Analysis of Citibikes - Big Data

Analysis of the NYC Shared Bike systems (Citibikes) dataset for a University Course.

A precompiled report is availible online at : web report

You can also run the precompiled report locally :

# precompiled version
cd docs
python3 -m http.server 8000 # create the server
xdg-open http://localhost:8000/ # open the local server

make preview_web # with quarto

Installation

Python notebook dependencies :

• Graphics : seaborn, altair, plotly
• Geographic data : geojson, geopandas, geopy, ipyleaflet
• Others : jupyter-lab, numpy, pandas, pyspark

Execution

Execute the jupyter notebook report.ipynb

Sources

• Dataset :
  • https://citibikenyc.com/system-data
  • https://api.citybik.es/citi-bike-nyc.json
  • https://s3.amazonaws.com/tripdata/index.html
• Other informations :
  • https://bikeshare-research.org
  • https://citibikenyc.com
  • Real time feed
  • NYC Bike feeds data
  • Station status feed
  • Bike routes
  • OpenStreetMap map of New York City