{ "generated_at": "2026-11-02T10:12:00+05:30", "source_note": "Existing subset fetched 27-28 October 2026; selected tags re-read 30 October. Additional named shop features retrieved 30 October within Bengaluru-area bounding box 77.40,12.80 to 77.80,13.15. Three Cloud Kitchens candidates and a targeted expansion for drink, cinema, food-court, local-market, specialty-store, camping, travel-agency and selected play subcategories were retrieved on 1 November 2026 from OpenStreetMap through QLever/Overpass within the same Bengaluru-area bounding box. Planet snapshot date unknown. Not an administrative-city inventory and not live business verification. Seventeen nearby same-name shop features held out pending duplicate review; unique source IDs do not prove distinct business entities. Duplicate source IDs with multiple category labels were merged without dropping category labels. 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0, "claimed": 0, "record_status_counts": { "raw_source": 0, "official_starter": 0, "submitted": 0, "claimed_pending": 0, "verified": 0 } }, { "category": "clubs", "subcategory": "Volunteering & Social Impact Clubs", "available": 0, "official": 0, "verified": 0, "photos": 0, "target": 100, "submitted": 0, "claimed": 0, "record_status_counts": { "raw_source": 0, "official_starter": 0, "submitted": 0, "claimed_pending": 0, "verified": 0 } }, { "category": "clubs", "subcategory": "Neighbourhood Clubs", "available": 0, "official": 0, "verified": 0, "photos": 0, "target": 100, "submitted": 0, "claimed": 0, "record_status_counts": { "raw_source": 0, "official_starter": 0, "submitted": 0, "claimed_pending": 0, "verified": 0 } } ], "localities": [ { "locality": "1st Sector HSR Layout", "records": 1, "categories": { "eat": 1 } }, { "locality": "4th Block, 5th Block Jayanagar", "records": 1, "categories": { "eat": 1 } }, { "locality": "Adugodi", "records": 1, "categories": { "work": 1 } }, { 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"Koramangala", "records": 18, "categories": { "eat": 19, "work": 4, "drink": 1, "movies": 1, "shop": 1 } }, { "locality": "Kothanur", "records": 2, "categories": { "eat": 2 } }, { "locality": "Lakksandra", "records": 1, "categories": { "eat": 1 } }, { "locality": "Mahadevapura", "records": 17, "categories": { "shop": 13, "eat": 3, "drink": 2 } }, { "locality": "Mahalaxmipuram", "records": 1, "categories": { "work": 1 } }, { "locality": "Malleshwaram", "records": 1, "categories": { "shop": 1 } }, { "locality": "Marathahalli", "records": 6, "categories": { "eat": 4, "drink": 2, "shop": 1, "work": 1 } }, { "locality": "Nagarvarapalya", "records": 1, "categories": { "shop": 1 } }, { "locality": "Nagasandra", "records": 1, "categories": { "shop": 1 } }, { "locality": "Nagavara", "records": 7, "categories": { "work": 5, "drink": 2, "eat": 2 } }, { "locality": "RMV 2nd Stage", "records": 1, "categories": { "eat": 2 } }, { "locality": "Rajajinagar", "records": 10, "categories": { "eat": 5, "drink": 2, "work": 2, "play": 1, "travel": 1, "live": 1 } }, { "locality": "Rajarajeshwari Nagar", "records": 2, "categories": { "eat": 3 } }, { "locality": "Richmond Town", "records": 1, "categories": { "work": 1 } }, { "locality": "Sadashivanagar", "records": 2, "categories": { "eat": 2 } }, { "locality": "Sahakar Nagar", "records": 1, "categories": { "eat": 2 } }, { "locality": "Sampangi Rama Nagar", "records": 9, "categories": { "eat": 12 } }, { "locality": "Sanjay Nagar", "records": 1, "categories": { "drink": 1 } }, { "locality": "Shanthala Nagar", "records": 15, "categories": { "eat": 11, "drink": 3, "clubs": 2, "play": 2, "travel": 1, "live": 1, "work": 1 } }, { "locality": "Shantinagar", "records": 2, "categories": { "eat": 4 } }, { "locality": "Shivajinagar", "records": 2, "categories": { "eat": 2 } }, { "locality": "Ulsoor", "records": 2, "categories": { "eat": 3 } }, { "locality": "Varthur", "records": 1, "categories": { "eat": 2 } }, { "locality": "Vasanth Nagar", "records": 6, "categories": { "eat": 3, "work": 2, "travel": 1, "live": 1 } }, { "locality": "Whitefield", "records": 1, "categories": { "eat": 2 } }, { "locality": "Yelahanka", "records": 111, "categories": { "shop": 73, "eat": 43, "drink": 2, "movies": 1, "work": 1 } } ], "open_source_datasets": [ { "slug": "cafes", "label": "Cafes", "public_category": "Eat", "record_count": 1136 }, { "slug": "restaurants", "label": "Restaurants", "public_category": "Eat", "record_count": 3255 }, { "slug": "fast-food", "label": "Fast food", "public_category": "Eat", "record_count": 1727 }, { "slug": "ice-cream", "label": "Ice cream shops", "public_category": "Eat", "record_count": 201 }, { "slug": "coworking", "label": "Coworking spaces", "public_category": "Work", "record_count": 119 }, { "slug": "stays", "label": "Hotels, hostels and guest houses", "public_category": "Travel", "record_count": 947 }, { "slug": "parks", "label": "Parks", "public_category": "Play", "record_count": 606 }, { "slug": "sports-centres", "label": "Sports centres", "public_category": "Play", "record_count": 364 }, { "slug": "fitness", "label": "Fitness", "public_category": "Play", "record_count": 236 }, { "slug": "turfs", "label": "Turfs", "public_category": "Play", "record_count": 153 }, { "slug": "cinemas", "label": "Cinemas", "public_category": "Movies", "record_count": 106 }, { "slug": "theatres", "label": "Theatres", "public_category": "Events", "record_count": 113 }, { "slug": "event-spaces", "label": "Event spaces", "public_category": "Events", "record_count": 178 }, { "slug": "community-spaces", "label": "Community spaces", "public_category": "Community", "record_count": 243 }, { "slug": "clubs", "label": "Clubs", "public_category": "Community", "record_count": 50 }, { "slug": "malls", "label": "Malls", "public_category": "Shop", "record_count": 73 }, { "slug": "shopping", "label": "Shopping", "public_category": "Shop", "record_count": 96 }, { "slug": "attractions", "label": "Attractions", "public_category": "Travel", "record_count": 60 }, { "slug": "resorts", "label": "Resorts", "public_category": "Travel", "record_count": 40 }, { "slug": "museums", "label": "Museums", "public_category": "Travel", "record_count": 32 }, { "slug": "galleries", "label": "Galleries", "public_category": "Events", "record_count": 26 } ], "limitations": [ "Raw map/source records are not verified businesses.", "Counts are category-record counts, not unique verified business totals.", "No submitted, claimed-pending or verified public place records are present in the current public discovery dataset.", "Locality is source-supplied and absent on most raw records; counts do not imply legal neighbourhood boundaries." ] }