Spatial Work
Maps & GIS
Interactive spatial visualizations and GIS analysis from urban planning research.
Spatial Projects
Transit Accessibility — Hyderabad
Note: Public transit catchment zones and accessibility gaps across Hyderabad metropolitan region. Analysis conducted using GTFS, OSRM, QGIS, Python.
Tools & Methods
Technical Spatial Skills
GIS Software
- QGIS
- ArcGIS Pro
- GRASS GIS
- gvSIG
Remote Sensing
- Google Earth Engine
- ERDAS Imagine
- EnMAP-Box
- SNAP
Programming
- Python (GeoPandas, Shapely)
- R (sf, tmap)
- JavaScript (Leaflet, MapLibre)
Spatial Analysis
- Network analysis
- Raster analysis
- Spatial statistics
- Change detection
Data Sources
- Sentinel-2
- Landsat 8/9
- SRTM DEM
- OpenStreetMap
- Census of India
Web Mapping
- MapLibre GL JS
- Leaflet
- GeoServer
- PostGIS / PostgreSQL