Examples

Reuse PainMap release data.

These examples load public static files only. Keep release ID, source IDs, source vintage, measurement lineage, evidence kind, uncertainty, confidence, attribution, and license fields attached when copying values.

Recipes

Run static-data recipes

node examples/load-place-profile.mjs IND
python3 examples/load_place_profile.py IND
node examples/compare-places.mjs BRA IND
node examples/join-own-geography.mjs examples/custom-geography.csv
node examples/cite-release.mjs 2026-05-31

Recipe README Node example Compare example Join example Citation example Python example

Compare

Compare two places

Match shared measured layers, source IDs, uncertainty classes, rank deltas, and lineage checksums for two canonical place profiles.

Open compare recipe

Join

Join your geography

Join a local CSV of place IDs to PainMap coverage status, measurement URLs, and partitioned OGC feature URLs.

Open join recipe

Citation

Cite a release

Print a release citation with immutable manifest URL, latest manifest checksum, artifact count, and reuse fields.

Open citation recipe

TypeScript

Typed browser or Node client

Use the TypeScript client as a small typed wrapper around releases, coverage, place indexes, profiles, and measurement payloads.

Open TypeScript client

Python

Stdlib client

The Python client uses urllib and json only, so notebooks and scripts can fetch release files without extra dependencies.

Open Python client

Schemas

Validate before analysis

Use JSON Schemas and coverage status to distinguish measured places from boundary-only places.

Open place-index schema

Geography

Discover place context

Use neighbor payloads and OGC-style features to join PainMap coverage metadata to country geometry.

Open India neighbors

OGC

Load place features

The GeoJSON feature collection exposes country geometry, coverage status, and profile links in a static OGC-style shape.

Open place features