AndreaBozzo/ceres-open-data-index huggingface dataset:
Ireland : Railways (OpenStreetMap Export)

Railway lines and stations from OSM, tagged with `railway`. Includes rail lines, tram tracks, and stations. Useful for transport accessibility analysis and basemap context.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:railway](https://wiki.openstreetmap.org/wiki/Key:railway)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: facilities-infrastructure, geodata, railways, transportation
Organization: Humanitarian OpenStreetMap Team (HOT)
New Zealand : Buildings (OpenStreetMap Export)

Building footprints across the region from OSM. Includes every feature tagged as a building (`building=*`), from residential homes through hospitals, schools, and places of worship. Useful for population estimation, damage assessment, and urban planning.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:building](https://wiki.openstreetmap.org/wiki/Key:building)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: facilities-infrastructure, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
New Zealand : Roads (OpenStreetMap Export)

Road network across the region from OSM. Includes everything tagged with `highway`: motorways, residential streets, service roads, footways, and trails. Useful for routing, accessibility analysis, and evacuation planning.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:highway](https://wiki.openstreetmap.org/wiki/Key:highway)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: geodata, roads, transportation
Organization: Humanitarian OpenStreetMap Team (HOT)
Seychelles : Waterways (OpenStreetMap Export)

Water features across the region from OSM. Includes rivers, streams, canals, lakes, ponds, and water bodies tagged with `waterway`, `water`, or `natural=water`. Useful for flood-risk modelling, watershed analysis, and environmental basemap context.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:waterway](https://wiki.openstreetmap.org/wiki/Key:waterway), [Key:water](https://wiki.openstreetmap.org/wiki/Key:water), [Key:natural](https://wiki.openstreetmap.org/wiki/Key:natural)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: geodata, hydrology, rivers
Organization: Humanitarian OpenStreetMap Team (HOT)
Monaco : Education Facilities (OpenStreetMap Export)

Education facilities from OSM. Includes schools, kindergartens, colleges, and universities tagged via `amenity` or `building`. Useful for school-access mapping, education planning, and resource allocation.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity), [Key:building](https://wiki.openstreetmap.org/wiki/Key:building)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: education facilities-schools, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
Seychelles : Health Facilities (OpenStreetMap Export)

Health facilities from OSM. Includes hospitals, clinics, pharmacies, doctors, and dentists tagged via `amenity` or `healthcare`. Useful for service-access analysis, emergency response, and healthcare gap mapping.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity), [Key:healthcare](https://wiki.openstreetmap.org/wiki/Key:healthcare)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: geodata, health, health facilities
Organization: Humanitarian OpenStreetMap Team (HOT)
Slovakia : Sea Ports (OpenStreetMap Export)

Sea ports and ferry terminals from OSM, tagged via `amenity`, `building`, or `port`. Useful for maritime logistics, supply-chain analysis, and coastal access planning.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity), [Key:building](https://wiki.openstreetmap.org/wiki/Key:building), [Key:port](https://wiki.openstreetmap.org/wiki/Key:port)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: facilities-infrastructure, geodata, ports
Organization: Humanitarian OpenStreetMap Team (HOT)
Albania : Sea Ports (OpenStreetMap Export)

Sea ports and ferry terminals from OSM, tagged via `amenity`, `building`, or `port`. Useful for maritime logistics, supply-chain analysis, and coastal access planning.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity), [Key:building](https://wiki.openstreetmap.org/wiki/Key:building), [Key:port](https://wiki.openstreetmap.org/wiki/Key:port)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: facilities-infrastructure, geodata, ports
Organization: Humanitarian OpenStreetMap Team (HOT)
Belarus : Waterways (OpenStreetMap Export)

Water features across the region from OSM. Includes rivers, streams, canals, lakes, ponds, and water bodies tagged with `waterway`, `water`, or `natural=water`. Useful for flood-risk modelling, watershed analysis, and environmental basemap context.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:waterway](https://wiki.openstreetmap.org/wiki/Key:waterway), [Key:water](https://wiki.openstreetmap.org/wiki/Key:water), [Key:natural](https://wiki.openstreetmap.org/wiki/Key:natural)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: geodata, hydrology, rivers
Organization: Humanitarian OpenStreetMap Team (HOT)
Tunisia : Waterways (OpenStreetMap Export)

Water features across the region from OSM. Includes rivers, streams, canals, lakes, ponds, and water bodies tagged with `waterway`, `water`, or `natural=water`. Useful for flood-risk modelling, watershed analysis, and environmental basemap context.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:waterway](https://wiki.openstreetmap.org/wiki/Key:waterway), [Key:water](https://wiki.openstreetmap.org/wiki/Key:water), [Key:natural](https://wiki.openstreetmap.org/wiki/Key:natural)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: geodata, hydrology, rivers
Organization: Humanitarian OpenStreetMap Team (HOT)
Sierra Leone : Waterways (OpenStreetMap Export)

Water features across the region from OSM. Includes rivers, streams, canals, lakes, ponds, and water bodies tagged with `waterway`, `water`, or `natural=water`. Useful for flood-risk modelling, watershed analysis, and environmental basemap context.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:waterway](https://wiki.openstreetmap.org/wiki/Key:waterway), [Key:water](https://wiki.openstreetmap.org/wiki/Key:water), [Key:natural](https://wiki.openstreetmap.org/wiki/Key:natural)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: geodata, hydrology, rivers
Organization: Humanitarian OpenStreetMap Team (HOT)
Malawi : Populated Places (OpenStreetMap Export)

Settlements and residential areas from OSM. Includes named cities, towns, villages, suburbs, and residential land (`place=*` and `landuse=residential`). Useful for demographic context, settlement-level targeting, and population analysis.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:place](https://wiki.openstreetmap.org/wiki/Key:place), [Key:landuse](https://wiki.openstreetmap.org/wiki/Key:landuse)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: geodata, populated places-settlements
Organization: Humanitarian OpenStreetMap Team (HOT)
Zimbabwe : Financial Services (OpenStreetMap Export)

Financial services from OSM. Includes banks, ATMs, post offices, money transfer agents, and microfinance branches tagged via `amenity`. Useful for financial-inclusion mapping, cash-distribution planning, and economic analysis.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: economics, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
Malawi : Railways (OpenStreetMap Export)

Railway lines and stations from OSM, tagged with `railway`. Includes rail lines, tram tracks, and stations. Useful for transport accessibility analysis and basemap context.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:railway](https://wiki.openstreetmap.org/wiki/Key:railway)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: facilities-infrastructure, geodata, railways, transportation
Organization: Humanitarian OpenStreetMap Team (HOT)
Monaco : Buildings (OpenStreetMap Export)

Building footprints across the region from OSM. Includes every feature tagged as a building (`building=*`), from residential homes through hospitals, schools, and places of worship. Useful for population estimation, damage assessment, and urban planning.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:building](https://wiki.openstreetmap.org/wiki/Key:building)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: facilities-infrastructure, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
Brazil : Airports (OpenStreetMap Export)

Airports and aviation infrastructure from OSM. Includes airports, heliports, helipads, runways, terminals, and emergency landing sites tagged via `aeroway`, `building`, or `emergency`. Useful for logistics, evacuation routing, and aerial-response planning.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:aeroway](https://wiki.openstreetmap.org/wiki/Key:aeroway), [Key:building](https://wiki.openstreetmap.org/wiki/Key:building), [Key:emergency](https://wiki.openstreetmap.org/wiki/Key:emergency)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: aviation, facilities-infrastructure, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
Brazil : Financial Services (OpenStreetMap Export)

Financial services from OSM. Includes banks, ATMs, post offices, money transfer agents, and microfinance branches tagged via `amenity`. Useful for financial-inclusion mapping, cash-distribution planning, and economic analysis.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: economics, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
Sri Lanka : Airports (OpenStreetMap Export)

Airports and aviation infrastructure from OSM. Includes airports, heliports, helipads, runways, terminals, and emergency landing sites tagged via `aeroway`, `building`, or `emergency`. Useful for logistics, evacuation routing, and aerial-response planning.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:aeroway](https://wiki.openstreetmap.org/wiki/Key:aeroway), [Key:building](https://wiki.openstreetmap.org/wiki/Key:building), [Key:emergency](https://wiki.openstreetmap.org/wiki/Key:emergency)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: aviation, facilities-infrastructure, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
Ghana : Education Facilities (OpenStreetMap Export)

Education facilities from OSM. Includes schools, kindergartens, colleges, and universities tagged via `amenity` or `building`. Useful for school-access mapping, education planning, and resource allocation.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity), [Key:building](https://wiki.openstreetmap.org/wiki/Key:building)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: education facilities-schools, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
North Korea : Financial Services (OpenStreetMap Export)

Financial services from OSM. Includes banks, ATMs, post offices, money transfer agents, and microfinance branches tagged via `amenity`. Useful for financial-inclusion mapping, cash-distribution planning, and economic analysis.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: economics, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
North Korea : Airports (OpenStreetMap Export)

Airports and aviation infrastructure from OSM. Includes airports, heliports, helipads, runways, terminals, and emergency landing sites tagged via `aeroway`, `building`, or `emergency`. Useful for logistics, evacuation routing, and aerial-response planning.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:aeroway](https://wiki.openstreetmap.org/wiki/Key:aeroway), [Key:building](https://wiki.openstreetmap.org/wiki/Key:building), [Key:emergency](https://wiki.openstreetmap.org/wiki/Key:emergency)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: aviation, facilities-infrastructure, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
Ghana : Financial Services (OpenStreetMap Export)

Financial services from OSM. Includes banks, ATMs, post offices, money transfer agents, and microfinance branches tagged via `amenity`. Useful for financial-inclusion mapping, cash-distribution planning, and economic analysis.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: economics, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
Palau : Cultural Places (OpenStreetMap Export)

Cultural and historic places from OSM. Includes museums, galleries, theatres, places of worship, monuments, and historic sites tagged via `tourism`, `amenity`, `historic`, or `heritage`. Useful for heritage protection, cultural mapping, and tourism context.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:tourism](https://wiki.openstreetmap.org/wiki/Key:tourism), [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity), [Key:historic](https://wiki.openstreetmap.org/wiki/Key:historic), [Key:heritage](https://wiki.openstreetmap.org/wiki/Key:heritage)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: facilities-infrastructure, geodata, points of interest-poi
Organization: Humanitarian OpenStreetMap Team (HOT)
Gabon : Financial Services (OpenStreetMap Export)

Financial services from OSM. Includes banks, ATMs, post offices, money transfer agents, and microfinance branches tagged via `amenity`. Useful for financial-inclusion mapping, cash-distribution planning, and economic analysis.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: economics, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
Cambodia : Financial Services (OpenStreetMap Export)

Financial services from OSM. Includes banks, ATMs, post offices, money transfer agents, and microfinance branches tagged via `amenity`. Useful for financial-inclusion mapping, cash-distribution planning, and economic analysis.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: economics, geodata
Organization: Humanitarian OpenStreetMap Team (HOT)
Brazil : Cultural Places (OpenStreetMap Export)

Cultural and historic places from OSM. Includes museums, galleries, theatres, places of worship, monuments, and historic sites tagged via `tourism`, `amenity`, `historic`, or `heritage`. Useful for heritage protection, cultural mapping, and tourism context.

OpenStreetMap is a free, collaborative world map built by volunteers. Completeness varies by region: urban areas are usually well-mapped, remote areas may be incomplete. Cross-check critical decisions with local field knowledge.

- Source: [OpenStreetMap](https://www.openstreetmap.org)
- OSM tags: [Key:tourism](https://wiki.openstreetmap.org/wiki/Key:tourism), [Key:amenity](https://wiki.openstreetmap.org/wiki/Key:amenity), [Key:historic](https://wiki.openstreetmap.org/wiki/Key:historic), [Key:heritage](https://wiki.openstreetmap.org/wiki/Key:heritage)
- Part of many  [exports grid on HDX](https://data.humdata.org/organization/hot) by the [HOT](https://www.hotosm.org/en/)


Tags: facilities-infrastructure, geodata, points of interest-poi
Organization: Humanitarian OpenStreetMap Team (HOT)