Python
Scikit-learnA data analytics platform for earthquake monitoring, historical analysis, and ML-based impact prediction to aid disaster management and response planning. It integrates 3 authoritative data sources (USGS, IRIS GSN, EM-DAT) and provides interactive visualizations including heatmaps and 3D wave propagation simulations.
Unique Features
Real-time earthquake monitoring with live data feeds from USGS
Historical trend analysis for predictive insights on seismic activity
Impact prediction models forecasting potential damage and affected areas
Interactive visualizations: heatmaps, geospatial charts, and 3D wave propagation simulations
Region classification based on seismic vulnerability using clustering
Tech Stack
LanguagePython
FrontendStreamlit
MLScikit-learn, XGBoost, ARIMA, Random Forest, Gradient Boosting
GeospatialGeoPandas, Folium
Data SourcesUSGS, IRIS GSN, EM-DAT