Event pain
Welfare Footprint
Institutional estimates for pain intensity and event duration in poultry systems.
Data
Source groups and provenance
PainMap groups sources by role: direct or modeled event evidence, proxy aggregates, priority overlays, canonical release artifacts, and geography. This keeps evidence claims auditable without mixing them into one link dump.
Interpretation
Moral Weight Project
Uncertain welfare-range and sentience inputs used only with visible caveats.
Place atlas
World Bank, OWID, Fishcount, WAI
Public country and global datasets used for place-level suffering-pressure proxies.
Boundaries
Natural Earth and geoBoundaries
Country and ADM1 boundaries for the equal-area atlas and optional globe layer.
Public exports
Downloadable dataset surfaces
| Dataset | Method class | Vintage | Uncertainty | Exports |
|---|---|---|---|---|
| Place measurements | Proxy aggregate | Immutable 2026-05-31.atlas.2 release artifact | Low to very low confidence by layer | JSON, CSV, GeoJSON, place index, coverage, release modes, neighbors, manifest |
| ADM1 poverty-context overlay | Proxy context overlay | World Bank GSAP 2023 ADM1 lineup | Low confidence; not canonical pain measurements | ADM1 index, India ADM1 rows, source table, schema |
| Provenance registry | Registry | 2026-05-31 review | Descriptive metadata | JSON, DCAT |
| Event pain evidence | Modeled estimate | 2026-05-31 review | Moderate confidence | HTML evidence catalog, registry row |
| Read-only API contract | Documentation | 2026-05-31 version | Contract metadata | OpenAPI 3.1, place schema, ADM1 schema, measurement schema, coverage schema, release-mode schema, OGC schema |
| OGC-style place features | Boundary geometry | 2026-05-31.atlas.2 | Coverage metadata, not measurement confidence | place features, conformance, collections |
| Layer registry | Evidence-kind registry | 2026-05-31.atlas.2 | Descriptive metadata | layers, sources, releases |
| Release QA contracts | Operational metadata | 2026-05-31.atlas.2 | Budget and smoke-test metadata | performance budgets, source freshness, third-party fetches, WCAG audit matrix, endpoint smoke, analytics vocabulary, release changes, release diff |