Data

GDACS alerts are issued for earthquakes and possible subsequent tsunamis, tropical cyclones, floods and volcanoes. Earthquake, tsunami and tropical cyclones calculations and assessments are done automatically, without human intervention. Floods and volcanic eruptions are currently manually…

The Food and Agriculture Organization of the United Nations (FAO) has developed a monitoring system in 26 food crisis countries to better understand the impacts of various shocks on agricultural livelihoods, food security and local value…

FloodScan uses satellite data to map and monitor floods daily, helping compare current flood conditions with historical averages. This dataset contains two resources: The first (hdx_floodscan_zonal_stats.xlsx) is a daily tabular dataset…

A weekly dataset providing the total number of reported political violence, civilian-targeting, and demonstration events in Cameroon. Note: These are aggregated data files organized by country-year and country-month. To access full event data, please [register](https://acleddata.com/register/) to…

List of active aid activities shared via the International Aid Transparency Initiative (IATI). Includes both humanitarian and development activities. More information on each activity (including financial data) is available from [http://www.d-portal.org](http://www.d-portal.org)

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,…

Points of interest from OSM. Includes public-facing amenities, shops, tourist attractions, and landmarks tagged via `amenity`, `shop`, `tourism`, or `man_made`. Useful for general POI reference, urban analysis, and basemap detail. OpenStreetMap is a free, collaborative world map…

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:…

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…

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.…