All Categories12 datasets
Social Media3 datasets · Reddit, anxiety, trends
Search Trends3 datasets · Google, velocity index
GIS3 datasets · Maps, location data
Rhetoric3 datasets · NLP, disinformation

Social Media

3 datasets

GIS

3 datasets

Rhetoric

3 datasets

Climate & Energy

2 datasets
🌱
ESG Gap Score — Fortune 100 vs SBTi REAL DATA
83 Fortune 100 companies cross-referenced against the Science Based Targets initiative (SBTi) public database of 14,483 companies. Gap categories: No Commitment, Removed, Pledge Only, Targets Set, Net Zero. Also includes EPA FLIGHT Scope 1 reported emissions (2023) and direct SEC 10-K filing links per company.
Real Data SBTi · SEC EDGAR · EPA FLIGHT 41 companies: no commitment or removed
🌪️
NOAA Billion-Dollar Disasters — Physical Risk Tracker REAL DATA
US weather and climate disasters causing ≥$1B in losses, 1980–2024. 2024: 27 events, $182.7B total — fourth-costliest year on record. Hurricanes Helene ($78.7B) and Milton ($34.3B) dominate. Relevant to reinsurance exposure, TCFD physical risk disclosure, and infrastructure stress-testing. Source: NOAA NCEI Billion-Dollar Disasters database.
Real Data NOAA NCEI 1980–2024 $182.7B losses in 2024

Political Risk & Fraud

3 datasets
🗺️
Cyber Events Worldwide — Threat Map REAL DATA
16,729 confirmed cyber incidents across 136 countries, 2014–2026. Choropleth map filterable by attack type: ransomware, phishing, malware, and DDoS. Nation-state, criminal, and hacktivist actors broken out separately. Source: Cyber Events Database (cybereventsdatabase.org), last accessed April 11 2026. Includes a live recent-events feed with source URLs.
Real Data Cyber Events Database 2014–2026 136 countries · 3,529 ransomware
🛡️
Political Risk Insurance Demand Index IN DEVELOPMENT
Cross-reference of war/terrorism and political risk insurance premium data with ACLED conflict event database (acleddata.com — free, 500K+ events). Planned data sources: World Bank Group MIGA political risk data, OECD export credit agency risk premia by country, ACLED conflict and protest events as demand proxy. Geographic unit: country-year. Insight: insurance premium divergence from conflict intensity signals where markets are mispricing geopolitical risk.
Planned ACLED · World Bank MIGA · OECD ECA Country-level · Annual
ACLED Source →
📰
GDELT Political Risk NLP Monitor IN DEVELOPMENT
Real-time political risk scoring derived from NLP processing of the GDELT Project (gdeltproject.org) — the world's largest open news database, monitoring 100+ languages across 65,000+ news sources daily. Planned pipeline: GDELT Event 2.0 API → tone/conflict theme extraction by country → rolling 30-day risk score. Feasibility: high. GDELT is free, has a BigQuery public dataset, and updates every 15 minutes. Key signals: CAMEO conflict event codes (code 20+), tone polarity, and source-country divergence.
Planned GDELT Event 2.0 · BigQuery Daily · 100+ languages
GDELT Source →
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