gtfs2nx 0.2.1

Convert GTFS feeds to realistic, routable NetworkX graph.

gtfs2nx

Create routable NetworkX graph with realistic transfer times from GTFS feeds. 🚌 🚆 🚡

How

• Cleaning & preprocessing
  • Remove trips with unrealistic travel times and speeds
  • Fix trips contradictory stop sequences and departure times
• Enable routability
  • Ensure each node belongs only to single route
  • Calculate average segment travel times
  • Calculate average stop headway and service frequency
  • Add edges for walking transfer between routes with realistic transfer time (walking time + headway / 2)

Install

pip install gtfs2nx

Usage

import gtfs2nx as gx

G = gx.transit_graph('path/to/GTFS-feed.zip')

Customize transit network:

G = gx.transit_graph(
    gtfs_paths='path/to/GTFS-feed.zip',
    time_window=('06:00', '08:00'),
    route_types=[700], # only buses
    walk_transfer_max_distance=400, # allow transfers with long walking distance
)

See the API docs for more details and the getting-started notebook for a small demo.

Exemplary NetworkX analysis

import networkx as nx

# access precomputed stop characteristics
frequency = nx.get_node_attributes(G, 'frequency')

# routing
route = nx.shortest_path(G, from_stop, to_stop, weight='weight')

# travel time to other stops
travel_times = nx.single_source_dijkstra_path_length(G, source=from_stop, weight='weight')

# centrality analysis
centrality = nx.closeness_centrality(G, distance='weight')

Further use cases

• Using graph neural networks to classify missing GTFS route types
• Validating NetworkX transit graph: Comparing routes and travel times to Google Maps

Development

Build from source using poetry:

poetry build
pip install dist/gtfs2nx-*.whl

Configure post-checkout hook for branch specific .gitignore files:

git config --local core.hooksPath .githooks/