Real-time OSINT intelligence dashboard: 8 live data sources (aircraft, AIS vessels, seismic, fires, weather, GDELT events, news, with seasional hurricanes/cyclones) on an interactive globe. Correlation engine, scored alerts, watch mode. Bun + React 19 + Canvas 2D Web Worker rendering. PWA with offline support.

Real-time South Carolina fire dashboard. React + Leaflet frontend, Node/Express API, powered by NASA FIRMS.

Forest fire spread simulation for Uttarakhand, India using NASA VIIRS satellite data, Copernicus DEM, and a Rothermel Cellular Automation model.

Global wildfire risk dashboard using NASA FIRMS satellite hotspot data

Comprehensive ML analysis of global fire incidents using NASA FIRMS satellite data. Includes data cleaning, EDA, classification, regression, anomaly detection, and visuals. Highlights feature importance and key insights into fire confidence and intensity across different regions.

Near-term wildfire risk forecasting platform for California using H3 geospatial indexing, NASA FIRMS, AlphaEarth embeddings, weather features, baseline ML models, and a map-ready dashboard.

Wildfire Forecasting using Monte Carlo Simulations

Interactive Power BI dashboard analyzing NASA FIRMS wildfire data for MADHYA PRADESH using geospatial mapping, KPI analytics, slicers, and monthly fire visualization.

Large-scale fire detection analysis using NASA FIRMS data feat: Add dynamic region support for Africa case study in v1.4.4 - Enabled flexible geospatial parameterization for wildfire analysis - Updated preprocessing pipeline to support Africa-specific satellite data formats.

Geospatial ML pipeline predicting wildfire ignition risk across BC using NASA FIRMS satellite data, Random Forest, and feature attribution

Large-scale fire detection analysis using NASA FIRMS data feat: Add dynamic region support for EU case study in v1.4.2 - Enabled flexible geospatial parameterization for wildfire analysis - Updated preprocessing pipeline to support EU-specific satellite data formats.

Advanced Fire Event Delineation — VIIRS VNP64A1 burned area + NASA FIRMS cross-validation + ESA WorldCover classification + Web Dashboard. Made in Ukraine with love 🇺🇦

Large-scale fire detection analysis using NASA FIRMS data

Wildfire risk prediction at 10m resolution using Google DeepMind's AlphaEarth Foundation embeddings + NASA FIRMS. XGBoost + LightGBM ensemble with blocked spatial CV and SHAP explainability

End-to-end climate-health risk intelligence platform combining weather, air-quality, fire, and mortality data with dbt, PostgreSQL, ML alert ranking, and Dash.

Large-scale fire detection analysis using NASA FIRMS data. feat: Add dynamic region support for South America case study in v1-4_area - Enabled flexible geospatial parameterization for wildfire analysis - Updated preprocessing pipeline to accommodate South American satellite data formats.

Geo-Predictive PM2.5 Platform using NASA FIRMS, Wind-Gated Ensemble & Generative AI. Built for Geospatial Intelligence for Resilience Hackathon 2026.

🌍 MCP server giving Claude live environmental data: air quality, wildfires, and weather, plus statistical anomaly detection and causal inference (DoWhy) to explain why pollution spikes happen.

Large-scale fire detection analysis using NASA FIRMS data feat: Add dynamic region support for North America case study in v1.4.3 - Enabled flexible geospatial parameterization for wildfire analysis - Updated preprocessing pipeline to support North America-specific satellite data formats.

TAK ETL: NASA FIRMS (Fire Information for Resource Management System) wildfire data