Senator Joe Manchin is the strongest signal in Ashley Judd's top 10 — a Politician sitting at 0.77, well above the rest of a neighbor set that spans a wide range of subcategories. No other Actor appears in the top 10, making this a distinctly cross-kind cluster.

The shape is broad, meaning many neighbors register meaningful overlap without any single dominant pull. After Manchin, the scores descend gradually: The Greenbrier (Hotels, 0.69), John Calipari (Athletes, 0.68), Courier Journal (News Publishers, 0.66), and Kentucky Basketball (Sports Teams, 0.66). That cluster — a resort, a college basketball coach, a regional newspaper, and a college sports program — points toward a strong Appalachian and Upper South regional character in the audience shape. Dolly Parton (Musicians and Bands, 0.65) and Hoda Kotb (TV Personalities, 0.65) extend the set toward country-adjacent entertainment and daytime television. Rounding out the top 10 are Senator Bob Corker (Politicians, 0.62), Dollywood (Destinations, 0.62), and Axl Rose (Musicians and Bands, 0.61). Politicians (three of the ten), Musicians and Bands (two), and TV Personalities (one) are the most represented subcategories; no fellow Actor appears anywhere in the set.

The breadth of this neighbor set — spanning politicians, regional sports, hospitality brands, and musicians — reflects an audience whose shape is defined more by geography and cultural region than by any single entertainment category.