This dataset contains over 1.5 million points of interest across India, representing schools, businesses, transport nodes, hospitality, and civic amenities. Each record links a place identifier and name to administrative context, category and subcategory labels, contact and address details, operating hours, and phone or web contacts, plus latitude/longitude for spatial workflows. The collection supports mapping and geographic visualization, proximity and catchment analysis, site selection, route planning, market sizing, and enrichment of customer or logistics datasets. Records include place-level metadata and unique identifiers to enable joins, de-duplication, and quality checks. Well suited for analysts, developers, and planners building location-aware products, routing services, retail planning, and urban studies.

Key attributes include:

• Place identification and name with categorical classification
• Administrative context and locality for regional grouping
• Geographic coordinates and encoded geometry for mapping and spatial queries
• Address, contact details, and web or phone information for outreach and validation
• Operational details and unique identifiers for linking and data quality workflows

Location intelligence teams, retailers, logistics providers, and public planners benefit from a comprehensive national POI layer to enable site selection, routing, market analysis, and enrichment of customer or asset databases.