Tried three vendors before this. Sample matched live data when I spot-checked random rows. Bought it to map obstetrician doctor density across India. Minor cleanup needed but nothing major.
Used it for a market-sizing exercise. Categorisation was granular enough to segment by sub-vertical without regex. Bought it to map obstetrician doctor density across India. Will buy again.