What was built
An interactive geospatial analysis surface using ward-level metrics and spatial-significance results.
Data & Geospatial Systems
Bengaluru BBMP Wards 3D
Expose spatial hot and cold spots across city wards while preserving geographic and statistical context.
My role
Data preparation, spatial analysis, projection work, visualization, and application integration.
Technical surface
Python · PyProj · PySAL · pandas · Matplotlib