capstone_report

This project folder contains all the Ipython notebooks containing codes for the plots, figures, and analyses in my Capstone Report for Springboard "Data Science Intensive" course.

The PowerPoint file contains brief summary and results of the project
Reports 01 to 12 contains codes for the main section
Appendix 01 to 08 contains codes for the Appendix
data_processing_codes folder contains codes used to wrangle the data
my_scoring_functions.py in the main folder contains custom functions that were used for evaluating machine learning models.

Image Gallery
Ridership vs Temperature

Predicting Ridership

Evaluating Model Performance

Popular Stations

Name		Name	Last commit message	Last commit date
Latest commit History 16 Commits
.ipynb_checkpoints		.ipynb_checkpoints
data_processing_codes		data_processing_codes
images		images
.DS_Store		.DS_Store
Analysis of Citibike Service.pptx		Analysis of Citibike Service.pptx
Appendix01_UserTypeClassification_SMOTE.ipynb		Appendix01_UserTypeClassification_SMOTE.ipynb
Appendix02_UserTypeClassification_TomekLinks_RUS.ipynb		Appendix02_UserTypeClassification_TomekLinks_RUS.ipynb
Appendix03_UserTypeClassification_TL-RUS.ipynb		Appendix03_UserTypeClassification_TL-RUS.ipynb
Appendix04_UserTypeClassification_basic(no_birth_year).ipynb		Appendix04_UserTypeClassification_basic(no_birth_year).ipynb
Appendix05_UserTypeClassification_gender_distribution.ipynb		Appendix05_UserTypeClassification_gender_distribution.ipynb
Appendix06_UserTypeClassification_hyperparameters.ipynb		Appendix06_UserTypeClassification_hyperparameters.ipynb
Appendix07_UserTypeClassification_calibration.ipynb		Appendix07_UserTypeClassification_calibration.ipynb
Appendix08_DailyUsage_90day_window.ipynb		Appendix08_DailyUsage_90day_window.ipynb
README.md		README.md
Report01_Exploring_Data.ipynb		Report01_Exploring_Data.ipynb
Report02_Exploring_Factors.ipynb		Report02_Exploring_Factors.ipynb
Report03_Popular_Stations.ipynb		Report03_Popular_Stations.ipynb
Report04_Mapping_Ridership.ipynb		Report04_Mapping_Ridership.ipynb
Report05_Usertype_Classification_Comparison.ipynb		Report05_Usertype_Classification_Comparison.ipynb
Report06_Usertype_Classification_hyperparameter.ipynb		Report06_Usertype_Classification_hyperparameter.ipynb
Report07_Usertype_Classification_Calibration.ipynb		Report07_Usertype_Classification_Calibration.ipynb
Report08_DailyUsage_LongTerm_prediction.ipynb		Report08_DailyUsage_LongTerm_prediction.ipynb
Report09_DailyUsage_ShortTerm_predictions.ipynb		Report09_DailyUsage_ShortTerm_predictions.ipynb
Report10_DailyUsage_LongTerm_SpecificLocations.ipynb		Report10_DailyUsage_LongTerm_SpecificLocations.ipynb
Report11_DailyUsage_ShortTerm_SpecificLocations.ipynb		Report11_DailyUsage_ShortTerm_SpecificLocations.ipynb
Report12_DailyUsage_FeatureImportances.ipynb		Report12_DailyUsage_FeatureImportances.ipynb
my_scoring_functions.py		my_scoring_functions.py

TangoJP/Citibike_capstone_report

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