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ACLED_EVENTS
Armed Conflict Location & Event Data
https://acleddata.com/
[ "Actor", "Location", "ConflictType" ]
[ "PoliticalViolence", "Protest", "ConflictEvent" ]
Tracks political violence and protest events with actor/geospatial metadata and timestamps
2025-01-31T23:38:20.768000
1997-Present
2025-01-31T23:38:20.768000
RELIEFWEB_CRISIS
ReliefWeb Crisis Reports
https://reliefweb.int/
[ "Crisis", "Location", "Organization" ]
[ "HumanitarianCrisis", "DisasterResponse", "AidOperation" ]
Aggregates humanitarian crisis reports with geotemporal impact analysis
2025-01-31T23:38:20.768000
Ongoing
2025-01-31T23:38:20.768000
NASA_FIRMS
NASA FIRMS
https://earthdata.nasa.gov/firms
[ "Location", "ThermalAnomaly", "FireEvent" ]
[ "Wildfire", "ThermalAlert", "FireSpread" ]
Real-time global wildfire detection with thermal anomaly timestamps
2025-01-31T23:38:20.768000
Real-time
2025-01-31T23:38:20.768000
GLOBAL_FLOOD_DB
Global Flood Database
https://global-flood-database.cloudtostreet.info/
[ "Location", "FloodExtent", "Impact" ]
[ "Flood", "Inundation", "WaterLevel" ]
Historical flood extents and impacts with temporal recurrence patterns
2025-01-31T23:38:20.768000
1985-Present
2025-01-31T23:38:20.768000
UN_COMTRADE
UN Comtrade Database
https://comtrade.un.org/
[ "Country", "TradeFlow", "Commodity" ]
[ "TradeDisruption", "SupplyChainEvent", "TradeImbalance" ]
Monthly international trade flows to detect supply chain vulnerabilities
2025-01-31T23:38:20.768000
Monthly
2025-01-31T23:38:20.768000
WB_GEM
World Bank Global Economic Monitor
https://www.worldbank.org/en/research/brief/global-economic-monitor
[ "Country", "Indicator", "EconomicMetric" ]
[ "FinancialCrisis", "EconomicShock", "MarketDisruption" ]
Real-time macroeconomic indicators for financial crisis prediction
2025-01-31T23:38:20.768000
Real-time
2025-01-31T23:38:20.768000
WHO_EIOS
WHO Epidemic Intelligence
https://www.who.int/teams/epidemic-and-pandemic-intelligence-and-preparedness/eios
[ "Disease", "Location", "Outbreak" ]
[ "DiseaseOutbreak", "EpidemicAlert", "HealthEmergency" ]
Multilingual outbreak alerts with geographic spread timelines
2025-01-31T23:38:20.768000
Real-time
2025-01-31T23:38:20.768000
JHU_COVID
Johns Hopkins COVID-19 Dashboard
https://coronavirus.jhu.edu/map.html
[ "Location", "Case", "Policy" ]
[ "Infection", "Death", "PolicyChange" ]
Historical case/death rates with policy response timelines
2025-01-31T23:38:20.768000
2020-Present
2025-01-31T23:38:20.768000
TWITTER_CRISIS
Twitter API Crisis Stream
https://developer.twitter.com/en/docs/twitter-api
[ "User", "Tweet", "Event" ]
[ "CrisisMention", "EmergencyAlert", "PublicResponse" ]
Real-time crisis mentions with NLP-derived event detection
2025-01-31T23:38:20.768000
Real-time
2025-01-31T23:38:20.768000
GDELT_GKG
GDELT Global Knowledge Graph
https://blog.gdeltproject.org/gdelt-2-0-our-global-world-in-realtime/
[ "Event", "Actor", "Theme" ]
[ "CausalLink", "MediaMention", "EventConnection" ]
Tracks media-driven causal relationships between global events
2025-01-31T23:38:20.768000
Real-time
2025-01-31T23:38:20.768000
USGS_LANDSLIDE
USGS Landslide Hazards Program
https://www.usgs.gov/programs/landslide-hazards
[ "Location", "Hazard", "RiskScore" ]
[ "Landslide", "RainfallAlert", "TerrainMovement" ]
Rainfall-triggered landslide potential with temporal risk scores
2025-01-31T23:38:20.768000
Ongoing
2025-01-31T23:38:20.768000
POWEROUTAGE_US
PowerOutage.us
https://poweroutage.us/
[ "Location", "Grid", "Outage" ]
[ "PowerDisruption", "GridFailure", "ServiceRestoration" ]
Real-time electrical grid disruptions with duration/impact metrics
2025-01-31T23:38:20.768000
Real-time
2025-01-31T23:38:20.768000