Open Data

The Kentucky business graph

211,000+ places. Category, location, narrative, KY-specific signals. Free for readers, open for developers, licensable for labs.

Open dataset

The whole public graph as a CC-BY-4.0 Parquet file on Hugging Face. Free for any use, including commercial. Refreshed as the graph improves.

Download on HF →

Developer API

Live, query-by-query access with daily dedup. Pay-as-you-go ($0.005/lookup), no subscription. Best for apps and agents.

See API →

Bulk licensing

Need the full enriched graph, fresh snapshots, or fields excluded from the public dataset? Talk to us about a custom license.

Contact us

What's in the graph

Identity & location

place_id · name · category · template_family · address · town_slug · latitude · longitude · canonical_url

Kentucky signals

is_gem · gem_mode · local_gem_score · kentucky_proud_status · sources_local_ingredients · ky_sos_entity_name · ky_sos_status · ky_sos_formation_date · founding_year

Narrative

seo_description · editorial_summary · community_contribution_summary · chef_name · founder_name · owner_name · signature_dishes

Contact & links

phone · website · social_* · contact_page_url · menu_page_url · order_online_url · reservation_url · gift_cards_url

Service attributes

takeout · delivery · dine_in · outdoor_seating · serves_* · has_wifi · wheelchair_accessible · allows_dogs · parking · live_music · brunch

How it's built

Every row is a real Kentucky business that survived our publishability gate. Sources: Overture Maps, OpenStreetMap, CommonCrawl, Kentucky Secretary of State, Census County Business Patterns, and targeted website crawls.

Enrichment runs on our hardware via a local Nemotron 3 Super 120B pipeline — no third-party LLM calls, no vendor lock-in on the narrative fields.

Ratings and review summaries are YouMeKY-native — not imported from Google or Yelp.

Building on Kentucky data?

We want to hear about it. Researchers, civic tech, KY-first apps, tourism agents — if what you're building helps Kentuckians and their businesses, we'll make the data work for you.