Plugged it straight into our outreach tooling. Categorisation was granular enough to segment by sub-vertical without regex. Bought it while planning a chico's store locations united states , campaign in United States. Saved us hours of manual cleanup.
Thank you for the kind review, great to see the data drove real campaign lift. Let us know if you'd like the file regenerated with extra columns next time.