Bought a sample first. Dedup pass only flagged 1.2% — cleanest dataset I've worked with. Bought it while building a data science companie prospecting workflow for United States. Saved us hours of manual cleanup.
Ran the CSV through our deduper first. Hours and GPS were the missing pieces in my last vendor's file — this has both. Bought it for data science companie prospecting across United States. Wished a few smaller towns had been included.