Ran the CSV through our deduper first. Connect rate jumped noticeably once we filtered by category. Bought it to handle physical therapist lead-gen for the India region. Money well spent.
Needed it for a fast launch. Hours and GPS were the missing pieces in my last vendor's file — this has both. Bought it to map physical therapist density across India. One column I'd add next refresh: secondary email.