Rail

The process for creating a rail network is essentially the same as for road.

We can create a topologically connected rail network for a given area from OpenStreetMap (OSM) data. The resulting network can be annotated with data retrieved from OSM, along with data looked up from user-supplied sources (e.g. rehabilitation costs).

Description

  1. Download or copy .osm.pbf file to input data directory.
  2. Filter OSM file with osmium tags-filter for elements matching the filter file (see configuration, below).
  3. Define a bounding box for the OSM file, write to disk as JSON.
  4. Define a grid partitioning the bounding box into a square number of 'slices' as a series of JSON files, one for each slice.
  5. Cut the OSM file into these slices.
  6. Convert the sliced OSM files into geoparquet, retaining the keep_tags as configured.
  7. Clean and annotate features in the geoparquet files (joining additional data such as country, rehabiliation costs, etc.).
  8. Join sliced network components together.

Configuration

To specify a desired network:

  • Review and amend the spreadsheets in bundled_data/transport, these supply information that is used to gap-fill or extend what can be determined from OSM alone.
  • Review and amend config/config.yaml:
    • The infrastructure_datasets map should contain a key pointing to an .osm.pbf file URL for desired area. There are currently entries for the planet, for (some definition of) continents and several countries. We use the geofabrik service for continent and country-level OSM extracts.
    • Check the OSM filter file pointed to by network_filters.rail. This file specifies which elements (nodes, ways or relations) to keep (or reject) from the multitude of data in an OSM file. See the filter expressions section here for more information on the syntax of these files.
    • Check and amend keep_tags.rail. This list of strings specifies which tags (attributes) to retain on the filtered elements we extract from the .osm.pbf file.
    • Review slice_count. This controls the degree of parallelism possible. With it set to 1, there is no spatial slicing (we create the network in a single chunk). To speed network creation for large domains, it can be set to a larger square number. The first square number greater than your number of available CPUs is a good heuristic.
    • Check and amend the values of transport.rail, which provide some defaults for OSM data gap-filling.

Creation

And to create the network, by way of example:

snakemake --cores all -- results/egypt-latest_filter-rail/edges.geoparquet

Note that the nodes file, results/egypt-latest_filter-rail/nodes.geoparquet will by default contain the stations and their names as recorded in OSM.