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Developed a GIS-based evacuation route optimization tool using Python libraries (GeoPandas, NetworkX, Folium). Implemented machine learning and geospatial analysis for dynamic route planning, enhanced with real-time data visualization and traffic flow simulations for emergency scenarios.