Did the job for our campaign. Sample matched live data when I spot-checked random rows. Bought it to map bengaluru urban, karnataka, india ib sch density across India. Minor cleanup needed but nothing major.
Ran the CSV through our deduper first. Lat/long landed every pin on the right storefront in Mapbox. Wished a few smaller towns had been included.
Onboarding a junior analyst with this dataset as their first project. It's clean enough she's not spending day one debugging encodings.
Used the dataset for a competitor density study and the catchment overlap was solid. The category column made segmenting QSR vs casual easy.
Solid India dataset for the price. The download itself took longer than I'd expected, otherwise no complaints.
Last Update:
May 12, 2026 04:46 AM
Published:
May 12, 2026 04:34 AM
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