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Happy Madison

Happy Madison's top 10 nearest neighbors contain no other film studios — the audience shape is defined entirely by individual celebrities and one TV show, spanning comedians, musicians, TV personalities, and actors.

The shape is flat: scores run from Steve-O at 0.78 down to Zak Bagans at 0.74, a narrow band with no single dominant pull. The two comedians at the top — Steve-O (0.78) and Dane Cook (0.76) — sit just ahead of a cluster of hard-rock musicians: Def Leppard (0.76), Mötley Crüe (0.75), and Nikki Sixx (0.75). TV personalities fill out the middle — Theresa Caputo (0.75) and Brian Quinn (0.75) — alongside actor Kevin James (0.75) and comedian Jeff Dunham (0.75). The lone non-celebrity entry in the top 10 is the TV show Ghost Adventures at 0.74, which shares subcategory space with the paranormal-adjacent TV personalities Caputo and Bagans.

Tallying the top 10 by subcategory: four comedians or comedian-adjacent figures, three TV personalities, two musicians, and one actor — no film studios, no streaming platforms, no other brands. The audience that maps onto Happy Madison looks less like a film-going public and more like fans of blue-collar comedy, classic rock, and cable reality programming.

This flat, cross-kind pattern suggests the audience is held together by a consistent sensibility rather than loyalty to any single format or medium.

Playground →Docs

Nearest neighbors by audience shape

Cosine similarity over Persona Live audience composition.
"Entities whose overall audience profile most closely matches this one — people who follow one tend to follow the other."

Raw data

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