~/talk

Map transit systems on transportation networks using GTFS Data and Infomap

Talkat PyCon Italia 2023 · 2023-05-25..05-28· [data-visualization, data-engineering]
links:none on file
slides:none on file

Reads GTFS static feeds and builds directed graphs with NetworkX MultiDiGraph, weighting edges by number of trips or mean travel time, then exports Source-Target-Weight files to Infomap for flow-based community detection. Demonstrations use German Intercity and Venice transit feeds, produce multilevel clusters that highlight hubs like Frankfurt Main/Airport and Venice railway plus small isolated islands, and surface data issues (times past midnight, inconsistent ID types). Tooling: Python, gtfs-kit or CSV parsing, Infomap C backend with a web visualizer.

AI-written summary · about

  1. 0:00Introduction
  2. 0:26About me
  3. 0:45Title
  4. 1:06Map
  5. 1:35Simple
  6. 2:18GTFS Data
  7. 4:19Structure
  8. 4:58Packages
  9. 7:27Availability
  10. 7:52Pricing
  11. 8:48Italy
  12. 9:38Infomap
  13. 10:35Finding information
  14. 11:47Reading GTFS
  15. 12:27Model directed service networks
  16. 13:21Infomap demo
  17. 18:57Conclusions
  18. 19:52QA
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