The top 10 neighbors for Kristy Swanson span a narrow similarity band — 0.9484 to 0.9677 — with no single standout and no meaningful gap between positions. The cluster's composition, not any one neighbor, is the finding.

Across those ten, the dominant subcategories are TV Personalities, Actors, and Politicians, each appearing twice, alongside single entries for Government Officials, Musicians and Bands, Authors, and Journalists. Kayleigh McEnany leads at 0.97, followed closely by Kaya Jones at 0.97 and Dana Loesch at 0.96. Dean Cain (0.96) and James Woods (0.95) are the only two fellow Actors in the top 10; the remaining eight positions belong to TV Personalities, Politicians, a Government Official, a Journalist, an Author, and a Musician. That cross-kind composition means Swanson's audience shape aligns more closely with political commentary figures — Candace Owens (0.95), Dan Bongino (0.95), Ryan Fournier (0.95), Dinesh D'Souza (0.95), Chuck Woolery (0.96) — than with the broader acting community.

The flat shape and tight score range indicate a cohesive, well-defined audience rather than one pulled in competing directions — an audience whose composition is shaped primarily by political media consumption, with entertainment figures present only at the margins of the top 10.