Bought a sample first. Dedup pass only flagged 1.2% — cleanest dataset I've worked with. Bought it for a Canada wok box locations canada , market-sizing project. No complaints from the field reps.
Appreciate you flagging what worked, we'll keep tightening the column coverage in the next refresh. Reach out if you'd like an early look at the next refresh.