Dataset

Forest monitoring, satellite alerts, and environmental geospatial data

Best for: Environmental OSINT, deforestation monitoring, forest-change alerts, land-use context, and public-interest geospatial research.

Political violence and protest event data for public-interest research

Best for: Structured conflict, protest, political-violence, crisis, actor, and event-context research for journalism, civil society, and regional analysis.

Open ADS-B flight tracking and aviation data network

Best for: Public-interest flight tracking, aircraft movement context, aviation event reconstruction, and open ADS-B research with safety safeguards.

Open aerial imagery catalog for mapping workflows

Best for: Use it when a geospatial workflow needs open imagery that can be inspected or reused with licensing context.

Structured geographic names database and gazetteer

Best for: Use it when a place, transliteration, or geographic entity needs structured gazetteer context.

Structured open knowledge graph

Best for: Use it when a person, organization, place, or concept needs identifiers and linked open-data context.

Global news and event monitoring dataset

Best for: Use it when media or event research needs global monitoring, trend discovery, or machine-readable news context.

Curated public web archive collections

Best for: Use it when an investigation needs institutionally curated historical web context around public issues, governments, elections, or events.

Open web crawl dataset for large-scale research

Best for: Use it when a project needs large-scale historical web crawl data rather than page-by-page archiving.

Malware-URL intelligence reference

Best for: Use it when a URL or domain needs malware-distribution context and conservative threat corroboration.