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Citi Bike

Binder

citibike-clustergrammer2

Data

https://www.citibikenyc.com/data-sharing-policy

References

https://toddwschneider.com/posts/a-tale-of-twenty-two-million-citi-bikes-analyzing-the-nyc-bike-share-system/

Ideas

  • use geopy to automatically find neighborhoods
  • use google api to get elevation for stations
  • calculate distance for each ride (preferably using actual maps routes)
  • calculate elevation change for each ride
  • calculate average velocity for each ride
  • make network (similarity heatmap) views of all stations based on distance, connecting rides
  • downsample data to view millions of rides from previous months
  • use pivot tables to get age vs station-departure/station-arrivals