Citibike (a bike sharing program in NYC) provides comprehensive dataset on their operation through their homepage. The code here is used to cluster daily trip history data to monthly level for better analysis.
In order to get this code run, you need to:
- Create a folder named 'raw_data' and store your Citibike data in it. Citibike data can be found here.
- Run 'data_reduction' module. This will output the data to 'output' folder. I have my results included in the folder already. This include: monthly ridership in different user types, genders, and age groups.
- Run 'data_analysis' for visualization.
You may edit 'data_reduction' module to cluster other types of characteristics, e.g. travel distance, origin-destination pair, and so on.