Taxi Affiliation,600,7,0.0
8,7.25,10,14,5,1444312800,41.899155613,-87.626210532,41.914616286,-87.631717366,1.6,,17031071500,Cash,,480,7,0.0
8,7.05,8,20,6,1377895500,41.899155613,-87.626210532,41.914616286,-87.631717366,0.0,,17031071500,Cash,Taxi Affiliation Services,540,7,0.0
8,6.65,8,23,7,1439076600,41.899155613,-87.626210532,41.914616286,-87.631717366,1.5,,17031071500,Credit Card,Taxi Affiliation Services,360,7,2.0
8,6.85,12,20,7,1387656900,41.899155613,-87.626210532,41.914616286,-87.631717366,1.3,,17031071500,Cash,Choice Taxi Association,540,7,0.0
8,6.05,2,17,6,1423242900,41.899155613,-87.626210532,41.914616286,-87.631717366,0.0,,17031071500,Cash,Blue Ribbon Taxi Association Inc.,300,7,0.0
8,6.05,10,4,7,1382760000,41.899155613,-87.626210532,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Taxi Affiliation Services,240,7,2.0
8,6.85,9,18,3,1442946600,41.899155613,-87.626210532,41.912868922,-87.641070746,1.5,,17031071700,Cash,Taxi Affiliation Services,480,7,0.0
8,9.25,6,20,6,1372450500,41.899155613,-87.626210532,41.938391258,-87.63857492,0.0,,17031063200,Credit Card,Taxi Affiliation Services,360,6,2.0
8,7.45,11,14,6,1447425000,41.899155613,-87.626210532,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,540,32,0.0
8,6.05,3,14,1,1393769700,41.899155613,-87.626210532,41.877406123,-87.621971652,1.2,,17031320400,Cash,,360,32,0.0
8,7.05,3,19,7,1393702200,41.899155613,-87.626210532,41.877406123,-87.621971652,1.4,,17031320400,Cash,,480,32,0.0
8,8.05,3,21,5,1364505300,41.899155613,-87.626210532,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,660,32,0.0
8,8.44,4,19,7,1367090100,41.899155613,-87.626210532,41.877406123,-87.621971652,1.7,,17031320400,Cash,,780,32,0.0
8,7.65,8,21,7,1408829400,41.899155613,-87.626210532,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,660,32,0.0
8,7.05,8,13,3,1409058900,41.899155613,-87.626210532,41.877406123,-87.621971652,1.6,,17031320400,Cash,Taxi Affiliation Services,420,32,0.0
8,6.05,2,13,2,1391432400,41.899155613,-87.626210532,41.877406123,-87.621971652,1.3,,17031320400,Cash,,300,32,0.0
8,8.45,4,19,4,1398887100,41.899155613,-87.626210532,41.89830587,-87.653613982,1.6,,17031842300,Cash,Dispatch Taxi Affiliation,900,24,0.0
8,8.85,10,16,6,1446221700,41.899155613,-87.626210532,41.89830587,-87.653613982,1.8,,17031842300,Credit Card,,840,24,2.0
8,7.45,5,21,6,1431724500,41.899155613,-87.626210532,41.89830587,-87.653613982,1.5,,17031842300,Cash,Taxi Affiliation Services,600,24,0.0
8,7.65,6,10,4,1433326500,41.899155613,-87.626210532,41.89830587,-87.653613982,1.8,,17031842300,Credit Card,,480,24,3.0
8,8.65,6,23,3,1371598200,41.899155613,-87.626210532,41.934762456,-87.639853859,3.0,,17031063302,Cash,,360,6,0.0
8,18.65,5,19,4,1432755900,41.899155613,-87.626210532,41.966834067,-87.684018371,7.2,,17031040600,Cash,,1260,4,0.0
8,13.45,10,19,4,1413399600,41.899155613,-87.626210532,41.936159071,-87.661265218,3.5,,17031062800,Cash,Choice Taxi Association,1380,6,0.0
8,13.25,12,22,3,1418769000,41.899155613,-87.626210532,41.859349715,-87.617358006,0.3,,17031330100,Cash,Taxi Affiliation Services,780,33,0.0
8,20.25,4,9,4,1429090200,41.899155613,-87.626210532,41.859349715,-87.617358006,6.8,,17031330100,Credit Card,Taxi Affiliation Services,1980,33,4.25
8,12.25,5,13,7,1368884700,41.899155613,-87.626210532,41.859349715,-87.617358006,0.0,,17031330100,Cash,Dispatch Taxi Affiliation,1020,33,0.0
8,9.85,1,1,2,1357523100,41.899155613,-87.626210532,41.859349715,-87.617358006,3.0,,17031330100,Cash,,600,33,0.0
8,10.25,11,13,1,1417354200,41.899155613,-87.626210532,41.859349715,-87.617358006,3.1,,17031330100,Cash,Taxi Affiliation Services,780,33,0.0
8,9.05,8,10,4,1375871400,41.899155613,-87.626210532,41.906025969,-87.675311622,0.1,,17031241400,Cash,Taxi Affiliation Services,660,24,0.0
8,5.25,11,20,5,1478205900,41.899155613,-87.626210532,41.907520075,-87.6266589,0.8,,17031080100,Cash,,240,8,0.0
8,5.25,3,15,5,1395932400,41.899155613,-87.626210532,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,300,8,0.0
8,5.45,10,12,7,1382184900,41.899155613,-87.626210532,41.907520075,-87.6266589,0.0,,17031080100,Credit Card,Taxi Affiliation Services,360,8,3.0
8,4.45,10,12,1,1382271300,41.899155613,-87.626210532,41.907520075,-87.6266589,0.5,,17031080100,Cash,,180,8,0.0
8,4.65,8,22,6,1407536100,41.899155613,-87.626210532,41.907520075,-87.6266589,0.7,,17031080100,Credit Card,,180,8,2.0
8,19.45,5,13,7,1431177300,41.899155613,-87.626210532,42.006278861,-87.66768361,0.0,,17031010600,Credit Card,Dispatch Taxi Affiliation,1080,1,4.05
8,4.25,11,0,3,1415059200,41.899155613,-87.626210532,41.905857769,-87.630865027,0.0,,17031080202,Credit Card,Taxi Affiliation Services,180,8,4.0
8,5.05,12,17,1,1386522900,41.899155613,-87.626210532,41.905857769,-87.630865027,0.0,,17031080202,Cash,Taxi Affiliation Services,240,8,0.0
8,7.25,4,13,7,1398517200,41.899155613,-87.626210532,41.922082541,-87.634156093,0.0,,17031071400,Cash,Choice Taxi Association,540,7,0.0
8,8.05,11,21,7,1385845200,41.899155613,-87.626210532,41.922082541,-87.634156093,0.1,,17031071400,Cash,Taxi Affiliation Services,420,7,0.0
8,5.65,9,11,6,1378467000,41.899155613,-87.626210532,41.890922026,-87.618868355,0.0,,17031081403,Cash,Northwest Management LLC,300,8,0.0
8,5.45,10,20,2,1413233100,41.899155613,-87.626210532,41.890922026,-87.618868355,1.0,,17031081403,Cash,Taxi Affiliation Services,300,8,0.0
8,7.45,5,23,7,1431819000,41.899155613,-87.626210532,41.890922026,-87.618868355,1.3,,17031081403,Credit Card,,660,8,3.0
8,7.45,11,16,7,1383409800,41.899155613,-87.626210532,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,660,8,2.0
8,5.05,2,15,6,1392996600,41.899155613,-87.626210532,41.890922026,-87.618868355,0.6,,17031081403,Credit Card,Dispatch Taxi Affiliation,300,8,2.0
8,5.85,12,14,5,1449756900,41.899155613,-87.626210532,41.890922026,-87.618868355,0.0,,17031081403,Cash,Choice Taxi Association,360,8,0.0
8,4.84,5,9,6,1432287900,41.899155613,-87.626210532,41.890922026,-87.618868355,0.6,,17031081403,Cash,,180,8,0.0
8,5.85,2,22,5,1360881000,41.899155613,-87.626210532,41.890922026,-87.618868355,0.0,,17031081403,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,6.05,3,17,6,1363369500,41.899155613,-87.626210532,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,360,32,2.0
8,6.65,2,22,1,1361138400,41.899155613,-87.626210532,41.884987192,-87.620992913,1.7,,17031320100,Cash,,300,32,0.0
8,6.85,11,23,6,1448667000,41.899155613,-87.626210532,41.884987192,-87.620992913,1.4,,17031320100,Credit Card,Top Cab Affiliation,480,32,1.15
8,6.25,8,14,5,1438871400,41.899155613,-87.626210532,41.884987192,-87.620992913,1.1,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,8.85,11,17,6,1417195800,41.899155613,-87.626210532,41.884987192,-87.620992913,1.2,,17031320100,Cash,Dispatch Taxi Affiliation,960,32,0.0
8,7.45,3,14,7,1394289000,41.899155613,-87.626210532,41.884987192,-87.620992913,1.7,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
8,5.85,7,15,3,1373383800,41.899155613,-87.626210532,41.884987192,-87.620992913,0.1,,17031320100,Cash,,300,32,0.0
8,7.65,9,22,6,1379109600,41.899155613,-87.626210532,41.884987192,-87.620992913,1.9,,17031320100,Cash,,480,32,0.0
8,4.84,11,15,2,1415632500,41.899155613,-87.626210532,41.884987192,-87.620992913,0.8,,17031320100,Credit Card,,120,32,0.0
8,5.05,9,12,5,1409832900,41.899155613,-87.626210532,41.884987192,-87.620992913,0.8,,17031320100,Cash,,180,32,0.0
8,6.25,10,12,2,1413201600,41.899155613,-87.626210532,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,420,32,0.0
8,6.65,12,19,6,1386357300,41.899155613,-87.626210532,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
8,5.25,12,17,2,1418058000,41.899155613,-87.626210532,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,Choice Taxi Association,240,32,1.0
8,6.25,10,18,5,1382035500,41.899155613,-87.626210532,41.884987192,-87.620992913,1.1,,17031320100,Cash,,360,32,0.0
8,8.25,2,17,4,1423070100,41.899155613,-87.626210532,41.884987192,-87.620992913,1.9,,17031320100,Cash,,720,32,0.0
8,6.75,7,9,3,1468315800,41.899155613,-87.626210532,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,KOAM Taxi Association,480,32,1.25
8,5.85,7,13,5,1405603800,41.899155613,-87.626210532,41.884987192,-87.620992913,0.8,,17031320100,Credit Card,,420,32,3.0
8,5.65,3,8,6,1364546700,41.899155613,-87.626210532,41.884987192,-87.620992913,1.1,,17031320100,Cash,Choice Taxi Association,240,32,0.0
8,6.65,8,19,6,1408734900,41.899155613,-87.626210532,41.884987192,-87.620992913,1.1,,17031320100,Cash,Northwest Management LLC,540,32,0.0
8,5.45,6,3,6,1435289400,41.899155613,-87.626210532,41.884987192,-87.620992913,1.0,,17031320100,Cash,Taxi Affiliation Services,300,32,0.0
8,9.25,8,12,4,1407933000,41.899155613,-87.626210532,41.884987192,-87.620992913,1.8,,17031320100,Credit Card,Taxi Affiliation Services,720,32,2.0
8,6.65,4,17,7,1366478100,41.899155613,-87.626210532,41.884987192,-87.620992913,1.4,,17031320100,Credit Card,,420,32,2.0
8,8.25,3,14,4,1363183200,41.899155613,-87.626210532,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,5.85,8,8,5,1376554500,41.899155613,-87.626210532,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,300,32,2.0
8,7.25,1,15,1,1388935800,41.899155613,-87.626210532,41.880994471,-87.632746489,2.0,,17031839100,Cash,Choice Taxi Association,420,32,0.0
8,6.65,12,12,4,1386161100,41.899155613,-87.626210532,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,480,32,0.0
8,8.25,11,15,3,1384269300,41.899155613,-87.626210532,41.880994471,-87.632746489,1.7,,17031839100,Cash,Northwest Management LLC,720,32,0.0
8,6.85,7,14,6,1406297700,41.899155613,-87.626210532,41.880994471,-87.632746489,1.2,,17031839100,Cash,,480,32,0.0
8,9.25,12,14,5,1449153000,41.899155613,-87.626210532,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,960,32,2.0
8,8.85,9,11,1,1410693300,41.899155613,-87.626210532,41.880994471,-87.632746489,2.4,,17031839100,Credit Card,Dispatch Taxi Affiliation,720,32,2.0
8,6.25,12,12,5,1386852300,41.899155613,-87.626210532,41.880994471,-87.632746489,1.3,,17031839100,Cash,Northwest Management LLC,360,32,0.0
8,7.25,10,8,3,1383033600,41.899155613,-87.626210532,41.880994471,-87.632746489,1.4,,17031839100,Cash,,600,32,0.0
8,8.05,10,20,7,1414269000,41.899155613,-87.626210532,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,840,32,0.0
8,8.25,5,19,6,1368214200,41.899155613,-87.626210532,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,660,32,0.0
8,7.85,1,18,7,1358015400,41.899155613,-87.626210532,41.880994471,-87.632746489,0.1,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,7.85,11,14,2,1447080300,41.899155613,-87.626210532,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,660,32,2.0
8,8.85,4,17,5,1397754900,41.899155613,-87.626210532,41.880994471,-87.632746489,1.9,,17031839100,Credit Card,Taxi Affiliation Services,840,32,0.88
8,5.45,1,1,4,1422406800,41.899155613,-87.626210532,41.880994471,-87.632746489,1.1,,17031839100,Cash,Choice Taxi Association,240,32,0.0
8,6.25,10,8,4,1413964800,41.899155613,-87.626210532,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,7.25,1,15,1,1358089200,41.899155613,-87.626210532,41.880994471,-87.632746489,17.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,6.05,6,10,6,1372413600,41.899155613,-87.626210532,41.880994471,-87.632746489,1.0,,17031839100,Cash,Dispatch Taxi Affiliation,480,32,0.0
8,7.65,1,13,2,1422277200,41.899155613,-87.626210532,41.880994471,-87.632746489,1.5,,17031839100,Cash,,660,32,0.0
8,6.75,3,12,4,1456922700,41.899155613,-87.626210532,41.880994471,-87.632746489,1.2,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,7.65,4,9,2,1396863000,41.899155613,-87.626210532,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,720,32,0.0
8,7.25,2,8,5,1423123200,41.899155613,-87.626210532,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
8,6.05,11,7,6,1383290100,41.899155613,-87.626210532,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,,360,32,3.0
8,7.25,8,8,4,1440578700,41.899155613,-87.626210532,41.880994471,-87.632746489,1.3,,17031839100,Credit Card,Dispatch Taxi Affiliation,540,32,1.0
8,8.05,6,9,5,1403775900,41.899155613,-87.626210532,41.880994471,-87.632746489,0.17,,17031839100,Credit Card,,660,32,2.0
8,6.05,4,8,2,1428912900,41.899155613,-87.626210532,41.880994471,-87.632746489,1.1,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,7.25,12,7,4,1420011000,41.899155613,-87.626210532,41.880994471,-87.632746489,1.6,,17031839100,Cash,,540,32,0.0
8,8.45,10,14,2,1445870700,41.899155613,-87.626210532,41.880994471,-87.632746489,1.9,,17031839100,Cash,KOAM Taxi Association,720,32,0.0
8,7.85,12,16,1,1387729800,41.899155613,-87.626210532,41.88528132,-87.6572332,0.1,,17031833000,Cash,Taxi Affiliation Services,540,28,0.0
8,11.25,12,0,7,1480725900,41.899155613,-87.626210532,41.88528132,-87.6572332,0.1,,17031833000,Credit Card,Taxi Affiliation Services,900,28,5.0
8,9.45,12,16,7,1386432000,41.899155613,-87.626210532,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,840,28,0.0
8,8.85,8,21,5,1407447900,41.899155613,-87.626210532,41.88528132,-87.6572332,0.1,,17031833000,Cash,Taxi Affiliation Services,540,28,0.0
8,10.05,10,15,6,1413558900,41.899155613,-87.626210532,41.88528132,-87.6572332,2.3,,17031833000,Cash,,1020,28,0.0
8,13.65,7,20,2,1436819400,41.899155613,-87.626210532,41.92926299,-87.635890954,4.2,,17031070101,Credit Card,Taxi Affiliation Services,1200,7,3.4
8,5.25,5,12,7,1432384200,41.899155613,-87.626210532,41.891971508,-87.612945414,0.8,,17031081402,Cash,,300,8,0.0
8,7.65,11,12,6,1417176900,41.899155613,-87.626210532,41.891971508,-87.612945414,1.5,,17031081402,Cash,,600,8,0.0
8,5.25,9,9,2,1441619100,41.899155613,-87.626210532,41.891971508,-87.612945414,0.9,,17031081402,Cash,Taxi Affiliation Services,240,8,0.0
8,6.85,6,20,3,1402433100,41.899155613,-87.626210532,41.891971508,-87.612945414,1.2,,17031081402,Cash,,540,8,0.0
8,13.05,11,22,1,1415572200,41.899155613,-87.626210532,41.946294536,-87.654298084,0.3,,17031832000,Cash,Blue Ribbon Taxi Association Inc.,840,6,0.0
8,5.45,3,19,1,1364758200,41.899155613,-87.626210532,41.907412816,-87.640901525,0.5,,17031080400,Credit Card,Dispatch Taxi Affiliation,300,8,2.0
8,12.85,6,21,2,1372107600,41.899155613,-87.626210532,41.936086535,-87.666110694,0.1,,17031062700,No Charge,Dispatch Taxi Affiliation,660,6,0.0
8,11.25,8,19,1,1409514300,41.899155613,-87.626210532,41.962178629,-87.645378762,0.2,,17031031400,Cash,Blue Ribbon Taxi Association Inc.,480,3,0.0
8,12.65,11,15,1,1414942200,41.899155613,-87.626210532,41.962178629,-87.645378762,0.2,,17031031400,Cash,Taxi Affiliation Services,780,3,0.0
8,9.85,12,15,6,1388158200,41.899155613,-87.626210532,41.943155086,-87.640698076,0.2,,17031061902,Credit Card,Taxi Affiliation Services,480,6,3.0
8,9.25,3,23,3,1395788400,41.899155613,-87.626210532,41.943155086,-87.640698076,0.1,,17031061902,Cash,Blue Ribbon Taxi Association Inc.,360,6,0.0
8,15.45,11,17,5,1384449300,41.899155613,-87.626210532,41.879066994,-87.657005027,0.29,,17031833100,Credit Card,,1980,28,3.09
8,10.25,4,23,5,1397777400,41.899155613,-87.626210532,41.892493167,-87.664745836,2.7,,17031243300,Cash,,900,24,0.0
8,10.65,11,21,3,1385502300,41.899155613,-87.626210532,41.911972301,-87.683642922,0.0,,17031240500,Cash,Dispatch Taxi Affiliation,840,24,0.0
8,8.05,8,13,6,1375448400,41.899155613,-87.626210532,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,720,28,3.0
8,8.45,2,13,7,1361022300,41.899155613,-87.626210532,41.879255084,-87.642648998,0.0,,17031281900,Cash,Northwest Management LLC,660,28,0.0
8,8.45,2,20,5,1424376000,41.899155613,-87.626210532,41.879255084,-87.642648998,2.0,,17031281900,Cash,Dispatch Taxi Affiliation,720,28,0.0
8,9.25,5,16,4,1369241100,41.899155613,-87.626210532,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Dispatch Taxi Affiliation,780,28,3.0
8,11.45,4,19,6,1396640700,41.899155613,-87.626210532,41.929046937,-87.651310877,0.0,,17031070300,Cash,Blue Ribbon Taxi Association Inc.,900,7,0.0
8,4.45,9,23,3,1379459700,41.899155613,-87.626210532,41.902788048,-87.62614559,0.0,,17031081202,Cash,Taxi Affiliation Services,240,8,0.0
8,18.85,6,12,6,1370608200,41.899155613,-87.626210532,41.790506261,-87.583143717,0.1,,17031411000,Cash,Dispatch Taxi Affiliation,840,41,0.0
8,5.25,11,23,4,1416440700,41.899155613,-87.626210532,41.892072635,-87.628874157,0.0,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,5.05,9,22,4,1380146400,41.899155613,-87.626210532,41.892072635,-87.628874157,0.8,,17031081600,Cash,,240,8,0.0
8,4.85,2,19,1,1393184700,41.899155613,-87.626210532,41.892072635,-87.628874157,0.7,,17031081600,Credit Card,Choice Taxi Association,180,8,3.0
8,8.0,2,0,1,1456015500,41.899155613,-87.626210532,41.892072635,-87.628874157,0.9,,17031081600,Cash,Taxi Affiliation Services,780,8,0.0
8,6.05,12,9,4,1386755100,41.899155613,-87.626210532,41.892072635,-87.628874157,1.0,,17031081600,Credit Card,,360,8,4.0
8,6.05,9,0,6,1442536200,41.899155613,-87.626210532,41.892072635,-87.628874157,0.8,,17031081600,Credit Card,,420,8,2.0
8,5.85,11,17,7,1415466000,41.899155613,-87.626210532,41.892072635,-87.628874157,0.6,,17031081600,Cash,,480,8,0.0
8,6.25,9,21,6,1380316500,41.899155613,-87.626210532,41.892072635,-87.628874157,0.7,,17031081600,Cash,Northwest Management LLC,480,8,0.0
8,5.65,7,16,1,1373212800,41.899155613,-87.626210532,41.892072635,-87.628874157,0.7,,17031081600,Cash,,420,8,0.0
8,4.45,7,21,6,1374270300,41.899155613,-87.626210532,41.892072635,-87.628874157,0.4,,17031081600,Cash,,180,8,0.0
8,11.85,2,21,2,1392066900,41.899155613,-87.626210532,41.94258518,-87.656644092,4.2,,17031062200,Credit Card,,720,6,2.0
8,8.25,5,14,5,1401374700,41.899155613,-87.626210532,41.885300022,-87.642808466,1.7,,17031280100,Cash,Choice Taxi Association,720,28,0.0
8,7.65,11,15,1,1415546100,41.899155613,-87.626210532,41.885300022,-87.642808466,1.5,,17031280100,Credit Card,,600,28,2.0
8,6.85,8,20,6,1375475400,41.899155613,-87.626210532,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Dispatch Taxi Affiliation,420,28,1.0
8,7.45,12,22,6,1419028200,41.899155613,-87.626210532,41.885300022,-87.642808466,1.9,,17031280100,Cash,Dispatch Taxi Affiliation,540,28,0.0
8,7.65,11,22,6,1416003300,41.899155613,-87.626210532,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Taxi Affiliation Services,600,28,2.0
8,8.45,8,14,5,1440081900,41.899155613,-87.626210532,41.885300022,-87.642808466,1.8,,17031280100,Cash,Dispatch Taxi Affiliation,780,28,0.0
8,5.05,10,21,6,1443819600,41.899155613,-87.626210532,41.909495669,-87.630963601,0.6,,17031080201,Credit Card,Taxi Affiliation Services,300,8,2.0
8,5.65,12,21,7,1387659600,41.899155613,-87.626210532,41.909495669,-87.630963601,1.1,,17031080201,Credit Card,,300,8,1.5
8,17.25,10,3,1,1382240700,41.899155613,-87.626210532,42.000320306,-87.6631268,0.0,,17031010503,Cash,Dispatch Taxi Affiliation,720,1,0.0
8,5.25,2,23,2,1424128500,41.899155613,-87.626210532,41.89503345,-87.619710672,0.8,,17031081401,Credit Card,Dispatch Taxi Affiliation,300,8,2.0
8,4.85,5,10,5,1401359400,41.899155613,-87.626210532,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
8,5.45,4,21,4,1430342100,41.899155613,-87.626210532,41.89503345,-87.619710672,1.1,,17031081401,Cash,,240,8,0.0
8,4.85,12,17,2,1418665500,41.899155613,-87.626210532,41.89503345,-87.619710672,0.4,,17031081401,Cash,Taxi Affiliation Services,300,8,0.0
8,5.45,5,10,4,1430907300,41.899155613,-87.626210532,41.89503345,-87.619710672,0.0,,17031081401,Credit Card,Taxi Affiliation Services,420,8,0.0
8,5.85,8,14,4,1408543200,41.899155613,-87.626210532,41.89503345,-87.619710672,0.0,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,5.65,8,8,6,1407484800,41.899155613,-87.626210532,41.89503345,-87.619710672,0.7,,17031081401,Cash,,420,8,0.0
8,4.05,8,15,1,1407079800,41.899155613,-87.626210532,41.89503345,-87.619710672,0.3,,17031081401,Cash,Northwest Management LLC,180,8,0.0
8,7.05,6,3,1,1404012600,41.899155613,-87.626210532,41.870607372,-87.622172937,0.0,,17031320600,Cash,Blue Ribbon Taxi Association Inc.,360,32,0.0
8,7.85,1,21,7,1422738900,41.899155613,-87.626210532,41.870607372,-87.622172937,1.7,,17031320600,Cash,,600,32,0.0
8,8.25,5,19,2,1431373500,41.899155613,-87.626210532,41.870607372,-87.622172937,0.0,,17031320600,Cash,Taxi Affiliation Services,600,32,0.0
8,11.05,12,19,2,1418672700,41.899155613,-87.626210532,41.870607372,-87.622172937,0.1,,17031320600,Cash,Taxi Affiliation Services,1020,32,0.0
8,3.25,5,20,4,1368649800,41.899155613,-87.626210532,41.899155613,-87.626210532,0.0,,17031081201,Cash,Dispatch Taxi Affiliation,0,8,0.0
8,3.25,10,18,1,1413137700,41.899155613,-87.626210532,41.899155613,-87.626210532,0.0,,17031081201,Cash,,0,8,0.0
8,44.05,9,14,2,1379944800,41.899155613,-87.626210532,41.899155613,-87.626210532,0.0,,17031081201,Cash,Chicago Elite Cab Corp. (Chicago Carriag,2820,8,0.0
8,3.45,9,9,2,1379926800,41.899155613,-87.626210532,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,0,8,0.0
8,3.25,9,19,5,1379012400,41.899155613,-87.626210532,41.899155613,-87.626210532,0.0,,17031081201,Cash,,0,8,0.0
8,6.25,6,20,1,1370808000,41.899155613,-87.626210532,41.899155613,-87.626210532,0.0,,17031081201,Cash,Chicago Elite Cab Corp.,240,8,0.0
8,15.05,6,2,7,1371867300,41.899155613,-87.626210532,41.972929317,-87.650290074,6.2,,17031031300,Cash,,600,3,0.0
8,13.45,10,18,6,1443811500,41.899155613,-87.626210532,41.972929317,-87.650290074,5.5,,17031031300,Cash,,540,3,0.0
8,18.45,3,13,7,1425735000,41.899155613,-87.626210532,41.994442248,-87.665224776,7.6,,17031030200,Cash,Choice Taxi Association,1080,77,0.0
8,27.85,11,6,3,1415686500,41.899155613,-87.626210532,41.785998518,-87.750934289,12.9,,17031980100,Cash,,1560,56,0.0
8,30.05,6,9,1,1404032400,41.899155613,-87.626210532,41.785998518,-87.750934289,0.8,,17031980100,Cash,Taxi Affiliation Services,1500,56,0.0
8,29.05,9,8,3,1379404800,41.899155613,-87.626210532,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Taxi Affiliation Services,1680,56,7.75
8,6.45,11,13,5,1447335000,41.899155613,-87.626210532,41.89321636,-87.63784421,1.2,,17031081800,Cash,Dispatch Taxi Affiliation,480,8,0.0
8,6.05,12,15,7,1450537200,41.899155613,-87.626210532,41.89321636,-87.63784421,1.3,,17031081800,Cash,Choice Taxi Association,360,8,0.0
8,7.25,11,21,7,1415482200,41.899155613,-87.626210532,41.89321636,-87.63784421,1.4,,17031081800,Cash,Taxi Affiliation Services,600,8,0.0
8,6.25,6,19,2,1370891700,41.899155613,-87.626210532,41.89321636,-87.63784421,0.1,,17031081800,Cash,,420,8,0.0
8,6.05,8,18,6,1439577000,41.899155613,-87.626210532,41.89321636,-87.63784421,0.8,,17031081800,Credit Card,Dispatch Taxi Affiliation,480,8,2.0
8,5.0,1,12,7,1452945600,41.899155613,-87.626210532,41.89321636,-87.63784421,0.6,,17031081800,Cash,Top Cab Affiliation,240,8,0.0
8,6.85,10,21,5,1443733200,41.899155613,-87.626210532,41.89321636,-87.63784421,1.4,,17031081800,Cash,,480,8,0.0
8,5.85,2,21,6,1360359000,41.899155613,-87.626210532,41.89321636,-87.63784421,1.1,,17031081800,Cash,,300,8,0.0
8,14.05,10,22,5,1414102500,41.899155613,-87.626210532,41.950673358,-87.666536281,5.6,,17031060400,Credit Card,Choice Taxi Association,720,6,1.95
8,20.05,5,10,1,1368352800,41.899155613,-87.626210532,41.898331794,-87.620762865,0.0,,17031081300,Cash,Choice Taxi Association,1260,8,0.0
8,6.05,9,16,6,1379693700,41.899155613,-87.626210532,41.898331794,-87.620762865,0.4,,17031081300,Cash,,480,8,0.0
8,3.25,6,19,2,1433186100,41.899155613,-87.626210532,41.898331794,-87.620762865,0.0,,17031081300,Cash,,60,8,0.0
8,4.65,10,2,2,1381716000,41.899155613,-87.626210532,41.898331794,-87.620762865,0.0,,17031081300,Cash,Northwest Management LLC,180,8,0.0
8,9.25,9,13,6,1411738200,41.899155613,-87.626210532,41.867902418,-87.642958665,2.9,,17031841900,Cash,Dispatch Taxi Affiliation,720,28,0.0
8,12.25,5,1,1,1367715600,41.899155613,-87.626210532,41.906771332,-87.681025231,3.9,,17031241300,Credit Card,Dispatch Taxi Affiliation,1080,24,2.45
8,12.85,12,19,2,1386012600,41.899155613,-87.626210532,41.87866742,-87.671653621,0.0,,17031838100,Cash,Blue Ribbon Taxi Association Inc.,1260,28,0.0
8,7.45,1,15,5,1420125300,41.899155613,-87.626210532,41.904935302,-87.649907226,1.8,,17031842200,Credit Card,Choice Taxi Association,480,8,1.0
8,6.25,6,16,2,1372089600,41.899155613,-87.626210532,41.904935302,-87.649907226,0.0,,17031842200,Credit Card,Taxi Affiliation Services,360,8,1.0
77,17.25,1,19,5,1422558900,41.985472422,-87.653793529,41.892072635,-87.628874157,7.58,,17031081600,Credit Card,,720,8,3.75
77,10.85,10,23,7,1382829300,41.985472422,-87.653793529,41.942691844,-87.651770507,3.5,,17031062100,Credit Card,Taxi Affiliation Services,720,6,2.7
30,10.25,11,4,7,1383971400,41.839086906,-87.714003807,41.817366208,-87.698860797,0.2,,,Cash,Taxi Affiliation Services,600,58,0.0
30,14.85,10,13,3,1445953500,41.839086906,-87.714003807,41.874005383,-87.66351755,4.7,,,Cash,,1260,28,0.0
6,17.05,5,15,7,1368889200,41.942691844,-87.651770507,,,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,1200,,0.0
6,51.65,6,3,1,1433648700,41.942691844,-87.651770507,,,26.4,,,Credit Card,,2100,,0.0
6,12.65,11,3,4,1385523900,41.942691844,-87.651770507,41.892507781,-87.626214906,0.47,,17031081500,Credit Card,,660,8,2.05
6,9.65,8,0,1,1408236300,41.942691844,-87.651770507,41.957530922,-87.66661144,2.5,,17031060100,Credit Card,,780,6,3.0
6,5.45,10,20,1,1381694400,41.942691844,-87.651770507,41.953400044,-87.646007066,0.0,,17031060800,Cash,Blue Ribbon Taxi Association Inc.,300,6,0.0
6,12.85,6,4,1,1370145600,41.942691844,-87.651770507,41.957360691,-87.722822251,0.1,,17031160400,Credit Card,Northwest Management LLC,780,16,2.55
6,6.45,3,1,1,1394934300,41.942691844,-87.651770507,41.93057857,-87.642206313,0.13,,17031070102,Credit Card,,420,7,0.0
6,29.25,1,23,2,1357602300,41.942691844,-87.651770507,41.97907082,-87.903039661,0.0,,17031980000,Cash,Dispatch Taxi Affiliation,1560,76,0.0
6,31.85,4,16,7,1428163200,41.942691844,-87.651770507,41.97907082,-87.903039661,0.8,,17031980000,Cash,Taxi Affiliation Services,2520,76,0.0
6,7.85,10,23,7,1446335100,41.942691844,-87.651770507,41.914747305,-87.654007029,1.5,,17031832600,Cash,Taxi Affiliation Services,720,7,0.0
6,6.05,8,1,3,1440464400,41.942691844,-87.651770507,41.958154876,-87.653021789,1.3,,17031032100,Credit Card,,300,3,2.0
6,12.0,8,1,1,1472347800,41.942691844,-87.651770507,41.921778188,-87.651061884,3.2,,17031071100,Credit Card,,1020,7,0.0
6,12.25,4,22,7,1460844000,41.942691844,-87.651770507,41.914616286,-87.631717366,3.6,,17031071500,Cash,,600,7,0.0
6,5.25,9,0,7,1411173000,41.942691844,-87.651770507,41.938391258,-87.63857492,1.0,,17031063200,Credit Card,Taxi Affiliation Services,300,6,2.0
6,5.25,6,22,6,1434146400,41.942691844,-87.651770507,41.934762456,-87.639853859,0.1,,17031063302,Credit Card,,240,6,1.0
6,5.25,8,18,6,1377886500,41.942691844,-87.651770507,41.936159071,-87.661265218,0.8,,17031062800,Cash,,300,6,0.0
6,5.25,7,1,1,1405214100,41.942691844,-87.651770507,41.934539716,-87.643022804,1.2,,17031063301,Cash,Choice Taxi Association,300,6,0.0
6,17.45,1,5,1,1388900700,41.942691844,-87.651770507,41.859349715,-87.617358006,7.4,,17031330100,Cash,Northwest Management LLC,1020,33,0.0
6,13.45,4,16,7,1398530700,41.942691844,-87.651770507,41.892658108,-87.652534484,3.44,,17031243500,Credit Card,,1260,24,3.36
6,14.45,9,18,6,1409940900,41.942691844,-87.651770507,41.899589796,-87.674719134,4.3,,17031242200,Cash,,1680,24,0.0
6,6.65,4,22,5,1366929000,41.942691844,-87.651770507,41.950605232,-87.671332488,19.0,,17031060300,Cash,Taxi Affiliation Services,360,6,0.0
6,5.45,7,1,7,1373677200,41.942691844,-87.651770507,41.936237179,-87.656411531,0.8,,17031062900,Credit Card,Choice Taxi Association,360,6,2.0
6,11.85,12,2,6,1449194400,41.942691844,-87.651770507,41.890922026,-87.618868355,4.5,,17031081403,Cash,Taxi Affiliation Services,540,8,0.0
6,14.85,4,12,4,1430311500,41.942691844,-87.651770507,41.884987192,-87.620992913,5.5,,17031320100,Cash,Dispatch Taxi Affiliation,960,32,0.0
6,15.45,6,18,7,1403979300,41.942691844,-87.651770507,41.884987192,-87.620992913,5.6,,17031320100,Cash,,1020,32,0.0
6,7.25,4,22,7,1396736100,41.942691844,-87.651770507,41.929272532,-87.673807238,1.9,,17031070700,Credit Card,,420,7,1.25
6,15.25,6,22,1,1401662700,41.942691844,-87.651770507,41.880994471,-87.632746489,6.3,,17031839100,Cash,,840,32,0.0
6,4.84,6,2,7,1402712100,41.942691844,-87.651770507,41.946294536,-87.654298084,0.6,,17031832000,Cash,,300,6,0.0
6,6.65,10,1,7,1382751900,41.942691844,-87.651770507,41.921854911,-87.646210977,1.4,,17031071200,Cash,Dispatch Taxi Affiliation,480,7,0.0
6,8.5,10,21,6,1475875800,41.942691844,-87.651770507,41.921854911,-87.646210977,2.1,,17031071200,Cash,,600,7,0.0
6,9.25,2,23,7,1423957500,41.942691844,-87.651770507,41.978875058,-87.657871263,3.0,,17031030703,Credit Card,Choice Taxi Association,600,77,2.05
6,10.05,12,0,4,1419984000,41.942691844,-87.651770507,41.907412816,-87.640901525,3.6,,17031080400,Cash,Taxi Affiliation Services,540,8,0.0
6,4.85,7,1,7,1373073300,41.942691844,-87.651770507,41.936310131,-87.651562592,0.0,,17031063000,Cash,Blue Ribbon Taxi Association Inc.,360,6,0.0
6,5.45,4,17,7,1396717200,41.942691844,-87.651770507,41.936310131,-87.651562592,0.9,,17031063000,Cash,,240,6,0.0
6,5.25,11,0,5,1448496000,41.942691844,-87.651770507,41.936310131,-87.651562592,0.0,,17031063000,Cash,Blue Ribbon Taxi Association Inc.,360,6,0.0
6,11.05,8,3,1,1407640500,41.942691844,-87.651770507,41.911972301,-87.683642922,3.9,,17031240500,Credit Card,,900,24,2.41
6,11.05,1,1,1,1389488400,41.942691844,-87.651770507,41.916005274,-87.675095116,0.2,,17031831000,Credit Card,Blue Ribbon Taxi Association Inc.,960,22,2.4
6,6.85,7,1,1,1374975000,41.942691844,-87.651770507,41.929046937,-87.651310877,1.2,,17031070300,Cash,,540,7,0.0
6,6.05,3,2,1,1396145700,41.942691844,-87.651770507,41.929046937,-87.651310877,0.0,,17031070300,Cash,Blue Ribbon Taxi Association Inc.,420,7,0.0
6,17.45,10,19,5,1444935600,41.942691844,-87.651770507,41.892072635,-87.628874157,0.0,,17031081600,Cash,Choice Taxi Association,1740,8,0.0
6,6.65,3,23,2,1395099900,41.942691844,-87.651770507,41.958055933,-87.660389456,1.6,,17031830700,Credit Card,Choice Taxi Association,420,3,2.0
6,14.45,5,21,1,1369603800,41.942691844,-87.651770507,41.885300022,-87.642808466,5.8,,17031280100,Cash,,900,28,0.0
6,5.85,2,19,5,1360869300,41.942691844,-87.651770507,41.929077655,-87.646293476,0.9,,17031070200,Cash,,300,7,0.0
6,5.65,4,22,4,1430347500,41.942691844,-87.651770507,41.929077655,-87.646293476,1.1,,17031070200,Credit Card,Taxi Affiliation Services,300,7,2.0
6,11.05,7,5,6,1435899600,41.942691844,-87.651770507,41.89503345,-87.619710672,4.1,,17031081401,Credit Card,Dispatch Taxi Affiliation,660,8,2.4
6,11.45,5,23,2,1399332600,41.942691844,-87.651770507,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Blue Ribbon Taxi Association Inc.,660,8,2.45
6,3.25,3,20,7,1393706700,41.942691844,-87.651770507,41.942691844,-87.651770507,0.0,,17031062100,Cash,Choice Taxi Association,0,6,0.0
6,12.05,5,21,5,1431637200,41.942691844,-87.651770507,41.994442248,-87.665224776,4.2,,17031030200,Cash,Taxi Affiliation Services,840,77,0.0
6,11.65,2,23,6,1360970100,41.942691844,-87.651770507,41.89321636,-87.63784421,0.0,,17031081800,Cash,Northwest Management LLC,1140,8,0.0
6,16.05,5,13,5,1368104400,41.942691844,-87.651770507,41.89321636,-87.63784421,5.4,,17031081800,Cash,Choice Taxi Association,1440,8,0.0
6,12.85,10,11,7,1445684400,41.942691844,-87.651770507,41.89321636,-87.63784421,0.2,,17031081800,Credit Card,Blue Ribbon Taxi Association Inc.,1320,8,3.0
6,6.65,3,19,7,1426362300,41.942691844,-87.651770507,41.941555829,-87.666288887,1.3,,17031062400,Credit Card,KOAM Taxi Association,420,6,2.0
6,5.65,6,5,7,1402722000,41.942691844,-87.651770507,41.950673358,-87.666536281,0.0,,17031060400,Credit Card,Taxi Affiliation Services,240,6,2.0
6,5.85,6,3,6,1370574000,41.942691844,-87.651770507,41.950673358,-87.666536281,1.3,,17031060400,Credit Card,,240,6,1.0
6,11.85,9,22,7,1411253100,41.942691844,-87.651770507,41.90749193,-87.63576009,3.7,,17031080300,Credit Card,,900,8,3.0
6,9.45,1,19,6,1357328700,41.942691844,-87.651770507,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,900,8,0.0
34,11.25,8,23,6,1408145400,41.834480698,-87.632959635,41.870607372,-87.622172937,4.1,,17031320600,Cash,0118 - 42111 Godfrey S.Awir,540,32,0.0
3,6.05,11,0,1,1384648200,41.967011761,-87.670621043,41.945170453,-87.668794439,0.0,,17031831900,Cash,Dispatch Taxi Affiliation,240,6,0.0
15,3.25,2,17,5,1424972700,41.942488155,-87.747154322,41.942488155,-87.747154322,0.0,,17031151002,Credit Card,,60,15,0.0
15,9.44,5,12,6,1399034700,41.942488155,-87.747154322,41.942488155,-87.747154322,3.0,,17031151002,Credit Card,,480,15,2.0
15,3.25,6,17,4,1372267800,41.942488155,-87.747154322,41.942488155,-87.747154322,0.0,,17031151002,Cash,,0,15,0.0
42,35.65,5,17,5,1400175000,41.77887686,-87.594925439,41.79259236,-87.769615453,15.3,,,Credit Card,Taxi Affiliation Services,3540,56,7.5
42,20.25,3,15,6,1394204400,41.77887686,-87.594925439,41.79259236,-87.769615453,8.1,,,Credit Card,Taxi Affiliation Services,1740,56,0.0
42,3.25,2,10,5,1361441700,41.77887686,-87.594925439,41.77887686,-87.594925439,0.0,,,Cash,Taxi Affiliation Services,0,42,0.0
42,3.25,2,10,2,1423477800,41.77887686,-87.594925439,41.77887686,-87.594925439,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,42,0.0
42,15.25,4,4,3,1429590600,41.77887686,-87.594925439,41.835117986,-87.618677767,6.0,,,Cash,Taxi Affiliation Services,1080,35,0.0
3,12.45,1,0,3,1357000200,41.972929317,-87.650290074,,,4.4,,,Credit Card,,960,,3.0
3,14.85,6,19,1,1402254000,41.972929317,-87.650290074,41.921877461,-87.66407824,5.8,,17031832500,Credit Card,Taxi Affiliation Services,960,7,2.95
3,12.05,4,11,1,1428234300,41.972929317,-87.650290074,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Taxi Affiliation Services,540,7,2.4
21,12.65,3,23,7,1394924400,41.942872538,-87.701330291,41.899589796,-87.674719134,5.0,,17031242200,Cash,Northwest Management LLC,660,24,0.0
21,7.05,7,1,1,1373158800,41.942872538,-87.701330291,41.921084583,-87.704648384,0.19,,17031221200,Cash,,360,22,0.0
4,10.25,10,1,1,1382836500,41.9725808,-87.694001061,41.936310131,-87.651562592,0.0,,17031063000,Cash,Blue Ribbon Taxi Association Inc.,780,6,0.0
4,8.05,3,9,5,1395911700,41.9725808,-87.694001061,41.980157574,-87.652274017,2.3,,17031030706,Cash,Choice Taxi Association,600,77,0.0
24,4.85,8,0,1,1407628800,41.892276708,-87.679397479,41.899506548,-87.679600287,0.7,,17031242300,Cash,,180,24,0.0
24,7.25,2,0,1,1393114500,41.892276708,-87.679397479,41.915909788,-87.68382594,1.6,,17031222200,Cash,,540,22,0.0
5,14.05,10,19,5,1382643000,41.944813754,-87.69077501,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,1200,8,0.0
77,8.85,5,21,6,1368222300,41.979795551,-87.671445547,,,2.64,,,Cash,,660,,0.0
77,7.65,3,21,6,1394830800,41.979795551,-87.671445547,42.009018227,-87.672723959,2.1,,17031010702,Cash,Choice Taxi Association,480,1,0.0
77,5.65,1,20,1,1388953800,41.979795551,-87.671445547,41.963374382,-87.67018455,0.0,,17031031900,Cash,Taxi Affiliation Services,300,3,0.0
77,23.65,5,2,1,1368929700,41.979795551,-87.671445547,41.88528132,-87.6572332,10.0,,17031833000,Cash,,1560,28,0.0
77,5.25,1,23,7,1422747000,41.979795551,-87.671445547,41.972709547,-87.657341107,1.1,,17031031200,Cash,,300,3,0.0
77,14.05,6,23,6,1403910000,41.979795551,-87.671445547,41.929077655,-87.646293476,5.4,,17031070200,Credit Card,,840,7,2.0
77,6.05,1,23,6,1422659700,41.979795551,-87.671445547,41.99438102,-87.672538401,1.2,,17031030300,Cash,Taxi Affiliation Services,360,77,0.0
77,5.25,6,13,5,1371735900,41.979795551,-87.671445547,41.99438102,-87.672538401,0.0,,17031030300,Credit Card,Dispatch Taxi Affiliation,240,77,0.0
63,28.25,8,8,5,1377161100,41.795430631,-87.696435232,41.795430631,-87.696435232,0.0,,,Cash,Chicago Elite Cab Corp. (Chicago Carriag,0,63,0.0
77,16.85,7,13,7,1405171800,41.994442248,-87.665224776,41.905857769,-87.630865027,6.5,,17031080202,Credit Card,Dispatch Taxi Affiliation,1020,8,3.35
77,12.65,8,20,6,1409342400,41.994442248,-87.665224776,41.943237122,-87.643470956,0.0,,17031061901,Cash,Taxi Affiliation Services,960,6,0.0
6,10.75,8,1,1,1471138200,41.945282331,-87.661545096,41.936237179,-87.656411531,2.8,,17031062900,Credit Card,,780,6,2.0
6,5.05,9,0,1,1379810700,41.945282331,-87.661545096,41.949220914,-87.651970395,0.0,,17031061000,Cash,Choice Taxi Association,240,6,0.0
56,40.45,5,21,3,1399412700,41.785998518,-87.750934289,,,0.0,,,Cash,Taxi Affiliation Services,1860,,0.0
56,49.85,12,17,2,1450717200,41.785998518,-87.750934289,,,22.7,,,Cash,Choice Taxi Association,3780,,0.0
56,30.05,2,11,6,1391770800,41.785998518,-87.750934289,,,0.0,,,Cash,Taxi Affiliation Services,1260,,0.0
56,50.85,5,12,4,1430913600,41.785998518,-87.750934289,,,0.0,,,Cash,Choice Taxi Association,0,,0.0
56,20.65,6,11,3,1402400700,41.785998518,-87.750934289,41.849246754,-87.624135298,9.1,,17031841000,Credit Card,Taxi Affiliation Services,1080,33,5.0
56,22.45,6,13,3,1370350800,41.785998518,-87.750934289,41.849246754,-87.624135298,9.5,,17031841000,Cash,,1320,33,0.0
56,21.85,11,12,5,1384431300,41.785998518,-87.750934289,41.849246754,-87.624135298,0.9,,17031841000,Cash,,1320,33,0.0
56,34.0,10,10,6,1477651500,41.785998518,-87.750934289,41.892507781,-87.626214906,12.4,,17031081500,Credit Card,,1680,8,7.7
56,28.45,3,10,6,1394792100,41.785998518,-87.750934289,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Choice Taxi Association,1740,8,7.6
56,27.85,3,0,3,1395706500,41.785998518,-87.750934289,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,1320,8,5.95
56,28.25,10,13,7,1445694300,41.785998518,-87.750934289,41.892507781,-87.626214906,12.7,,17031081500,Credit Card,Northwest Management LLC,1680,8,6.05
56,34.75,10,21,5,1476395100,41.785998518,-87.750934289,41.892507781,-87.626214906,0.8,,17031081500,Cash,Taxi Affiliation Services,1560,8,0.0
56,25.45,11,21,3,1416346200,41.785998518,-87.750934289,41.892507781,-87.626214906,12.0,,17031081500,Cash,,1080,8,0.0
56,27.05,7,23,4,1406762100,41.785998518,-87.750934289,41.892507781,-87.626214906,12.7,,17031081500,Credit Card,,1260,8,5.81
56,29.25,10,18,3,1381861800,41.785998518,-87.750934289,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,1920,8,6.25
56,28.05,7,0,6,1374799500,41.785998518,-87.750934289,41.892042136,-87.63186395,13.2,,17031081700,Credit Card,Northwest Management LLC,1380,8,6.0
56,29.85,2,12,1,1392552900,41.785998518,-87.750934289,41.892042136,-87.63186395,12.4,,17031081700,Credit Card,,2100,8,4.0
56,25.25,6,6,4,1403676900,41.785998518,-87.750934289,41.892042136,-87.63186395,11.0,,17031081700,Credit Card,,1800,8,6.75
56,28.85,10,16,3,1414512000,41.785998518,-87.750934289,41.892042136,-87.63186395,0.7,,17031081700,Credit Card,Taxi Affiliation Services,1800,8,6.15
56,29.45,1,8,5,1421308800,41.785998518,-87.750934289,41.892042136,-87.63186395,12.9,,17031081700,Credit Card,Choice Taxi Association,2100,8,6.25
56,61.25,1,13,5,1420722000,41.785998518,-87.750934289,41.97907082,-87.903039661,31.5,,17031980000,Credit Card,0118 - 42111 Godfrey S.Awir,2460,76,0.0
56,30.25,5,20,5,1368735300,41.785998518,-87.750934289,41.900265687,-87.63210922,0.0,,17031081000,Credit Card,Dispatch Taxi Affiliation,1860,8,6.45
56,28.85,11,22,6,1448663400,41.785998518,-87.750934289,41.900265687,-87.63210922,0.0,,17031081000,Credit Card,Blue Ribbon Taxi Association Inc.,1380,8,6.15
56,24.05,5,0,4,1432080900,41.785998518,-87.750934289,41.877406123,-87.621971652,0.7,,17031320400,Credit Card,Taxi Affiliation Services,960,32,5.2
56,26.65,5,16,7,1400342400,41.785998518,-87.750934289,41.877406123,-87.621971652,0.0,,17031320400,Credit Card,Taxi Affiliation Services,1560,32,5.0
56,24.85,8,17,5,1438883100,41.785998518,-87.750934289,41.859349715,-87.617358006,10.4,,17031330100,Credit Card,Choice Taxi Association,1560,33,6.7
56,21.45,3,1,1,1393722900,41.785998518,-87.750934289,41.859349715,-87.617358006,9.5,,17031330100,Credit Card,KOAM Taxi Association,1380,33,4.65
56,20.65,11,9,7,1414834200,41.785998518,-87.750934289,41.859349715,-87.617358006,9.3,,17031330100,Cash,Taxi Affiliation Services,840,33,0.0
56,30.85,4,17,2,1397497500,41.785998518,-87.750934289,41.907520075,-87.6266589,0.0,,17031080100,Cash,Choice Taxi Association,1920,8,0.0
56,35.25,10,21,6,1444426200,41.785998518,-87.750934289,41.936237179,-87.656411531,16.3,,17031062900,Cash,,2160,6,0.0
56,31.65,5,21,6,1431726300,41.785998518,-87.750934289,41.922082541,-87.634156093,14.8,,17031071400,Credit Card,Taxi Affiliation Services,1800,7,6.7
56,27.25,10,15,5,1380813300,41.785998518,-87.750934289,41.890922026,-87.618868355,1.25,,17031081403,Cash,,1500,8,0.0
56,26.85,10,12,3,1380628800,41.785998518,-87.750934289,41.890922026,-87.618868355,12.4,,17031081403,Cash,,1260,8,0.0
56,27.25,4,23,1,1430091900,41.785998518,-87.750934289,41.890922026,-87.618868355,0.8,,17031081403,Credit Card,Taxi Affiliation Services,1200,8,3.0
56,28.25,9,19,7,1442085300,41.785998518,-87.750934289,41.890922026,-87.618868355,0.7,,17031081403,Credit Card,Taxi Affiliation Services,1740,8,6.05
56,27.85,2,15,4,1360165500,41.785998518,-87.750934289,41.890922026,-87.618868355,12.3,,17031081403,Cash,,1500,8,0.0
56,26.45,11,10,2,1447063200,41.785998518,-87.750934289,41.884987192,-87.620992913,12.6,,17031320100,Cash,Northwest Management LLC,1800,32,0.0
56,27.05,8,10,3,1409047200,41.785998518,-87.750934289,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,1500,32,5.8
56,26.65,3,20,1,1395607500,41.785998518,-87.750934289,41.884987192,-87.620992913,0.7,,17031320100,Credit Card,Taxi Affiliation Services,1260,32,10.0
56,27.85,9,14,4,1442412900,41.785998518,-87.750934289,41.884987192,-87.620992913,12.3,,17031320100,Cash,Dispatch Taxi Affiliation,1740,32,0.0
56,26.45,8,14,4,1438783200,41.785998518,-87.750934289,41.884987192,-87.620992913,12.1,,17031320100,Credit Card,,1380,32,5.69
56,27.85,2,21,1,1393189200,41.785998518,-87.750934289,41.884987192,-87.620992913,12.4,,17031320100,Cash,Dispatch Taxi Affiliation,1380,32,0.0
56,26.05,8,13,2,1375709400,41.785998518,-87.750934289,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,1800,32,0.0
56,31.05,4,18,5,1430416800,41.785998518,-87.750934289,41.884987192,-87.620992913,12.8,,17031320100,Credit Card,Choice Taxi Association,2460,32,5.0
56,27.65,11,11,4,1383735600,41.785998518,-87.750934289,41.884987192,-87.620992913,1.27,,17031320100,Credit Card,,1500,32,5.93
56,26.05,12,15,2,1449501300,41.785998518,-87.750934289,41.880994471,-87.632746489,11.8,,17031839100,Credit Card,Taxi Affiliation Services,1440,32,7.0
56,26.45,8,9,5,1439456400,41.785998518,-87.750934289,41.880994471,-87.632746489,12.0,,17031839100,Cash,,1440,32,0.0
56,28.05,9,10,2,1411984800,41.785998518,-87.750934289,41.880994471,-87.632746489,11.9,,17031839100,Cash,Taxi Affiliation Services,1980,32,0.0
56,31.05,1,14,3,1359468000,41.785998518,-87.750934289,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,2280,32,0.0
56,26.25,7,11,5,1405597500,41.785998518,-87.750934289,41.880994471,-87.632746489,11.7,,17031839100,Cash,,1440,32,0.0
56,23.85,11,12,4,1384951500,41.785998518,-87.750934289,41.880994471,-87.632746489,0.6,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,1500,32,5.0
56,28.05,7,10,2,1437387300,41.785998518,-87.750934289,41.880994471,-87.632746489,10.7,,17031839100,Credit Card,Taxi Affiliation Services,2640,32,6.0
56,28.45,9,17,5,1379611800,41.785998518,-87.750934289,41.880994471,-87.632746489,12.1,,17031839100,Credit Card,,1920,32,6.29
56,27.25,5,19,4,1369854000,41.785998518,-87.750934289,41.880994471,-87.632746489,0.7,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,1620,32,6.05
56,29.85,5,17,5,1432227600,41.785998518,-87.750934289,41.880994471,-87.632746489,12.0,,17031839100,Credit Card,Taxi Affiliation Services,2700,32,4.0
56,34.04,3,17,1,1394991000,41.785998518,-87.750934289,41.936310131,-87.651562592,14.9,,17031063000,Credit Card,,2460,6,7.21
56,34.85,4,18,2,1398104100,41.785998518,-87.750934289,41.936086535,-87.666110694,14.5,,17031062700,Credit Card,Taxi Affiliation Services,3240,6,7.55
56,22.65,6,21,6,1434749400,41.785998518,-87.750934289,41.879066994,-87.657005027,0.6,,17031833100,Credit Card,Taxi Affiliation Services,1080,28,2.0
56,34.05,7,19,5,1438283700,41.785998518,-87.750934289,41.900221297,-87.629105186,0.8,,17031081100,Cash,Taxi Affiliation Services,2760,8,0.0
56,31.05,4,20,5,1428007500,41.785998518,-87.750934289,41.900221297,-87.629105186,0.0,,17031081100,Credit Card,Blue Ribbon Taxi Association Inc.,2040,8,6.6
56,30.85,11,12,7,1447504200,41.785998518,-87.750934289,41.900221297,-87.629105186,13.7,,17031081100,Cash,Taxi Affiliation Services,1860,8,0.0
56,18.65,7,9,2,1436175900,41.785998518,-87.750934289,41.7904694,-87.601285122,7.7,,17031836200,Credit Card,KOAM Taxi Association,1560,41,4.1
56,23.45,1,10,2,1389609900,41.785998518,-87.750934289,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Dispatch Taxi Affiliation,1320,28,5.05
56,60.05,9,8,6,1441960200,41.785998518,-87.750934289,41.982775009,-87.8773054,29.3,,17031770700,Credit Card,Taxi Affiliation Services,4380,,10.0
56,57.45,3,21,4,1427317200,41.785998518,-87.750934289,41.982775009,-87.8773054,28.8,,17031770700,Credit Card,Choice Taxi Association,2340,,12.85
56,37.05,6,16,5,1435248000,41.785998518,-87.750934289,41.929046937,-87.651310877,16.4,,17031070300,Cash,Dispatch Taxi Affiliation,2400,7,0.0
56,34.25,5,22,2,1431988200,41.785998518,-87.750934289,41.929046937,-87.651310877,16.0,,17031070300,Credit Card,Choice Taxi Association,1680,7,7.25
56,29.85,10,10,6,1443782700,41.785998518,-87.750934289,41.902788048,-87.62614559,13.2,,17031081202,Cash,,1740,8,0.0
56,28.25,10,9,6,1382086800,41.785998518,-87.750934289,41.892072635,-87.628874157,1.26,,17031081600,Credit Card,,1920,8,4.54
56,26.85,4,22,1,1365976800,41.785998518,-87.750934289,41.892072635,-87.628874157,0.0,,17031081600,Cash,Choice Taxi Association,1380,8,0.0
56,28.05,9,17,3,1411493400,41.785998518,-87.750934289,41.892072635,-87.628874157,12.3,,17031081600,Credit Card,Top Cab Affiliation,1920,8,8.0
56,28.85,7,8,2,1404720900,41.785998518,-87.750934289,41.885300022,-87.642808466,12.1,,17031280100,Credit Card,KOAM Taxi Association,2340,28,6.0
56,22.85,10,21,6,1446239700,41.785998518,-87.750934289,41.885300022,-87.642808466,0.6,,17031280100,Credit Card,Taxi Affiliation Services,1320,28,5.0
56,27.25,6,19,4,1371671100,41.785998518,-87.750934289,41.89503345,-87.619710672,12.8,,17031081401,Credit Card,,1320,8,10.0
56,31.65,1,14,6,1389365100,41.785998518,-87.750934289,41.89503345,-87.619710672,12.4,,17031081401,Cash,,2640,8,0.0
56,28.45,9,23,6,1442619000,41.785998518,-87.750934289,41.89503345,-87.619710672,0.8,,17031081401,Credit Card,Taxi Affiliation Services,1500,8,6.05
56,29.05,8,11,2,1408362300,41.785998518,-87.750934289,41.89503345,-87.619710672,13.0,,17031081401,Cash,Taxi Affiliation Services,1740,8,0.0
56,23.65,11,9,6,1383297300,41.785998518,-87.750934289,41.870607372,-87.622172937,0.0,,17031320600,Credit Card,Taxi Affiliation Services,1200,32,6.4
56,24.65,9,19,3,1379445300,41.785998518,-87.750934289,41.870607372,-87.622172937,1.1,,17031320600,Credit Card,,1200,32,4.0
56,25.05,1,12,4,1422446400,41.785998518,-87.750934289,41.870607372,-87.622172937,11.6,,17031320600,Credit Card,Northwest Management LLC,1140,32,3.0
56,30.85,7,17,3,1436289300,41.785998518,-87.750934289,41.899155613,-87.626210532,0.8,,17031081201,Cash,Taxi Affiliation Services,2280,8,0.0
56,30.25,7,14,4,1375281000,41.785998518,-87.750934289,41.899155613,-87.626210532,0.8,,17031081201,Cash,Blue Ribbon Taxi Association Inc.,2100,8,0.0
56,31.65,7,14,2,1405951200,41.785998518,-87.750934289,41.899155613,-87.626210532,1.3,,17031081201,Cash,,2340,8,0.0
56,30.25,7,13,4,1373463900,41.785998518,-87.750934289,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Taxi Affiliation Services,1980,8,5.0
56,15.25,7,16,3,1436287500,41.785998518,-87.750934289,41.785998518,-87.750934289,5.4,,17031980100,Credit Card,,1200,56,4.31
56,5.85,6,15,4,1434555900,41.785998518,-87.750934289,41.785998518,-87.750934289,0.0,,17031980100,Cash,Choice Taxi Association,360,56,0.0
56,3.25,8,19,2,1376335800,41.785998518,-87.750934289,41.785998518,-87.750934289,0.0,,17031980100,Cash,,0,56,0.0
56,3.25,3,20,7,1426363200,41.785998518,-87.750934289,41.785998518,-87.750934289,0.0,,17031980100,Cash,Taxi Affiliation Services,0,56,0.0
56,3.25,5,7,5,1400742000,41.785998518,-87.750934289,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Taxi Affiliation Services,0,56,26.55
56,40.0,11,15,7,1414854000,41.785998518,-87.750934289,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,,0,56,0.0
56,3.25,9,11,4,1380108600,41.785998518,-87.750934289,41.785998518,-87.750934289,0.0,,17031980100,Cash,,0,56,0.0
56,43.0,4,11,4,1365591600,41.785998518,-87.750934289,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,,0,56,0.0
56,24.65,11,13,7,1383399000,41.785998518,-87.750934289,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,1620,8,5.0
56,23.65,6,15,7,1402760700,41.785998518,-87.750934289,41.89321636,-87.63784421,10.8,,17031081800,Credit Card,Dispatch Taxi Affiliation,1140,8,5.1
56,33.05,6,9,5,1370509200,41.785998518,-87.750934289,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Taxi Affiliation Services,3300,8,5.0
56,24.85,8,0,6,1408062600,41.785998518,-87.750934289,41.89321636,-87.63784421,11.8,,17031081800,Credit Card,Taxi Affiliation Services,1140,8,6.7
56,24.65,2,1,4,1423011600,41.785998518,-87.750934289,41.89321636,-87.63784421,11.8,,17031081800,Cash,Taxi Affiliation Services,1260,8,0.0
56,24.45,9,22,2,1409611500,41.785998518,-87.750934289,41.89321636,-87.63784421,11.6,,17031081800,Credit Card,Taxi Affiliation Services,960,8,5.25
56,46.25,6,17,4,1465406100,41.785998518,-87.750934289,41.898331794,-87.620762865,13.9,,17031081300,Credit Card,,4200,8,10.05
56,27.65,10,0,7,1445645700,41.785998518,-87.750934289,41.898331794,-87.620762865,13.0,,17031081300,Credit Card,Taxi Affiliation Services,1320,8,1.0
56,36.45,4,13,6,1429278300,41.785998518,-87.750934289,41.949829346,-87.64396537,16.5,,17031060900,Cash,Taxi Affiliation Services,2520,6,0.0
56,35.04,6,18,5,1434045600,41.785998518,-87.750934289,41.90749193,-87.63576009,14.1,,17031080300,Credit Card,,2940,8,7.41
56,22.65,1,18,6,1389377700,41.785998518,-87.750934289,41.867902418,-87.642958665,9.1,,17031841900,Credit Card,Taxi Affiliation Services,1920,28,2.0
56,24.65,4,15,1,1429456500,41.785998518,-87.750934289,41.867902418,-87.642958665,9.9,,17031841900,Cash,,1920,28,0.0
77,19.05,6,8,2,1402301700,41.980157574,-87.652274017,41.877406123,-87.621971652,8.4,,17031320400,Cash,,1080,32,0.0
77,22.05,12,23,5,1451602800,41.980157574,-87.652274017,41.859349715,-87.617358006,9.2,,17031330100,Cash,,1320,33,0.0
77,29.85,3,8,6,1394179200,41.980157574,-87.652274017,41.870415,-87.675085621,9.6,,17031838200,Cash,,3600,28,0.0
8,3.25,2,20,4,1393446600,41.89321636,-87.63784421,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
8,5.25,2,16,2,1391444100,41.89321636,-87.63784421,41.892507781,-87.626214906,7.0,,17031081500,Credit Card,Taxi Affiliation Services,360,8,3.25
8,5.85,2,1,7,1391823000,41.89321636,-87.63784421,41.892507781,-87.626214906,0.9,,17031081500,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,5.25,4,9,5,1429780500,41.89321636,-87.63784421,41.892507781,-87.626214906,0.8,,17031081500,Credit Card,,240,8,2.0
8,5.45,11,17,2,1416243600,41.89321636,-87.63784421,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,360,8,0.0
8,6.65,3,12,3,1427804100,41.89321636,-87.63784421,41.892507781,-87.626214906,1.2,,17031081500,Credit Card,,480,8,1.5
8,4.85,1,21,2,1390253400,41.89321636,-87.63784421,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,240,8,2.0
8,5.85,5,10,1,1400407200,41.89321636,-87.63784421,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,360,8,1.15
8,5.85,1,19,1,1421610300,41.89321636,-87.63784421,41.892507781,-87.626214906,1.0,,17031081500,Cash,,300,8,0.0
8,6.25,8,2,5,1440036000,41.89321636,-87.63784421,41.892507781,-87.626214906,1.1,,17031081500,Credit Card,Choice Taxi Association,420,8,1.0
8,5.0,12,16,6,1483116300,41.89321636,-87.63784421,41.892507781,-87.626214906,0.5,,17031081500,Cash,,240,8,0.0
8,5.45,9,12,1,1379853900,41.89321636,-87.63784421,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,300,8,1.5
8,5.05,12,22,4,1386800100,41.89321636,-87.63784421,41.892507781,-87.626214906,0.7,,17031081500,Cash,,300,8,0.0
8,4.25,10,20,4,1446064200,41.89321636,-87.63784421,41.892507781,-87.626214906,0.4,,17031081500,Cash,,180,8,0.0
8,5.65,3,22,4,1395871200,41.89321636,-87.63784421,41.892507781,-87.626214906,1.1,,17031081500,Cash,,300,8,0.0
8,4.45,10,9,4,1444211100,41.89321636,-87.63784421,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Blue Ribbon Taxi Association Inc.,180,8,1.5
8,6.75,12,20,7,1480796100,41.89321636,-87.63784421,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,600,8,0.0
8,7.05,7,14,3,1405434600,41.89321636,-87.63784421,41.892507781,-87.626214906,1.0,,17031081500,Cash,,600,8,0.0
8,5.65,1,1,1,1359249300,41.89321636,-87.63784421,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,420,8,0.0
8,5.25,7,4,7,1374897600,41.89321636,-87.63784421,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
8,4.85,3,2,7,1426905900,41.89321636,-87.63784421,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,300,8,10.0
8,5.05,2,18,5,1393525800,41.89321636,-87.63784421,41.892042136,-87.63186395,0.6,,17031081700,Cash,Taxi Affiliation Services,240,8,0.0
8,4.25,8,17,6,1406913300,41.89321636,-87.63784421,41.892042136,-87.63186395,0.0,,17031081700,Cash,Northwest Management LLC,180,8,0.0
8,4.65,4,3,6,1396582200,41.89321636,-87.63784421,41.892042136,-87.63186395,0.7,,17031081700,Cash,Dispatch Taxi Affiliation,120,8,0.0
8,4.65,2,1,7,1393030800,41.89321636,-87.63784421,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Blue Ribbon Taxi Association Inc.,240,8,2.0
8,5.25,10,21,6,1445030100,41.89321636,-87.63784421,41.892042136,-87.63186395,0.6,,17031081700,Cash,Northwest Management LLC,360,8,0.0
8,4.45,8,23,6,1376091000,41.89321636,-87.63784421,41.892042136,-87.63186395,0.5,,17031081700,Cash,,180,8,0.0
8,4.65,9,4,6,1409890500,41.89321636,-87.63784421,41.892042136,-87.63186395,0.5,,17031081700,Credit Card,Taxi Affiliation Services,180,8,2.0
8,4.5,3,3,7,1458961200,41.89321636,-87.63784421,41.892042136,-87.63186395,0.0,,17031081700,Cash,Blue Ribbon Taxi Association Inc.,180,8,0.0
8,4.84,6,18,4,1371062700,41.89321636,-87.63784421,41.892042136,-87.63186395,0.8,,17031081700,Credit Card,,240,8,2.0
8,5.75,9,20,6,1472849100,41.89321636,-87.63784421,41.892042136,-87.63186395,0.6,,17031081700,Cash,,360,8,0.0
8,5.45,9,23,3,1442359800,41.89321636,-87.63784421,41.892042136,-87.63186395,0.7,,17031081700,Cash,,360,8,0.0
8,5.45,6,9,4,1434532500,41.89321636,-87.63784421,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,1.5
8,5.75,1,19,6,1453491900,41.89321636,-87.63784421,41.892042136,-87.63186395,0.9,,17031081700,Credit Card,,360,8,6.0
8,4.84,11,20,6,1415392200,41.89321636,-87.63784421,41.892042136,-87.63186395,0.6,,17031081700,Cash,,240,8,0.0
8,10.05,5,19,4,1368039600,41.89321636,-87.63784421,41.93057857,-87.642206313,2.7,,17031070102,Credit Card,,900,7,2.0
8,8.85,9,1,7,1380331800,41.89321636,-87.63784421,41.93057857,-87.642206313,0.1,,17031070102,Cash,Taxi Affiliation Services,480,7,0.0
8,35.45,11,18,2,1415038500,41.89321636,-87.63784421,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,2400,76,5.0
8,34.45,2,11,5,1424345400,41.89321636,-87.63784421,41.97907082,-87.903039661,16.9,,17031980000,Cash,Taxi Affiliation Services,1260,76,0.0
8,38.25,10,6,2,1382337000,41.89321636,-87.63784421,41.97907082,-87.903039661,17.4,,17031980000,Credit Card,,3900,76,10.06
8,35.65,6,13,5,1403788500,41.89321636,-87.63784421,41.97907082,-87.903039661,17.5,,17031980000,Credit Card,,1920,76,5.0
8,36.05,5,17,4,1399482000,41.89321636,-87.63784421,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Taxi Affiliation Services,2640,76,7.0
8,34.45,12,18,4,1449081000,41.89321636,-87.63784421,41.97907082,-87.903039661,1.0,,17031980000,Credit Card,Blue Ribbon Taxi Association Inc.,1740,76,7.25
8,4.05,8,16,4,1440001800,41.89321636,-87.63784421,41.900265687,-87.63210922,0.4,,17031081000,Cash,,120,8,0.0
8,6.25,1,19,4,1421262900,41.89321636,-87.63784421,41.900265687,-87.63210922,1.0,,17031081000,Cash,Taxi Affiliation Services,480,8,0.0
8,9.45,8,17,6,1440783900,41.89321636,-87.63784421,41.914747305,-87.654007029,2.3,,17031832600,Cash,Taxi Affiliation Services,780,7,0.0
8,10.45,2,22,5,1360276200,41.89321636,-87.63784421,41.921778188,-87.651061884,3.0,,17031071100,Cash,,840,7,0.0
8,6.85,8,21,7,1376774100,41.89321636,-87.63784421,41.914616286,-87.631717366,1.7,,17031071500,Cash,Dispatch Taxi Affiliation,360,7,0.0
8,7.05,9,2,7,1380333600,41.89321636,-87.63784421,41.914616286,-87.631717366,1.7,,17031071500,Cash,Choice Taxi Association,420,7,0.0
8,6.25,2,21,2,1392066900,41.89321636,-87.63784421,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,420,32,0.0
8,8.25,8,13,6,1375449300,41.89321636,-87.63784421,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,720,32,0.0
8,8.65,5,8,4,1432716300,41.89321636,-87.63784421,41.877406123,-87.621971652,2.7,,17031320400,Cash,Top Cab Affiliation,420,32,0.0
8,6.0,6,17,7,1465062300,41.89321636,-87.63784421,41.877406123,-87.621971652,0.0,,17031320400,Cash,Blue Ribbon Taxi Association Inc.,300,32,0.0
8,9.25,5,22,1,1400453100,41.89321636,-87.63784421,41.877406123,-87.621971652,2.7,,17031320400,Credit Card,Taxi Affiliation Services,660,32,3.05
8,12.75,2,19,6,1455305400,41.89321636,-87.63784421,41.900560384,-87.69419737,2.1,,17031242600,Credit Card,Choice Taxi Association,840,24,2.55
8,9.44,1,22,6,1388788200,41.89321636,-87.63784421,41.916473316,-87.641183657,2.0,,17031071600,Credit Card,,900,7,1.0
8,5.05,11,10,1,1416133800,41.89321636,-87.63784421,41.89830587,-87.653613982,0.9,,17031842300,Cash,,240,24,0.0
8,7.85,8,6,1,1407045600,41.89321636,-87.63784421,41.89830587,-87.653613982,0.1,,17031842300,Cash,Taxi Affiliation Services,240,24,0.0
8,11.45,4,21,5,1398373200,41.89321636,-87.63784421,41.934762456,-87.639853859,0.0,,17031063302,Cash,Blue Ribbon Taxi Association Inc.,960,6,0.0
8,10.65,3,12,7,1363437000,41.89321636,-87.63784421,41.936159071,-87.661265218,0.0,,17031062800,Cash,Taxi Affiliation Services,900,6,0.0
8,5.25,1,20,6,1357937100,41.89321636,-87.63784421,41.934539716,-87.643022804,0.86,,17031063301,Cash,,240,6,0.0
8,9.85,12,17,5,1386262800,41.89321636,-87.63784421,41.859349715,-87.617358006,0.24,,17031330100,Cash,,900,33,0.0
8,12.0,12,23,7,1481410800,41.89321636,-87.63784421,41.859349715,-87.617358006,3.1,,17031330100,Credit Card,Choice Taxi Association,1020,33,3.0
8,10.05,10,14,5,1383229800,41.89321636,-87.63784421,41.859349715,-87.617358006,2.8,,17031330100,Cash,,840,33,0.0
8,12.05,4,20,6,1398456900,41.89321636,-87.63784421,41.906025969,-87.675311622,0.1,,17031241400,Cash,Taxi Affiliation Services,1260,24,0.0
8,14.85,9,23,5,1411686000,41.89321636,-87.63784421,41.906025969,-87.675311622,4.6,,17031241400,Credit Card,Choice Taxi Association,1380,24,3.15
8,8.45,12,23,4,1418255100,41.89321636,-87.63784421,41.906025969,-87.675311622,0.1,,17031241400,Cash,Taxi Affiliation Services,360,24,0.0
8,8.85,3,20,7,1426365000,41.89321636,-87.63784421,41.906025969,-87.675311622,2.3,,17031241400,Cash,,660,24,0.0
8,5.45,1,5,1,1389505500,41.89321636,-87.63784421,41.892658108,-87.652534484,1.0,,17031243500,Cash,,240,24,0.0
8,6.25,3,21,5,1363900500,41.89321636,-87.63784421,41.892658108,-87.652534484,0.0,,17031243500,Cash,Taxi Affiliation Services,360,24,0.0
8,5.05,10,11,7,1412420400,41.89321636,-87.63784421,41.892658108,-87.652534484,0.09,,17031243500,Credit Card,,240,24,1.0
8,8.05,9,13,3,1379425500,41.89321636,-87.63784421,41.892658108,-87.652534484,0.0,,17031243500,Cash,Taxi Affiliation Services,720,24,0.0
8,5.25,11,23,5,1415922300,41.89321636,-87.63784421,41.892658108,-87.652534484,1.2,,17031243500,No Charge,Dispatch Taxi Affiliation,240,24,0.0
8,10.45,5,20,1,1432499400,41.89321636,-87.63784421,41.851017824,-87.635091856,3.3,,17031841100,Credit Card,Northwest Management LLC,840,34,2.35
8,9.45,6,18,4,1403114400,41.89321636,-87.63784421,41.899589796,-87.674719134,2.1,,17031242200,Cash,Taxi Affiliation Services,840,24,0.0
8,13.25,6,13,7,1434201300,41.89321636,-87.63784421,41.899589796,-87.674719134,4.7,,17031242200,Cash,,1320,24,0.0
8,8.45,12,17,4,1387387800,41.89321636,-87.63784421,41.899506548,-87.679600287,0.0,,17031242300,Cash,Taxi Affiliation Services,660,24,0.0
8,8.45,5,19,4,1400700600,41.89321636,-87.63784421,41.907520075,-87.6266589,1.8,,17031080100,Cash,Taxi Affiliation Services,780,8,0.0
8,5.65,4,1,7,1367027100,41.89321636,-87.63784421,41.907520075,-87.6266589,0.0,,17031080100,Cash,Choice Taxi Association,360,8,0.0
8,6.65,10,18,7,1413657900,41.89321636,-87.63784421,41.907520075,-87.6266589,1.5,,17031080100,Cash,KOAM Taxi Association,420,8,0.0
8,6.45,2,14,6,1393596000,41.89321636,-87.63784421,41.907520075,-87.6266589,1.4,,17031080100,Credit Card,,420,8,2.0
8,6.85,1,19,3,1420572600,41.89321636,-87.63784421,41.907520075,-87.6266589,1.7,,17031080100,Credit Card,,420,8,2.0
8,8.25,8,22,6,1376088300,41.89321636,-87.63784421,41.907520075,-87.6266589,0.0,,17031080100,Cash,Blue Ribbon Taxi Association Inc.,840,8,0.0
8,7.45,7,14,2,1406557800,41.89321636,-87.63784421,41.907520075,-87.6266589,0.1,,17031080100,Credit Card,Taxi Affiliation Services,480,8,3.0
8,11.05,1,23,6,1420242300,41.89321636,-87.63784421,41.936237179,-87.656411531,3.7,,17031062900,Cash,Northwest Management LLC,840,6,0.0
8,6.65,8,1,1,1440293400,41.89321636,-87.63784421,41.905857769,-87.630865027,0.9,,17031080202,Cash,,480,8,0.0
8,8.25,1,20,5,1390509000,41.89321636,-87.63784421,41.922082541,-87.634156093,2.3,,17031071400,Cash,Taxi Affiliation Services,600,7,0.0
8,7.05,9,19,2,1380569400,41.89321636,-87.63784421,41.922082541,-87.634156093,2.0,,17031071400,Cash,Northwest Management LLC,300,7,0.0
8,8.25,7,17,2,1373907600,41.89321636,-87.63784421,41.890922026,-87.618868355,0.0,,17031081403,Cash,Dispatch Taxi Affiliation,660,8,0.0
8,6.05,10,15,2,1413818100,41.89321636,-87.63784421,41.890922026,-87.618868355,0.0,,17031081403,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,6.85,1,16,1,1421598600,41.89321636,-87.63784421,41.890922026,-87.618868355,1.5,,17031081403,Cash,Taxi Affiliation Services,480,8,0.0
8,7.05,10,10,5,1414664100,41.89321636,-87.63784421,41.890922026,-87.618868355,1.1,,17031081403,Cash,,720,8,0.0
8,6.45,2,9,2,1361782800,41.89321636,-87.63784421,41.890922026,-87.618868355,1.0,,17031081403,Cash,,480,8,0.0
8,5.85,10,10,2,1382956200,41.89321636,-87.63784421,41.890922026,-87.618868355,0.8,,17031081403,Cash,,360,8,0.0
8,5.85,5,4,7,1369457100,41.89321636,-87.63784421,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,480,8,0.0
8,6.65,2,19,4,1423076400,41.89321636,-87.63784421,41.890922026,-87.618868355,1.4,,17031081403,Credit Card,Taxi Affiliation Services,420,8,1.0
8,7.5,7,9,7,1467452700,41.89321636,-87.63784421,41.890922026,-87.618868355,1.4,,17031081403,Cash,Taxi Affiliation Services,480,8,0.0
8,14.5,3,1,7,1458956700,41.89321636,-87.63784421,41.921125914,-87.699754406,4.7,,17031221300,Cash,,660,22,0.0
8,6.45,1,20,6,1389384900,41.89321636,-87.63784421,41.899737388,-87.664953917,1.4,,17031242000,Cash,,480,24,0.0
8,13.25,8,23,5,1377819000,41.89321636,-87.63784421,41.934659157,-87.646729729,0.0,,17031063400,Cash,Taxi Affiliation Services,900,6,0.0
8,6.25,12,2,5,1417659300,41.89321636,-87.63784421,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,420,32,0.0
8,6.65,8,10,2,1439202600,41.89321636,-87.63784421,41.884987192,-87.620992913,1.2,,17031320100,Credit Card,,480,32,2.0
8,7.25,10,12,5,1414068300,41.89321636,-87.63784421,41.884987192,-87.620992913,1.2,,17031320100,Credit Card,Taxi Affiliation Services,600,32,2.17
8,7.25,8,7,1,1377416700,41.89321636,-87.63784421,41.884987192,-87.620992913,1.6,,17031320100,Cash,,600,32,0.0
8,7.45,5,20,5,1369946700,41.89321636,-87.63784421,41.884987192,-87.620992913,0.1,,17031320100,Cash,Taxi Affiliation Services,600,32,0.0
8,5.45,9,23,1,1378076400,41.89321636,-87.63784421,41.884987192,-87.620992913,0.9,,17031320100,Cash,,300,32,0.0
8,6.85,9,16,4,1378916100,41.89321636,-87.63784421,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
8,6.45,6,18,4,1403721000,41.89321636,-87.63784421,41.884987192,-87.620992913,0.9,,17031320100,Cash,Dispatch Taxi Affiliation,540,32,0.0
8,8.25,4,10,2,1366624800,41.89321636,-87.63784421,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Dispatch Taxi Affiliation,720,32,1.0
8,7.65,7,9,6,1374829200,41.89321636,-87.63784421,41.884987192,-87.620992913,0.1,,17031320100,Credit Card,Northwest Management LLC,600,32,1.25
8,5.65,9,16,6,1441385100,41.89321636,-87.63784421,41.884987192,-87.620992913,1.0,,17031320100,Cash,,360,32,0.0
8,7.0,6,9,2,1465204500,41.89321636,-87.63784421,41.884987192,-87.620992913,1.0,,17031320100,Credit Card,Taxi Affiliation Services,540,32,2.0
8,6.85,11,10,6,1415961900,41.89321636,-87.63784421,41.884987192,-87.620992913,1.3,,17031320100,Cash,,540,32,0.0
8,6.85,1,18,3,1358879400,41.89321636,-87.63784421,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,660,32,0.0
8,6.25,3,15,3,1362495600,41.89321636,-87.63784421,41.884987192,-87.620992913,1.3,,17031320100,Cash,Dispatch Taxi Affiliation,480,32,0.0
8,8.05,12,3,7,1418440500,41.89321636,-87.63784421,41.884987192,-87.620992913,2.0,,17031320100,Cash,Dispatch Taxi Affiliation,600,32,0.0
8,6.65,4,10,2,1366625700,41.89321636,-87.63784421,41.884987192,-87.620992913,0.0,,17031320100,Cash,Taxi Affiliation Services,480,32,0.0
8,6.85,1,2,7,1422066600,41.89321636,-87.63784421,41.884987192,-87.620992913,1.4,,17031320100,Credit Card,Taxi Affiliation Services,480,32,1.0
8,6.65,4,8,3,1429001100,41.89321636,-87.63784421,41.884987192,-87.620992913,1.4,,17031320100,Cash,Choice Taxi Association,480,32,0.0
8,6.85,2,8,2,1359964800,41.89321636,-87.63784421,41.884987192,-87.620992913,0.0,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,600,32,0.0
8,7.25,3,10,2,1396260900,41.89321636,-87.63784421,41.884987192,-87.620992913,1.5,,17031320100,Cash,Dispatch Taxi Affiliation,600,32,0.0
8,6.05,1,9,3,1420537500,41.89321636,-87.63784421,41.880994471,-87.632746489,0.9,,17031839100,Cash,,420,32,0.0
8,5.65,9,23,6,1380322800,41.89321636,-87.63784421,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,Dispatch Taxi Affiliation,300,32,1.25
8,5.45,2,18,7,1393092900,41.89321636,-87.63784421,41.880994471,-87.632746489,0.7,,17031839100,Cash,,360,32,0.0
8,8.65,4,15,3,1365519600,41.89321636,-87.63784421,41.880994471,-87.632746489,2.1,,17031839100,Cash,,660,32,0.0
8,6.65,7,9,2,1405328400,41.89321636,-87.63784421,41.880994471,-87.632746489,0.9,,17031839100,Cash,,480,32,0.0
8,5.85,3,22,1,1396217700,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,360,32,0.0
8,7.05,6,15,5,1435247100,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
8,6.45,7,10,4,1374057900,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,420,32,2.0
8,6.25,5,8,3,1399970700,41.89321636,-87.63784421,41.880994471,-87.632746489,1.4,,17031839100,Credit Card,KOAM Taxi Association,360,32,2.0
8,5.65,7,17,6,1437757200,41.89321636,-87.63784421,41.880994471,-87.632746489,0.8,,17031839100,Cash,Choice Taxi Association,360,32,0.0
8,5.65,6,10,3,1403001900,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,480,32,0.0
8,5.65,7,1,6,1438305300,41.89321636,-87.63784421,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,,300,32,2.0
8,7.65,10,9,6,1412329500,41.89321636,-87.63784421,41.880994471,-87.632746489,1.3,,17031839100,Cash,Taxi Affiliation Services,720,32,0.0
8,6.25,8,10,5,1375958700,41.89321636,-87.63784421,41.880994471,-87.632746489,0.11,,17031839100,Cash,,420,32,0.0
8,6.25,8,8,5,1375949700,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Taxi Affiliation Services,360,32,1.0
8,5.25,12,18,3,1419963300,41.89321636,-87.63784421,41.880994471,-87.632746489,0.7,,17031839100,Cash,Taxi Affiliation Services,300,32,0.0
8,6.45,5,14,5,1369318500,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,540,32,0.0
8,5.85,1,7,5,1357198200,41.89321636,-87.63784421,41.880994471,-87.632746489,12.0,,17031839100,Cash,Taxi Affiliation Services,240,32,0.0
8,4.45,12,6,2,1418021100,41.89321636,-87.63784421,41.880994471,-87.632746489,0.6,,17031839100,Cash,KOAM Taxi Association,120,32,0.0
8,7.65,7,13,7,1437831900,41.89321636,-87.63784421,41.880994471,-87.632746489,1.3,,17031839100,Cash,,660,32,0.0
8,8.75,3,19,4,1458760500,41.89321636,-87.63784421,41.880994471,-87.632746489,0.1,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,720,32,0.0
8,5.45,4,19,2,1428346800,41.89321636,-87.63784421,41.880994471,-87.632746489,2.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,300,32,2.0
8,6.45,4,21,6,1397250900,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,5.65,3,10,5,1395312300,41.89321636,-87.63784421,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,Choice Taxi Association,360,32,2.0
8,8.05,2,18,2,1392056100,41.89321636,-87.63784421,41.880994471,-87.632746489,1.1,,17031839100,Cash,Blue Ribbon Taxi Association Inc.,780,32,0.0
8,4.85,3,16,3,1427819400,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Choice Taxi Association,180,32,2.0
8,7.05,9,9,2,1410773400,41.89321636,-87.63784421,41.880994471,-87.632746489,1.3,,17031839100,Cash,KOAM Taxi Association,480,32,0.0
8,6.65,8,15,4,1409153400,41.89321636,-87.63784421,41.880994471,-87.632746489,1.1,,17031839100,Cash,,540,32,0.0
8,6.45,10,10,2,1381744800,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Cash,Northwest Management LLC,420,32,0.0
8,6.05,2,21,7,1423343700,41.89321636,-87.63784421,41.880994471,-87.632746489,1.0,,17031839100,Cash,,420,32,0.0
8,7.85,9,9,2,1442827800,41.89321636,-87.63784421,41.880994471,-87.632746489,0.0,,17031839100,Credit Card,Blue Ribbon Taxi Association Inc.,720,32,2.0
8,6.45,10,12,5,1383223500,41.89321636,-87.63784421,41.880994471,-87.632746489,1.2,,17031839100,Credit Card,,420,32,2.0
8,8.05,5,11,3,1401188400,41.89321636,-87.63784421,41.880994471,-87.632746489,1.8,,17031839100,Cash,,660,32,0.0
8,5.85,9,9,3,1409649300,41.89321636,-87.63784421,41.880994471,-87.632746489,1.0,,17031839100,Cash,,360,32,0.0
8,5.65,6,12,3,1435668300,41.89321636,-87.63784421,41.880994471,-87.632746489,0.9,,17031839100,Credit Card,Dispatch Taxi Affiliation,360,32,1.5
8,4.65,2,10,6,1393584300,41.89321636,-87.63784421,41.880994471,-87.632746489,0.5,,17031839100,Cash,,180,32,0.0
8,6.85,9,21,3,1441141200,41.89321636,-87.63784421,41.880994471,-87.632746489,1.2,,17031839100,Cash,,480,32,0.0
8,5.85,4,23,6,1365205500,41.89321636,-87.63784421,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,300,28,0.0
8,7.05,12,21,6,1418419800,41.89321636,-87.63784421,41.88528132,-87.6572332,1.5,,17031833000,Cash,Dispatch Taxi Affiliation,540,28,0.0
8,4.85,12,20,7,1419713100,41.89321636,-87.63784421,41.88528132,-87.6572332,0.7,,17031833000,Cash,Taxi Affiliation Services,240,28,0.0
8,6.25,3,12,2,1364215500,41.89321636,-87.63784421,41.88528132,-87.6572332,0.0,,17031833000,Cash,Dispatch Taxi Affiliation,360,28,0.0
8,4.85,4,20,4,1430337600,41.89321636,-87.63784421,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Blue Ribbon Taxi Association Inc.,240,28,2.0
8,15.05,8,9,2,1377509400,41.89321636,-87.63784421,41.92926299,-87.635890954,0.0,,17031070101,Credit Card,Dispatch Taxi Affiliation,1500,7,2.0
8,5.45,2,0,1,1361664900,41.89321636,-87.63784421,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,240,8,0.0
8,6.85,8,17,3,1407862800,41.89321636,-87.63784421,41.891971508,-87.612945414,1.7,,17031081402,Cash,,420,8,0.0
8,7.45,9,19,4,1443639600,41.89321636,-87.63784421,41.891971508,-87.612945414,1.4,,17031081402,Credit Card,,540,8,2.0
8,9.0,3,22,3,1457475300,41.89321636,-87.63784421,41.891971508,-87.612945414,0.0,,17031081402,Cash,Taxi Affiliation Services,780,8,0.0
8,8.45,5,21,6,1368826200,41.89321636,-87.63784421,41.921854911,-87.646210977,2.3,,17031071200,Cash,Choice Taxi Association,600,7,0.0
8,10.65,4,10,7,1365847200,41.89321636,-87.63784421,41.936310131,-87.651562592,0.0,,17031063000,Credit Card,Taxi Affiliation Services,780,6,2.1
8,7.85,6,22,6,1372457700,41.89321636,-87.63784421,41.906650766,-87.66533766,2.0,,17031241600,Cash,,540,24,0.0
8,5.65,7,21,7,1405198800,41.89321636,-87.63784421,41.90156691,-87.638404012,0.8,,17031838300,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,8.05,9,15,2,1412004600,41.89321636,-87.63784421,41.879066994,-87.657005027,0.0,,17031833100,Cash,Taxi Affiliation Services,660,28,0.0
8,8.45,2,14,3,1392127200,41.89321636,-87.63784421,41.879066994,-87.657005027,2.2,,17031833100,Credit Card,Northwest Management LLC,720,28,3.0
8,5.45,2,22,3,1360102500,41.89321636,-87.63784421,41.900221297,-87.629105186,1.1,,17031081100,Cash,,240,8,0.0
8,5.45,6,18,2,1434392100,41.89321636,-87.63784421,41.900221297,-87.629105186,0.9,,17031081100,Cash,,300,8,0.0
8,6.85,12,16,5,1417711500,41.89321636,-87.63784421,41.900221297,-87.629105186,1.1,,17031081100,Cash,Taxi Affiliation Services,480,8,0.0
8,7.05,6,18,5,1433442600,41.89321636,-87.63784421,41.900221297,-87.629105186,1.3,,17031081100,Credit Card,Choice Taxi Association,600,8,2.0
8,5.85,6,8,2,1404117900,41.89321636,-87.63784421,41.900221297,-87.629105186,0.8,,17031081100,Cash,,420,8,0.0
8,5.85,7,3,1,1373167800,41.89321636,-87.63784421,41.900221297,-87.629105186,0.0,,17031081100,Cash,Taxi Affiliation Services,360,8,0.0
8,9.85,10,0,1,1412468100,41.89321636,-87.63784421,41.906707792,-87.684685949,0.0,,17031241200,Cash,Dispatch Taxi Affiliation,600,24,0.0
8,8.05,3,9,2,1425286800,41.89321636,-87.63784421,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,720,28,0.0
8,7.85,8,19,5,1377198900,41.89321636,-87.63784421,41.879255084,-87.642648998,1.8,,17031281900,Cash,,600,28,0.0
8,7.65,12,8,6,1418371200,41.89321636,-87.63784421,41.879255084,-87.642648998,1.1,,17031281900,Cash,,780,28,0.0
8,6.25,1,15,7,1422112500,41.89321636,-87.63784421,41.879255084,-87.642648998,1.2,,17031281900,Credit Card,,420,28,0.0
8,4.45,10,14,4,1380723300,41.89321636,-87.63784421,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,120,28,0.0
8,6.45,9,19,6,1411153200,41.89321636,-87.63784421,41.879255084,-87.642648998,1.2,,17031281900,Credit Card,Taxi Affiliation Services,420,28,2.0
8,4.85,2,23,5,1391729400,41.89321636,-87.63784421,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Blue Ribbon Taxi Association Inc.,180,28,2.0
8,5.65,8,20,5,1407442500,41.89321636,-87.63784421,41.879255084,-87.642648998,1.1,,17031281900,Credit Card,,240,28,1.35
8,5.45,7,15,5,1404399600,41.89321636,-87.63784421,41.879255084,-87.642648998,1.0,,17031281900,Cash,Taxi Affiliation Services,300,28,0.0
8,5.65,3,22,2,1427148900,41.89321636,-87.63784421,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,360,28,0.0
8,6.45,1,9,6,1422609300,41.89321636,-87.63784421,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,420,28,0.0
8,6.45,4,9,3,1398764700,41.89321636,-87.63784421,41.879255084,-87.642648998,1.3,,17031281900,Credit Card,,480,28,1.0
8,5.65,1,10,5,1421923500,41.89321636,-87.63784421,41.879255084,-87.642648998,0.0,,17031281900,Credit Card,Taxi Affiliation Services,360,28,1.5
8,12.45,9,18,5,1442515500,41.89321636,-87.63784421,41.908378669,-87.670945075,0.0,,17031241500,Credit Card,Taxi Affiliation Services,1440,24,3.7
8,7.45,2,17,5,1393520400,41.89321636,-87.63784421,41.902788048,-87.62614559,1.6,,17031081202,Cash,Dispatch Taxi Affiliation,600,8,0.0
8,9.25,8,19,6,1408129200,41.89321636,-87.63784421,41.914585709,-87.645966207,1.9,,17031071800,Credit Card,Taxi Affiliation Services,900,7,2.0
8,4.84,5,10,2,1367835300,41.89321636,-87.63784421,41.892072635,-87.628874157,0.7,,17031081600,Cash,,300,8,0.0
8,4.65,4,5,1,1365312600,41.89321636,-87.63784421,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,180,8,1.0
8,4.65,2,19,5,1392925500,41.89321636,-87.63784421,41.892072635,-87.628874157,0.4,,17031081600,Credit Card,Dispatch Taxi Affiliation,240,8,1.0
8,5.25,11,20,7,1384632000,41.89321636,-87.63784421,41.892072635,-87.628874157,0.5,,17031081600,Credit Card,,360,8,2.0
8,5.25,12,19,6,1417806900,41.89321636,-87.63784421,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,300,8,2.0
8,4.85,3,9,3,1394531100,41.89321636,-87.63784421,41.892072635,-87.628874157,0.08,,17031081600,Cash,,240,8,0.0
8,5.45,8,3,7,1406950200,41.89321636,-87.63784421,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,360,8,3.0
8,6.05,4,14,2,1397484900,41.89321636,-87.63784421,41.892072635,-87.628874157,0.08,,17031081600,Credit Card,,420,8,2.0
8,5.85,12,23,7,1387667700,41.89321636,-87.63784421,41.892072635,-87.628874157,0.7,,17031081600,Cash,Taxi Affiliation Services,420,8,0.0
8,7.25,6,23,3,1370991600,41.89321636,-87.63784421,41.89967018,-87.669837798,0.0,,17031242100,Cash,Taxi Affiliation Services,300,24,0.0
8,7.25,11,1,7,1416014100,41.89321636,-87.63784421,41.89967018,-87.669837798,2.1,,17031242100,Credit Card,,240,24,2.0
8,5.05,7,12,3,1404216900,41.89321636,-87.63784421,41.885300022,-87.642808466,0.8,,17031280100,Credit Card,KOAM Taxi Association,240,28,2.0
8,5.25,1,11,6,1390561200,41.89321636,-87.63784421,41.885300022,-87.642808466,0.9,,17031280100,Cash,,300,28,0.0
8,5.85,1,8,4,1357115400,41.89321636,-87.63784421,41.885300022,-87.642808466,1.0,,17031280100,Cash,,420,28,0.0
8,8.45,4,0,5,1429748100,41.89321636,-87.63784421,41.885300022,-87.642808466,2.6,,17031280100,Credit Card,Taxi Affiliation Services,360,28,3.0
8,4.84,6,11,4,1403696700,41.89321636,-87.63784421,41.885300022,-87.642808466,0.7,,17031280100,Credit Card,,240,28,1.0
8,5.65,9,8,3,1379405700,41.89321636,-87.63784421,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,360,28,0.0
8,5.05,5,16,5,1400776200,41.89321636,-87.63784421,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,240,28,0.0
8,7.45,5,14,6,1399041900,41.89321636,-87.63784421,41.909495669,-87.630963601,0.0,,17031080201,Cash,Dispatch Taxi Affiliation,540,8,0.0
8,18.45,11,23,7,1385248500,41.89321636,-87.63784421,41.952822916,-87.653243992,6.9,,17031832100,Cash,Choice Taxi Association,1380,6,0.0
8,6.65,3,8,3,1426579200,41.89321636,-87.63784421,41.89503345,-87.619710672,1.15,,17031081401,Credit Card,,480,8,2.0
8,6.45,2,12,2,1361794500,41.89321636,-87.63784421,41.89503345,-87.619710672,1.3,,17031081401,Cash,Dispatch Taxi Affiliation,480,8,0.0
8,7.5,2,14,3,1454421600,41.89321636,-87.63784421,41.89503345,-87.619710672,1.6,,17031081401,Credit Card,,480,8,2.0
8,7.05,6,10,4,1371636000,41.89321636,-87.63784421,41.89503345,-87.619710672,1.1,,17031081401,Cash,,540,8,0.0
8,8.65,10,12,5,1444910400,41.89321636,-87.63784421,41.870607372,-87.622172937,0.1,,17031320600,Cash,Blue Ribbon Taxi Association Inc.,840,32,0.0
8,6.65,8,8,7,1439023500,41.89321636,-87.63784421,41.87101588,-87.631406525,1.7,,17031839000,Credit Card,Taxi Affiliation Services,300,32,1.8
8,7.25,1,22,4,1389221100,41.89321636,-87.63784421,41.87101588,-87.631406525,1.6,,17031839000,Credit Card,Dispatch Taxi Affiliation,480,32,4.0
8,7.25,2,14,5,1423751400,41.89321636,-87.63784421,41.899155613,-87.626210532,1.3,,17031081201,Credit Card,Taxi Affiliation Services,540,8,1.25
8,5.65,12,1,1,1449968400,41.89321636,-87.63784421,41.899155613,-87.626210532,0.8,,17031081201,Credit Card,Dispatch Taxi Affiliation,420,8,1.0
8,5.65,10,19,2,1381172400,41.89321636,-87.63784421,41.899155613,-87.626210532,0.9,,17031081201,Cash,,360,8,0.0
8,7.05,2,12,6,1424436300,41.89321636,-87.63784421,41.899155613,-87.626210532,1.2,,17031081201,Cash,Dispatch Taxi Affiliation,600,8,0.0
8,6.45,2,20,2,1391460300,41.89321636,-87.63784421,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,420,8,0.0
8,7.25,10,17,4,1383154200,41.89321636,-87.63784421,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,660,8,0.0
8,6.25,4,9,2,1428312600,41.89321636,-87.63784421,41.899155613,-87.626210532,1.2,,17031081201,Credit Card,,420,8,2.0
8,5.25,2,15,6,1392994800,41.89321636,-87.63784421,41.899155613,-87.626210532,0.7,,17031081201,Cash,Taxi Affiliation Services,360,8,0.0
8,5.45,2,19,3,1360092600,41.89321636,-87.63784421,41.899155613,-87.626210532,0.8,,17031081201,Cash,,300,8,0.0
8,6.65,12,19,6,1418412600,41.89321636,-87.63784421,41.899155613,-87.626210532,1.2,,17031081201,Credit Card,,540,8,2.0
8,7.05,11,14,4,1446648300,41.89321636,-87.63784421,41.899155613,-87.626210532,1.3,,17031081201,Credit Card,,600,8,3.0
8,15.25,9,3,7,1380339000,41.89321636,-87.63784421,41.942691844,-87.651770507,0.0,,17031062100,Cash,Dispatch Taxi Affiliation,1140,6,0.0
8,32.5,4,20,7,1459628100,41.89321636,-87.63784421,41.785998518,-87.750934289,12.7,,17031980100,Credit Card,Dispatch Taxi Affiliation,1140,56,5.0
8,25.45,1,8,1,1389515400,41.89321636,-87.63784421,41.785998518,-87.750934289,0.7,,17031980100,Credit Card,Taxi Affiliation Services,1080,56,8.2
8,5.25,9,23,4,1410391800,41.89321636,-87.63784421,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,300,8,0.0
8,3.25,10,11,4,1444216500,41.89321636,-87.63784421,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,0,8,0.0
8,3.25,4,21,5,1365715800,41.89321636,-87.63784421,41.89321636,-87.63784421,0.0,,17031081800,Cash,Dispatch Taxi Affiliation,0,8,0.0
8,4.45,3,5,1,1425187800,41.89321636,-87.63784421,41.89321636,-87.63784421,0.4,,17031081800,Credit Card,Taxi Affiliation Services,180,8,5.0
8,3.65,6,22,6,1402092900,41.89321636,-87.63784421,41.89321636,-87.63784421,0.2,,17031081800,Cash,Taxi Affiliation Services,120,8,0.0
8,4.45,3,18,6,1362160800,41.89321636,-87.63784421,41.89321636,-87.63784421,0.4,,17031081800,Cash,,180,8,0.0
8,4.25,12,2,7,1449888300,41.89321636,-87.63784421,41.89321636,-87.63784421,0.0,,17031081800,Credit Card,Blue Ribbon Taxi Association Inc.,240,8,0.0
8,6.25,6,17,5,1435254300,41.89321636,-87.63784421,41.89321636,-87.63784421,0.0,,17031081800,Cash,,600,8,0.0
8,3.25,6,19,5,1403204400,41.89321636,-87.63784421,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,0,8,0.0
8,3.25,10,3,6,1382670000,41.89321636,-87.63784421,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,0,8,0.0
8,14.65,12,18,6,1450462500,41.89321636,-87.63784421,41.941555829,-87.666288887,0.2,,17031062400,Cash,Taxi Affiliation Services,1680,6,0.0
8,6.45,2,11,2,1360580400,41.89321636,-87.63784421,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,420,8,0.0
8,7.05,2,17,5,1360259100,41.89321636,-87.63784421,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,600,8,0.0
8,6.05,2,9,4,1423041300,41.89321636,-87.63784421,41.898331794,-87.620762865,0.0,,17031081300,Credit Card,Blue Ribbon Taxi Association Inc.,480,8,2.0
8,6.25,11,20,5,1415306700,41.89321636,-87.63784421,41.898331794,-87.620762865,1.1,,17031081300,Credit Card,Taxi Affiliation Services,420,8,2.0
8,7.85,8,19,4,1409167800,41.89321636,-87.63784421,41.898331794,-87.620762865,0.0,,17031081300,Cash,Choice Taxi Association,660,8,0.0
8,6.45,5,11,4,1401277500,41.89321636,-87.63784421,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,480,8,0.0
8,6.65,9,22,2,1411425900,41.89321636,-87.63784421,41.898331794,-87.620762865,1.4,,17031081300,Cash,Taxi Affiliation Services,480,8,0.0
8,6.25,7,21,3,1437512400,41.89321636,-87.63784421,41.90749193,-87.63576009,1.5,,17031080300,Credit Card,Choice Taxi Association,420,8,1.5
8,17.25,5,22,7,1369519200,41.89321636,-87.63784421,41.979912445,-87.664188242,0.0,,17031030800,Credit Card,Northwest Management LLC,900,77,0.0
8,9.25,11,20,5,1384460100,41.89321636,-87.63784421,41.87866742,-87.671653621,2.5,,17031838100,Credit Card,Taxi Affiliation Services,720,28,2.0
8,10.65,3,1,1,1426986000,41.89321636,-87.63784421,41.91922505,-87.671445766,0.0,,17031832300,Cash,Blue Ribbon Taxi Association Inc.,660,22,0.0
8,9.44,12,0,2,1418601600,41.89321636,-87.63784421,41.91922505,-87.671445766,3.3,,17031832300,Cash,,360,22,0.0
8,7.05,5,12,5,1369917900,41.89321636,-87.63784421,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,480,8,0.0
8,8.05,12,12,3,1388493900,41.89321636,-87.63784421,41.904935302,-87.649907226,1.8,,17031842200,Credit Card,Dispatch Taxi Affiliation,720,8,2.0
25,8.25,5,0,1,1431217800,41.890608853,-87.756046711,,,1.7,,,Cash,,840,,0.0
25,7.25,1,9,5,1359623700,41.890608853,-87.756046711,,,2.2,,,Cash,,240,,0.0
25,9.05,1,22,6,1389393000,41.890608853,-87.756046711,,,2.9,,,Credit Card,,600,,0.0
25,26.85,2,11,6,1423826100,41.890608853,-87.756046711,41.968069,-87.721559063,0.5,,,Cash,Taxi Affiliation Services,3000,14,0.0
25,3.25,7,14,1,1374415200,41.890608853,-87.756046711,41.890608853,-87.756046711,0.1,,,Cash,,60,25,0.0
25,2.25,3,8,2,1364200200,41.890608853,-87.756046711,41.890608853,-87.756046711,0.0,,,Cash,,0,25,0.0
6,4.84,5,20,7,1399147200,41.941555829,-87.666288887,41.949060526,-87.661642904,0.8,,17031061200,Credit Card,,180,6,1.0
6,8.05,10,21,7,1381614300,41.941555829,-87.666288887,41.934539716,-87.643022804,0.17,,17031063301,Cash,,720,6,0.0
6,10.25,8,2,1,1438480800,41.941555829,-87.666288887,41.906025969,-87.675311622,3.3,,17031241400,Credit Card,Choice Taxi Association,780,24,2.9
6,3.25,1,2,7,1422065700,41.941555829,-87.666288887,41.941555829,-87.666288887,0.0,,17031062400,Cash,Taxi Affiliation Services,0,6,0.0
4,9.65,7,6,7,1437201900,41.975170943,-87.687515515,,,0.1,,,Cash,Taxi Affiliation Services,660,,0.0
4,9.05,12,10,1,1419761700,41.975170943,-87.687515515,42.001571027,-87.695012589,2.9,,,Cash,KOAM Taxi Association,540,2,0.0
4,7.45,10,16,3,1383063300,41.975170943,-87.687515515,42.001571027,-87.695012589,1.9,,,Cash,,420,2,0.0
4,20.45,4,6,3,1428993000,41.975170943,-87.687515515,41.878865584,-87.625192142,0.0,,,Cash,Taxi Affiliation Services,1140,32,0.0
4,8.25,9,7,7,1473491700,41.975170943,-87.687515515,42.009622881,-87.670166857,0.1,,,Cash,Taxi Affiliation Services,420,1,0.0
4,12.25,6,22,6,1402092900,41.975170943,-87.687515515,41.938666196,-87.711210593,0.2,,,Cash,Taxi Affiliation Services,1200,21,0.0
4,17.85,6,16,5,1434041100,41.975170943,-87.687515515,41.899602111,-87.633308037,7.7,,,Cash,Dispatch Taxi Affiliation,1320,8,0.0
4,16.85,2,20,7,1393099200,41.975170943,-87.687515515,41.899602111,-87.633308037,6.8,,,Cash,Dispatch Taxi Affiliation,1200,8,0.0
4,25.05,7,5,3,1372742100,41.975170943,-87.687515515,41.980264315,-87.913624596,0.7,,,Cash,Blue Ribbon Taxi Association Inc.,1380,76,0.0
4,31.85,11,8,2,1446453900,41.975170943,-87.687515515,41.980264315,-87.913624596,12.6,,,Cash,Taxi Affiliation Services,3180,76,0.0
4,7.25,11,20,4,1384977600,41.975170943,-87.687515515,41.944226601,-87.655998182,1.9,,,Cash,,540,6,0.0
4,6.25,5,9,7,1400317200,41.975170943,-87.687515515,41.944226601,-87.655998182,1.6,,,Cash,,300,6,0.0
4,7.45,6,10,1,1434883500,41.975170943,-87.687515515,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,480,6,0.0
4,7.65,1,20,1,1358712000,41.975170943,-87.687515515,41.947791586,-87.683834942,0.0,,,Cash,Dispatch Taxi Affiliation,420,5,0.0
4,11.65,4,19,3,1396380600,41.975170943,-87.687515515,41.922686284,-87.649488729,0.2,,,Credit Card,Taxi Affiliation Services,1080,7,2.3
4,9.65,7,12,4,1436964300,41.975170943,-87.687515515,41.968069,-87.721559063,0.1,,,Credit Card,Taxi Affiliation Services,900,14,0.0
4,4.65,5,16,5,1369326600,41.975170943,-87.687515515,41.968069,-87.721559063,0.08,,,Cash,,0,14,0.0
4,11.85,4,20,2,1428957000,41.975170943,-87.687515515,41.968069,-87.721559063,0.1,,,Cash,Taxi Affiliation Services,1200,14,0.0
4,4.45,11,13,6,1385127000,41.975170943,-87.687515515,41.975170943,-87.687515515,0.0,,,Cash,Taxi Affiliation Services,180,4,0.0
4,3.25,7,5,5,1468474200,41.975170943,-87.687515515,41.975170943,-87.687515515,0.01,,,Cash,,0,4,0.0
4,14.65,9,16,1,1411920000,41.975170943,-87.687515515,41.975170943,-87.687515515,4.9,,,Cash,,1140,4,0.0
4,4.65,1,12,6,1420200000,41.975170943,-87.687515515,41.975170943,-87.687515515,0.0,,,Cash,Taxi Affiliation Services,180,4,0.0
4,3.25,3,4,6,1395979200,41.975170943,-87.687515515,41.975170943,-87.687515515,0.0,,,Cash,Top Cab Affiliation,0,4,0.0
4,3.25,10,20,5,1412280900,41.975170943,-87.687515515,41.975170943,-87.687515515,0.1,,,Cash,Choice Taxi Association,60,4,0.0
4,3.25,7,13,7,1406379600,41.975170943,-87.687515515,41.975170943,-87.687515515,0.0,,,Cash,,0,4,0.0
4,12.25,11,11,6,1415360700,41.975170943,-87.687515515,41.92276062,-87.699155343,3.6,,,Cash,Taxi Affiliation Services,960,22,0.0
4,6.25,11,8,3,1384245900,41.975170943,-87.687515515,41.9867118,-87.663416405,1.4,,,Cash,,360,77,0.0
4,7.85,3,17,1,1426440600,41.975170943,-87.687515515,41.9867118,-87.663416405,0.1,,,Cash,Taxi Affiliation Services,540,77,0.0
4,7.25,6,19,3,1372188600,41.975170943,-87.687515515,41.9867118,-87.663416405,0.0,,,Cash,Dispatch Taxi Affiliation,480,77,0.0
4,5.65,4,0,1,1396744200,41.975170943,-87.687515515,41.9867118,-87.663416405,1.1,,,Cash,Northwest Management LLC,300,77,0.0
22,3.85,10,0,6,1444350600,41.92276062,-87.699155343,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
22,10.85,10,19,2,1382989500,41.92276062,-87.699155343,,,3.78,,,Cash,,600,,0.0
22,28.05,7,7,7,1374304500,41.92276062,-87.699155343,,,0.8,,,Cash,Taxi Affiliation Services,1440,,0.0
22,28.65,7,18,6,1405103400,41.92276062,-87.699155343,42.001571027,-87.695012589,8.4,,,Cash,,3420,2,0.0
22,15.45,8,6,2,1439189100,41.92276062,-87.699155343,41.901206994,-87.676355989,6.0,,,Cash,,1200,24,0.0
22,6.85,3,2,2,1425264300,41.92276062,-87.699155343,41.901206994,-87.676355989,1.9,,,Cash,,300,24,0.0
22,11.25,9,10,5,1409824800,41.92276062,-87.699155343,41.901206994,-87.676355989,0.0,,,Cash,Choice Taxi Association,840,24,0.0
22,6.85,4,2,1,1366511400,41.92276062,-87.699155343,41.901206994,-87.676355989,0.1,,,Cash,Taxi Affiliation Services,360,24,0.0
22,7.65,8,10,4,1440584100,41.92276062,-87.699155343,41.901206994,-87.676355989,2.0,,,Cash,,540,24,0.0
22,6.25,10,0,4,1413938700,41.92276062,-87.699155343,41.901206994,-87.676355989,1.6,,,Credit Card,Taxi Affiliation Services,360,24,2.0
22,4.85,7,5,4,1374039900,41.92276062,-87.699155343,41.901206994,-87.676355989,0.09,,,Cash,,120,24,0.0
22,5.05,12,0,1,1387670400,41.92276062,-87.699155343,41.901206994,-87.676355989,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,180,24,0.0
22,5.75,10,3,1,1477797300,41.92276062,-87.699155343,41.901206994,-87.676355989,1.0,,,Credit Card,Top Cab Affiliation,240,24,2.0
22,4.45,11,18,3,1416941100,41.92276062,-87.699155343,41.901206994,-87.676355989,0.0,,,Cash,Taxi Affiliation Services,120,24,0.0
22,5.45,5,1,1,1431824400,41.92276062,-87.699155343,41.901206994,-87.676355989,1.2,,,Cash,,240,24,0.0
22,14.75,12,3,4,1482289200,41.92276062,-87.699155343,41.901206994,-87.676355989,4.1,,,Credit Card,Top Cab Affiliation,1200,24,2.95
22,12.85,8,10,4,1407320100,41.92276062,-87.699155343,41.878865584,-87.625192142,0.2,,,Cash,Taxi Affiliation Services,1020,32,0.0
22,11.65,10,10,2,1413799200,41.92276062,-87.699155343,41.878865584,-87.625192142,0.2,,,Cash,Taxi Affiliation Services,720,32,0.0
22,15.75,2,8,6,1454660100,41.92276062,-87.699155343,41.878865584,-87.625192142,0.2,,,Cash,Taxi Affiliation Services,1200,32,0.0
22,11.25,4,4,7,1365827400,41.92276062,-87.699155343,41.878865584,-87.625192142,0.0,,,Credit Card,Taxi Affiliation Services,420,32,3.65
22,13.45,5,9,6,1368782100,41.92276062,-87.699155343,41.878865584,-87.625192142,4.2,,,Credit Card,Dispatch Taxi Affiliation,1140,32,2.65
22,11.85,10,19,6,1445022000,41.92276062,-87.699155343,41.96581197,-87.655878786,3.7,,,Credit Card,,1080,3,3.0
22,13.45,5,9,1,1399194900,41.92276062,-87.699155343,41.96581197,-87.655878786,0.2,,,Cash,Taxi Affiliation Services,960,3,0.0
22,6.45,5,1,7,1432948500,41.92276062,-87.699155343,41.924347077,-87.734739754,1.5,,,Cash,,360,20,0.0
22,9.85,1,22,3,1359497700,41.92276062,-87.699155343,41.938666196,-87.711210593,3.3,,,Cash,,420,21,0.0
22,7.85,5,2,4,1367376300,41.92276062,-87.699155343,41.938666196,-87.711210593,2.3,,,Credit Card,,420,21,1.0
22,7.45,9,2,1,1411870500,41.92276062,-87.699155343,41.938666196,-87.711210593,1.8,,,Cash,Taxi Affiliation Services,360,21,0.0
22,3.25,3,17,4,1363801500,41.92276062,-87.699155343,41.899602111,-87.633308037,0.0,,,Cash,,0,8,0.0
22,15.45,3,1,6,1395365400,41.92276062,-87.699155343,41.899602111,-87.633308037,6.1,,,Credit Card,,900,8,3.29
22,11.85,8,22,5,1407450600,41.92276062,-87.699155343,41.899602111,-87.633308037,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,720,8,0.0
22,10.65,12,9,6,1449826200,41.92276062,-87.699155343,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,900,8,0.0
22,29.45,4,16,6,1428682500,41.92276062,-87.699155343,41.980264315,-87.913624596,13.8,,,Credit Card,Taxi Affiliation Services,2280,76,6.25
22,28.45,2,5,4,1393391700,41.92276062,-87.699155343,41.980264315,-87.913624596,14.0,,,Cash,,960,76,0.0
22,31.45,12,10,3,1387880100,41.92276062,-87.699155343,41.79259236,-87.769615453,0.0,,,Credit Card,Taxi Affiliation Services,1620,56,8.35
22,30.45,9,15,1,1411313400,41.92276062,-87.699155343,41.79259236,-87.769615453,13.5,,,Cash,Taxi Affiliation Services,1980,56,0.0
22,6.65,1,12,7,1421497800,41.92276062,-87.699155343,41.927260956,-87.765501609,1.8,,,Cash,Dispatch Taxi Affiliation,420,19,0.0
22,9.25,6,23,7,1402184700,41.92276062,-87.699155343,41.953582125,-87.72345239,2.8,,,Cash,Taxi Affiliation Services,720,16,0.0
22,6.85,2,22,7,1392501600,41.92276062,-87.699155343,41.953582125,-87.72345239,1.7,,,Cash,,420,16,0.0
22,15.65,8,13,6,1407503700,41.92276062,-87.699155343,41.857183858,-87.620334624,5.6,,,Cash,Dispatch Taxi Affiliation,1380,33,0.0
22,10.45,10,14,7,1444488300,41.92276062,-87.699155343,41.944226601,-87.655998182,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,960,6,0.0
22,8.45,10,22,3,1413928800,41.92276062,-87.699155343,41.944226601,-87.655998182,2.3,,,Cash,Taxi Affiliation Services,600,6,0.0
22,9.25,5,22,3,1431469800,41.92276062,-87.699155343,41.944226601,-87.655998182,2.7,,,Cash,Dispatch Taxi Affiliation,660,6,0.0
22,11.05,2,22,5,1424988000,41.92276062,-87.699155343,41.944226601,-87.655998182,3.6,,,Cash,,900,6,0.0
22,7.25,6,20,1,1403469000,41.92276062,-87.699155343,41.944226601,-87.655998182,2.0,,,Cash,KOAM Taxi Association,420,6,0.0
22,12.85,7,14,6,1373034600,41.92276062,-87.699155343,41.944226601,-87.655998182,0.1,,,Credit Card,Dispatch Taxi Affiliation,1320,6,2.55
22,9.05,5,20,1,1400445000,41.92276062,-87.699155343,41.944226601,-87.655998182,2.8,,,Cash,Top Cab Affiliation,600,6,0.0
22,11.65,6,0,2,1434326400,41.92276062,-87.699155343,41.944226601,-87.655998182,3.6,,,Credit Card,Dispatch Taxi Affiliation,960,6,2.0
22,6.65,12,0,7,1419641100,41.92276062,-87.699155343,41.947791586,-87.683834942,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,420,5,0.0
22,7.65,2,19,3,1423596600,41.92276062,-87.699155343,41.874005383,-87.66351755,2.1,,,Cash,Dispatch Taxi Affiliation,540,28,0.0
22,11.25,10,12,4,1383136200,41.92276062,-87.699155343,41.874005383,-87.66351755,0.2,,,Credit Card,Taxi Affiliation Services,780,28,3.05
22,13.25,9,23,1,1441581300,41.92276062,-87.699155343,41.874005383,-87.66351755,5.0,,,Cash,Dispatch Taxi Affiliation,780,28,0.0
22,13.45,11,23,6,1415401200,41.92276062,-87.699155343,41.874005383,-87.66351755,5.3,,,Cash,,600,28,0.0
22,11.25,12,9,2,1418031000,41.92276062,-87.699155343,41.874005383,-87.66351755,0.2,,,Credit Card,Taxi Affiliation Services,780,28,3.35
22,9.65,1,16,7,1359216000,41.92276062,-87.699155343,41.874005383,-87.66351755,0.1,,,Cash,Blue Ribbon Taxi Association Inc.,660,28,0.0
22,11.05,3,16,7,1396110600,41.92276062,-87.699155343,41.922686284,-87.649488729,0.1,,,Cash,Taxi Affiliation Services,960,7,0.0
22,10.05,1,18,5,1420137900,41.92276062,-87.699155343,41.922686284,-87.649488729,3.1,,,Cash,Taxi Affiliation Services,780,7,0.0
22,8.65,2,14,3,1391522400,41.92276062,-87.699155343,41.922686284,-87.649488729,2.3,,,Cash,Taxi Affiliation Services,660,7,0.0
22,6.85,3,3,1,1427598000,41.92276062,-87.699155343,41.922686284,-87.649488729,1.4,,,Credit Card,Dispatch Taxi Affiliation,420,7,4.0
22,11.05,8,4,7,1376712900,41.92276062,-87.699155343,41.922686284,-87.649488729,0.0,,,No Charge,Dispatch Taxi Affiliation,840,7,0.0
22,13.25,3,16,2,1363624200,41.92276062,-87.699155343,41.922686284,-87.649488729,0.0,,,Cash,Dispatch Taxi Affiliation,1320,7,0.0
22,8.85,7,2,1,1373165100,41.92276062,-87.699155343,41.968069,-87.721559063,2.7,,,Cash,,540,14,0.0
22,13.25,1,21,4,1358975700,41.92276062,-87.699155343,41.839086906,-87.714003807,0.0,,,Cash,Taxi Affiliation Services,780,30,0.0
22,12.25,1,0,1,1389484800,41.92276062,-87.699155343,41.975170943,-87.687515515,4.3,,,Cash,,1020,4,0.0
22,11.05,6,8,3,1401782400,41.92276062,-87.699155343,41.975170943,-87.687515515,3.0,,,Cash,,960,4,0.0
22,5.5,2,1,4,1454461200,41.92276062,-87.699155343,41.92276062,-87.699155343,0.9,,,Cash,Taxi Affiliation Services,240,22,0.0
22,3.25,4,13,7,1398518100,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Dispatch Taxi Affiliation,0,22,0.0
22,6.65,10,21,4,1413408600,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,420,22,0.0
22,7.25,7,14,4,1374069600,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Credit Card,Taxi Affiliation Services,600,22,3.0
22,3.65,7,5,7,1374297300,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,120,22,0.0
22,7.65,8,18,7,1377369900,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Chicago Elite Cab Corp. (Chicago Carriag,600,22,0.0
22,3.85,6,2,5,1402538400,41.92276062,-87.699155343,41.92276062,-87.699155343,0.3,,,Cash,Taxi Affiliation Services,60,22,0.0
22,6.25,8,16,7,1408812300,41.92276062,-87.699155343,41.92276062,-87.699155343,1.3,,,Cash,,420,22,0.0
22,3.25,12,7,6,1451026800,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,0,22,0.0
22,3.25,5,5,5,1368075600,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Northwest Management LLC,0,22,0.0
22,5.45,10,2,1,1382235300,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,300,22,0.0
22,10.05,11,3,1,1384659000,41.92276062,-87.699155343,41.92276062,-87.699155343,3.0,,,Cash,,720,22,0.0
22,5.05,11,2,5,1448503200,41.92276062,-87.699155343,41.92276062,-87.699155343,0.8,,,Cash,,240,22,0.0
22,6.45,3,19,6,1362771900,41.92276062,-87.699155343,41.92276062,-87.699155343,1.5,,,Cash,,360,22,0.0
22,3.25,2,12,6,1424433600,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,0,22,0.0
22,3.25,12,1,3,1387242000,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,0,22,0.0
22,5.45,3,19,7,1395516600,41.92276062,-87.699155343,41.92276062,-87.699155343,0.1,,,Cash,,300,22,0.0
22,3.25,2,19,2,1423508400,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,22,0.0
22,3.25,1,4,7,1390018500,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Credit Card,Northwest Management LLC,0,22,0.0
22,4.85,6,21,7,1370726100,41.92276062,-87.699155343,41.92276062,-87.699155343,0.0,,,Cash,Dispatch Taxi Affiliation,180,22,0.0
22,6.05,2,6,1,1424584800,41.92276062,-87.699155343,41.92276062,-87.699155343,1.5,,,Cash,Dispatch Taxi Affiliation,300,22,0.0
22,19.85,7,0,7,1435968900,41.92276062,-87.699155343,41.9867118,-87.663416405,7.9,,,Credit Card,Taxi Affiliation Services,1680,77,3.0
22,18.25,5,22,4,1369864800,41.92276062,-87.699155343,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,1140,77,0.0
77,10.65,2,21,6,1391808600,41.9867118,-87.663416405,,,0.0,,,Cash,Taxi Affiliation Services,840,,0.0
77,15.05,12,6,7,1387003500,41.9867118,-87.663416405,,,6.3,,,Credit Card,Dispatch Taxi Affiliation,960,,3.6
77,26.65,7,17,3,1373390100,41.9867118,-87.663416405,,,7.41,,,Cash,,3180,,0.0
77,32.25,12,17,7,1418490900,41.9867118,-87.663416405,,,13.2,,,Cash,,2640,,0.0
77,6.25,5,11,6,1432899900,41.9867118,-87.663416405,42.001571027,-87.695012589,1.2,,,Cash,,360,2,0.0
77,35.45,10,22,6,1414188900,41.9867118,-87.663416405,42.001571027,-87.695012589,0.0,,,Cash,Choice Taxi Association,4740,2,0.0
77,9.25,2,3,1,1423971900,41.9867118,-87.663416405,42.001571027,-87.695012589,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,840,2,0.0
77,10.65,8,12,5,1440072000,41.9867118,-87.663416405,42.001571027,-87.695012589,0.0,,,Cash,Taxi Affiliation Services,780,2,0.0
77,17.85,3,11,7,1364037300,41.9867118,-87.663416405,41.901206994,-87.676355989,0.0,,,Credit Card,Taxi Affiliation Services,1320,24,3.55
77,18.64,9,7,4,1443597300,41.9867118,-87.663416405,41.901206994,-87.676355989,5.5,,,Cash,,1980,24,0.0
77,27.45,11,19,3,1385492400,41.9867118,-87.663416405,41.878865584,-87.625192142,0.0,,,Cash,Choice Taxi Association,2220,32,0.0
77,21.65,9,8,3,1412066700,41.9867118,-87.663416405,41.878865584,-87.625192142,8.7,,,Credit Card,Taxi Affiliation Services,1860,32,3.0
77,6.45,7,14,6,1438352100,41.9867118,-87.663416405,41.878865584,-87.625192142,0.7,,,Credit Card,,600,32,3.0
77,20.65,4,23,3,1429659000,41.9867118,-87.663416405,41.878865584,-87.625192142,0.5,,,Credit Card,Taxi Affiliation Services,1140,32,5.4
77,20.05,8,16,2,1441038600,41.9867118,-87.663416405,41.878865584,-87.625192142,7.8,,,Cash,,1500,32,0.0
77,19.85,11,9,3,1416906000,41.9867118,-87.663416405,41.878865584,-87.625192142,8.6,,,Credit Card,,1020,32,3.97
77,6.25,6,3,5,1466047800,41.9867118,-87.663416405,42.009622881,-87.670166857,0.0,,,Credit Card,Taxi Affiliation Services,240,1,1.5
77,9.05,11,12,5,1447330500,41.9867118,-87.663416405,42.009622881,-87.670166857,2.6,,,Cash,Dispatch Taxi Affiliation,660,1,0.0
77,10.5,5,23,2,1464046200,41.9867118,-87.663416405,42.009622881,-87.670166857,2.2,,,Cash,,840,1,0.0
77,7.05,7,14,6,1405089000,41.9867118,-87.663416405,42.009622881,-87.670166857,1.5,,,Cash,Taxi Affiliation Services,480,1,0.0
77,6.25,8,19,3,1377630000,41.9867118,-87.663416405,42.009622881,-87.670166857,0.0,,,Credit Card,Taxi Affiliation Services,300,1,2.0
77,11.25,6,6,5,1433397600,41.9867118,-87.663416405,42.009622881,-87.670166857,3.9,,,Cash,,720,1,0.0
77,6.65,7,1,7,1406336400,41.9867118,-87.663416405,42.009622881,-87.670166857,1.8,,,Cash,Taxi Affiliation Services,360,1,0.0
77,8.25,2,18,5,1423161000,41.9867118,-87.663416405,42.009622881,-87.670166857,1.9,,,Cash,Taxi Affiliation Services,720,1,0.0
77,8.65,5,6,3,1430808300,41.9867118,-87.663416405,41.96581197,-87.655878786,2.4,,,Cash,,720,3,0.0
77,9.05,11,15,1,1417362300,41.9867118,-87.663416405,41.96581197,-87.655878786,2.5,,,Credit Card,,720,3,0.0
77,4.45,9,18,1,1411322400,41.9867118,-87.663416405,41.96581197,-87.655878786,0.7,,,Cash,,60,3,0.0
77,7.25,8,17,2,1375724700,41.9867118,-87.663416405,41.96581197,-87.655878786,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,480,3,0.0
77,7.65,12,18,3,1418150700,41.9867118,-87.663416405,41.96581197,-87.655878786,1.8,,,Credit Card,,600,3,2.0
77,4.85,1,9,3,1357033500,41.9867118,-87.663416405,41.96581197,-87.655878786,8.0,,,Cash,Taxi Affiliation Services,300,3,0.0
77,5.45,12,22,7,1449355500,41.9867118,-87.663416405,41.96581197,-87.655878786,1.1,,,Credit Card,,300,3,2.0
77,19.45,12,23,5,1387494900,41.9867118,-87.663416405,41.96581197,-87.655878786,2.4,,,Cash,,2640,3,0.0
77,10.85,5,18,6,1367605800,41.9867118,-87.663416405,41.96581197,-87.655878786,3.1,,,Cash,,780,3,0.0
77,8.65,6,7,1,1433661300,41.9867118,-87.663416405,41.96581197,-87.655878786,3.0,,,Credit Card,,360,3,2.0
77,4.65,10,8,7,1413619200,41.9867118,-87.663416405,41.96581197,-87.655878786,0.0,,,Cash,Taxi Affiliation Services,180,3,0.0
77,7.65,5,17,6,1431107100,41.9867118,-87.663416405,41.96581197,-87.655878786,2.0,,,Cash,Dispatch Taxi Affiliation,480,3,0.0
77,6.85,4,13,1,1398605400,41.9867118,-87.663416405,41.96581197,-87.655878786,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,480,3,0.0
77,4.85,2,2,6,1391738400,41.9867118,-87.663416405,41.96581197,-87.655878786,0.0,,,Cash,Choice Taxi Association,180,3,0.0
77,5.65,4,8,3,1366101900,41.9867118,-87.663416405,41.96581197,-87.655878786,0.9,,,Cash,,300,3,0.0
77,8.05,8,14,2,1441030500,41.9867118,-87.663416405,41.96581197,-87.655878786,2.2,,,Cash,Choice Taxi Association,420,3,0.0
77,10.65,11,4,7,1385786700,41.9867118,-87.663416405,41.96581197,-87.655878786,0.0,,,Credit Card,Taxi Affiliation Services,1020,3,15.0
77,7.25,2,18,7,1425146400,41.9867118,-87.663416405,41.96581197,-87.655878786,1.7,,,Cash,,600,3,0.0
77,5.85,3,10,4,1427277600,41.9867118,-87.663416405,41.96581197,-87.655878786,1.0,,,Cash,,360,3,0.0
77,4.65,3,20,2,1395086400,41.9867118,-87.663416405,41.96581197,-87.655878786,0.7,,,Cash,Taxi Affiliation Services,240,3,0.0
77,7.65,7,22,3,1373408100,41.9867118,-87.663416405,41.96581197,-87.655878786,0.22,,,Cash,,360,3,0.0
77,18.85,5,8,4,1430901900,41.9867118,-87.663416405,41.899602111,-87.633308037,7.6,,,Cash,,1620,8,0.0
77,17.25,3,8,6,1364545800,41.9867118,-87.663416405,41.899602111,-87.633308037,7.5,,,Cash,,720,8,0.0
77,17.45,10,12,5,1381408200,41.9867118,-87.663416405,41.899602111,-87.633308037,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,960,8,0.0
77,15.25,12,16,5,1417709700,41.9867118,-87.663416405,41.899602111,-87.633308037,6.2,,,Cash,,720,8,0.0
77,16.25,4,17,5,1366307100,41.9867118,-87.663416405,41.899602111,-87.633308037,0.4,,,Cash,Taxi Affiliation Services,720,8,0.0
77,17.65,11,11,3,1384254000,41.9867118,-87.663416405,41.899602111,-87.633308037,0.0,,,Cash,Taxi Affiliation Services,900,8,0.0
77,19.25,12,12,1,1419164100,41.9867118,-87.663416405,41.899602111,-87.633308037,8.6,,,Cash,Dispatch Taxi Affiliation,840,8,0.0
77,29.25,6,7,2,1371453300,41.9867118,-87.663416405,41.980264315,-87.913624596,0.0,,,Credit Card,Blue Ribbon Taxi Association Inc.,2160,76,7.8
77,29.85,4,6,4,1427870700,41.9867118,-87.663416405,41.980264315,-87.913624596,0.8,,,Credit Card,Taxi Affiliation Services,1620,76,6.35
77,31.85,9,12,6,1442579400,41.9867118,-87.663416405,41.980264315,-87.913624596,14.1,,,Cash,KOAM Taxi Association,2340,76,0.0
77,34.85,3,15,6,1426260600,41.9867118,-87.663416405,41.980264315,-87.913624596,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,2820,76,0.0
77,33.65,2,8,5,1361434500,41.9867118,-87.663416405,41.980264315,-87.913624596,0.0,,,Credit Card,Taxi Affiliation Services,2460,76,7.1
77,51.85,12,8,4,1449043200,41.9867118,-87.663416405,41.980264315,-87.913624596,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,5580,76,0.0
77,11.45,9,14,4,1378908000,41.9867118,-87.663416405,41.944226601,-87.655998182,0.0,,,No Charge,Northwest Management LLC,540,6,0.0
77,13.45,8,20,6,1376081100,41.9867118,-87.663416405,41.944226601,-87.655998182,0.0,,,Credit Card,Northwest Management LLC,960,6,3.35
77,7.85,2,19,1,1391973300,41.9867118,-87.663416405,41.944226601,-87.655998182,0.23,,,Cash,,480,6,0.0
77,12.85,4,13,5,1396532700,41.9867118,-87.663416405,41.944226601,-87.655998182,4.4,,,Cash,Choice Taxi Association,900,6,0.0
77,10.25,8,8,1,1407657600,41.9867118,-87.663416405,41.944226601,-87.655998182,3.3,,,Cash,,600,6,0.0
77,9.25,4,16,6,1429289100,41.9867118,-87.663416405,41.944226601,-87.655998182,0.1,,,Cash,Taxi Affiliation Services,780,6,0.0
77,11.05,11,1,1,1416705300,41.9867118,-87.663416405,41.944226601,-87.655998182,4.0,,,Cash,Taxi Affiliation Services,540,6,0.0
77,12.25,6,8,2,1370853000,41.9867118,-87.663416405,41.944226601,-87.655998182,0.0,,,Cash,Taxi Affiliation Services,1200,6,0.0
77,11.25,8,18,3,1440526500,41.9867118,-87.663416405,41.944226601,-87.655998182,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,540,6,0.0
77,10.05,8,17,7,1377366300,41.9867118,-87.663416405,41.947791586,-87.683834942,0.0,,,Cash,Taxi Affiliation Services,780,5,0.0
77,21.25,7,11,1,1404645300,41.9867118,-87.663416405,41.874005383,-87.66351755,9.5,,,Cash,Dispatch Taxi Affiliation,1260,28,0.0
77,20.45,3,14,4,1395237600,41.9867118,-87.663416405,41.874005383,-87.66351755,9.2,,,Credit Card,Taxi Affiliation Services,960,28,0.05
77,16.05,11,13,4,1385559000,41.9867118,-87.663416405,41.922686284,-87.649488729,5.0,,,Cash,Taxi Affiliation Services,1620,7,0.0
77,13.25,1,18,7,1388861100,41.9867118,-87.663416405,41.922686284,-87.649488729,0.0,,,Credit Card,Taxi Affiliation Services,900,7,3.0
77,23.85,3,23,4,1426720500,41.9867118,-87.663416405,41.922686284,-87.649488729,9.8,,,Cash,,2040,7,0.0
77,16.25,3,10,1,1393755300,41.9867118,-87.663416405,41.922686284,-87.649488729,6.9,,,Cash,Choice Taxi Association,780,7,0.0
77,12.25,8,16,2,1376928000,41.9867118,-87.663416405,41.968069,-87.721559063,0.0,,,Cash,Taxi Affiliation Services,960,14,0.0
77,17.45,4,0,1,1429401600,41.9867118,-87.663416405,41.968069,-87.721559063,0.2,,,Cash,Taxi Affiliation Services,1980,14,0.0
77,9.65,9,22,7,1441491300,41.9867118,-87.663416405,41.968069,-87.721559063,3.2,,,Cash,,660,14,0.0
77,6.65,12,8,2,1417423500,41.9867118,-87.663416405,41.975170943,-87.687515515,1.5,,,Credit Card,Taxi Affiliation Services,480,4,2.0
77,6.45,7,9,3,1373360400,41.9867118,-87.663416405,41.975170943,-87.687515515,1.6,,,Cash,Dispatch Taxi Affiliation,300,4,0.0
77,7.25,1,6,6,1390545900,41.9867118,-87.663416405,41.975170943,-87.687515515,2.0,,,Cash,Choice Taxi Association,360,4,0.0
77,13.25,11,11,7,1446895800,41.9867118,-87.663416405,41.975170943,-87.687515515,0.2,,,Cash,Blue Ribbon Taxi Association Inc.,1320,4,0.0
77,20.85,7,15,7,1374332400,41.9867118,-87.663416405,41.92276062,-87.699155343,7.1,,,Credit Card,,1980,22,4.17
77,13.85,7,12,4,1437566400,41.9867118,-87.663416405,41.92276062,-87.699155343,0.0,,,Cash,Taxi Affiliation Services,1020,22,0.0
77,4.65,10,13,7,1382794200,41.9867118,-87.663416405,41.9867118,-87.663416405,0.8,,,Credit Card,Dispatch Taxi Affiliation,180,77,1.0
77,3.5,12,8,4,1481703300,41.9867118,-87.663416405,41.9867118,-87.663416405,0.1,,,Cash,,60,77,0.0
77,3.25,2,12,6,1456488900,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,77,0.0
77,23.05,3,17,3,1426008600,41.9867118,-87.663416405,41.9867118,-87.663416405,6.84,,,Cash,,2700,77,0.0
77,3.65,5,1,5,1398907800,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Dispatch Taxi Affiliation,60,77,0.0
77,5.45,1,1,5,1420074000,41.9867118,-87.663416405,41.9867118,-87.663416405,1.2,,,Cash,,240,77,0.0
77,7.25,1,20,6,1357330500,41.9867118,-87.663416405,41.9867118,-87.663416405,1.6,,,Cash,,480,77,0.0
77,3.25,3,16,1,1364143500,41.9867118,-87.663416405,41.9867118,-87.663416405,0.1,,,Cash,,0,77,0.0
77,3.25,8,15,2,1408978800,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,,0,77,0.0
77,5.65,10,9,6,1443776400,41.9867118,-87.663416405,41.9867118,-87.663416405,1.1,,,Cash,,300,77,0.0
77,5.45,1,14,7,1420293600,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,240,77,0.0
77,4.25,7,20,5,1437078600,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,180,77,0.0
77,4.85,2,13,6,1393592400,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,120,77,0.0
77,0.04,12,15,4,1419435900,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Northwest Management LLC,60,77,0.0
77,3.25,1,20,7,1388867400,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Chicago Elite Cab Corp. (Chicago Carriag,60,77,0.0
77,7.45,10,12,3,1445345100,41.9867118,-87.663416405,41.9867118,-87.663416405,1.5,,,Cash,,540,77,0.0
77,4.65,12,13,5,1387458900,41.9867118,-87.663416405,41.9867118,-87.663416405,0.6,,,Cash,,180,77,0.0
77,4.65,11,15,4,1384356600,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,180,77,0.0
77,3.25,12,4,5,1419480900,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Dispatch Taxi Affiliation,0,77,0.0
77,3.75,12,12,4,1482928200,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,60,77,0.0
77,3.25,2,21,2,1422911700,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,0,77,0.0
77,5.65,1,17,7,1389459600,41.9867118,-87.663416405,41.9867118,-87.663416405,0.9,,,Cash,KOAM Taxi Association,300,77,0.0
77,3.25,12,18,2,1387823400,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,77,0.0
77,26.05,5,21,3,1432674900,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Chicago Elite Cab Corp. (Chicago Carriag,1500,77,0.0
77,88.05,9,14,5,1378392300,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Choice Taxi Association,5220,77,0.0
77,3.25,2,17,5,1392312600,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,Taxi Affiliation Services,0,77,0.0
77,5.85,1,19,7,1422126900,41.9867118,-87.663416405,41.9867118,-87.663416405,1.1,,,Cash,,360,77,0.0
77,3.25,4,4,1,1365913800,41.9867118,-87.663416405,41.9867118,-87.663416405,0.0,,,Cash,,0,77,0.0
6,5.25,5,1,1,1432431000,41.945170453,-87.668794439,41.957530922,-87.66661144,1.0,,17031060100,Cash,Choice Taxi Association,240,6,0.0
6,6.25,11,3,7,1414812600,41.945170453,-87.668794439,41.949060526,-87.661642904,1.4,,17031061200,Credit Card,Taxi Affiliation Services,360,6,1.0
6,6.45,5,21,6,1400274900,41.945170453,-87.668794439,41.958154876,-87.653021789,1.5,,17031032100,Cash,,420,3,0.0
6,8.65,4,23,6,1367019900,41.945170453,-87.668794439,41.914616286,-87.631717366,0.0,,17031071500,Credit Card,Taxi Affiliation Services,660,7,2.0
6,12.25,5,19,7,1368903600,41.945170453,-87.668794439,41.899737388,-87.664953917,0.0,,17031242000,Credit Card,Choice Taxi Association,1140,24,2.45
6,7.65,8,1,1,1407634200,41.945170453,-87.668794439,41.928619051,-87.685362024,2.0,,17031830900,Credit Card,Taxi Affiliation Services,540,22,2.0
6,6.85,6,2,6,1434074400,41.945170453,-87.668794439,41.929272532,-87.673807238,0.0,,17031070700,Cash,Taxi Affiliation Services,480,7,0.0
6,28.45,7,0,1,1405816200,41.945170453,-87.668794439,41.982775009,-87.8773054,0.7,,17031770700,Credit Card,Taxi Affiliation Services,1920,,8.8
6,14.05,3,7,3,1425970800,41.945170453,-87.668794439,41.89503345,-87.619710672,5.7,,17031081401,Cash,,900,8,0.0
6,5.45,5,19,6,1399664700,41.945170453,-87.668794439,41.942691844,-87.651770507,1.0,,17031062100,Cash,Dispatch Taxi Affiliation,300,6,0.0
6,7.65,10,1,7,1414201500,41.945170453,-87.668794439,41.926811182,-87.642605247,2.0,,17031070103,Cash,Taxi Affiliation Services,540,7,0.0
6,12.05,2,17,1,1424624400,41.945170453,-87.668794439,41.90749193,-87.63576009,3.5,,17031080300,Cash,,1020,8,0.0
7,10.45,9,21,7,1379799900,41.926811182,-87.642605247,41.892507781,-87.626214906,0.1,,17031081500,Cash,Taxi Affiliation Services,900,8,0.0
7,9.05,12,22,7,1419720300,41.926811182,-87.642605247,41.892042136,-87.63186395,2.7,,17031081700,Cash,,600,8,0.0
7,9.65,8,19,7,1408216500,41.926811182,-87.642605247,41.892042136,-87.63186395,2.6,,17031081700,Cash,Taxi Affiliation Services,720,8,0.0
7,6.85,6,22,5,1403822700,41.926811182,-87.642605247,41.900265687,-87.63210922,0.0,,17031081000,Cash,Dispatch Taxi Affiliation,420,8,0.0
7,7.05,7,23,4,1372895100,41.926811182,-87.642605247,41.900265687,-87.63210922,0.1,,17031081000,Credit Card,Taxi Affiliation Services,420,8,2.0
7,6.65,9,0,7,1379723400,41.926811182,-87.642605247,41.936237179,-87.656411531,0.0,,17031062900,Credit Card,Taxi Affiliation Services,420,6,1.5
7,13.85,6,14,7,1371912300,41.926811182,-87.642605247,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,1020,32,0.0
7,13.05,10,7,5,1414655100,41.926811182,-87.642605247,41.879255084,-87.642648998,3.5,,17031281900,Credit Card,,1320,28,3.0
7,11.45,10,21,3,1414530000,41.926811182,-87.642605247,41.879255084,-87.642648998,3.7,,17031281900,Cash,,960,28,0.0
7,13.85,10,21,7,1382218200,41.926811182,-87.642605247,41.972709547,-87.657341107,0.0,,17031031200,Cash,Blue Ribbon Taxi Association Inc.,1080,3,0.0
7,8.85,9,18,7,1379788200,41.926811182,-87.642605247,41.892072635,-87.628874157,0.1,,17031081600,Cash,Taxi Affiliation Services,720,8,0.0
7,12.45,4,6,2,1430117100,41.926811182,-87.642605247,41.867902418,-87.642958665,4.1,,17031841900,Credit Card,,1020,28,2.0
39,16.05,10,14,6,1443794400,41.808916283,-87.596183344,41.878865584,-87.625192142,6.5,,,Cash,Taxi Affiliation Services,900,32,0.0
39,15.85,10,12,7,1412425800,41.808916283,-87.596183344,41.878865584,-87.625192142,6.2,,,Cash,Taxi Affiliation Services,960,32,0.0
39,15.25,10,13,5,1412859600,41.808916283,-87.596183344,41.878865584,-87.625192142,6.0,,,Cash,Taxi Affiliation Services,840,32,0.0
39,16.45,1,16,6,1422633600,41.808916283,-87.596183344,41.899602111,-87.633308037,0.4,,,Cash,Taxi Affiliation Services,900,8,0.0
39,15.65,8,12,6,1377865800,41.808916283,-87.596183344,41.899602111,-87.633308037,0.0,,,Credit Card,Taxi Affiliation Services,960,8,0.0
39,28.05,11,6,3,1383633900,41.808916283,-87.596183344,41.79259236,-87.769615453,13.4,,,Credit Card,Taxi Affiliation Services,1200,56,0.0
39,5.25,7,14,6,1435934700,41.808916283,-87.596183344,41.794090253,-87.592310855,0.0,,,Cash,Taxi Affiliation Services,240,41,0.0
39,8.05,1,18,7,1420308900,41.808916283,-87.596183344,41.794090253,-87.592310855,1.9,,,Cash,Taxi Affiliation Services,660,41,0.0
39,6.05,11,16,6,1415981700,41.808916283,-87.596183344,41.794090253,-87.592310855,0.0,,,Cash,Taxi Affiliation Services,240,41,0.0
39,3.45,4,14,2,1364826600,41.808916283,-87.596183344,41.808916283,-87.596183344,0.0,,,Cash,Taxi Affiliation Services,0,39,0.0
39,5.85,4,18,6,1397844000,41.808916283,-87.596183344,41.808916283,-87.596183344,1.1,,,Cash,Taxi Affiliation Services,300,39,0.0
39,4.25,9,13,6,1443187800,41.808916283,-87.596183344,41.808916283,-87.596183344,0.0,,,Cash,Taxi Affiliation Services,180,39,0.0
39,4.85,1,3,1,1389498300,41.808916283,-87.596183344,41.808916283,-87.596183344,0.9,,,Cash,Taxi Affiliation Services,180,39,0.0
39,9.25,12,1,1,1385860500,41.808916283,-87.596183344,41.835117986,-87.618677767,0.0,,,Cash,Taxi Affiliation Services,600,35,0.0
31,51.25,6,21,5,1370555100,41.850266366,-87.667569312,,,26.7,,,Cash,,1800,,0.0
31,16.05,8,22,5,1408661100,41.850266366,-87.667569312,41.900069603,-87.720918238,6.6,,,Cash,,900,23,0.0
31,10.45,10,2,2,1414375200,41.850266366,-87.667569312,41.899602111,-87.633308037,4.0,,,Cash,Taxi Affiliation Services,480,8,0.0
31,11.85,4,1,7,1397871900,41.850266366,-87.667569312,41.899602111,-87.633308037,4.0,,,Cash,Choice Taxi Association,840,8,0.0
31,25.65,6,3,1,1403406900,41.850266366,-87.667569312,41.953582125,-87.72345239,9.7,,,Cash,,2400,16,0.0
31,24.05,10,23,5,1383262200,41.850266366,-87.667569312,41.944226601,-87.655998182,0.6,,,Cash,Taxi Affiliation Services,1740,6,0.0
31,3.45,2,13,7,1391262300,41.850266366,-87.667569312,41.874005383,-87.66351755,0.1,,,Cash,,0,28,0.0
11,3.25,10,11,5,1382008500,41.985916382,-87.768970241,41.985916382,-87.768970241,0.0,,17031110100,No Charge,Choice Taxi Association,0,11,0.0
22,5.85,1,2,3,1357007400,41.915909788,-87.68382594,41.906025969,-87.675311622,0.0,,17031241400,Cash,Taxi Affiliation Services,300,24,0.0
6,39.65,9,8,3,1412064000,41.950673358,-87.666536281,41.97907082,-87.903039661,0.0,,17031980000,Cash,Dispatch Taxi Affiliation,4440,76,0.0
6,15.05,4,7,6,1396595700,41.950673358,-87.666536281,41.879255084,-87.642648998,0.0,,17031281900,Cash,Dispatch Taxi Affiliation,960,28,0.0
6,15.0,3,22,7,1394922600,41.950673358,-87.666536281,41.950673358,-87.666536281,0.0,,17031060400,Cash,,0,6,0.0
6,4.0,9,23,6,1474674300,41.950673358,-87.666536281,41.950673358,-87.666536281,0.0,,17031060400,Cash,Blue Ribbon Taxi Association Inc.,120,6,0.0
6,14.45,1,6,1,1359268200,41.942577185,-87.647078509,,,6.21,,,Credit Card,,540,,2.0
6,20.45,4,3,1,1365303600,41.942577185,-87.647078509,,,9.2,,17031809400,Cash,Choice Taxi Association,1260,,0.0
6,58.25,3,3,1,1363490100,41.942577185,-87.647078509,,,29.1,,,Credit Card,Northwest Management LLC,2580,,0.0
6,12.65,5,21,5,1369947600,41.942577185,-87.647078509,41.892507781,-87.626214906,5.0,,17031081500,Cash,Dispatch Taxi Affiliation,600,8,0.0
6,6.45,1,1,6,1451612700,41.942577185,-87.647078509,41.957530922,-87.66661144,1.4,,17031060100,Cash,Choice Taxi Association,360,6,0.0
6,12.65,11,2,1,1416708000,41.942577185,-87.647078509,41.892042136,-87.63186395,4.6,,17031081700,Credit Card,Dispatch Taxi Affiliation,720,8,1.0
6,6.85,4,19,7,1366487100,41.942577185,-87.647078509,41.935983574,-87.675821928,0.0,,17031051300,Cash,Blue Ribbon Taxi Association Inc.,480,5,0.0
6,4.84,11,22,1,1384727400,41.942577185,-87.647078509,41.934762456,-87.639853859,0.8,,17031063302,Cash,,180,6,0.0
6,5.45,5,2,6,1399601700,41.942577185,-87.647078509,41.934762456,-87.639853859,0.0,,17031063302,Credit Card,Taxi Affiliation Services,240,6,2.0
6,11.25,11,2,6,1383273900,41.942577185,-87.647078509,41.987225558,-87.664937724,0.2,,17031030500,Credit Card,Taxi Affiliation Services,900,77,3.0
6,7.05,7,23,4,1375314300,41.942577185,-87.647078509,41.950605232,-87.671332488,0.0,,17031060300,Cash,Northwest Management LLC,540,6,0.0
6,6.05,2,7,2,1360568700,41.942577185,-87.647078509,41.922082541,-87.634156093,1.3,,17031071400,Cash,,360,7,0.0
6,15.85,10,16,7,1413649800,41.942577185,-87.647078509,41.884987192,-87.620992913,4.9,,17031320100,Credit Card,KOAM Taxi Association,1440,32,4.45
6,13.45,12,8,6,1386924300,41.942577185,-87.647078509,41.880994471,-87.632746489,4.3,,17031839100,Credit Card,Choice Taxi Association,1140,32,2.65
6,20.65,10,22,6,1414792800,41.942577185,-87.647078509,41.88528132,-87.6572332,5.4,,17031833000,Cash,Northwest Management LLC,2640,28,0.0
6,4.25,6,0,4,1434501000,41.942577185,-87.647078509,41.946294536,-87.654298084,0.4,,17031832000,Cash,Blue Ribbon Taxi Association Inc.,240,6,0.0
6,5.05,10,20,7,1414269900,41.942577185,-87.647078509,41.936310131,-87.651562592,0.6,,17031063000,Cash,Taxi Affiliation Services,300,6,0.0
6,5.45,8,3,7,1376708400,41.942577185,-87.647078509,41.962178629,-87.645378762,0.0,,17031031400,Cash,Dispatch Taxi Affiliation,300,3,0.0
6,6.45,2,0,1,1393116300,41.942577185,-87.647078509,41.949139771,-87.656803909,0.8,,17031061100,Cash,,480,6,0.0
6,11.25,6,19,6,1434740400,41.942577185,-87.647078509,41.902788048,-87.62614559,0.0,,17031081202,Cash,Northwest Management LLC,900,8,0.0
6,11.25,6,4,1,1370145600,41.942577185,-87.647078509,41.892072635,-87.628874157,0.2,,17031081600,Credit Card,Taxi Affiliation Services,600,8,2.45
6,4.25,4,22,2,1460413800,41.942577185,-87.647078509,41.942691844,-87.651770507,0.4,,17031062100,Cash,,180,6,0.0
6,12.45,1,7,4,1421221500,41.942577185,-87.647078509,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,840,8,0.0
6,6.05,7,22,3,1406673000,41.942577185,-87.647078509,41.945170453,-87.668794439,1.5,,17031831900,Cash,,420,6,0.0
6,3.65,11,1,5,1417052700,41.942577185,-87.647078509,41.942577185,-87.647078509,0.2,,17031062000,Cash,,60,6,0.0
6,4.05,5,21,5,1368135000,41.942577185,-87.647078509,41.942577185,-87.647078509,0.0,,17031062000,Cash,Blue Ribbon Taxi Association Inc.,120,6,0.0
6,17.05,6,20,5,1403208000,41.942577185,-87.647078509,41.942577185,-87.647078509,7.1,,17031062000,Credit Card,,1020,6,4.26
6,4.25,11,0,3,1448324100,41.942577185,-87.647078509,41.949829346,-87.64396537,0.5,,17031060900,Cash,,120,6,0.0
6,4.84,6,0,1,1434241800,41.942577185,-87.647078509,41.949829346,-87.64396537,0.4,,17031060900,Cash,,300,6,0.0
6,5.05,9,3,2,1409540400,41.942577185,-87.647078509,41.949829346,-87.64396537,0.8,,17031060900,Cash,Taxi Affiliation Services,300,6,0.0
35,13.25,10,13,2,1413812700,41.835117986,-87.618677767,41.878865584,-87.625192142,6.4,,,Cash,Dispatch Taxi Affiliation,1260,32,0.0
35,13.25,4,3,1,1365304500,41.835117986,-87.618677767,41.899602111,-87.633308037,0.3,,,Cash,Taxi Affiliation Services,600,8,0.0
35,11.25,8,12,5,1408018500,41.835117986,-87.618677767,41.899602111,-87.633308037,0.2,,,Credit Card,Taxi Affiliation Services,840,8,2.25
35,7.05,2,18,2,1424111400,41.835117986,-87.618677767,41.812948939,-87.617859676,2.0,,,Cash,Taxi Affiliation Services,360,38,0.0
35,6.45,12,13,4,1450875600,41.835117986,-87.618677767,41.857183858,-87.620334624,0.1,,,Cash,Taxi Affiliation Services,300,33,0.0
35,6.05,8,9,1,1376819100,41.835117986,-87.618677767,41.82371281,-87.602350437,0.0,,,Cash,Taxi Affiliation Services,300,36,0.0
35,15.25,5,12,6,1368188100,41.835117986,-87.618677767,41.794090253,-87.592310855,5.2,,,Cash,,1200,41,0.0
35,19.05,7,23,7,1437867000,41.835117986,-87.618677767,41.92276062,-87.699155343,0.5,,,Cash,Taxi Affiliation Services,900,22,0.0
35,11.05,4,7,4,1396422000,41.835117986,-87.618677767,41.850266366,-87.667569312,3.6,,,Cash,Choice Taxi Association,900,31,0.0
35,5.05,3,2,6,1394763300,41.835117986,-87.618677767,41.835117986,-87.618677767,0.1,,,Cash,,300,35,0.0
35,4.65,2,20,4,1423684800,41.835117986,-87.618677767,41.835117986,-87.618677767,0.0,,,Credit Card,Taxi Affiliation Services,120,35,2.0
35,3.25,3,21,5,1364505300,41.835117986,-87.618677767,41.835117986,-87.618677767,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,0,35,0.0
35,6.85,9,21,4,1379538000,41.835117986,-87.618677767,41.842076117,-87.633973422,0.0,,,Cash,Blue Ribbon Taxi Association Inc.,480,34,0.0
35,7.25,11,17,6,1415381400,41.835117986,-87.618677767,41.842076117,-87.633973422,1.7,,,Credit Card,Taxi Affiliation Services,480,34,2.0
8,5.05,4,18,2,1367259300,41.898331794,-87.620762865,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,300,8,0.0
8,5.65,8,15,7,1408806000,41.898331794,-87.620762865,41.892507781,-87.626214906,0.9,,17031081500,Cash,,360,8,0.0
8,4.45,1,16,6,1389976200,41.898331794,-87.620762865,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,120,8,0.0
8,5.65,10,21,7,1446327000,41.898331794,-87.620762865,41.892507781,-87.626214906,0.8,,17031081500,Credit Card,Top Cab Affiliation,360,8,2.0
8,5.85,5,17,7,1399139100,41.898331794,-87.620762865,41.892507781,-87.626214906,0.7,,17031081500,Cash,Dispatch Taxi Affiliation,480,8,0.0
8,6.05,11,16,7,1416067200,41.898331794,-87.620762865,41.892507781,-87.626214906,0.5,,17031081500,Cash,,420,8,0.0
8,5.65,7,19,1,1437939900,41.898331794,-87.620762865,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,360,8,0.0
8,4.45,8,21,2,1439847900,41.898331794,-87.620762865,41.892507781,-87.626214906,0.5,,17031081500,Cash,Taxi Affiliation Services,240,8,0.0
8,19.25,4,17,4,1398274200,41.898331794,-87.620762865,41.957735565,-87.683718102,6.6,,17031050200,Cash,KOAM Taxi Association,1860,5,0.0
8,6.45,12,12,4,1418819400,41.898331794,-87.620762865,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,480,8,0.0
8,6.25,12,10,2,1387190700,41.898331794,-87.620762865,41.892042136,-87.63186395,0.0,,17031081700,Cash,Choice Taxi Association,420,8,0.0
8,7.65,10,19,6,1382123700,41.898331794,-87.620762865,41.892042136,-87.63186395,14.0,,17031081700,Cash,Taxi Affiliation Services,720,8,0.0
8,6.25,1,19,6,1452279600,41.898331794,-87.620762865,41.892042136,-87.63186395,0.7,,17031081700,Cash,,480,8,0.0
8,9.45,4,18,2,1366050600,41.898331794,-87.620762865,41.892042136,-87.63186395,14.0,,17031081700,Cash,Taxi Affiliation Services,1020,8,0.0
8,6.45,10,22,5,1382652900,41.898331794,-87.620762865,41.892042136,-87.63186395,1.1,,17031081700,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,6.65,1,10,4,1421229600,41.898331794,-87.620762865,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,540,8,0.0
8,6.45,5,9,3,1367919900,41.898331794,-87.620762865,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,480,8,0.0
8,5.65,2,22,6,1360363500,41.898331794,-87.620762865,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,300,8,1.5
8,8.45,6,22,7,1434235500,41.898331794,-87.620762865,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Blue Ribbon Taxi Association Inc.,900,8,0.0
8,5.65,3,22,1,1362954600,41.898331794,-87.620762865,41.892042136,-87.63186395,0.0,,17031081700,Cash,Dispatch Taxi Affiliation,300,8,0.0
8,5.65,4,20,2,1398112200,41.898331794,-87.620762865,41.892042136,-87.63186395,0.9,,17031081700,Cash,5129 - Mengisti Taxi,360,8,0.0
8,5.65,7,17,7,1374944400,41.898331794,-87.620762865,41.892042136,-87.63186395,0.7,,17031081700,Cash,Northwest Management LLC,420,8,0.0
8,6.75,8,0,7,1471653900,41.898331794,-87.620762865,41.892042136,-87.63186395,0.0,,17031081700,Cash,Dispatch Taxi Affiliation,540,8,0.0
8,5.85,2,0,6,1392338700,41.898331794,-87.620762865,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,360,8,2.0
8,9.25,1,0,4,1388536200,41.898331794,-87.620762865,41.93057857,-87.642206313,0.0,,17031070102,Credit Card,Taxi Affiliation Services,720,7,3.0
8,41.05,6,17,3,1402421400,41.898331794,-87.620762865,41.97907082,-87.903039661,18.0,,17031980000,Credit Card,,4260,76,8.81
8,39.65,10,17,4,1380735900,41.898331794,-87.620762865,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,3720,76,8.3
8,39.85,5,15,6,1401462900,41.898331794,-87.620762865,41.97907082,-87.903039661,1.1,,17031980000,Cash,Taxi Affiliation Services,3180,76,0.0
8,39.25,12,11,4,1450871100,41.898331794,-87.620762865,41.97907082,-87.903039661,18.5,,17031980000,Cash,Taxi Affiliation Services,2760,76,0.0
8,37.45,2,10,1,1393150500,41.898331794,-87.620762865,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,1560,76,8.15
8,37.25,7,11,6,1437736500,41.898331794,-87.620762865,41.97907082,-87.903039661,18.0,,17031980000,Credit Card,,2040,76,7.85
8,5.25,5,19,2,1399923000,41.898331794,-87.620762865,41.900265687,-87.63210922,0.7,,17031081000,Cash,Dispatch Taxi Affiliation,360,8,0.0
8,4.45,5,12,4,1367411400,41.898331794,-87.620762865,41.900265687,-87.63210922,0.5,,17031081000,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,10.05,10,22,6,1380926700,41.898331794,-87.620762865,41.914747305,-87.654007029,0.0,,17031832600,Cash,Taxi Affiliation Services,780,7,0.0
8,10.85,7,19,6,1374866100,41.898331794,-87.620762865,41.921778188,-87.651061884,0.0,,17031071100,Cash,Taxi Affiliation Services,1020,7,0.0
8,7.25,8,18,4,1440009900,41.898331794,-87.620762865,41.914616286,-87.631717366,1.8,,17031071500,Cash,Choice Taxi Association,480,7,0.0
8,6.85,9,15,4,1411572600,41.898331794,-87.620762865,41.914616286,-87.631717366,0.0,,17031071500,Cash,Taxi Affiliation Services,480,7,0.0
8,6.25,3,15,1,1395586800,41.898331794,-87.620762865,41.914616286,-87.631717366,0.0,,17031071500,Cash,Taxi Affiliation Services,300,7,0.0
8,9.65,3,20,3,1426019400,41.898331794,-87.620762865,41.938391258,-87.63857492,0.2,,17031063200,Credit Card,Taxi Affiliation Services,480,6,3.0
8,7.05,10,13,7,1380978900,41.898331794,-87.620762865,41.877406123,-87.621971652,1.4,,17031320400,Cash,Dispatch Taxi Affiliation,540,32,0.0
8,7.05,5,9,4,1399455000,41.898331794,-87.620762865,41.877406123,-87.621971652,0.1,,17031320400,Cash,Taxi Affiliation Services,480,32,0.0
8,9.85,7,15,6,1405695600,41.898331794,-87.620762865,41.877406123,-87.621971652,1.6,,17031320400,Credit Card,,1020,32,2.0
8,7.45,8,12,4,1375878600,41.898331794,-87.620762865,41.877406123,-87.621971652,0.0,,17031320400,Cash,Choice Taxi Association,540,32,0.0
8,7.25,5,19,6,1369422000,41.898331794,-87.620762865,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,780,32,0.0
8,8.65,10,12,1,1412512200,41.898331794,-87.620762865,41.877406123,-87.621971652,2.1,,17031320400,Cash,,600,32,0.0
8,8.05,2,15,7,1392479100,41.898331794,-87.620762865,41.877406123,-87.621971652,1.6,,17031320400,Cash,,660,32,0.0
8,10.45,1,19,7,1390679100,41.898331794,-87.620762865,41.938232293,-87.646782081,3.5,,17031063100,Cash,,540,6,0.0
8,7.05,12,20,5,1386880200,41.898331794,-87.620762865,41.89830587,-87.653613982,1.3,,17031842300,Cash,Dispatch Taxi Affiliation,540,24,0.0
8,7.45,9,22,4,1441231200,41.898331794,-87.620762865,41.89830587,-87.653613982,1.8,,17031842300,Credit Card,Taxi Affiliation Services,600,24,1.0
8,8.65,4,1,1,1398561300,41.898331794,-87.620762865,41.934762456,-87.639853859,2.8,,17031063302,Credit Card,Taxi Affiliation Services,360,6,2.0
8,12.85,6,15,1,1371397500,41.898331794,-87.620762865,41.859349715,-87.617358006,0.2,,17031330100,Credit Card,Taxi Affiliation Services,1020,33,3.0
8,9.05,5,21,6,1400276700,41.898331794,-87.620762865,41.859349715,-87.617358006,2.7,,17031330100,Credit Card,Taxi Affiliation Services,600,33,2.0
8,13.45,6,19,5,1401994800,41.898331794,-87.620762865,41.906025969,-87.675311622,0.0,,17031241400,Cash,Choice Taxi Association,1440,24,0.0
8,9.65,7,20,2,1436817600,41.898331794,-87.620762865,41.899589796,-87.674719134,2.7,,17031242200,Cash,Taxi Affiliation Services,780,24,0.0
8,5.65,10,19,5,1444333500,41.898331794,-87.620762865,41.907520075,-87.6266589,0.8,,17031080100,Cash,Choice Taxi Association,360,8,0.0
8,4.65,10,17,3,1383068700,41.898331794,-87.620762865,41.907520075,-87.6266589,0.6,,17031080100,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,17.05,12,21,3,1387315800,41.898331794,-87.620762865,41.987225558,-87.664937724,7.3,,17031030500,Credit Card,,900,77,3.41
8,8.05,2,14,7,1392472800,41.898331794,-87.620762865,41.922082541,-87.634156093,2.3,,17031071400,Cash,Dispatch Taxi Affiliation,360,7,0.0
8,8.05,5,11,2,1367839800,41.898331794,-87.620762865,41.922082541,-87.634156093,0.0,,17031071400,Cash,Blue Ribbon Taxi Association Inc.,480,7,0.0
8,6.25,8,16,6,1406908800,41.898331794,-87.620762865,41.890922026,-87.618868355,0.7,,17031081403,Credit Card,Taxi Affiliation Services,480,8,0.02
8,5.05,10,23,7,1446334200,41.898331794,-87.620762865,41.890922026,-87.618868355,0.7,,17031081403,Cash,,300,8,0.0
8,5.85,4,21,4,1429133400,41.898331794,-87.620762865,41.890922026,-87.618868355,0.7,,17031081403,Credit Card,KOAM Taxi Association,420,8,2.0
8,6.0,5,13,5,1463663700,41.898331794,-87.620762865,41.890922026,-87.618868355,0.6,,17031081403,Cash,,420,8,0.0
8,5.85,12,0,4,1449014400,41.898331794,-87.620762865,41.890922026,-87.618868355,0.8,,17031081403,Credit Card,Taxi Affiliation Services,420,8,3.0
8,5.85,9,7,4,1380092400,41.898331794,-87.620762865,41.890922026,-87.618868355,0.9,,17031081403,Cash,,360,8,0.0
8,4.84,4,12,2,1397476800,41.898331794,-87.620762865,41.890922026,-87.618868355,0.8,,17031081403,Credit Card,,180,8,2.0
8,6.05,10,16,1,1445788800,41.898331794,-87.620762865,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Taxi Affiliation Services,420,8,4.0
8,5.25,7,19,1,1467573300,41.898331794,-87.620762865,41.890922026,-87.618868355,0.7,,17031081403,Cash,,240,8,0.0
8,9.25,2,18,5,1424368800,41.898331794,-87.620762865,41.892536872,-87.659864318,2.2,,17031243400,Credit Card,Taxi Affiliation Services,780,24,2.0
8,7.25,11,18,4,1416422700,41.898331794,-87.620762865,41.884987192,-87.620992913,1.6,,17031320100,Credit Card,,600,32,3.0
8,7.05,6,19,5,1371755700,41.898331794,-87.620762865,41.884987192,-87.620992913,1.1,,17031320100,Cash,,540,32,0.0
8,6.05,12,22,6,1417816800,41.898331794,-87.620762865,41.884987192,-87.620992913,0.0,,17031320100,Cash,Choice Taxi Association,420,32,0.0
8,5.45,6,17,7,1403975700,41.898331794,-87.620762865,41.884987192,-87.620992913,0.9,,17031320100,Cash,Dispatch Taxi Affiliation,300,32,0.0
8,6.25,8,14,3,1408458600,41.898331794,-87.620762865,41.884987192,-87.620992913,1.1,,17031320100,Cash,,360,32,0.0
8,6.85,10,16,6,1444407300,41.898331794,-87.620762865,41.884987192,-87.620992913,1.1,,17031320100,Cash,Taxi Affiliation Services,540,32,0.0
8,5.65,2,10,6,1423822500,41.898331794,-87.620762865,41.884987192,-87.620992913,1.0,,17031320100,Cash,,300,32,0.0
8,7.25,12,13,5,1388063700,41.898331794,-87.620762865,41.884987192,-87.620992913,1.3,,17031320100,Cash,,600,32,0.0
8,6.65,10,10,4,1412157600,41.898331794,-87.620762865,41.884987192,-87.620992913,1.2,,17031320100,Credit Card,Taxi Affiliation Services,480,32,3.0
8,7.25,12,10,2,1387793700,41.898331794,-87.620762865,41.884987192,-87.620992913,1.6,,17031320100,Credit Card,,540,32,1.0
8,6.65,12,16,3,1386691200,41.898331794,-87.620762865,41.884987192,-87.620992913,1.2,,17031320100,Cash,,480,32,0.0
8,3.45,1,15,2,1389022200,41.898331794,-87.620762865,41.884987192,-87.620992913,0.1,,17031320100,Cash,,0,32,0.0
8,10.25,11,14,6,1416581100,41.898331794,-87.620762865,41.880994471,-87.632746489,0.0,,17031839100,Cash,Choice Taxi Association,1020,32,0.0
8,6.25,6,15,3,1372174200,41.898331794,-87.620762865,41.880994471,-87.632746489,0.0,,17031839100,Cash,Dispatch Taxi Affiliation,480,32,0.0
8,8.85,8,17,2,1375722900,41.898331794,-87.620762865,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,780,32,0.0
8,9.05,7,9,6,1405676700,41.898331794,-87.620762865,41.880994471,-87.632746489,2.0,,17031839100,Credit Card,Dispatch Taxi Affiliation,780,32,3.0
8,5.85,6,12,5,1402575300,41.898331794,-87.620762865,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,9.25,10,20,6,1445630400,41.898331794,-87.620762865,41.880994471,-87.632746489,2.1,,17031839100,Cash,Taxi Affiliation Services,900,32,0.0
8,11.25,10,19,6,1382125500,41.898331794,-87.620762865,41.880994471,-87.632746489,2.3,,17031839100,Cash,Choice Taxi Association,1140,32,0.0
8,9.65,1,18,6,1422643500,41.898331794,-87.620762865,41.880994471,-87.632746489,1.9,,17031839100,Cash,Taxi Affiliation Services,1020,32,0.0
8,6.45,3,9,5,1426756500,41.898331794,-87.620762865,41.880994471,-87.632746489,1.26,,17031839100,Cash,,420,32,0.0
8,7.25,8,8,3,1376381700,41.898331794,-87.620762865,41.880994471,-87.632746489,0.1,,17031839100,Credit Card,Taxi Affiliation Services,540,32,3.0
8,7.45,10,11,2,1444649400,41.898331794,-87.620762865,41.880994471,-87.632746489,1.6,,17031839100,Cash,Taxi Affiliation Services,600,32,0.0
8,7.75,11,0,5,1479946500,41.898331794,-87.620762865,41.880994471,-87.632746489,1.7,,17031839100,Cash,Taxi Affiliation Services,420,32,0.0
8,7.45,5,12,4,1430915400,41.898331794,-87.620762865,41.880994471,-87.632746489,1.5,,17031839100,Cash,,540,32,0.0
8,9.85,12,8,6,1449823500,41.898331794,-87.620762865,41.880994471,-87.632746489,1.9,,17031839100,Credit Card,,1080,32,3.0
8,10.65,6,17,5,1401989400,41.898331794,-87.620762865,41.880994471,-87.632746489,1.9,,17031839100,Credit Card,,1140,32,3.0
8,8.85,3,9,6,1363339800,41.898331794,-87.620762865,41.880994471,-87.632746489,1.9,,17031839100,Cash,,780,32,0.0
8,6.65,6,13,4,1403096400,41.898331794,-87.620762865,41.880994471,-87.632746489,1.1,,17031839100,Credit Card,Dispatch Taxi Affiliation,480,32,2.0
8,10.45,7,14,7,1436624100,41.898331794,-87.620762865,41.880994471,-87.632746489,1.6,,17031839100,Cash,Taxi Affiliation Services,1260,32,0.0
8,6.05,8,13,2,1439213400,41.898331794,-87.620762865,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,8.85,4,19,2,1366055100,41.898331794,-87.620762865,41.88528132,-87.6572332,0.0,,17031833000,Cash,Taxi Affiliation Services,660,28,0.0
8,6.45,8,17,7,1408211100,41.898331794,-87.620762865,41.891971508,-87.612945414,1.5,,17031081402,Cash,Northwest Management LLC,420,8,0.0
8,6.65,9,20,5,1379623500,41.898331794,-87.620762865,41.891971508,-87.612945414,0.0,,17031081402,Cash,Choice Taxi Association,360,8,0.0
8,6.05,8,12,7,1376136900,41.898331794,-87.620762865,41.891971508,-87.612945414,0.1,,17031081402,Cash,,420,8,0.0
8,12.05,8,21,7,1439068500,41.898331794,-87.620762865,41.936310131,-87.651562592,3.7,,17031063000,Credit Card,,960,6,2.61
8,5.05,3,17,2,1363628700,41.898331794,-87.620762865,41.900221297,-87.629105186,0.0,,17031081100,Cash,Taxi Affiliation Services,240,8,0.0
8,4.85,6,16,1,1435507200,41.898331794,-87.620762865,41.900221297,-87.629105186,0.6,,17031081100,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,5.0,11,21,7,1478984400,41.898331794,-87.620762865,41.900221297,-87.629105186,0.6,,17031081100,Credit Card,,300,8,1.0
8,8.65,12,0,7,1386376200,41.898331794,-87.620762865,41.892493167,-87.664745836,2.4,,17031243300,Cash,Taxi Affiliation Services,600,24,0.0
8,13.05,4,15,6,1397833200,41.898331794,-87.620762865,41.949139771,-87.656803909,5.1,,17031061100,Cash,Taxi Affiliation Services,600,6,0.0
8,14.5,5,12,1,1464525000,41.898331794,-87.620762865,41.949220914,-87.651970395,4.1,,17031061000,Credit Card,,960,6,3.3
8,12.65,5,12,7,1368879300,41.898331794,-87.620762865,41.949220914,-87.651970395,4.3,,17031061000,Credit Card,,840,6,3.0
8,9.05,8,14,4,1377700200,41.898331794,-87.620762865,41.879255084,-87.642648998,2.3,,17031281900,Cash,,720,28,0.0
8,12.45,10,15,6,1445613300,41.898331794,-87.620762865,41.879255084,-87.642648998,2.2,,17031281900,Cash,,1440,28,0.0
8,11.65,12,15,6,1417793400,41.898331794,-87.620762865,41.879255084,-87.642648998,2.3,,17031281900,Cash,,1260,28,0.0
8,7.85,6,19,3,1435690800,41.898331794,-87.620762865,41.879255084,-87.642648998,1.9,,17031281900,Cash,,540,28,0.0
8,8.85,10,16,3,1414514700,41.898331794,-87.620762865,41.879255084,-87.642648998,0.0,,17031281900,Cash,Blue Ribbon Taxi Association Inc.,840,28,0.0
8,11.75,10,20,6,1476476100,41.898331794,-87.620762865,41.879255084,-87.642648998,2.7,,17031281900,Credit Card,KOAM Taxi Association,1080,28,1.5
8,8.45,10,12,1,1381063500,41.898331794,-87.620762865,41.879255084,-87.642648998,2.1,,17031281900,Cash,Taxi Affiliation Services,600,28,0.0
8,9.25,6,12,3,1370347200,41.898331794,-87.620762865,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,720,28,0.0
8,8.05,11,11,3,1416915000,41.898331794,-87.620762865,41.879255084,-87.642648998,2.2,,17031281900,Cash,,540,28,0.0
8,12.05,5,14,6,1432303200,41.898331794,-87.620762865,41.879255084,-87.642648998,2.6,,17031281900,Cash,Dispatch Taxi Affiliation,1380,28,0.0
8,4.85,6,14,6,1434724200,41.898331794,-87.620762865,41.902788048,-87.62614559,0.4,,17031081202,Cash,Taxi Affiliation Services,240,8,0.0
8,4.85,7,13,3,1372770000,41.898331794,-87.620762865,41.902788048,-87.62614559,0.0,,17031081202,Cash,Dispatch Taxi Affiliation,240,8,0.0
8,4.45,6,21,1,1402263000,41.898331794,-87.620762865,41.902788048,-87.62614559,0.0,,17031081202,Credit Card,Blue Ribbon Taxi Association Inc.,180,8,2.0
8,9.65,12,19,7,1417894200,41.898331794,-87.620762865,41.914585709,-87.645966207,2.5,,17031071800,Credit Card,Taxi Affiliation Services,1140,7,3.15
8,5.25,3,0,4,1426032900,41.898331794,-87.620762865,41.892072635,-87.628874157,1.0,,17031081600,Cash,Choice Taxi Association,240,8,0.0
8,6.65,7,16,7,1374942600,41.898331794,-87.620762865,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,540,8,0.0
8,8.85,1,17,7,1421514900,41.898331794,-87.620762865,41.892072635,-87.628874157,0.0,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,840,8,0.0
8,5.85,11,22,7,1384640100,41.898331794,-87.620762865,41.892072635,-87.628874157,0.7,,17031081600,Credit Card,Taxi Affiliation Services,480,8,2.0
8,5.45,12,16,1,1387124100,41.898331794,-87.620762865,41.892072635,-87.628874157,0.0,,17031081600,Credit Card,Taxi Affiliation Services,360,8,1.0
8,6.05,11,14,7,1384008300,41.898331794,-87.620762865,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,420,8,0.0
8,8.05,2,21,7,1423950300,41.898331794,-87.620762865,41.892072635,-87.628874157,0.0,,17031081600,Cash,Blue Ribbon Taxi Association Inc.,780,8,0.0
8,6.45,5,21,7,1368306000,41.898331794,-87.620762865,41.892072635,-87.628874157,0.7,,17031081600,Cash,,540,8,0.0
8,6.25,12,21,3,1451423700,41.898331794,-87.620762865,41.892072635,-87.628874157,0.9,,17031081600,Credit Card,Choice Taxi Association,480,8,3.0
8,9.05,3,19,7,1394911800,41.898331794,-87.620762865,41.885300022,-87.642808466,0.0,,17031280100,Cash,Taxi Affiliation Services,840,28,0.0
8,10.0,9,18,4,1474483500,41.898331794,-87.620762865,41.885300022,-87.642808466,0.0,,17031280100,Cash,Dispatch Taxi Affiliation,900,28,0.0
8,8.85,10,16,3,1380644100,41.898331794,-87.620762865,41.885300022,-87.642808466,0.0,,17031280100,Credit Card,Blue Ribbon Taxi Association Inc.,720,28,2.0
8,12.05,10,18,5,1413483300,41.898331794,-87.620762865,41.885300022,-87.642808466,2.3,,17031280100,Credit Card,Taxi Affiliation Services,1320,28,3.0
8,8.05,5,16,3,1432656900,41.898331794,-87.620762865,41.885300022,-87.642808466,0.1,,17031280100,Credit Card,Taxi Affiliation Services,600,28,1.0
8,16.45,12,20,4,1420056000,41.898331794,-87.620762865,41.957903897,-87.671518011,6.5,,17031060200,Cash,Choice Taxi Association,1080,6,0.0
8,4.65,3,18,5,1363285800,41.898331794,-87.620762865,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,240,8,0.0
8,4.84,2,19,5,1424978100,41.898331794,-87.620762865,41.89503345,-87.619710672,0.6,,17031081401,Cash,,360,8,0.0
8,4.25,12,13,3,1450789200,41.898331794,-87.620762865,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,120,8,0.0
8,3.85,12,11,3,1418123700,41.898331794,-87.620762865,41.89503345,-87.619710672,0.0,,17031081401,Cash,Taxi Affiliation Services,120,8,0.0
8,5.0,10,19,7,1475955900,41.898331794,-87.620762865,41.89503345,-87.619710672,0.4,,17031081401,Cash,,300,8,0.0
8,4.5,2,18,7,1456596000,41.898331794,-87.620762865,41.89503345,-87.619710672,0.6,,17031081401,Cash,Taxi Affiliation Services,120,8,0.0
8,10.25,6,16,4,1433953800,41.898331794,-87.620762865,41.870607372,-87.622172937,0.1,,17031320600,Cash,Taxi Affiliation Services,1080,32,0.0
8,10.25,7,17,5,1406826900,41.898331794,-87.620762865,41.870607372,-87.622172937,1.7,,17031320600,Cash,Taxi Affiliation Services,1140,32,0.0
8,9.85,8,23,7,1376176500,41.898331794,-87.620762865,41.870607372,-87.622172937,0.22,,17031320600,Cash,,900,32,0.0
8,10.85,8,16,5,1407428100,41.898331794,-87.620762865,41.87101588,-87.631406525,2.1,,17031839000,Cash,,1140,32,0.0
8,4.85,1,13,7,1390050900,41.898331794,-87.620762865,41.899155613,-87.626210532,0.5,,17031081201,Credit Card,Taxi Affiliation Services,300,8,1.0
8,7.25,8,16,2,1440433800,41.898331794,-87.620762865,41.899155613,-87.626210532,1.5,,17031081201,Cash,,480,8,0.0
8,3.45,2,15,1,1391355900,41.898331794,-87.620762865,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,60,8,0.0
8,29.25,9,15,7,1410015600,41.898331794,-87.620762865,41.785998518,-87.750934289,1.37,,17031980100,Cash,,1740,56,0.0
8,30.85,10,18,5,1382640300,41.898331794,-87.620762865,41.785998518,-87.750934289,0.0,,17031980100,Cash,Taxi Affiliation Services,2580,56,0.0
8,29.25,3,11,1,1425812400,41.898331794,-87.620762865,41.785998518,-87.750934289,0.0,,17031980100,Cash,Taxi Affiliation Services,1440,56,0.0
8,28.25,4,5,5,1365658200,41.898331794,-87.620762865,41.785998518,-87.750934289,0.0,,17031980100,Credit Card,Dispatch Taxi Affiliation,1260,56,6.0
8,29.05,4,12,6,1397220300,41.898331794,-87.620762865,41.785998518,-87.750934289,13.4,,17031980100,Credit Card,,1740,56,6.0
8,6.65,1,12,6,1389355200,41.898331794,-87.620762865,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
8,6.45,9,15,2,1442848500,41.898331794,-87.620762865,41.89321636,-87.63784421,1.0,,17031081800,Credit Card,,540,8,1.94
8,7.5,10,16,6,1475857800,41.898331794,-87.620762865,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,600,8,0.0
8,6.65,3,20,3,1395780300,41.898331794,-87.620762865,41.89321636,-87.63784421,0.0,,17031081800,Cash,Taxi Affiliation Services,480,8,0.0
8,6.85,5,20,6,1399666500,41.898331794,-87.620762865,41.89321636,-87.63784421,0.0,,17031081800,Cash,Blue Ribbon Taxi Association Inc.,540,8,0.0
8,9.05,12,14,5,1451573100,41.898331794,-87.620762865,41.89321636,-87.63784421,1.4,,17031081800,Credit Card,,960,8,0.5
8,5.65,8,10,5,1407405600,41.898331794,-87.620762865,41.89321636,-87.63784421,0.7,,17031081800,Cash,,360,8,0.0
8,16.45,1,22,6,1422657900,41.898331794,-87.620762865,41.993440946,-87.657417742,6.9,,17031030102,Cash,Taxi Affiliation Services,780,77,0.0
8,8.45,6,3,1,1370142000,41.898331794,-87.620762865,41.926811182,-87.642605247,0.0,,17031070103,Cash,Taxi Affiliation Services,420,7,0.0
8,21.0,7,22,3,1468965600,41.898331794,-87.620762865,41.950673358,-87.666536281,6.0,,17031060400,Credit Card,,1740,6,2.0
8,3.25,1,4,1,1358656200,41.898331794,-87.620762865,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,0,8,0.0
8,3.25,8,10,1,1375610400,41.898331794,-87.620762865,41.898331794,-87.620762865,0.0,,17031081300,Cash,,0,8,0.0
8,3.25,2,14,1,1424614500,41.898331794,-87.620762865,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,0,8,0.0
8,7.05,5,20,2,1400531400,41.898331794,-87.620762865,41.898331794,-87.620762865,0.0,,17031081300,Cash,Taxi Affiliation Services,660,8,0.0
8,12.45,2,21,2,1422911700,41.898331794,-87.620762865,41.949829346,-87.64396537,4.4,,17031060900,Cash,,720,6,0.0
8,7.65,7,19,5,1374778800,41.898331794,-87.620762865,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,720,8,0.0
8,6.45,10,18,5,1414692000,41.898331794,-87.620762865,41.90749193,-87.63576009,1.2,,17031080300,Cash,,420,8,0.0
8,19.65,11,18,3,1415125800,41.898331794,-87.620762865,41.87866742,-87.671653621,3.6,,17031838100,Cash,Northwest Management LLC,2580,28,0.0
8,12.05,11,19,1,1447010100,41.898331794,-87.620762865,41.87866742,-87.671653621,3.6,,17031838100,Cash,Dispatch Taxi Affiliation,1140,28,0.0
8,8.05,7,17,3,1404235800,41.898331794,-87.620762865,41.904935302,-87.649907226,1.2,,17031842200,Credit Card,,780,8,2.0
8,6.85,7,12,2,1373892300,41.898331794,-87.620762865,41.904935302,-87.649907226,0.0,,17031842200,Credit Card,Taxi Affiliation Services,480,8,2.0
6,15.05,3,14,7,1363444200,41.949829346,-87.64396537,41.892042136,-87.63186395,6.0,,17031081700,Cash,,780,8,0.0
6,13.85,11,16,4,1384965900,41.949829346,-87.64396537,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,1020,8,0.0
6,38.85,6,17,6,1370625300,41.949829346,-87.64396537,41.97907082,-87.903039661,0.0,,17031980000,Credit Card,Taxi Affiliation Services,4140,76,10.2
6,5.25,8,19,3,1377027900,41.949829346,-87.64396537,41.958154876,-87.653021789,0.0,,17031032100,Cash,Blue Ribbon Taxi Association Inc.,300,3,0.0
6,11.25,6,13,7,1402751700,41.949829346,-87.64396537,41.914616286,-87.631717366,3.0,,17031071500,Cash,,900,7,0.0
6,5.65,7,9,3,1438074000,41.949829346,-87.64396537,41.938391258,-87.63857492,1.0,,17031063200,Cash,Choice Taxi Association,360,6,0.0
6,14.85,1,20,3,1390939200,41.949829346,-87.64396537,41.877406123,-87.621971652,0.0,,17031320400,Cash,Taxi Affiliation Services,840,32,0.0
6,11.05,3,20,7,1363465800,41.949829346,-87.64396537,41.966834067,-87.684018371,3.2,,17031040600,Cash,,960,4,0.0
6,13.85,6,8,3,1401783300,41.949829346,-87.64396537,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Blue Ribbon Taxi Association Inc.,960,8,2.75
6,13.25,4,8,5,1398329100,41.949829346,-87.64396537,41.890922026,-87.618868355,4.2,,17031081403,Credit Card,,1200,8,2.65
6,14.45,11,9,4,1416390300,41.949829346,-87.64396537,41.890922026,-87.618868355,4.8,,17031081403,Cash,Taxi Affiliation Services,1260,8,0.0
6,15.25,11,7,6,1448004600,41.949829346,-87.64396537,41.892536872,-87.659864318,5.6,,17031243400,Credit Card,,1320,24,2.0
6,14.85,5,9,4,1430903700,41.949829346,-87.64396537,41.884987192,-87.620992913,5.4,,17031320100,Cash,Taxi Affiliation Services,1200,32,0.0
6,14.25,10,10,4,1412763300,41.949829346,-87.64396537,41.884987192,-87.620992913,0.3,,17031320100,Cash,Taxi Affiliation Services,1200,32,0.0
6,14.05,12,8,3,1387269900,41.949829346,-87.64396537,41.884987192,-87.620992913,0.3,,17031320100,Credit Card,Taxi Affiliation Services,1020,32,2.0
6,14.25,3,2,2,1362364200,41.949829346,-87.64396537,41.884987192,-87.620992913,5.8,,17031320100,Cash,,600,32,0.0
6,16.05,5,6,4,1400654700,41.949829346,-87.64396537,41.880994471,-87.632746489,0.4,,17031839100,Cash,Taxi Affiliation Services,840,32,0.0
6,17.05,7,21,7,1374354000,41.949829346,-87.64396537,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Taxi Affiliation Services,960,28,3.4
6,17.05,10,19,6,1413575100,41.949829346,-87.64396537,41.88528132,-87.6572332,0.0,,17031833000,Cash,Blue Ribbon Taxi Association Inc.,1500,28,0.0
6,16.05,7,7,7,1437809400,41.949829346,-87.64396537,41.879255084,-87.642648998,6.5,,17031281900,Credit Card,Taxi Affiliation Services,900,28,3.2
6,15.0,11,8,3,1478594700,41.949829346,-87.64396537,41.89503345,-87.619710672,4.1,,17031081401,Pcard,,1200,8,0.0
6,15.45,1,11,6,1389353400,41.949829346,-87.64396537,41.89503345,-87.619710672,0.3,,17031081401,Cash,Blue Ribbon Taxi Association Inc.,1260,8,0.0
6,13.65,4,12,6,1396613700,41.949829346,-87.64396537,41.899155613,-87.626210532,5.1,,17031081201,Cash,,660,8,0.0
6,35.25,4,12,6,1366979400,41.949829346,-87.64396537,41.785998518,-87.750934289,1.0,,17031980100,Cash,Taxi Affiliation Services,1680,56,0.0
6,11.05,6,23,3,1403046000,41.949829346,-87.64396537,41.89321636,-87.63784421,4.3,,17031081800,Credit Card,Taxi Affiliation Services,600,8,2.75
6,4.05,2,20,5,1424376000,41.949829346,-87.64396537,41.942577185,-87.647078509,0.4,,17031062000,Cash,Taxi Affiliation Services,120,6,0.0
8,5.25,7,1,5,1373507100,41.90749193,-87.63576009,41.892507781,-87.626214906,1.0,,17031081500,Cash,,180,8,0.0
8,7.45,6,10,6,1372416300,41.90749193,-87.63576009,41.892507781,-87.626214906,1.6,,17031081500,Cash,,540,8,0.0
8,6.85,10,0,7,1444437900,41.90749193,-87.63576009,41.892507781,-87.626214906,1.5,,17031081500,Credit Card,,360,8,2.0
8,8.25,5,12,7,1368880200,41.90749193,-87.63576009,41.892042136,-87.63186395,0.0,,17031081700,Cash,Choice Taxi Association,600,8,0.0
8,7.05,5,20,5,1400788800,41.90749193,-87.63576009,41.892042136,-87.63186395,1.6,,17031081700,Cash,,480,8,0.0
8,5.25,7,21,5,1373576400,41.90749193,-87.63576009,41.892042136,-87.63186395,1.0,,17031081700,Credit Card,,180,8,1.0
8,5.85,2,2,6,1359685800,41.90749193,-87.63576009,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Taxi Affiliation Services,240,8,2.0
8,6.05,5,14,1,1430663400,41.90749193,-87.63576009,41.892042136,-87.63186395,1.1,,17031081700,Credit Card,,360,8,1.0
8,5.85,3,10,7,1394879400,41.90749193,-87.63576009,41.892042136,-87.63186395,0.0,,17031081700,Credit Card,Blue Ribbon Taxi Association Inc.,300,8,2.0
8,5.65,8,19,7,1408823100,41.90749193,-87.63576009,41.892042136,-87.63186395,1.0,,17031081700,Credit Card,,300,8,2.0
8,6.85,8,1,1,1439689500,41.90749193,-87.63576009,41.93057857,-87.642206313,0.1,,17031070102,Credit Card,Taxi Affiliation Services,480,7,2.0
8,7.25,4,1,7,1429320600,41.90749193,-87.63576009,41.921778356,-87.641459759,1.5,,17031071300,Cash,Taxi Affiliation Services,360,7,0.0
8,4.65,10,20,6,1381521600,41.90749193,-87.63576009,41.921778356,-87.641459759,0.0,,17031071300,Credit Card,Dispatch Taxi Affiliation,240,7,1.0
8,5.45,12,2,6,1418349600,41.90749193,-87.63576009,41.900265687,-87.63210922,0.0,,17031081000,Cash,Taxi Affiliation Services,300,8,0.0
8,4.25,2,21,4,1361999700,41.90749193,-87.63576009,41.900265687,-87.63210922,0.6,,17031081000,Cash,,60,8,0.0
8,7.05,9,19,1,1410117300,41.90749193,-87.63576009,41.921778188,-87.651061884,1.8,,17031071100,Cash,Choice Taxi Association,480,7,0.0
8,7.05,2,15,7,1361029500,41.90749193,-87.63576009,41.921778188,-87.651061884,1.7,,17031071100,Cash,,480,7,0.0
8,4.85,7,15,1,1436110200,41.90749193,-87.63576009,41.914616286,-87.631717366,0.5,,17031071500,Cash,Taxi Affiliation Services,240,7,0.0
8,4.05,8,23,5,1440113400,41.90749193,-87.63576009,41.914616286,-87.631717366,0.4,,17031071500,Credit Card,Choice Taxi Association,120,7,2.0
8,5.45,6,23,5,1371769200,41.90749193,-87.63576009,41.912868922,-87.641070746,0.0,,17031071700,Credit Card,Taxi Affiliation Services,360,7,1.55
8,9.65,6,1,1,1370136600,41.90749193,-87.63576009,41.938232293,-87.646782081,0.0,,17031063100,Cash,Taxi Affiliation Services,600,6,0.0
8,8.25,4,2,7,1461984300,41.90749193,-87.63576009,41.89830587,-87.653613982,1.0,,17031842300,Cash,Dispatch Taxi Affiliation,480,24,0.0
8,8.44,2,20,2,1424119500,41.90749193,-87.63576009,41.89830587,-87.653613982,2.5,,17031842300,Cash,,540,24,0.0
8,8.65,11,1,6,1383269400,41.90749193,-87.63576009,41.934762456,-87.639853859,2.7,,17031063302,Credit Card,,420,6,2.0
8,15.45,2,20,6,1423859400,41.90749193,-87.63576009,41.859349715,-87.617358006,5.1,,17031330100,Credit Card,Taxi Affiliation Services,1380,33,3.85
8,11.65,6,2,7,1371866400,41.90749193,-87.63576009,41.906025969,-87.675311622,0.0,,17031241400,Credit Card,Dispatch Taxi Affiliation,960,24,2.3
8,8.85,4,2,7,1429323300,41.90749193,-87.63576009,41.906025969,-87.675311622,2.5,,17031241400,Credit Card,Northwest Management LLC,660,24,3.0
8,4.65,8,17,7,1409418900,41.90749193,-87.63576009,41.907520075,-87.6266589,0.5,,17031080100,Cash,Choice Taxi Association,240,8,0.0
8,4.45,10,20,6,1380916800,41.90749193,-87.63576009,41.907520075,-87.6266589,0.0,,17031080100,Cash,Dispatch Taxi Affiliation,180,8,0.0
8,4.85,1,2,1,1422153900,41.90749193,-87.63576009,41.907520075,-87.6266589,0.0,,17031080100,Cash,Taxi Affiliation Services,240,8,0.0
8,6.85,2,1,5,1423098900,41.90749193,-87.63576009,41.890922026,-87.618868355,0.0,,17031081403,Credit Card,Blue Ribbon Taxi Association Inc.,360,8,2.0
8,8.85,10,3,7,1414206000,41.90749193,-87.63576009,41.892536872,-87.659864318,0.1,,17031243400,Credit Card,Taxi Affiliation Services,600,24,2.0
8,9.25,8,10,6,1408701600,41.90749193,-87.63576009,41.884987192,-87.620992913,2.5,,17031320100,Credit Card,Taxi Affiliation Services,780,32,4.0
8,8.65,9,20,6,1378497600,41.90749193,-87.63576009,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Taxi Affiliation Services,780,32,2.0
8,8.65,3,12,2,1426508100,41.90749193,-87.63576009,41.884987192,-87.620992913,2.0,,17031320100,Cash,Taxi Affiliation Services,660,32,0.0
8,10.5,4,1,7,1461979800,41.90749193,-87.63576009,41.884987192,-87.620992913,2.7,,17031320100,Credit Card,,720,32,3.0
8,7.65,4,9,3,1367312400,41.90749193,-87.63576009,41.884987192,-87.620992913,1.8,,17031320100,Cash,Dispatch Taxi Affiliation,540,32,0.0
8,7.45,3,7,3,1395126900,41.90749193,-87.63576009,41.880994471,-87.632746489,2.0,,17031839100,Cash,,420,32,0.0
8,8.5,7,12,5,1469103300,41.90749193,-87.63576009,41.880994471,-87.632746489,1.9,,17031839100,Cash,,540,32,0.0
8,6.65,6,10,2,1370254500,41.90749193,-87.63576009,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,360,32,0.0
8,9.65,2,9,6,1392368400,41.90749193,-87.63576009,41.880994471,-87.632746489,2.5,,17031839100,Cash,Taxi Affiliation Services,840,32,0.0
8,9.05,4,9,6,1429261200,41.90749193,-87.63576009,41.880994471,-87.632746489,2.2,,17031839100,Cash,Taxi Affiliation Services,780,32,0.0
8,11.05,6,18,6,1371839400,41.90749193,-87.63576009,41.88528132,-87.6572332,0.0,,17031833000,Credit Card,Choice Taxi Association,1200,28,2.75
8,8.05,2,0,6,1360282500,41.90749193,-87.63576009,41.88528132,-87.6572332,2.4,,17031833000,Credit Card,,480,28,5.0
8,8.05,9,1,1,1380417300,41.90749193,-87.63576009,41.928945904,-87.66089257,2.6,,17031070500,Cash,Choice Taxi Association,540,7,0.0
8,6.85,2,3,1,1360467900,41.90749193,-87.63576009,41.92926299,-87.635890954,0.0,,17031070101,Cash,Blue Ribbon Taxi Association Inc.,360,7,0.0
8,8.05,1,22,7,1422742500,41.90749193,-87.63576009,41.92926299,-87.635890954,2.2,,17031070101,Cash,,660,7,0.0
8,6.05,2,1,2,1424655000,41.90749193,-87.63576009,41.92926299,-87.635890954,1.21,,17031070101,Credit Card,,360,7,2.0
8,9.65,7,20,7,1405802700,41.90749193,-87.63576009,41.891971508,-87.612945414,2.1,,17031081402,Cash,,840,8,0.0
8,12.25,1,17,5,1390499100,41.90749193,-87.63576009,41.891971508,-87.612945414,2.6,,17031081402,Cash,,1320,8,0.0
8,10.85,9,1,7,1411781400,41.90749193,-87.63576009,41.946294536,-87.654298084,3.8,,17031832000,Credit Card,KOAM Taxi Association,660,6,2.15
8,5.05,1,21,6,1391203800,41.90749193,-87.63576009,41.907412816,-87.640901525,0.8,,17031080400,Credit Card,Taxi Affiliation Services,240,8,1.0
8,7.25,5,3,7,1399086900,41.90749193,-87.63576009,41.936310131,-87.651562592,2.0,,17031063000,Cash,Dispatch Taxi Affiliation,420,6,0.0
8,8.65,3,1,1,1425172500,41.90749193,-87.63576009,41.936310131,-87.651562592,0.0,,17031063000,Cash,Blue Ribbon Taxi Association Inc.,720,6,0.0
8,8.85,5,21,3,1400622300,41.90749193,-87.63576009,41.936310131,-87.651562592,2.8,,17031063000,Cash,,600,6,0.0
8,8.05,10,20,1,1382904900,41.90749193,-87.63576009,41.936310131,-87.651562592,2.5,,17031063000,Cash,,480,6,0.0
8,5.65,5,11,4,1432119600,41.90749193,-87.63576009,41.900221297,-87.629105186,1.0,,17031081100,Cash,,360,8,0.0
8,6.85,12,3,7,1386990000,41.90749193,-87.63576009,41.929046937,-87.651310877,1.6,,17031070300,Cash,Northwest Management LLC,420,7,0.0
8,8.05,2,4,7,1391229900,41.90749193,-87.63576009,41.928763006,-87.665676837,0.0,,17031070600,Cash,Taxi Affiliation Services,420,7,0.0
8,5.25,1,0,7,1421455500,41.90749193,-87.63576009,41.914585709,-87.645966207,0.0,,17031071800,Credit Card,Blue Ribbon Taxi Association Inc.,240,7,2.0
8,6.85,6,23,7,1403997300,41.90749193,-87.63576009,41.892072635,-87.628874157,1.2,,17031081600,Cash,Dispatch Taxi Affiliation,540,8,0.0
8,6.85,2,1,1,1359855900,41.90749193,-87.63576009,41.892072635,-87.628874157,1.7,,17031081600,Cash,Dispatch Taxi Affiliation,420,8,0.0
8,7.65,9,20,2,1443472200,41.90749193,-87.63576009,41.912364354,-87.675062757,2.7,,17031240300,Cash,Northwest Management LLC,480,24,0.0
8,8.25,4,2,7,1428113700,41.90749193,-87.63576009,41.912364354,-87.675062757,0.23,,17031240300,Credit Card,,480,24,2.0
8,8.75,3,18,7,1457807400,41.90749193,-87.63576009,41.929077655,-87.646293476,0.0,,17031070200,Cash,Top Cab Affiliation,660,7,0.0
8,4.25,10,22,5,1382653800,41.90749193,-87.63576009,41.909495669,-87.630963601,0.5,,17031080201,Cash,Taxi Affiliation Services,120,8,0.0
8,4.45,12,4,1,1419739200,41.90749193,-87.63576009,41.909495669,-87.630963601,0.0,,17031080201,Cash,Blue Ribbon Taxi Association Inc.,180,8,0.0
8,13.45,2,1,1,1423358100,41.90749193,-87.63576009,41.952822916,-87.653243992,4.4,,17031832100,Credit Card,,1320,6,3.0
8,6.45,11,15,1,1414943100,41.90749193,-87.63576009,41.89503345,-87.619710672,1.6,,17031081401,Cash,Taxi Affiliation Services,360,8,0.0
8,13.05,8,2,7,1408156200,41.90749193,-87.63576009,41.870607372,-87.622172937,3.5,,17031320600,Credit Card,Choice Taxi Association,1200,32,3.9
8,11.85,10,17,5,1382634900,41.90749193,-87.63576009,41.87101588,-87.631406525,0.0,,17031839000,Cash,Blue Ribbon Taxi Association Inc.,1140,32,0.0
8,5.45,6,17,7,1403974800,41.90749193,-87.63576009,41.899155613,-87.626210532,0.8,,17031081201,Credit Card,Taxi Affiliation Services,360,8,2.0
8,5.85,6,22,4,1371681000,41.90749193,-87.63576009,41.899155613,-87.626210532,1.2,,17031081201,Cash,,240,8,0.0
8,6.85,11,3,1,1416712500,41.90749193,-87.63576009,41.899155613,-87.626210532,1.4,,17031081201,Credit Card,,480,8,2.0
8,5.65,9,13,3,1380028500,41.90749193,-87.63576009,41.899155613,-87.626210532,0.0,,17031081201,Cash,Taxi Affiliation Services,360,8,0.0
8,6.75,2,0,7,1454716800,41.90749193,-87.63576009,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Blue Ribbon Taxi Association Inc.,480,8,2.0
8,5.5,9,9,5,1473932700,41.90749193,-87.63576009,41.899155613,-87.626210532,0.9,,17031081201,Credit Card,Taxi Affiliation Services,300,8,1.0
8,11.05,12,2,1,1417918500,41.90749193,-87.63576009,41.942691844,-87.651770507,3.8,,17031062100,Cash,Top Cab Affiliation,660,6,0.0
8,12.65,7,1,1,1406423700,41.90749193,-87.63576009,41.942691844,-87.651770507,4.2,,17031062100,Credit Card,Taxi Affiliation Services,960,6,1.5
8,5.65,7,17,7,1405185300,41.90749193,-87.63576009,41.89321636,-87.63784421,1.1,,17031081800,Cash,Taxi Affiliation Services,360,8,0.0
8,5.45,4,14,2,1366037100,41.90749193,-87.63576009,41.89321636,-87.63784421,1.0,,17031081800,Cash,,240,8,0.0
8,6.05,6,21,4,1370467800,41.90749193,-87.63576009,41.89321636,-87.63784421,1.3,,17031081800,Cash,,300,8,0.0
8,5.25,3,22,6,1396046700,41.90749193,-87.63576009,41.89321636,-87.63784421,0.8,,17031081800,Cash,Top Cab Affiliation,240,8,0.0
8,10.85,8,0,6,1407456000,41.90749193,-87.63576009,41.942577185,-87.647078509,0.0,,17031062000,Cash,Taxi Affiliation Services,720,6,0.0
8,12.05,8,20,6,1438978500,41.90749193,-87.63576009,41.942577185,-87.647078509,0.0,,17031062000,Credit Card,Taxi Affiliation Services,960,6,1.0
8,10.85,4,1,7,1428111900,41.90749193,-87.63576009,41.949829346,-87.64396537,3.9,,17031060900,Cash,,600,6,0.0
8,13.45,7,14,4,1375280100,41.90749193,-87.63576009,41.90749193,-87.63576009,0.0,,17031080300,Cash,Taxi Affiliation Services,1740,8,0.0
8,4.65,4,22,6,1429915500,41.90749193,-87.63576009,41.90749193,-87.63576009,0.5,,17031080300,Credit Card,Northwest Management LLC,240,8,2.0
8,3.45,11,19,4,1385579700,41.90749193,-87.63576009,41.90749193,-87.63576009,0.1,,17031080300,Cash,,60,8,0.0
8,3.45,6,17,5,1401988500,41.90749193,-87.63576009,41.90749193,-87.63576009,0.0,,17031080300,Cash,,0,8,0.0
8,15.45,5,3,1,1431229500,41.90749193,-87.63576009,41.867902418,-87.642958665,5.1,,17031841900,Cash,,1320,28,0.0
8,5.65,4,10,2,1397472300,41.90749193,-87.63576009,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,240,8,0.0
77,20.05,2,17,4,1423069200,41.979912445,-87.664188242,41.884987192,-87.620992913,7.82,,17031320100,Cash,,1320,32,0.0
77,7.25,4,21,5,1428614100,41.979912445,-87.664188242,41.958055933,-87.660389456,1.6,,17031830700,Cash,,540,3,0.0
77,16.25,9,22,2,1378160100,41.979912445,-87.664188242,41.899155613,-87.626210532,0.69,,17031081201,Cash,,780,8,0.0
28,5.65,5,16,3,1432657800,41.867902418,-87.642958665,,,1.03,,,Cash,,360,,0.0
28,7.65,6,21,4,1433970900,41.867902418,-87.642958665,41.892507781,-87.626214906,0.1,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,600,8,0.0
28,10.25,4,18,4,1397066400,41.867902418,-87.642958665,41.892042136,-87.63186395,3.3,,17031081700,Cash,,780,8,0.0
28,7.85,12,18,3,1386096300,41.867902418,-87.642958665,41.892042136,-87.63186395,0.0,,17031081700,Cash,Taxi Affiliation Services,660,8,0.0
28,7.25,12,10,2,1385979300,41.867902418,-87.642958665,41.877406123,-87.621971652,0.17,,17031320400,Cash,,480,32,0.0
28,9.25,5,12,2,1369053900,41.867902418,-87.642958665,41.890922026,-87.618868355,0.0,,17031081403,Cash,Taxi Affiliation Services,840,8,0.0
28,10.45,5,18,6,1370024100,41.867902418,-87.642958665,41.890922026,-87.618868355,3.2,,17031081403,Cash,,840,8,0.0
28,8.65,11,12,3,1416313800,41.867902418,-87.642958665,41.884987192,-87.620992913,1.4,,17031320100,Credit Card,Taxi Affiliation Services,840,32,2.0
28,8.65,11,13,1,1446383700,41.867902418,-87.642958665,41.884987192,-87.620992913,2.5,,17031320100,Cash,Northwest Management LLC,660,32,0.0
28,7.05,1,15,3,1359473400,41.867902418,-87.642958665,41.884987192,-87.620992913,1.6,,17031320100,Pcard,,420,32,0.0
28,6.65,1,13,2,1389618900,41.867902418,-87.642958665,41.880994471,-87.632746489,1.3,,17031839100,Cash,,420,32,0.0
28,5.25,4,15,4,1396451700,41.867902418,-87.642958665,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
28,5.25,12,14,3,1417529700,41.867902418,-87.642958665,41.880994471,-87.632746489,0.8,,17031839100,Credit Card,Taxi Affiliation Services,240,32,0.5
28,4.65,4,6,4,1430288100,41.867902418,-87.642958665,41.880994471,-87.632746489,0.6,,17031839100,Cash,Taxi Affiliation Services,180,32,0.0
28,5.45,8,12,5,1375361100,41.867902418,-87.642958665,41.880994471,-87.632746489,1.0,,17031839100,Cash,,240,32,0.0
28,5.65,10,16,3,1412697600,41.867902418,-87.642958665,41.871689474,-87.654092652,1.1,,17031833300,Cash,Choice Taxi Association,360,28,0.0
28,16.65,7,17,4,1372871700,41.867902418,-87.642958665,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,1920,28,0.0
28,4.25,1,12,3,1421756100,41.867902418,-87.642958665,41.879255084,-87.642648998,0.4,,17031281900,Cash,,180,28,0.0
28,4.45,10,15,3,1381851900,41.867902418,-87.642958665,41.879255084,-87.642648998,0.0,,17031281900,Cash,Taxi Affiliation Services,120,28,0.0
28,8.25,1,17,4,1389202200,41.867902418,-87.642958665,41.892072635,-87.628874157,2.2,,17031081600,Cash,Taxi Affiliation Services,600,8,0.0
28,19.25,5,14,7,1430575200,41.867902418,-87.642958665,41.94258518,-87.656644092,7.3,,17031062200,Cash,Taxi Affiliation Services,1500,6,0.0
28,5.0,11,11,5,1478170800,41.867902418,-87.642958665,41.885300022,-87.642808466,0.6,,17031280100,Cash,Chicago Medallion Leasing INC,180,28,0.0
28,5.85,6,15,4,1370444400,41.867902418,-87.642958665,41.885300022,-87.642808466,1.0,,17031280100,Cash,,300,28,0.0
28,10.25,5,11,4,1400672700,41.867902418,-87.642958665,41.89503345,-87.619710672,2.7,,17031081401,Cash,Taxi Affiliation Services,840,8,0.0
28,9.05,11,12,4,1447244100,41.867902418,-87.642958665,41.89503345,-87.619710672,0.1,,17031081401,Cash,Taxi Affiliation Services,540,8,0.0
28,6.45,11,17,7,1448126100,41.867902418,-87.642958665,41.870607372,-87.622172937,1.2,,17031320600,Credit Card,Dispatch Taxi Affiliation,420,32,3.0
28,9.85,9,13,1,1442754000,41.867902418,-87.642958665,41.89321636,-87.63784421,2.8,,17031081800,Cash,Taxi Affiliation Services,900,8,0.0
28,3.25,12,13,7,1387630800,41.867902418,-87.642958665,41.867902418,-87.642958665,0.0,,17031841900,Cash,Taxi Affiliation Services,0,28,0.0
28,0.01,12,0,6,1386895500,41.867902418,-87.642958665,41.867902418,-87.642958665,0.0,,17031841900,Cash,Choice Taxi Association,0,28,0.0
28,3.25,11,16,7,1385223300,41.867902418,-87.642958665,41.867902418,-87.642958665,0.0,,17031841900,Cash,Chicago Elite Cab Corp. (Chicago Carriag,0,28,0.0
28,3.25,4,13,3,1429623000,41.867902418,-87.642958665,41.867902418,-87.642958665,0.0,,17031841900,Cash,Northwest Management LLC,0,28,0.0
28,3.65,7,23,1,1437347700,41.867902418,-87.642958665,41.867902418,-87.642958665,0.0,,17031841900,Cash,Blue Ribbon Taxi Association Inc.,120,28,0.0
28,0.0,11,22,6,1447452900,41.87866742,-87.671653621,,,0.0,,,Unknown,Taxi Affiliation Services,,,0.0
28,12.65,4,23,2,1398123000,41.87866742,-87.671653621,41.89830587,-87.653613982,2.2,,17031842300,No Charge,Dispatch Taxi Affiliation,1440,24,0.0
28,12.65,6,0,1,1434846600,41.87866742,-87.671653621,41.890922026,-87.618868355,0.2,,17031081403,Credit Card,Taxi Affiliation Services,780,8,2.7
28,4.05,11,19,6,1383939000,41.87866742,-87.671653621,41.87866742,-87.671653621,0.4,,17031838100,Credit Card,,60,28,3.0
22,6.05,9,2,7,1443233700,41.920801704,-87.694532342,41.915496209,-87.710195634,1.3,,17031222700,Credit Card,,300,22,1.0
22,9.45,10,3,1,1382845500,41.920801704,-87.694532342,41.936159071,-87.661265218,0.0,,17031062800,Cash,Taxi Affiliation Services,600,6,0.0
22,10.45,4,2,1,1396751400,41.920801704,-87.694532342,41.934659157,-87.646729729,0.0,,17031063400,Cash,Blue Ribbon Taxi Association Inc.,780,6,0.0
22,13.45,5,1,7,1399079700,41.920801704,-87.694532342,41.909495669,-87.630963601,0.2,,17031080201,Cash,Taxi Affiliation Services,1080,8,0.0
34,31.85,4,16,1,1397405700,41.842076117,-87.633973422,,,15.17,,,Credit Card,,1800,,6.57
34,16.64,11,4,2,1447648200,41.842076117,-87.633973422,41.901206994,-87.676355989,6.9,,,Cash,,840,24,0.0
34,7.85,9,16,6,1409933700,41.842076117,-87.633973422,41.878865584,-87.625192142,2.1,,,Cash,Dispatch Taxi Affiliation,540,32,0.0
34,11.25,5,14,3,1400595300,41.842076117,-87.633973422,41.899602111,-87.633308037,3.0,,,Cash,Dispatch Taxi Affiliation,1020,8,0.0
34,12.65,12,12,2,1419251400,41.842076117,-87.633973422,41.899602111,-87.633308037,0.2,,,Credit Card,Taxi Affiliation Services,1260,8,3.4
34,14.45,8,21,6,1408139100,41.842076117,-87.633973422,41.899602111,-87.633308037,5.9,,,Cash,,720,8,0.0
34,26.25,6,13,1,1371388500,41.842076117,-87.633973422,41.857183858,-87.620334624,1.14,,,Cash,,1800,33,0.0
34,14.45,6,13,5,1401975000,41.842076117,-87.633973422,41.794090253,-87.592310855,6.1,,,Credit Card,Taxi Affiliation Services,720,41,2.0
34,15.05,1,22,2,1420495200,41.842076117,-87.633973422,41.775928827,-87.666596265,6.1,,,Unknown,Taxi Affiliation Services,1200,67,0.0
34,7.75,4,23,6,1461367800,41.842076117,-87.633973422,41.836150155,-87.648787952,1.6,,,Cash,Northwest Management LLC,420,60,0.0
34,11.45,5,22,6,1368225000,41.842076117,-87.633973422,41.874005383,-87.66351755,4.4,,,Cash,,480,28,0.0
34,23.05,5,23,3,1369179000,41.842076117,-87.633973422,41.92276062,-87.699155343,0.0,,,Credit Card,Taxi Affiliation Services,2160,22,5.0
34,5.45,3,16,1,1393776000,41.842076117,-87.633973422,41.850266366,-87.667569312,1.1,,,Cash,Taxi Affiliation Services,180,31,0.0
34,6.05,3,2,1,1394937000,41.842076117,-87.633973422,41.850266366,-87.667569312,1.5,,,Credit Card,,180,31,0.0
22,3.25,8,22,2,1439848800,41.91922505,-87.671445766,,,0.0,,,Cash,Taxi Affiliation Services,0,,0.0
22,5.85,9,20,7,1410638400,41.91922505,-87.671445766,41.906025969,-87.675311622,1.3,,17031241400,Cash,Dispatch Taxi Affiliation,300,24,0.0
22,6.85,1,0,7,1357948800,41.91922505,-87.671445766,41.899589796,-87.674719134,0.0,,17031242200,Cash,Taxi Affiliation Services,540,24,0.0
22,10.65,10,20,3,1381262400,41.91922505,-87.671445766,41.899155613,-87.626210532,3.3,,17031081201,Credit Card,,780,8,2.0
22,13.85,5,18,7,1431195300,41.91922505,-87.671445766,41.898331794,-87.620762865,5.2,,17031081300,Cash,Choice Taxi Association,1260,8,0.0
8,6.25,6,0,3,1372121100,41.904935302,-87.649907226,,,1.53,,,Credit Card,,240,,2.0
8,15.65,5,23,6,1368831600,41.904935302,-87.649907226,41.849246754,-87.624135298,6.6,,17031841000,Cash,,600,33,0.0
8,6.45,8,18,4,1409165100,41.904935302,-87.649907226,41.892507781,-87.626214906,1.3,,17031081500,Cash,,420,8,0.0
8,8.45,8,4,2,1439181900,41.904935302,-87.649907226,41.892507781,-87.626214906,0.0,,17031081500,Cash,Blue Ribbon Taxi Association Inc.,480,8,0.0
8,7.25,5,12,5,1432816200,41.904935302,-87.649907226,41.892507781,-87.626214906,0.0,,17031081500,Credit Card,Taxi Affiliation Services,600,8,2.0
8,6.85,11,23,6,1385766000,41.904935302,-87.649907226,41.892507781,-87.626214906,0.0,,17031081500,Cash,Taxi Affiliation Services,480,8,0.0
8,6.45,12,17,4,1386783900,41.904935302,-87.649907226,41.892507781,-87.626214906,1.1,,17031081500,Cash,,540,8,0.0
8,6.25,3,18,2,1394474400,41.904935302,-87.649907226,41.892042136,-87.63186395,0.1,,17031081700,Cash,,420,8,0.0
8,7.65,3,3,7,1394248500,41.904935302,-87.649907226,41.93057857,-87.642206313,0.1,,17031070102,Cash,Taxi Affiliation Services,540,7,0.0
8,35.65,2,15,6,1391787900,41.904935302,-87.649907226,41.97907082,-87.903039661,1.72,,17031980000,Credit Card,,3060,76,5.65
8,10.65,6,21,7,1372539600,41.904935302,-87.649907226,41.949060526,-87.661642904,3.4,,17031061200,Cash,,780,6,0.0
8,5.45,5,13,3,1431436500,41.904935302,-87.649907226,41.900265687,-87.63210922,1.1,,17031081000,Cash,,300,8,0.0
8,7.25,5,19,6,1368214200,41.904935302,-87.649907226,41.900265687,-87.63210922,0.1,,17031081000,Credit Card,Taxi Affiliation Services,540,8,3.0
8,6.25,8,22,6,1440801900,41.904935302,-87.649907226,41.900265687,-87.63210922,0.8,,17031081000,Cash,Dispatch Taxi Affiliation,480,8,0.0
8,8.85,12,0,2,1386549900,41.904935302,-87.649907226,41.900560384,-87.69419737,0.1,,17031242600,Cash,Taxi Affiliation Services,600,24,0.0
8,7.75,1,3,1,1453607100,41.904935302,-87.649907226,41.907520075,-87.6266589,0.0,,17031080100,Cash,Choice Taxi Association,420,8,0.0
8,7.85,2,13,4,1361367900,41.904935302,-87.649907226,41.884987192,-87.620992913,1.8,,17031320100,Credit Card,,600,32,2.0
8,12.25,10,2,4,1380680100,41.904935302,-87.649907226,41.884987192,-87.620992913,0.2,,17031320100,Cash,Blue Ribbon Taxi Association Inc.,1020,32,0.0
8,8.05,11,10,3,1447150500,41.904935302,-87.649907226,41.884987192,-87.620992913,0.1,,17031320100,Credit Card,Taxi Affiliation Services,660,32,2.0
8,12.25,7,22,5,1469141100,41.904935302,-87.649907226,41.884987192,-87.620992913,0.0,,17031320100,Credit Card,Blue Ribbon Taxi Association Inc.,900,32,3.0
8,9.5,6,19,3,1466538300,41.904935302,-87.649907226,41.884987192,-87.620992913,2.5,,17031320100,Cash,,600,32,0.0
8,8.25,3,12,2,1425904200,41.904935302,-87.649907226,41.884987192,-87.620992913,0.1,,17031320100,Credit Card,Taxi Affiliation Services,660,32,2.0
8,7.45,5,6,4,1431499500,41.904935302,-87.649907226,41.880994471,-87.632746489,1.6,,17031839100,Cash,,540,32,0.0
8,7.45,6,9,5,1433410200,41.904935302,-87.649907226,41.880994471,-87.632746489,0.0,,17031839100,Cash,Taxi Affiliation Services,720,32,0.0
8,10.25,2,9,4,1392801300,41.904935302,-87.649907226,41.880994471,-87.632746489,0.29,,17031839100,Credit Card,,900,32,2.0
8,8.85,10,9,3,1383038100,41.904935302,-87.649907226,41.880994471,-87.632746489,0.18,,17031839100,Cash,,900,32,0.0
8,7.45,3,10,5,1427365800,41.904935302,-87.649907226,41.880994471,-87.632746489,1.7,,17031839100,Cash,Dispatch Taxi Affiliation,600,32,0.0
8,7.05,1,14,3,1390919400,41.904935302,-87.649907226,41.880994471,-87.632746489,1.6,,17031839100,Cash,Taxi Affiliation Services,540,32,0.0
8,7.25,3,23,7,1362267900,41.904935302,-87.649907226,41.88528132,-87.6572332,1.9,,17031833000,Cash,,420,28,0.0
8,6.05,2,18,7,1423937700,41.904935302,-87.649907226,41.912431869,-87.670189148,1.0,,17031240200,Cash,,360,24,0.0
8,4.25,10,17,7,1477763100,41.904935302,-87.649907226,41.907412816,-87.640901525,0.0,,17031080400,Credit Card,Taxi Affiliation Services,120,8,1.25
8,7.85,4,20,5,1430426700,41.904935302,-87.649907226,41.879066994,-87.657005027,0.1,,17031833100,Cash,Taxi Affiliation Services,420,28,0.0
8,8.65,11,14,4,1384957800,41.904935302,-87.649907226,41.879066994,-87.657005027,2.4,,17031833100,Credit Card,Taxi Affiliation Services,660,28,2.0
8,7.05,1,2,1,1390703400,41.904935302,-87.649907226,41.900221297,-87.629105186,1.4,,17031081100,Cash,,540,8,0.0
8,7.45,5,14,6,1432909800,41.904935302,-87.649907226,41.900221297,-87.629105186,1.5,,17031081100,Credit Card,Taxi Affiliation Services,660,8,2.0
8,8.85,4,11,6,1429268400,41.904935302,-87.649907226,41.879255084,-87.642648998,0.1,,17031281900,Cash,Taxi Affiliation Services,840,28,0.0
8,7.25,8,12,2,1440418500,41.904935302,-87.649907226,41.892072635,-87.628874157,1.2,,17031081600,Credit Card,Dispatch Taxi Affiliation,600,8,3.0
8,7.45,11,13,1,1447594200,41.904935302,-87.649907226,41.892072635,-87.628874157,0.0,,17031081600,Cash,Taxi Affiliation Services,540,8,0.0
8,8.25,3,3,1,1426993200,41.904935302,-87.649907226,41.94258518,-87.656644092,2.5,,17031062200,Credit Card,,540,6,1.0
8,6.85,5,19,2,1430766000,41.904935302,-87.649907226,41.885300022,-87.642808466,1.2,,17031280100,Credit Card,Northwest Management LLC,540,28,1.0
8,9.05,3,21,5,1395954000,41.904935302,-87.649907226,41.929077655,-87.646293476,0.1,,17031070200,Cash,Taxi Affiliation Services,720,7,0.0
8,8.25,9,13,4,1379511000,41.904935302,-87.649907226,41.89503345,-87.619710672,0.0,,17031081401,Cash,Choice Taxi Association,780,8,0.0
8,8.85,2,19,6,1361559600,41.904935302,-87.649907226,41.874176625,-87.661861124,2.5,,17031832900,Cash,,660,28,0.0
8,13.65,9,18,4,1443636000,41.904935302,-87.649907226,41.870607372,-87.622172937,0.0,,17031320600,Cash,Blue Ribbon Taxi Association Inc.,1380,32,0.0
8,5.85,10,9,6,1414748700,41.904935302,-87.649907226,41.899155613,-87.626210532,0.0,,17031081201,Credit Card,Blue Ribbon Taxi Association Inc.,360,8,1.5
8,9.85,4,20,4,1429735500,41.904935302,-87.649907226,41.863422684,-87.653756619,3.3,,17031283800,Cash,Choice Taxi Association,600,28,0.0
8,7.45,5,20,5,1399579200,41.904935302,-87.649907226,41.89321636,-87.63784421,1.6,,17031081800,Credit Card,,540,8,3.0
8,7.5,10,23,7,1475969400,41.904935302,-87.649907226,41.926811182,-87.642605247,1.6,,17031070103,Cash,Taxi Affiliation Services,540,7,0.0
8,7.65,4,21,6,1428700500,41.904935302,-87.649907226,41.915909788,-87.68382594,2.0,,17031222200,Credit Card,,600,22,2.0
8,10.45,1,21,6,1389992400,41.904935302,-87.649907226,41.950673358,-87.666536281,3.1,,17031060400,Cash,Dispatch Taxi Affiliation,840,6,0.0
8,6.05,4,1,1,1428801300,41.904935302,-87.649907226,41.90749193,-87.63576009,1.1,,17031080300,Credit Card,Dispatch Taxi Affiliation,360,8,1.0
8,7.65,10,9,4,1381914000,41.904935302,-87.649907226,41.867902418,-87.642958665,0.1,,17031841900,Credit Card,Dispatch Taxi Affiliation,600,28,1.0
8,9.85,4,19,3,1367348400,41.904935302,-87.649907226,41.87866742,-87.671653621,26.0,,17031838100,Cash,Taxi Affiliation Services,840,28,0.0
8,8.65,2,3,1,1391311800,41.904935302,-87.649907226,41.920801704,-87.694532342,2.8,,17031221400,Cash,Choice Taxi Association,540,22,0.0
8,3.25,4,15,1,1429455600,41.904935302,-87.649907226,41.904935302,-87.649907226,0.0,,17031842200,Cash,,0,8,0.0
8,3.25,4,4,7,1367037000,41.904935302,-87.649907226,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,0,8,0.0
8,6.85,1,17,5,1420736400,41.904935302,-87.649907226,41.904935302,-87.649907226,0.0,,17031842200,Cash,Dispatch Taxi Affiliation,600,8,0.0
8,3.45,10,20,4,1413403200,41.904935302,-87.649907226,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,0,8,0.0
8,3.25,5,11,5,1431602100,41.904935302,-87.649907226,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,60,8,0.0
8,3.25,11,16,4,1385568900,41.904935302,-87.649907226,41.904935302,-87.649907226,0.0,,17031842200,Cash,Taxi Affiliation Services,0,8,0.0
8,4.25,12,13,3,1449579600,41.904935302,-87.649907226,41.904935302,-87.649907226,0.3,,17031842200,Cash,,180,8,0.0
61,9.85,9,15,6,1410534000,41.80901825,-87.659166599,41.829922304,-87.672502646,3.0,,,Cash,Taxi Affiliation Services,780,59,0.0
61,5.65,4,14,6,1398436200,41.80901825,-87.659166599,41.817366208,-87.698860797,1.0,,,Cash,Taxi Affiliation Services,300,58,0.0
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/taxi_model/schema.pbtxt
================================================
feature {
name: "fare"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_start_hour"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "pickup_census_tract"
type: BYTES
presence {
min_count: 0
}
}
feature {
name: "dropoff_census_tract"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "company"
value_count {
min: 1
max: 1
}
type: BYTES
domain: "company"
presence {
min_count: 1
}
}
feature {
name: "trip_start_timestamp"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "pickup_longitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_start_month"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_miles"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "dropoff_longitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "dropoff_community_area"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "pickup_community_area"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "payment_type"
value_count {
min: 1
max: 1
}
type: BYTES
domain: "payment_type"
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_seconds"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "trip_start_day"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "tips"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "pickup_latitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "dropoff_latitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
string_domain {
name: "company"
value: "0118 - 42111 Godfrey S.Awir"
value: "0694 - 59280 Chinesco Trans Inc"
value: "1085 - 72312 N and W Cab Co"
value: "2733 - 74600 Benny Jona"
value: "2809 - 95474 C & D Cab Co Inc."
value: "3011 - 66308 JBL Cab Inc."
value: "3152 - 97284 Crystal Abernathy"
value: "3201 - C&D Cab Co Inc"
value: "3201 - CID Cab Co Inc"
value: "3253 - 91138 Gaither Cab Co."
value: "3385 - 23210 Eman Cab"
value: "3623 - 72222 Arrington Enterprises"
value: "3897 - Ilie Malec"
value: "4053 - Adwar H. Nikola"
value: "4197 - 41842 Royal Star"
value: "4615 - 83503 Tyrone Henderson"
value: "4615 - Tyrone Henderson"
value: "4623 - Jay Kim"
value: "5006 - 39261 Salifu Bawa"
value: "5006 - Salifu Bawa"
value: "5074 - 54002 Ahzmi Inc"
value: "5074 - Ahzmi Inc"
value: "5129 - 87128"
value: "5129 - 98755 Mengisti Taxi"
value: "5129 - Mengisti Taxi"
value: "5724 - KYVI Cab Inc"
value: "585 - Valley Cab Co"
value: "5864 - 73614 Thomas Owusu"
value: "5864 - Thomas Owusu"
value: "5874 - 73628 Sergey Cab Corp."
value: "5997 - 65283 AW Services Inc."
value: "5997 - AW Services Inc."
value: "6488 - 83287 Zuha Taxi"
value: "6743 - Luhak Corp"
value: "Blue Ribbon Taxi Association Inc."
value: "C & D Cab Co Inc"
value: "Chicago Elite Cab Corp."
value: "Chicago Elite Cab Corp. (Chicago Carriag"
value: "Chicago Medallion Leasing INC"
value: "Chicago Medallion Management"
value: "Choice Taxi Association"
value: "Dispatch Taxi Affiliation"
value: "KOAM Taxi Association"
value: "Northwest Management LLC"
value: "Taxi Affiliation Services"
value: "Top Cab Affiliation"
}
string_domain {
name: "payment_type"
value: "Cash"
value: "Credit Card"
value: "Dispute"
value: "No Charge"
value: "Pcard"
value: "Unknown"
}
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/taxi_model/setup.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from setuptools import setup, find_packages
setup(
name='trainer',
version='1.0.0',
packages=find_packages(),
description='Classifier',
author='Google',
keywords=[
],
license="Apache Software License",
long_description="""
""",
install_requires=[
'tensorflow==1.15.4',
],
package_data={
},
data_files=[],
)
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/taxi_model/trainer/__init__.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/taxi_model/trainer/model.py
================================================
# Copyright 2018 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Defines the model used to predict who will tip in the Chicago Taxi demo."""
from __future__ import division
from __future__ import print_function
import os
import taxi
import tensorflow as tf
import tensorflow_model_analysis as tfma
from tensorflow_transform.beam.tft_beam_io import transform_fn_io
from tensorflow_transform.saved import saved_transform_io
from tensorflow_transform.tf_metadata import metadata_io
def build_estimator(tf_transform_dir, config, hidden_units=None):
"""Build an estimator for predicting the tipping behavior of taxi riders.
Args:
tf_transform_dir: directory in which the tf-transform model was written
during the preprocessing step.
config: tf.contrib.learn.RunConfig defining the runtime environment for the
estimator (including model_dir).
hidden_units: [int], the layer sizes of the DNN (input layer first)
Returns:
Resulting DNNLinearCombinedClassifier.
"""
metadata_dir = os.path.join(tf_transform_dir,
transform_fn_io.TRANSFORMED_METADATA_DIR)
transformed_metadata = metadata_io.read_metadata(metadata_dir)
transformed_feature_spec = transformed_metadata.schema.as_feature_spec()
transformed_feature_spec.pop(taxi.transformed_name(taxi.LABEL_KEY))
real_valued_columns = [
tf.feature_column.numeric_column(key, shape=())
for key in taxi.transformed_names(taxi.DENSE_FLOAT_FEATURE_KEYS)
]
categorical_columns = [
tf.feature_column.categorical_column_with_identity(
key, num_buckets=taxi.VOCAB_SIZE + taxi.OOV_SIZE, default_value=0)
for key in taxi.transformed_names(taxi.VOCAB_FEATURE_KEYS)
]
categorical_columns += [
tf.feature_column.categorical_column_with_identity(
key, num_buckets=taxi.FEATURE_BUCKET_COUNT, default_value=0)
for key in taxi.transformed_names(taxi.BUCKET_FEATURE_KEYS)
]
categorical_columns += [
tf.feature_column.categorical_column_with_identity(
key, num_buckets=num_buckets, default_value=0)
for key, num_buckets in zip(
taxi.transformed_names(taxi.CATEGORICAL_FEATURE_KEYS), #
taxi.MAX_CATEGORICAL_FEATURE_VALUES)
]
return tf.estimator.DNNLinearCombinedClassifier(
config=config,
linear_feature_columns=categorical_columns,
dnn_feature_columns=real_valued_columns,
dnn_hidden_units=hidden_units or [100, 70, 50, 25])
def example_serving_receiver_fn(tf_transform_dir, schema):
"""Build the serving in inputs.
Args:
tf_transform_dir: directory in which the tf-transform model was written
during the preprocessing step.
schema: the schema of the input data.
Returns:
Tensorflow graph which parses examples, applying tf-transform to them.
"""
raw_feature_spec = taxi.get_raw_feature_spec(schema)
raw_feature_spec.pop(taxi.LABEL_KEY)
raw_input_fn = tf.estimator.export.build_parsing_serving_input_receiver_fn(
raw_feature_spec, default_batch_size=None)
serving_input_receiver = raw_input_fn()
_, transformed_features = (
saved_transform_io.partially_apply_saved_transform(
os.path.join(tf_transform_dir, transform_fn_io.TRANSFORM_FN_DIR),
serving_input_receiver.features))
return tf.estimator.export.ServingInputReceiver(
transformed_features, serving_input_receiver.receiver_tensors)
def eval_input_receiver_fn(tf_transform_dir, schema):
"""Build everything needed for the tf-model-analysis to run the model.
Args:
tf_transform_dir: directory in which the tf-transform model was written
during the preprocessing step.
schema: the schema of the input data.
Returns:
EvalInputReceiver function, which contains:
- Tensorflow graph which parses raw untranformed features, applies the
tf-transform preprocessing operators.
- Set of raw, untransformed features.
- Label against which predictions will be compared.
"""
# Notice that the inputs are raw features, not transformed features here.
raw_feature_spec = taxi.get_raw_feature_spec(schema)
serialized_tf_example = tf.placeholder(
dtype=tf.string, shape=[None], name='input_example_tensor')
# Add a parse_example operator to the tensorflow graph, which will parse
# raw, untransformed, tf examples.
features = tf.parse_example(serialized_tf_example, raw_feature_spec)
# Now that we have our raw examples, process them through the tf-transform
# function computed during the preprocessing step.
_, transformed_features = (
saved_transform_io.partially_apply_saved_transform(
os.path.join(tf_transform_dir, transform_fn_io.TRANSFORM_FN_DIR),
features))
# The key name MUST be 'examples'.
receiver_tensors = {'examples': serialized_tf_example}
# NOTE: Model is driven by transformed features (since training works on the
# materialized output of TFT, but slicing will happen on raw features.
features.update(transformed_features)
return tfma.export.EvalInputReceiver(
features=features,
receiver_tensors=receiver_tensors,
labels=transformed_features[taxi.transformed_name(taxi.LABEL_KEY)])
def _gzip_reader_fn():
"""Small utility returning a record reader that can read gzip'ed files."""
return tf.TFRecordReader(
options=tf.python_io.TFRecordOptions(
compression_type=tf.python_io.TFRecordCompressionType.GZIP))
def input_fn(filenames, tf_transform_dir, batch_size=200):
"""Generates features and labels for training or evaluation.
Args:
filenames: [str] list of CSV files to read data from.
tf_transform_dir: directory in which the tf-transform model was written
during the preprocessing step.
batch_size: int First dimension size of the Tensors returned by input_fn
Returns:
A (features, indices) tuple where features is a dictionary of
Tensors, and indices is a single Tensor of label indices.
"""
metadata_dir = os.path.join(tf_transform_dir,
transform_fn_io.TRANSFORMED_METADATA_DIR)
transformed_metadata = metadata_io.read_metadata(metadata_dir)
transformed_feature_spec = transformed_metadata.schema.as_feature_spec()
transformed_features = tf.contrib.learn.io.read_batch_features(
filenames, batch_size, transformed_feature_spec, reader=_gzip_reader_fn)
# We pop the label because we do not want to use it as a feature while we're
# training.
return transformed_features, transformed_features.pop(
taxi.transformed_name(taxi.LABEL_KEY))
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/taxi_model/trainer/task.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Trainer for the chicago_taxi demo."""
import argparse
import os
import model
import taxi
import tensorflow as tf
from tensorflow.python.lib.io import file_io
# from tensorflow.contrib.training.python.training import hparam
import tensorflow_model_analysis as tfma
SERVING_MODEL_DIR = 'serving_model_dir'
EVAL_MODEL_DIR = 'eval_model_dir'
TRAIN_BATCH_SIZE = 40
EVAL_BATCH_SIZE = 40
# Number of nodes in the first layer of the DNN
FIRST_DNN_LAYER_SIZE = 100
NUM_DNN_LAYERS = 4
DNN_DECAY_FACTOR = 0.7
def train_and_maybe_evaluate(train_files, eval_files, hparams):
"""Run the training and evaluate using the high level API.
Args:
hparams: Holds hyperparameters used to train the model as name/value pairs.
Returns:
The estimator that was used for training (and maybe eval)
"""
schema = taxi.read_schema('schema.pbtxt')
train_input = lambda: model.input_fn(
train_files,
hparams.tf_transform_dir,
batch_size=TRAIN_BATCH_SIZE
)
eval_input = lambda: model.input_fn(
eval_files,
hparams.tf_transform_dir,
batch_size=EVAL_BATCH_SIZE
)
train_spec = tf.estimator.TrainSpec(
train_input, max_steps=hparams.train_steps)
serving_receiver_fn = lambda: model.example_serving_receiver_fn(
hparams.tf_transform_dir, schema)
exporter = tf.estimator.FinalExporter('chicago-taxi', serving_receiver_fn)
eval_spec = tf.estimator.EvalSpec(
eval_input,
steps=hparams.eval_steps,
exporters=[exporter],
name='chicago-taxi-eval')
run_config = tf.estimator.RunConfig(
save_checkpoints_steps=999, keep_checkpoint_max=1)
serving_model_dir = os.path.join(hparams.output_dir, SERVING_MODEL_DIR)
run_config = run_config.replace(model_dir=serving_model_dir)
estimator = model.build_estimator(
hparams.tf_transform_dir,
# Construct layers sizes with exponetial decay
hidden_units=[
max(2, int(FIRST_DNN_LAYER_SIZE * DNN_DECAY_FACTOR**i))
for i in range(NUM_DNN_LAYERS)
],
config=run_config)
tf.estimator.train_and_evaluate(estimator, train_spec, eval_spec)
return estimator
def run_experiment(train_files, eval_files, hparams):
"""Train the model then export it for tf.model_analysis evaluation.
Args:
hparams: Holds hyperparameters used to train the model as name/value pairs.
"""
estimator = train_and_maybe_evaluate(train_files, eval_files, hparams)
schema = taxi.read_schema('schema.pbtxt')
# Save a model for tfma eval
eval_model_dir = os.path.join(hparams.output_dir, EVAL_MODEL_DIR)
receiver_fn = lambda: model.eval_input_receiver_fn( # pylint: disable=g-long-lambda
hparams.tf_transform_dir, schema)
tfma.export.export_eval_savedmodel(
estimator=estimator,
export_dir_base=eval_model_dir,
eval_input_receiver_fn=receiver_fn)
if __name__ == '__main__':
parser = argparse.ArgumentParser()
# Input Arguments
parser.add_argument(
'--train-files-dir',
help='Path to the training input.',
required=True)
parser.add_argument(
'--train-files-prefix',
help='Prefix of the training input files.',
required=True)
parser.add_argument(
'--tf-transform-dir',
help='Tf-transform directory with model from preprocessing step',
required=True)
parser.add_argument(
'--output-dir',
help="""\
Directory under which which the serving model (under /serving_model_dir)\
and the tf-mode-analysis model (under /eval_model_dir) will be written\
""",
required=True)
parser.add_argument(
'--eval-files-dir',
help='Path to the eval input.',
required=True
)
parser.add_argument(
'--eval-files-prefix',
help='Prefix of the eval input files.',
required=True)
# Training arguments
parser.add_argument(
'--job-dir',
help='GCS location to write checkpoints and export models',
required=True)
# Argument to turn on all logging
parser.add_argument(
'--verbosity',
choices=['DEBUG', 'ERROR', 'FATAL', 'INFO', 'WARN'],
default='INFO',
)
# Experiment arguments
parser.add_argument(
'--train-steps',
help='Count of steps to run the training job for',
required=True,
type=int)
parser.add_argument(
'--eval-steps',
help='Number of steps to run evalution for at each checkpoint',
default=100,
type=int)
args = parser.parse_args()
# Set python level verbosity
tf.logging.set_verbosity(args.verbosity)
# Set C++ Graph Execution level verbosity
os.environ['TF_CPP_MIN_LOG_LEVEL'] = str(
tf.logging.__dict__[args.verbosity] / 10)
train_files = []
tflist = file_io.list_directory(args.train_files_dir)
for x in tflist:
if args.train_files_prefix in x:
train_files.append(os.path.join(args.train_files_dir, x))
print("train files list: %s" % train_files)
eval_files = []
eflist = file_io.list_directory(args.eval_files_dir)
for x in eflist:
if args.eval_files_prefix in x:
eval_files.append(os.path.join(args.eval_files_dir, x))
print("eval files list: %s" % eval_files)
# Run the training job
hparams = tf.contrib.training.HParams(**args.__dict__)
run_experiment(train_files, eval_files, hparams)
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/taxi_model/trainer/taxi.py
================================================
# Copyright 2018 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Utility and schema methods for the chicago_taxi sample."""
from __future__ import division
from __future__ import print_function
from tensorflow_transform import coders as tft_coders
from tensorflow_transform.tf_metadata import dataset_schema
from tensorflow_transform.tf_metadata import schema_utils
from google.protobuf import text_format
from tensorflow.python.lib.io import file_io
from tensorflow_metadata.proto.v0 import schema_pb2
# Categorical features are assumed to each have a maximum value in the dataset.
MAX_CATEGORICAL_FEATURE_VALUES = [24, 31, 12]
CATEGORICAL_FEATURE_KEYS = [
'trip_start_hour', 'trip_start_day', 'trip_start_month',
'pickup_census_tract', 'dropoff_census_tract', 'pickup_community_area',
'dropoff_community_area'
]
DENSE_FLOAT_FEATURE_KEYS = ['trip_miles', 'fare', 'trip_seconds']
# Number of buckets used by tf.transform for encoding each feature.
FEATURE_BUCKET_COUNT = 10
BUCKET_FEATURE_KEYS = [
'pickup_latitude', 'pickup_longitude', 'dropoff_latitude',
'dropoff_longitude'
]
# Number of vocabulary terms used for encoding VOCAB_FEATURES by tf.transform
VOCAB_SIZE = 1000
# Count of out-of-vocab buckets in which unrecognized VOCAB_FEATURES are hashed.
OOV_SIZE = 10
VOCAB_FEATURE_KEYS = [
'payment_type',
'company',
]
LABEL_KEY = 'tips'
FARE_KEY = 'fare'
CSV_COLUMN_NAMES = [
'pickup_community_area',
'fare',
'trip_start_month',
'trip_start_hour',
'trip_start_day',
'trip_start_timestamp',
'pickup_latitude',
'pickup_longitude',
'dropoff_latitude',
'dropoff_longitude',
'trip_miles',
'pickup_census_tract',
'dropoff_census_tract',
'payment_type',
'company',
'trip_seconds',
'dropoff_community_area',
'tips',
]
def transformed_name(key):
return key + '_xf'
def transformed_names(keys):
return [transformed_name(key) for key in keys]
# Tf.Transform considers these features as "raw"
def get_raw_feature_spec(schema):
return schema_utils.schema_as_feature_spec(schema).feature_spec
def make_proto_coder(schema):
raw_feature_spec = get_raw_feature_spec(schema)
raw_schema = dataset_schema.from_feature_spec(raw_feature_spec)
return tft_coders.ExampleProtoCoder(raw_schema)
def make_csv_coder(schema):
"""Return a coder for tf.transform to read csv files."""
raw_feature_spec = get_raw_feature_spec(schema)
parsing_schema = dataset_schema.from_feature_spec(raw_feature_spec)
return tft_coders.CsvCoder(CSV_COLUMN_NAMES, parsing_schema)
def clean_raw_data_dict(input_dict, raw_feature_spec):
"""Clean raw data dict."""
output_dict = {}
for key in raw_feature_spec:
if key not in input_dict or not input_dict[key]:
output_dict[key] = []
else:
output_dict[key] = [input_dict[key]]
return output_dict
def make_sql(table_name, max_rows=None, for_eval=False):
"""Creates the sql command for pulling data from BigQuery.
Args:
table_name: BigQuery table name
max_rows: if set, limits the number of rows pulled from BigQuery
for_eval: True if this is for evaluation, false otherwise
Returns:
sql command as string
"""
if for_eval:
# 1/3 of the dataset used for eval
where_clause = 'WHERE MOD(FARM_FINGERPRINT(unique_key), 3) = 0'
else:
# 2/3 of the dataset used for training
where_clause = 'WHERE MOD(FARM_FINGERPRINT(unique_key), 3) > 0'
limit_clause = ''
if max_rows:
limit_clause = 'LIMIT {max_rows}'.format(max_rows=max_rows)
return """
SELECT
CAST(pickup_community_area AS string) AS pickup_community_area,
CAST(dropoff_community_area AS string) AS dropoff_community_area,
CAST(pickup_census_tract AS string) AS pickup_census_tract,
CAST(dropoff_census_tract AS string) AS dropoff_census_tract,
fare,
EXTRACT(MONTH FROM trip_start_timestamp) AS trip_start_month,
EXTRACT(HOUR FROM trip_start_timestamp) AS trip_start_hour,
EXTRACT(DAYOFWEEK FROM trip_start_timestamp) AS trip_start_day,
UNIX_SECONDS(trip_start_timestamp) AS trip_start_timestamp,
pickup_latitude,
pickup_longitude,
dropoff_latitude,
dropoff_longitude,
trip_miles,
payment_type,
company,
trip_seconds,
tips
FROM `{table_name}`
{where_clause}
{limit_clause}
""".format(
table_name=table_name, where_clause=where_clause, limit_clause=limit_clause)
def read_schema(path):
"""Reads a schema from the provided location.
Args:
path: The location of the file holding a serialized Schema proto.
Returns:
An instance of Schema or None if the input argument is None
"""
result = schema_pb2.Schema()
contents = file_io.read_file_to_string(path)
text_format.Parse(contents, result)
return result
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/tf-serving/chicago_taxi_client.py
================================================
# Copyright 2018 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""A client for the chicago_taxi demo."""
from __future__ import print_function
import argparse
import base64
import os
import subprocess
import tempfile
from grpc.beta import implementations
import tensorflow as tf
from tensorflow.python.lib.io import file_io
from tensorflow_serving.apis import predict_pb2
from tensorflow_serving.apis import prediction_service_pb2
from trainer import taxi
_LOCAL_INFERENCE_TIMEOUT_SECONDS = 5.0
def _do_local_inference(host, port, serialized_examples, model_name):
"""Performs inference on a model hosted by the host:port server."""
channel = implementations.insecure_channel(host, int(port))
stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)
request = predict_pb2.PredictRequest()
# request.model_spec.name = 'chicago_taxi'
request.model_spec.name = model_name
request.model_spec.signature_name = 'predict'
tfproto = tf.contrib.util.make_tensor_proto([serialized_examples],
shape=[len(serialized_examples)],
dtype=tf.string)
# The name of the input tensor is 'examples' based on
# https://github.com/tensorflow/tensorflow/blob/r1.9/tensorflow/python/estimator/export/export.py#L290
request.inputs['examples'].CopyFrom(tfproto)
print(stub.Predict(request, _LOCAL_INFERENCE_TIMEOUT_SECONDS))
def _do_mlengine_inference(model, version, serialized_examples):
"""Performs inference on the model:version in CMLE."""
working_dir = tempfile.mkdtemp()
instances_file = os.path.join(working_dir, 'test.json')
json_examples = []
for serialized_example in serialized_examples:
# The encoding follows the example in:
# https://github.com/GoogleCloudPlatform/training-data-analyst/blob/master/quests/tpu/invoke_model.py
json_examples.append(
'{ "inputs": { "b64": "%s" } }' % base64.b64encode(serialized_example))
# print('\n'.join(json_examples))
file_io.write_string_to_file(instances_file, '\n'.join(json_examples))
gcloud_command = [
'gcloud', 'ml-engine', 'predict', '--model', model, '--version', version,
'--json-instances', instances_file
]
print(subprocess.check_output(gcloud_command))
def _do_inference(model_handle, examples_file, num_examples, schema, model_name):
"""Sends requests to the model and prints the results.
Args:
model_handle: handle to the model. This can be either
"mlengine:model:version" or "host:port"
examples_file: path to csv file containing examples, with the first line
assumed to have the column headers
num_examples: number of requests to send to the server
schema: a Schema describing the input data
Returns:
Response from model server
"""
filtered_features = [
feature for feature in schema.feature if feature.name != taxi.LABEL_KEY
]
del schema.feature[:]
schema.feature.extend(filtered_features)
csv_coder = taxi.make_csv_coder(schema)
proto_coder = taxi.make_proto_coder(schema)
input_file = open(examples_file, 'r')
input_file.readline() # skip header line
serialized_examples = []
for _ in range(num_examples):
one_line = input_file.readline()
if not one_line:
print('End of example file reached')
break
one_example = csv_coder.decode(one_line)
serialized_example = proto_coder.encode(one_example)
serialized_examples.append(serialized_example)
parsed_model_handle = model_handle.split(':')
if parsed_model_handle[0] == 'mlengine':
_do_mlengine_inference(
model=parsed_model_handle[1],
version=model_name,
serialized_examples=serialized_examples,
)
else:
_do_local_inference(
host=parsed_model_handle[0],
port=parsed_model_handle[1],
serialized_examples=serialized_examples,
model_name=model_name)
def main(_):
parser = argparse.ArgumentParser()
parser.add_argument(
'--num_examples',
help=('Number of examples to send to the server.'),
default=1,
type=int)
parser.add_argument(
'--server',
help=('Prediction service host:port or mlengine:model'),
required=True)
parser.add_argument(
'--examples_file',
help=('Path to csv file containing examples.'),
required=True)
parser.add_argument(
'--model_name',
help=('Model name.'),
required=True)
parser.add_argument(
'--schema_file', help='File holding the schema for the input data',
default='schema.pbtxt')
known_args, _ = parser.parse_known_args()
_do_inference(known_args.server,
known_args.examples_file, known_args.num_examples,
taxi.read_schema(known_args.schema_file),
known_args.model_name)
if __name__ == '__main__':
tf.app.run()
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/tf-serving/deploy-tf-serve.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import argparse
import datetime
import json
import os
import time
import logging
import requests
import subprocess
import six
from tensorflow.python.lib.io import file_io
import time
import yaml
def main(argv=None):
parser = argparse.ArgumentParser(description='ML Trainer')
parser.add_argument(
'--model_name',
help='...',
required=True)
parser.add_argument(
'--model_path',
help='...',
required=True)
parser.add_argument('--cluster', type=str,
help='GKE cluster set up for kubeflow. If set, zone must be provided. ' +
'If not set, assuming this runs in a GKE container and current ' +
'cluster is used.')
parser.add_argument('--zone', type=str, help='zone of the kubeflow cluster.')
args = parser.parse_args()
KUBEFLOW_NAMESPACE = 'kubeflow'
# Make sure model dir exists before proceeding
retries = 0
sleeptime = 5
while retries < 20:
try:
model_dir = os.path.join(args.model_path, file_io.list_directory(args.model_path)[-1])
print("model subdir: %s" % model_dir)
break
except Exception as e:
print(e)
print("Sleeping %s seconds to sync with GCS..." % sleeptime)
time.sleep(sleeptime)
retries += 1
sleeptime *= 2
if retries >=20:
print("could not get model subdir from %s, exiting" % args.model_path)
exit(1)
logging.getLogger().setLevel(logging.INFO)
args_dict = vars(args)
if args.cluster and args.zone:
cluster = args_dict.pop('cluster')
zone = args_dict.pop('zone')
else:
# Get cluster name and zone from metadata
metadata_server = "http://metadata/computeMetadata/v1/instance/"
metadata_flavor = {'Metadata-Flavor' : 'Google'}
cluster = requests.get(metadata_server + "attributes/cluster-name",
headers = metadata_flavor).text
zone = requests.get(metadata_server + "zone",
headers = metadata_flavor).text.split('/')[-1]
# logging.info('Getting credentials for GKE cluster %s.' % cluster)
# subprocess.call(['gcloud', 'container', 'clusters', 'get-credentials', cluster,
# '--zone', zone])
args_list = ['--%s=%s' % (k.replace('_', '-'),v)
for k,v in six.iteritems(args_dict) if v is not None]
logging.info('Generating training template.')
template_file = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'tf-serve-template.yaml')
target_file = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'tf-serve.yaml')
with open(template_file, 'r') as f:
with open( target_file, "w" ) as target:
data = f.read()
changed = data.replace('MODEL_NAME',args.model_name)
changed1 = changed.replace('KUBEFLOW_NAMESPACE',KUBEFLOW_NAMESPACE)
changed2 = changed1.replace('MODEL_PATH', args.model_path)
target.write(changed2)
logging.info('deploying model serving.')
subprocess.call(['kubectl', 'create', '-f', '/ml/tf-serve.yaml'])
if __name__== "__main__":
main()
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/tf-serving/schema.pbtxt
================================================
feature {
name: "fare"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_start_hour"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "pickup_census_tract"
type: BYTES
presence {
min_count: 0
}
}
feature {
name: "dropoff_census_tract"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "company"
value_count {
min: 1
max: 1
}
type: BYTES
domain: "company"
presence {
min_count: 1
}
}
feature {
name: "trip_start_timestamp"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "pickup_longitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_start_month"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_miles"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "dropoff_longitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "dropoff_community_area"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "pickup_community_area"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "payment_type"
value_count {
min: 1
max: 1
}
type: BYTES
domain: "payment_type"
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "trip_seconds"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
feature {
name: "trip_start_day"
value_count {
min: 1
max: 1
}
type: INT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "tips"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "pickup_latitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_fraction: 1.0
min_count: 1
}
}
feature {
name: "dropoff_latitude"
value_count {
min: 1
max: 1
}
type: FLOAT
presence {
min_count: 1
}
}
string_domain {
name: "company"
value: "0118 - 42111 Godfrey S.Awir"
value: "0694 - 59280 Chinesco Trans Inc"
value: "1085 - 72312 N and W Cab Co"
value: "2733 - 74600 Benny Jona"
value: "2809 - 95474 C & D Cab Co Inc."
value: "3011 - 66308 JBL Cab Inc."
value: "3152 - 97284 Crystal Abernathy"
value: "3201 - C&D Cab Co Inc"
value: "3201 - CID Cab Co Inc"
value: "3253 - 91138 Gaither Cab Co."
value: "3385 - 23210 Eman Cab"
value: "3623 - 72222 Arrington Enterprises"
value: "3897 - Ilie Malec"
value: "4053 - Adwar H. Nikola"
value: "4197 - 41842 Royal Star"
value: "4615 - 83503 Tyrone Henderson"
value: "4615 - Tyrone Henderson"
value: "4623 - Jay Kim"
value: "5006 - 39261 Salifu Bawa"
value: "5006 - Salifu Bawa"
value: "5074 - 54002 Ahzmi Inc"
value: "5074 - Ahzmi Inc"
value: "5129 - 87128"
value: "5129 - 98755 Mengisti Taxi"
value: "5129 - Mengisti Taxi"
value: "5724 - KYVI Cab Inc"
value: "585 - Valley Cab Co"
value: "5864 - 73614 Thomas Owusu"
value: "5864 - Thomas Owusu"
value: "5874 - 73628 Sergey Cab Corp."
value: "5997 - 65283 AW Services Inc."
value: "5997 - AW Services Inc."
value: "6488 - 83287 Zuha Taxi"
value: "6743 - Luhak Corp"
value: "Blue Ribbon Taxi Association Inc."
value: "C & D Cab Co Inc"
value: "Chicago Elite Cab Corp."
value: "Chicago Elite Cab Corp. (Chicago Carriag"
value: "Chicago Medallion Leasing INC"
value: "Chicago Medallion Management"
value: "Choice Taxi Association"
value: "Dispatch Taxi Affiliation"
value: "KOAM Taxi Association"
value: "Northwest Management LLC"
value: "Taxi Affiliation Services"
value: "Top Cab Affiliation"
}
string_domain {
name: "payment_type"
value: "Cash"
value: "Credit Card"
value: "Dispute"
value: "No Charge"
value: "Pcard"
value: "Unknown"
}
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/tf-serving/tf-serve-template.yaml
================================================
---
apiVersion: v1
kind: Service
metadata:
labels:
app: MODEL_NAME
name: MODEL_NAME
namespace: KUBEFLOW_NAMESPACE
spec:
ports:
- name: grpc-tf-serving
port: 9000
targetPort: 9000
- name: tf-serving-builtin-http
port: 8500
targetPort: 8500
selector:
app: MODEL_NAME
# type: LoadBalancer
type: ClusterIP
---
apiVersion: extensions/v1beta1
kind: Deployment
metadata:
labels:
app: MODEL_NAME
name: MODEL_NAME
namespace: KUBEFLOW_NAMESPACE
spec:
replicas: 1
template:
metadata:
labels:
app: MODEL_NAME
version: v1
spec:
containers:
- args:
- --port=9000
- --rest_api_port=8500
- --model_name=MODEL_NAME
- --model_base_path=MODEL_PATH
command:
- /usr/bin/tensorflow_model_server
image: tensorflow/serving
imagePullPolicy: IfNotPresent
livenessProbe:
initialDelaySeconds: 30
periodSeconds: 30
tcpSocket:
port: 9000
name: MODEL_NAME
ports:
- containerPort: 9000
- containerPort: 8500
resources:
limits:
cpu: "4"
memory: 4Gi
requests:
cpu: "1"
memory: 1Gi
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/tf-serving-gh/deploy-tf-serve.py
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import argparse
import os
import time
import logging
import subprocess
import requests
from tensorflow.python.lib.io import file_io
def main():
parser = argparse.ArgumentParser(description='ML Trainer')
parser.add_argument(
'--model_name',
help='...',
required=True)
parser.add_argument(
'--model_path',
help='...',
required=True)
parser.add_argument('--cluster', type=str,
help='GKE cluster set up for kubeflow. If set, zone must be provided. ' +
'If not set, assuming this runs in a GKE container and current ' +
'cluster is used.')
parser.add_argument('--zone', type=str, help='zone of the kubeflow cluster.')
args = parser.parse_args()
KUBEFLOW_NAMESPACE = 'kubeflow'
# Make sure model dir exists before proceeding
retries = 0
sleeptime = 5
while retries < 20:
try:
model_dir = os.path.join(args.model_path, file_io.list_directory(args.model_path)[-1])
print("model subdir: %s" % model_dir)
break
except Exception as e: #pylint: disable=broad-except
print(e)
print("Sleeping %s seconds to sync with GCS..." % sleeptime)
time.sleep(sleeptime)
retries += 1
sleeptime *= 2
if retries >= 20:
print("could not get model subdir from %s, exiting" % args.model_path)
exit(1)
logging.getLogger().setLevel(logging.INFO)
args_dict = vars(args)
if args.cluster and args.zone:
cluster = args_dict.pop('cluster') #pylint: disable=unused-variable
zone = args_dict.pop('zone') #pylint: disable=unused-variable
else:
# Get cluster name and zone from metadata
metadata_server = "http://metadata/computeMetadata/v1/instance/"
metadata_flavor = {'Metadata-Flavor' : 'Google'}
cluster = requests.get(metadata_server + "attributes/cluster-name",
headers=metadata_flavor).text
zone = requests.get(metadata_server + "zone",
headers=metadata_flavor).text.split('/')[-1]
# logging.info('Getting credentials for GKE cluster %s.' % cluster)
# subprocess.call(['gcloud', 'container', 'clusters', 'get-credentials', cluster,
# '--zone', zone])
logging.info('Generating training template.')
template_file = os.path.join(
os.path.dirname(os.path.realpath(__file__)), 'tf-serve-template.yaml')
target_file = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'tf-serve.yaml')
with open(template_file, 'r') as f:
with open(target_file, "w") as target:
data = f.read()
changed = data.replace('MODEL_NAME', args.model_name)
changed1 = changed.replace('KUBEFLOW_NAMESPACE', KUBEFLOW_NAMESPACE)
changed2 = changed1.replace('MODEL_PATH', args.model_path)
target.write(changed2)
logging.info('deploying model serving.')
subprocess.call(['kubectl', 'create', '-f', '/ml/tf-serve.yaml'])
if __name__ == "__main__":
main()
================================================
FILE: ml/kubeflow-pipelines/components/older/kubeflow/tf-serving-gh/tf-serve-template.yaml
================================================
---
apiVersion: v1
kind: Service
metadata:
annotations:
getambassador.io/config: |-
---
apiVersion: ambassador/v0
kind: Mapping
name: tfserving-predict-mapping-MODEL_NAME
prefix: tfserving/models/MODEL_NAME/
rewrite: /v1/models/MODEL_NAME:predict
method: POST
service: MODEL_NAME.kubeflow:8500
labels:
app: MODEL_NAME
name: MODEL_NAME
namespace: KUBEFLOW_NAMESPACE
spec:
ports:
- name: grpc-tf-serving
port: 9000
targetPort: 9000
- name: tf-serving-builtin-http
port: 8500
targetPort: 8500
selector:
app: MODEL_NAME
type: ClusterIP
---
apiVersion: extensions/v1beta1
kind: Deployment
metadata:
labels:
app: MODEL_NAME
name: MODEL_NAME
namespace: KUBEFLOW_NAMESPACE
spec:
replicas: 1
template:
metadata:
labels:
app: MODEL_NAME
version: v1
spec:
containers:
- args:
- --port=9000
- --rest_api_port=8500
- --model_name=MODEL_NAME
- --model_base_path=MODEL_PATH
command:
- /usr/bin/tensorflow_model_server
image: tensorflow/serving
imagePullPolicy: IfNotPresent
livenessProbe:
initialDelaySeconds: 30
periodSeconds: 30
tcpSocket:
port: 9000
name: MODEL_NAME
ports:
- containerPort: 9000
- containerPort: 8500
resources:
limits:
cpu: "4"
memory: 4Gi
requests:
cpu: "1"
memory: 1Gi
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/containers/base/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM tensorflow/tensorflow:1.12.0-gpu
RUN apt-get update -y
RUN apt-get install --no-install-recommends -y -q ca-certificates python-dev python-setuptools \
wget unzip git
RUN easy_install pip
RUN pip install tensorflow-probability==0.5
RUN pip install tensor2tensor==1.11.0
RUN pip install tensorflow_hub==0.1.1
RUN pip install pyyaml==3.12 six==1.11.0
RUN wget -nv https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.zip && \
unzip -qq google-cloud-sdk.zip -d /tools && \
rm google-cloud-sdk.zip && \
/tools/google-cloud-sdk/install.sh --usage-reporting=false \
--path-update=false --bash-completion=false \
--disable-installation-options && \
/tools/google-cloud-sdk/bin/gcloud -q components update \
gcloud core gsutil && \
/tools/google-cloud-sdk/bin/gcloud config set component_manager/disable_update_check true && \
touch /tools/google-cloud-sdk/lib/third_party/google.py
ADD build /ml
ENV PATH $PATH:/tools/node/bin:/tools/google-cloud-sdk/bin
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/containers/base/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
mkdir -p ./build
rsync -arvp "../../t2t-train"/ ./build/
docker build -t ml-pipeline-t2t-base .
rm -rf ./build
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/containers/t2t_app/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM tensorflow/tensorflow:1.12.0
RUN apt-get update -y
RUN apt-get install --no-install-recommends -y -q ca-certificates python-dev python-setuptools \
wget unzip git
RUN easy_install pip
RUN pip install tensorflow-probability==0.5
RUN pip install tensor2tensor==1.11.0
RUN pip install tensorflow-serving-api
RUN pip install gunicorn
RUN pip install pyyaml==3.12 six==1.11.0
RUN pip install pandas
RUN wget -nv https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.zip && \
unzip -qq google-cloud-sdk.zip -d /tools && \
rm google-cloud-sdk.zip && \
/tools/google-cloud-sdk/install.sh --usage-reporting=false \
--path-update=false --bash-completion=false \
--disable-installation-options && \
/tools/google-cloud-sdk/bin/gcloud -q components update \
gcloud core gsutil && \
/tools/google-cloud-sdk/bin/gcloud config set component_manager/disable_update_check true && \
touch /tools/google-cloud-sdk/lib/third_party/google.py
ADD build /ml
ENV PATH $PATH:/tools/node/bin:/tools/google-cloud-sdk/bin
WORKDIR /ml/app
CMD gunicorn -w 4 -b :8080 main:app
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/containers/t2t_app/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
mkdir -p ./build
rsync -arvp "../../t2t-app"/ ./build/
docker build -t ml-pipeline-t2tapp .
docker tag ml-pipeline-t2tapp gcr.io/${PROJECT_ID}/ml-pipeline-t2tapp
docker push gcr.io/${PROJECT_ID}/ml-pipeline-t2tapp
rm -rf ./build
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/containers/t2t_proc/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM tensorflow/tensorflow:1.12.0
RUN apt-get update -y
RUN apt-get install --no-install-recommends -y -q ca-certificates python-dev python-setuptools \
wget unzip git
RUN easy_install pip
RUN pip install tensorflow-probability==0.5
RUN pip install tensor2tensor==1.11.0
RUN pip install pyyaml==3.12 six==1.11.0
RUN pip install google-cloud-storage
RUN wget -nv https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.zip && \
unzip -qq google-cloud-sdk.zip -d /tools && \
rm google-cloud-sdk.zip && \
/tools/google-cloud-sdk/install.sh --usage-reporting=false \
--path-update=false --bash-completion=false \
--disable-installation-options && \
/tools/google-cloud-sdk/bin/gcloud -q components update \
gcloud core gsutil && \
/tools/google-cloud-sdk/bin/gcloud config set component_manager/disable_update_check true && \
touch /tools/google-cloud-sdk/lib/third_party/google.py
ADD build /ml
ENV PATH $PATH:/tools/node/bin:/tools/google-cloud-sdk/bin
WORKDIR /ml
RUN mkdir -p /ml/gh_data
RUN mkdir -p /ml/gh_data/tmp
ENTRYPOINT ["python", "/ml/datagen.py"]
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/containers/t2t_proc/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
mkdir -p ./build
rsync -arvp "../../t2t-proc"/ ./build/
docker build -t ml-pipeline-t2tproc .
docker tag ml-pipeline-t2tproc gcr.io/${PROJECT_ID}/ml-pipeline-t2tproc
docker push gcr.io/${PROJECT_ID}/ml-pipeline-t2tproc
rm -rf ./build
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/containers/t2t_train/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ml-pipeline-t2t-base
ENTRYPOINT ["python", "/ml/train_model.py"]
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/containers/t2t_train/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
# build base image
pushd ../base
./build.sh
popd
docker build -t ml-pipeline-t2ttrain .
docker tag ml-pipeline-t2ttrain gcr.io/${PROJECT_ID}/ml-pipeline-t2ttrain
docker push gcr.io/${PROJECT_ID}/ml-pipeline-t2ttrain
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/containers/webapp-launcher/Dockerfile
================================================
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
FROM ubuntu:16.04
RUN apt-get update -y
RUN apt-get install --no-install-recommends -y -q ca-certificates python-dev python-setuptools wget unzip
RUN easy_install pip
RUN pip install pyyaml==3.12 six==1.11.0 requests==2.18.4 tensorflow==1.12.0
RUN wget -nv https://dl.google.com/dl/cloudsdk/release/google-cloud-sdk.zip && \
unzip -qq google-cloud-sdk.zip -d tools && \
rm google-cloud-sdk.zip && \
tools/google-cloud-sdk/install.sh --usage-reporting=false \
--path-update=false --bash-completion=false \
--disable-installation-options && \
tools/google-cloud-sdk/bin/gcloud -q components update \
gcloud core gsutil && \
tools/google-cloud-sdk/bin/gcloud -q components install kubectl && \
tools/google-cloud-sdk/bin/gcloud config set component_manager/disable_update_check true && \
touch /tools/google-cloud-sdk/lib/third_party/google.py
RUN wget -nv https://github.com/ksonnet/ksonnet/releases/download/v0.11.0/ks_0.11.0_linux_amd64.tar.gz && \
tar -xvzf ks_0.11.0_linux_amd64.tar.gz && \
mkdir -p /tools/ks/bin && \
cp ./ks_0.11.0_linux_amd64/ks /tools/ks/bin && \
rm ks_0.11.0_linux_amd64.tar.gz && \
rm -r ks_0.11.0_linux_amd64
ENV PATH $PATH:/tools/google-cloud-sdk/bin:/tools/ks/bin
ADD build /ml
ENTRYPOINT ["python", "/ml/deploy-webapp.py"]
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/containers/webapp-launcher/build.sh
================================================
#!/bin/bash -e
# Copyright 2018 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ -z "$1" ]
then
PROJECT_ID=$(gcloud config config-helper --format "value(configuration.properties.core.project)")
else
PROJECT_ID=$1
fi
mkdir -p ./build
rsync -arvp "../../webapp-launcher"/ ./build/
docker build -t ml-pipeline-webapp-launcher .
rm -rf ./build
docker tag ml-pipeline-webapp-launcher gcr.io/${PROJECT_ID}/ml-pipeline-webapp-launcher
docker push gcr.io/${PROJECT_ID}/ml-pipeline-webapp-launcher
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/t2t-app/app/ghsumm/__init__.py
================================================
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/t2t-app/app/ghsumm/setup.py
================================================
from setuptools import find_packages
from setuptools import setup
REQUIRED_PACKAGES = [
'tensor2tensor'
]
setup(
name='ghsumm',
version='0.1',
author='Google',
author_email='training-feedback@cloud.google.com',
install_requires=REQUIRED_PACKAGES,
packages=find_packages(),
include_package_data=True,
description='Github Problem',
requires=[]
)
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/t2t-app/app/ghsumm/trainer/__init__.py
================================================
from . import problem
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/t2t-app/app/ghsumm/trainer/problem.py
================================================
import csv
from tensor2tensor.utils import registry
from tensor2tensor.data_generators import problem
from tensor2tensor.data_generators import text_problems
@registry.register_problem
class GhProblem(text_problems.Text2TextProblem):
"""... predict GH issue title from body..."""
@property
def approx_vocab_size(self):
return 2**13 # ~8k
@property
def is_generate_per_split(self):
# generate_data will NOT shard the data into TRAIN and EVAL for us.
return False
@property
def max_subtoken_length(self):
return 4
@property
def dataset_splits(self):
"""Splits of data to produce and number of output shards for each."""
# 10% evaluation data
return [{
"split": problem.DatasetSplit.TRAIN,
"shards": 90,
}, {
"split": problem.DatasetSplit.EVAL,
"shards": 10,
}]
def generate_samples(self, data_dir, tmp_dir, dataset_split): #pylint: disable=unused-argument
with open('gh_data/github_issues.csv') as csvfile:
ireader = csv.reader((line.replace('\0', '') for line in csvfile), delimiter=','
# quotechar='|'
)
NUM_ROWS = 1500000
i = 0
for row in ireader:
if i >= NUM_ROWS:
break
yield {
"inputs": row[2], # body
"targets": row[1] # issue title
}
i += 1
================================================
FILE: ml/kubeflow-pipelines/components/older/t2t/t2t-app/app/github_issues_sample.csv
================================================
,issue_url,issue_title,body
505832,"""https://github.com/citra-emu/citra/issues/2736""",feature request the mouse input should be able to be re-bound to other citra input,"i noticed that you have hardcoded the mouse input entirely in order to control the second screen. while that does make some common sense for the 3ds, i think it's bad design that it is hardcoded. a lot of people are used to using mice for input in emulation. for instance, in ocarina and majora's you can target with a weapon that offers camera viewing and the mouse can take over, at least temporarily with a modifier. at the very least one should be able to rebind the main mouse keys and of course be able to bind also the axes direction of it."
5012410,"""https://github.com/Cocoanetics/DTCoreText/issues/1112""",dtcoretext takes up too much memory,"when i use the dtattributedlabel, i habitually looked at the memory usage, found that it will not destroy the memory ! 2017-10-23 6 31 59 https://user-images.githubusercontent.com/24238447/31885264-84d8c2e8-b7b5-11e7-8ed5-83ee49547230.png specific steps: 1. premise, dtattributedlabel on a subpage 2. into the sub-interface, memory increases, i think i can understand 3. after exiting the implementation of the deinit method i am using swift , the memory is not released, and i'm surprised 4. re-enter, memory increased again 5. the cycle of the above operations, memory continues to grow i see you in answering another related question, say nscache is storing something, but i think the memory has been increasing after all is not a good thing hope to get your reply, thank you"
4822192,"""https://github.com/udif/ITEADSW_Iteaduino-Lite-HSP/issues/1""",no versioning yet!,"when package is installed under arduino 1.6.12, it appears without a version number."
4494766,"""https://github.com/Statoil/libres/issues/30""",queue not open and not ready for use,abort called from: job_queue_check_open $libres/libjob_queue/src/job_queue.c:820 error message: job_queue_check_open: queue not open and not ready for use; method job_queue_reset must be called before using the queue - aborting 00 ??? .. in ~libecl/lib/util/util_abort_gnu.c:170 01 util_abort__ .. in ~libecl/lib/util/util_abort_gnu.c:303 02 job_queue_check_open .. in ~libres/libjob_queue/src/job_queue.c:821 03 job_queue_run_jobs .. in ~libres/libjob_queue/src/job_queue.c:864 04 job_queue_run_jobs__ .. in ~libres/libjob_queue/src/job_queue.c:1040 05 ???? 06 clone .. in ???
5295939,"""https://github.com/toggl/toggl_api_docs/issues/262""",setting project_ids to 0 does not seem to filter out items without a project,"seems like the docs talk about something that no longer works, have to manually filter out items with nil project from the reports"
5142411,"""https://github.com/danielgindi/Charts/issues/2700""",ivalueformatter text showing more than one time,"i am tried to patrician yaxis as 3or 4 separate blocks with limit lines . for this i am given different hardcoded values. but i need to display original values on top of bars . for this i used ivalueformatter to get customized text . but here problem is , it showing text overlap. could you please help me the approach. ! screen shot 2017-08-10 at 2 23 24 pm https://user-images.githubusercontent.com/8588641/29157170-3fd16d88-7dd8-11e7-91f9-5801264f83e0.png"
2464574,"""https://github.com/loboris/MicroPython_ESP32_psRAM_LoBo/issues/55""",lock object support in _thread implementation?,"do you have plans to implement lock object support in your _thread class implementation? for example, currently allocate_lock etc. is commented out for the _thread object in modthread.c : > components/micropython/py/modthread.c: //{ mp_rom_qstr mp_qstr_allocate_lock , mp_rom_ptr &mod_thread_allocate_lock_obj }, without this support it seems that one has to resort to polling with your thread notification functions, which is unfortunate... or is there another way one can perform true blocking synchronization between threads with your implementation?"
4084564,"""https://github.com/helixarch/debtap/issues/33""",possibility of generating alpine linux packages?,"this could be particularly useful in docker https://thenewstack.io/alpine-linux-heart-docker/ and postmarketos https://postmarketos.org/ , both of which use alpine as a base system."
4589827,"""https://github.com/magicjj/dominion-analyzer/issues/1175""",missing card: -coin token set by bridge troll,check if this card's info exists in deckdata.js
4403421,"""https://github.com/shidel/FDI/issues/2""",advanced keymap choosing step,"now in installer, user can choose only one variant of keymap - language. i want to suggest made yet one step - choosing keymap of language. for example, in russian language this standard , typewriter and dos here i was published russian keymaps - http://sourceforge.net/p/freedos/bugs/174/"
2158667,"""https://github.com/markreynoso/electric_slide/issues/3""",data summary graphs,"as a user, i would like to see a representation of how the program learned to solve slide puzzles, to better understand. difficult estimate: 5 stretch-goal: no"
3106729,"""https://github.com/django/django-formtools/issues/115""","is it correct, that we use state and stage in the preview.py?","we use state here https://github.com/django/django-formtools/blob/b518a9e59f76923ce8d226c61b9cb4eb3469d790/formtools/preview.py l21 and stage here https://github.com/django/django-formtools/blob/b518a9e59f76923ce8d226c61b9cb4eb3469d790/formtools/preview.py l24 . is that correct? i am still figuring out how the code works, so sorry if this is a dump questions. but it looks like an error to me."
1338227,"""https://github.com/quixdb/squash/issues/229""",make use of all zstd compression levels?,"looking at the chart at https://quixdb.github.io/squash-benchmark/ results-table i see only one entry for zstd, instead of a set of 22 levels as defined in the code. all the other compression libraries seem to be tested at multiple compression levels, so i'm wondering why this one isn't?"
4977275,"""https://github.com/clementine-player/Clementine/issues/5776""",feature: edit track/album hotkey,- x i checked the issue tracker for similar issues - x i checked the changelog https://github.com/clementine-player/clementine/blob/master/changelog if the issue is already resolved - x i tried the latest clementine build from here https://builds.clementine-player.org/ system information please provide information about your system and the version of clementine used. - operating system: ubuntu 16.04.02 64 bit - clementine version: 1.3.1 expected behaviour / actual behaviour being able to add shortcut hotkey to edit track/album information
3273234,"""https://github.com/alexey-lysiuk/bym/issues/6""",file based customization,"re-add ability to customize build environment via file, i.e. python module with extra options"
5206433,"""https://github.com/ISISComputingGroup/IBEX/issues/2809""",opi checker: does not check tabbed containers correctly,as a developer i would like to be able to check opis that contain a tabbed container. when the opi checker is run on these it throws an error when checking tab font colours.
1660027,"""https://github.com/montao/gamex/issues/3""",app issues and feedback,"hi niklas, i had checked the app in portrait and landscape modes and it looks good. but i have some feedback on it. please check out these points. 1. if possible could you add a feature like show and hide for the actionbar section in the app. because it occupies space on the screen and if we can add this feature it looks good. 2. if possible could you add a feature like monkey jamie can jump and can catch banana? 3. i configured issues sometimes jamie can't move he sucked properly while moving on both sides. left side to right side and right side to left side ! screen1 https://user-images.githubusercontent.com/3048390/32935119-9fe0b616-cb94-11e7-97b8-19c8bc062d18.png"
3378674,"""https://github.com/reasonml-community/bs-moment/issues/18""",moment should be in dependencies,"really minor : for consumers to get the original moment package when downloading the bindings and avoid version mismatches, it should be better moved to dependencies now it's in devdependencies https://github.com/reasonml-community/bs-moment/blob/master/package.json l22 ."
4588386,"""https://github.com/hsz/idea-gitignore/issues/396""",hi cpu usage whilst coding with version 2.0.0,"after upgrading .ignore plugin to version 2.0.0 i have found phpstorm to be very sluggish. as i type, the cpu spikes and there's a delay typing every character and a delay with autocomplete options being populated. disabling the .ignore plugin solves the issue. these are my phpstorm about details. phpstorm 2017.2 build ps-172.3317.83, built on july 18, 2017 jre: 1.8.0_152-release-915-b5 amd64 jvm: openjdk 64-bit server vm by jetbrains s.r.o linux 4.8.0-58-generic let me know if there's more information i can provide."
2286788,"""https://github.com/ridwanskaterock/cicool/issues/98""",issues with 2017-08-10 release,"i have had a couple of issues with installing the new version. 1 i don't see how to turn off demo mode. it is currently stating that the db will be reset every 60 minutes. how do i turn that off? 2 the install was failing during the db creation step. the following line in ...application/migrations/001_cicool.php was causing an exception: $this->db->query set global sql_mode='strict_trans_tables,no_zero_in_date,no_zero_date,error_for_division_by_zero,no_auto_create_user,no_engine_substitution'; ; i commented it out and the install went fine. thank you for a great product! sean"
4403628,"""https://github.com/redstone/LegacyFactions/issues/68""",anti territory log off option,would love an option in the config to teleport players to spawn if they log off in another faction's land. something like this with similar options : https://www.spigotmc.org/resources/anti-factions-territory-log-off-factionsuuid-supported.13659/
5000504,"""https://github.com/Recruitee/mix_docker/issues/22""",docker.publish is broken on master,"when i try to use mix docker.publish, i get the following error: 01:17:34.922 debug $ docker push repo/myproject:2a475ece8a docker push requires exactly 1 argument s . see 'docker push --help'. i configured my tag using: config :mix_docker, image: repo/myproject , tag: {git-sha} passing the args to docker push seems to create an invisible character or something that docker does not like. also if args is really needed for docker push, the proper syntax is: docker push options name :tag right now, the code append the options after the name :tag : defp docker :push, image, args do system! docker , push , image, args end"
4686615,"""https://github.com/company-mode/company-mode/issues/696""",question on the variable name that controls the font face,"could you tell me which variable in company-mode control the font face the dark-red letters circled in the following figure? i want to fix it under my theme. however, i failed to locate the variable. many thanks! ! eg https://user-images.githubusercontent.com/5046605/29469432-85b2dc80-8448-11e7-813a-ce9eac3edc15.png"
1144746,"""https://github.com/FACG2/webtopia/issues/20""",some links does not work,about and contact at the header does not work
4221969,"""https://github.com/performant-software/Annotation-Studio/issues/114""","allow authorial annotations, ascribed to other, perhaps non-existent users","could be handled: 1. with an actual phantom user 2. with a category on a normal annotation 3. within the text, as is the case now on manfred"
1174165,"""https://github.com/koorellasuresh/UKRegionTest/issues/27405""",first from flow in uk south,first from flow in uk south
4128651,"""https://github.com/psu-libraries/cho-req/issues/255""",create autocomplete connector for any getty vocabulary,another connector like refs 254 should be used for fields in templates and returning data in forms. refs 16 & 57
1983796,"""https://github.com/prestodb/presto/issues/9404""",presto server crashing causes master node to restart,"i am working on a 3 node presto cluster and trying to run tpch queries on 5gb data on hive-orc. whenever i execute a query, firstly it tries to execute the query but after a few seconds it crashes and my master node restarts. i could not figure out the problem from the logs, as there are no error logs on my master or slaves nodes. so what could be the reason for the presto-server crash?"
1200990,"""https://github.com/statsmodels/statsmodels/issues/3808""",tst: var unused test results,"there is a stata results file that has zero coverage and the class checkvar has no line coverage in asserts and also is not used https://codecov.io/gh/statsmodels/statsmodels/src/e9fdba96c677426d031e84849fa5b53b23b144a5/statsmodels/tsa/vector_ar/tests/test_var.py found browsing the coverage results in 3804 that also shows modules that are not run in the test run, i.e. zero coverage files."
2824139,"""https://github.com/DivyaElumalai/AO/issues/3644""",storage exceeds 85% of disk...,
778801,"""https://github.com/SlicerRt/SlicerRT/issues/2""",cannot move the legend on the dvh plot,most often the dvh plot's legend is quite big and it covers interesting parts of the chart. need to find a way to move/resize the legend and the chart area. it's difficult to find out how to unzoom the chart area double click with left mouse button . migrated from https://app.assembla.com/spaces/slicerrt/tickets/68-cannot-move-the-legend-on-the-dvh-plot/details
2351947,"""https://github.com/Ecwid/consul-api/issues/116""",why new service adds check for node,"when i register a service along with check using new service, it adds extra check for node as well which make service unavailable even though it is available but node is not available. example - i have consul cluster with single dc having three servers a, b and c . i register a service with server a using agent client and if server a down i don't get the service using health end point. i think reason is, newservice model is adding service and node check as part of checks for a service. if we add servicei'd to new service.check class then it would make a service level check."
4905191,"""https://github.com/gabriela229/grace-shopper/issues/50""",admin user order management,"order management ...view a list of all orders, so that i can find specific orders to review
...filter orders by status created, processing, cancelled, completed , so that i can more easily find the orders i'm interested in
...view details of a specific order, so that i can review it and update its status
...change the status of the order created -> processing, processing -> cancelled || completed , so that others will know what stage of the process the order is in"
5132693,"""https://github.com/FortAwesome/Font-Awesome/issues/11467""",icon request: fa-customs/police/lawenforcement,"hi there, an icon for some kind of law enforcement, for example customs or police, would be very useful. ! image https://user-images.githubusercontent.com/31493266/29900209-e298a102-8db5-11e7-95c1-0cfcb7869ade.png ! image https://user-images.githubusercontent.com/31493266/29900232-137a9e4c-8db6-11e7-8471-a6bea64077ad.png greetings"
2541181,"""https://github.com/moimikey/react-hoc-boilerplate/issues/1""",action required: greenkeeper could not be activated 🚨,"🚨 you need to enable continuous integration on all branches of this repository. 🚨 to enable greenkeeper, you need to make sure that a commit status https://help.github.com/articles/about-statuses/ is reported on all branches. this is required by greenkeeper because we are using your ci build statuses to figure out when to notify you about breaking changes. since we did not receive a ci status on the greenkeeper/initial https://github.com/moimikey/react-hoc-boilerplate/commits/greenkeeper/initial branch, we assume that you still need to configure it. if you have already set up a ci for this repository, you might need to check your configuration. make sure it will run on all new branches. if you don’t want it to run on every branch, you can whitelist branches starting with greenkeeper/ . we recommend using travis ci https://travisci.org , but greenkeeper will work with every other ci service as well."
4824452,"""https://github.com/rustbridge/in-a-box/issues/2""",what is all about?,wouldn't you add readme file? is it something related to local open source community?
442357,"""https://github.com/hovoodd/studious-octo-adventure/issues/6""",option to ask user gist description before creating new gist.,when user creates new gist to upload
3326632,"""https://github.com/andreramoni/puppet-rservers/issues/2""",create a dns resolver server,create a dns resolver roles that accepts parameters for allow query and others.
5159196,"""https://github.com/nim-lang/Nim/issues/6916""",httpclient: maxredirects do not limit redirection,"any value other than 0 does not limit the number of redirects that httpclient is following. however in the deprecated get procedure setting maxredirects has the desired effect. test case: nim discard output: '''302 found 302 found ''' import httpclient proc test_redirect = var client = newhttpclient maxredirects = 1 let data = client.get http://httpbin.org/redirect/2 echo $data.status proc test_redirect_1 = let data = get http://httpbin.org/redirect/2 , maxredirects = 1 echo $data.status test_redirect test_redirect_1 this will output: 200 ok 302 found instead of the expected: 302 found 302 found this is due to the recursive call of client.request on line 1170 of httpclient.nim. there are some other issues with the redirect handling as well: - in the procedure downloadfile the redirect handling doesn't work at all, because downloadfile sets client.getbody = false but it is not possible to follow a redirect if you don't read the body of the redirect response. - if you use a proxy and the redirect response directs you to a https url on another host, then you need to first establish a new proxy tunnel, otherwise the redirection doesn't work. unfortunately currently i am unable to propose a fix for these issues."
2887164,"""https://github.com/linuxmint/Cinnamon/issues/6570""",borderlines are missing in linuxmint,"mint version - linuxmint 18.1 cinnamon 64bit cinnamon version - 3.2.7 linux kernel - 4.4.0.77-generic all the 'separators' and 'borders' are missing, so there is no 'button' like effect. i only see texts. look at the top left side of this image -> ! screenshot from 2017-05-29 03-29-16 https://cloud.githubusercontent.com/assets/15961152/26532510/1c676556-4420-11e7-8284-592d0a694e72.png i am not sure exactly after what upgrade borders got vanished. and i am unable to get it back. could you please help? sometimes, it gets so hard to select any dropdown option as i see all options' texts and not sure which option is actually 'selected'."
5247750,"""https://github.com/yen223/lunisolar/issues/2""","not compatible with python 3.4 and later, cannot import module","always got this error after import module >>> import lunisolar traceback most recent call last : file , line 1, in file /home/ryan/envs/mgmt/lib/python3.4/site-packages/lunisolar/__init__.py , line 1, in from lunisolar import chinesedate importerror: cannot import name 'chinesedate' ericof already fix this problem https://github.com/ericof/lunisolar/commit/f9f7392fd009c896c67f865bf42af35e6f410cc9"
4196713,"""https://github.com/mozilla/activity-stream/issues/2410""",graduate screenshotslongcache and newtabprefs experiments in 1.9.0,"note that for newtabprefs, let's just graduate the sidebar part, and leave the top sites editing feature pin/drag&drop/edit as it is."
196225,"""https://github.com/Intervention/image/issues/694""",url manipulation show blank image,"hello, i'm trying to use the url manipulation to handle image via your tutorial http://image.intervention.io/use/url . but the browser returns an empty image like this: ! error https://cloud.githubusercontent.com/assets/9303093/23657463/ca2fb7f6-0370-11e7-92cb-e002e2e9a0cc.png i changed these line in the config file: php 'route' => 'imagecache', 'paths' => array storage_path 'app/images' , , and leave everything else the same so are there any steps that i'm missing? thank you"
861031,"""https://github.com/Citrinate/giveawayHelper/issues/27""",add follow/unfollow official game group option,example: oc ask people to follow their official game group in this ga: https://simplo.gg/index.php?giveaway=free-steam-key-athopiu
3624401,"""https://github.com/UncleLeroy/livewebcams/issues/72""",just in: on cams fun network streaming now: chanelcashmere,"just in from the best site on the web
when you love the considered being fascinated with reside xxx with ,guys,women, and extra you’ll take a look at us out: view on cams fun network streaming now: chanelcashmere via clicking right here that is the joys phase. if you end up in a reside cams consultation with a lovely babe or man, you are the boss and get to name just about the entire photographs. in keeping with his/her/their profile, request what you want and move from there! do not get all loopy on them, if you already know what i imply. in case your sexual boat loves to drift on unique waters, then to find the appropriate movement for you, were given it? this turns out virtually too evident to say, however i’m amazed over and over seeing customers simply bounce at the first sexchat website they took place to come back via or following some flashing banner that they noticed on some dodgy xxx tube. now certain, being an fool isn’t a criminal offense, however for fuck’s sake: if you select a website you have got by no means even heard about after which give it your cc main points, do not come crying that you were given hoaxed. one of the simplest ways to keep away from such inconveniences is to learn grownup cams website opinions earlier than signing as much as a website. all the web pages that seem on my chart are dependable, had been completely examined and evaluated and you’ll see for your self the variations in prices, selection of reside intercourse webcam and contours.
via my blog located at http://ift.tt/2iq0kpj just in: on cams fun network streaming now: chanelcashmere"
956482,"""https://github.com/dotnet/roslyn-project-system/issues/1621""",decorator settings for typescript in the new csproj format,"there are two settings in vs.net 2015 csproj: and . are these settings in the new format? if not, will they be?"
2985614,"""https://github.com/d4rken/sdmaid-public/issues/1400""",clutterreport: /storage/emulated/0/mipush new,target target: /storage/emulated/0/mipush prefix-free: mipush path-prefix: /storage/emulated/0/ type: directory location: sdcard current keeper state: false suggested keeper state: false suggested owners appname: mi home packagename: com.xiaomi.smarthome version: 5.0.19 60709 current owners none sd maid version: 4.9.3 40903 device fingerprint: samsung/a5xeltexx/a5xelte:6.0.1/mmb29k/a510fxxu4bqc1:user/release-keys
455748,"""https://github.com/dirkjanm/videojs-preroll/issues/29""",initialize videojs-contrib-ads sooner to avoid redispatch issues,"i'm referring to this part: videojs 'example_video_1', {}, function { var player = this; player.preroll { src: advertisement.mp4 } ; } ; this initializes the preroll plugin on player ready, which in turn initializes videojs-contrib-ads. we have had a lot of bugs where people initialized this way because contrib-ads' redispatch feature is not initialized until player ready, which means a lot of events don't get redispatched up until when then. we've seen people rely on those events for analytics, for example. other work may need to be done to support this, but you'll want config to look something like this: var player = videojs 'example_video_1' ; player.preroll { src: advertisement.mp4 } ; more information in the videojs-contrib-ads readme https://github.com/videojs/videojs-contrib-ads/ important-note-about-initialization"
4668309,"""https://github.com/elm-lang/html/issues/137""",add a way to preventdefault without producing a message,"opening re: https://github.com/elm-lang/html/issues/96 issuecomment-315233884 the suggestion in 96 is to use a noop message. this is annoying but otherwise okay if you are directly doing this in your program's view function, however it becomes tedious when you have a large codebase with reusable ui modules. in our case, we have a styled checkbox module which needs to stop propagation of clicks on the checkbox and the label that it creates. since we must produce a message to be able to stop propagation, we have: elm type alias checkbox.config msg = { label : string , ischecked : bool , oncheck : bool -> msg , noop : msg } we also have other reusable view modules that contain checkboxes, and all of their configs must also have a noop parameter. we then must also add a noop message to every program that uses any of these views this is the last remaining reason we need a noop message for almost all of our programs ."
560730,"""https://github.com/wee-slack/wee-slack/issues/393""",history not loading,suddeny history is no longer loaded when open weechat. is there any setting that i missed here? any help would be appreciated
3687105,"""https://github.com/sgroschupf/zkclient/issues/64""",nosuchmethoderror on createpersistent ljava/lang/string;zljava/util/list;,"hi, we are using kafka 0.9 version , with zkclient of 0.7 version. zookeeper : 3.4.6 we are trying to replicate with apache mirror maker, and got the below error. request help on the same. we are unable to locate the function : createpersistent string path, list acl anywhere in 0.7 version. java.lang.nosuchmethoderror: org.i0itec.zkclient.zkclient.createpersistent ljava/lang/string;zljava/util/list; v at kafka.utils.zkpath$.createpersistent zkutils.scala:916 at kafka.utils.zkutils.createparentpath zkutils.scala:339 at kafka.utils.zkutils.updatepersistentpath zkutils.scala:414 at kafka.mirrormaker.kafkaconnector.commitoffsettozookeeper kafkaconnector.scala:141 at kafka.mirrormaker.kafkaconnector$$anonfun$commitoffsets$1.apply kafkaconnector.scala:133 at kafka.mirrormaker.kafkaconnector$$anonfun$commitoffsets$1.apply kafkaconnector.scala:132 at scala.collection.mutable.hashmap$$anonfun$foreach$1.apply hashmap.scala:98 at scala.collection.mutable.hashmap$$anonfun$foreach$1.apply hashmap.scala:98 at scala.collection.mutable.hashtable$class.foreachentry hashtable.scala:226 at scala.collection.mutable.hashmap.foreachentry hashmap.scala:39 at scala.collection.mutable.hashmap.foreach hashmap.scala:98 at kafka.mirrormaker.kafkaconnector.commitoffsets kafkaconnector.scala:132 at kafka.mirrormaker.mirrormakerworker$.commitoffsets mirrormakerworker.scala:217 at kafka.mirrormaker.mirrormakerworker$mirrormakerthread.maybeflushandcommitoffsets mirrormakerworker.scala:322 at kafka.mirrormaker.mirrormakerworker$mirrormakerthread.run mirrormakerworker.scala:289"
2522948,"""https://github.com/wso2/product-iots/issues/589""",iots-497 emm policies not pushing to device - android,"when applying android policies with iot server 3.0 policies do not get applied to devices not showing under policy compliance . once servers are re-started only one policy gets applied. if there are multiple policies all others are hanging in queued state, no errors showing.
"
5247859,"""https://github.com/WordImpress/Give/issues/2136""",ouput attachment id when media setting field output set to url,issue overview it will be good if we output attachment id always as hidden field if media setting field output not set to id . this will save developers from extra js work. todos - tests - documentation
1358419,"""https://github.com/leaubeau/wdt101/issues/1""","in example .ino, 2s delay uses wrong units","my understanding is that the 101 timers use microseconds as units, but the arduino delay function still uses milliseconds. the effect would be the same if you wait long enough, the watchdog should still reset at the expected time, but if the watchdog is not working correctly in the example you would be waiting 2000 seconds before seeing the error message. for reference https://www.arduino.cc/en/tutorial/curietimer1interrupt url"
523847,"""https://github.com/futurepress/epub.js/issues/561""",update the page related cfi if page is having scripts which updates the dom add additional html elements,"hi @fchasen, if we have a book page xhtml which has scripts example mathjax , which adds one extra div as a body first body child . so older steps generated using function pathto in epubcfi.js functions are no longer valid. which breaks the findnode function in epubcfi.js , container is null in case of doc.evaluate xpath,...... and it throws exception in case walktonode is being used. for a quick fix for walktonode , we can get the container using id if there is id present in the step instead of container = container.children step.index ; and also terminate the for loop if we dont have container is undefined at some point of time inside the for loop. so that book navigation is not broken because of it. to address the dynamically added html due to scripts present in the page we can attach document change listener and update the cfi paths accordingly, need to debug more on it. @fchasen also if you have any other thoughts on it. thanks"
1930285,"""https://github.com/ThoughtWorksInc/DeepLearning.scala/issues/5""","general la, data flow and reactive programming",for what you are implementing for deep learning with a bit more flexibility perhaps you can make this a such that it can also be used to code application logic in la / data flow / reactive paradigms. is it possible to give this flexibility?
70257,"""https://github.com/RcVincent/Engineering-Society-of-York-Overhaul/issues/6""",user creates an account,1. user clicks create account 2. user fills out account creation form and submits it. 3. user is automatically logged in as the user account they created. 2a. user is notified if email supplied is already tied to an account and is not allowed to submit until unique email is supplied.
4003493,"""https://github.com/vapor/vapor/issues/1212""",fluent entities can give their id as int,"models can return their id as int author: martin j. lasek https://github.com/martinlasek introduction models conforming to fluent have the ability to return their id as integer motivation if you built e.g. an api you often need to also return the id of a model as int in order to be able operate on them. currently i would do user.id!.int! . and i force unwrap here because of my thinking: if i successfully fetched a user from database, the user must have an id so force unwrapping shouldn't cause any issues here - it still looks/feels not right somehow.. proposed solution the entity protocol could provide something like a helper function to safe unwrap the id and cast it to int before returning it. so at the end one could get the id as int by calling user.assertid . code snippets extension entity { func assertid throws -> int { guard let id = self.id?.int else { throw entityerror.couldnotcastidtoint self } return id } } impact it won't break any existing code. it will simplify how to get the id of a model as int. peeps wouldn't have to think how to solve that, would not have to force unwrap or at worst write the guard let statement in the place where they need the id as int. at best they would implement the proposed solution on their own writing an extension of model for each project."
4747300,"""https://github.com/Zimmi48/bugzilla-test/issues/2393""",anomaly: uncaught exception invalid_argument telescope . please report.,"note: the issue was created automatically with bugzilla2github tool bugzilla bug id: 2393
date: 2010-09-25 12:38:15 +0200
from: ian lynagh <>
to: last updated: 2010-10-12 16:01:00 +0200 bugzilla comment id: 3705
date: 2010-09-25 12:38:15 +0200
from: ian lynagh <> with r12851, this script: require import program. inductive t := mkt. definition sizeof t : t : nat := match t with | mkt => 1 end. program fixpoint idtype t : t n := sizeof t {measure n} : t := match t with | mkt => mkt end. says:
anomaly: uncaught exception invalid_argument telescope . please report. bugzilla comment id: 3746
date: 2010-10-12 16:01:00 +0200
from: @_mattam82 fixed in the trunk."
3603498,"""https://github.com/shuhongwu/hockeyapp/issues/24947""","fix crash in - wbtimelinefeedgroup emptytip , line 3615","version: 7.1.0 3117 | com.sina.weibo stacktrace
:book: if you're reading this post, you probably faced a problem many single page applications have, too much javascript! you minified and bundled all your code with a tool of your choice, but somehow still end up with too much being loaded at your first page.