Extracts insights from 26K+ protest events using BERTopic, Top2Vec, and LLMs for real-world applications like crisis monitoring, policy research, and social unrest analysis.

Interactive Tableau dashboard analyzing global civilian targeting events over time using ACLED aggregated conflict data. ACLED's Violence Against Civilians category records incidents where organized armed actors deliberately target civilians. Event counts reflect the frequency of incidents, not the number of people killed or injured.

A visualization of where, when, and why humans have fought; which battles were deemed worthy of being recorded and which weren't

Full-Spectrum Geospatial Intelligence MCP Server — 171 tools across 27 categories: satellite imagery, aircraft tracking, maritime intelligence, military & defense, space tracking, conflict mapping, environmental monitoring, and more

Open-source framework for building satellite-powered dashboards at any scale. 30 pluggable data modules (NASA, ESA, ACLED, GDELT, OpenSky, AQI, transit), 20+ satellite APIs from 80+ space agencies, Deck.gl rendering, fallback architecture. Clone → pick your geography → deploy. Used in production smart city systems. By Dr Non Arkaraprasertkul.