Global Human Settlement Layer Built-Up Characteristics providing building height, morphology classification, and building volume at 100m resolution. Derived from Sentinel-1/2 and ALOS data. Essential for urban planning, population estimation, and disaster vulnerability assessment in Maharashtra cities.

Maharashtra Routes — Train schedules, station data, running status, and route information for Maharashtra railway stations from open data and API sources

Public Works Department data on state highways, major district roads, and other state road infrastructure in Maharashtra

MHADA/CIDCO — Housing and urban development data from Maharashtra Housing and Area Development Authority and City and Industrial Development Corporation covering affordable housing and new township projects

District-wise motor vehicle registration data, road accident statistics (fatalities, injuries, causes), and road network length for Maharashtra. Enables traffic safety analysis and accident prediction modeling.

Community-created GTFS feed for Mumbai's BEST (Bombay Electric Supply & Transport) bus network including routes, stops, and schedules

Maharashtra Highways — National Highways Authority of India toll plaza transaction data and traffic volume for Maharashtra national highway sections

Maharashtra Road Networks — Community-mapped road network, building footprints, and POI data for Maharashtra extracted from OpenStreetMap

Bus route, stop, and BRTS information for Pune Mahanagar Parivahan Mahamandal Limited including route geometry and stop coordinates

Pune & Nagpur — Urban data from Smart Cities dashboards covering infrastructure, mobility, environment, and governance indicators for Pune and Nagpur

Global human settlement extent at 10m resolution from Sentinel-1 radar and Landsat-8 optical imagery. Maharashtra subset maps built-up area with high accuracy, distinguishing settlements from bare soil — critical for urban planning in rapidly growing tier-2/3 cities.