facilities
Facility and membership layers for Brazilian soft-commodity supply chains. One unified layer plus the components it's built from. Geometry is WGS84 (EPSG:4326).
The files
BR_facilities— the unified layer, every entity as one row across all tiers (40,669 features: facility points + municipality polygons). This is the one to start with. Columns:entity_id, entity_kind, tier, weight, basis, geom_method, source, geometry.BR_intake_points— grain silos from CONAB (18,802): cooperative, trader, and official, with registered coordinates and static capacity in tonnes.BR_buyer_points— federal (SIF) slaughterhouses & dairy plants (1,514), geocoded, tagged by commodity (beef/poultry/pork/dairy).BR_sisbi_points— state/municipal (SISBI) slaughterhouses & dairy plants (11,582), the frontier long tail, via Trase, withinspection_level(SIE/SIM/CONSORCIO).BR_mill_points— sugar/ethanol mills from ANP (417), town-centroid, with production capacity in m³/day.BR_membership_muni— cooperative-member farm counts per município (5,257), joined to municipality polygons.BR_muni— IBGE municipality boundaries (5,570), the geography everything keys to.
Tiers (in BR_facilities.tier)
intake_point grain silos · slaughter_point animal-product buyers (SIF+SISBI) ·
mill_point sugar/ethanol mills · membership_muni cooperative-member density ·
gravity_catchment modelled silo draw-areas (the only modelled rows).
Spatial Coverage
- Bounding Box: [-73.9904, -33.7508, -29.299, 5.2718]
Temporal Coverage
- Start: open
- End: ongoing
Schema
Files
Quick Start
STAC Metadata
- root:
..\catalog.json - parent:
..\catalog.json
Source
https://github.com/wri/rural-land
Processing Notes
Facilities compiled from government registries. Grain silos: CONAB national warehouse registry (registered coordinates), cooperative + trader + official. Slaughterhouses & dairy plants: MAPA SIF (federal, address-geocoded) plus Trase SISBI (state/municipal, registry-geocoded). Sugar/ethanol mills: ANP producers, municipality-centroid. Cooperative membership: IBGE Censo Agropecuário 2017 by município. Every geometry carries a basis (observed | modelled) and geom_method (registered | geocoded | municipality_centroid) so precision is explicit. No AI-detected geometry. BR_facilities.parquet is the unified layer (all tiers); the other files are the component layers. See METHODOLOGY.md in the source repo for full detail.
Attribution
Soft Commodity Infrastructure (Brazil), WRI. Sources: CONAB, MAPA/SIF, ANP, IBGE, Trase (SISBI) — CC-BY 4.0.
License
Contact
Tristan Grupp (WRI) tristan.grupp@gmail.com
Known Issues
Geocoded and municipality-centroid points are approximate (a geocode can land on the wrong lot; a centroid sits at the town middle). Cooperative membership is a per-município count, not a named cooperative. Rice, cotton, and coffee are not covered (no authoritative open geolocated source). Brazil only. CONAB drifts daily; snapshot dates are in the source repo.
Generated by Portolan from STAC metadata and .portolan/metadata.yaml