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The X-Files

The X-Files' nearest ten neighbors are dominated by actors, with seven of the ten carrying that subcategory — but the specific actors reveal a pattern more interesting than the raw count.

The shape is flat: scores run from 0.73 down to 0.68 with no single standout, and the cluster's character comes from its subcategory mix. Macaulay Culkin leads at 0.73, followed by Vincent D'Onofrio at 0.72 and Jeri Ryan at 0.71. Those three are all actors, but so are Michael Dorn, Jonathan Frakes, and Anna Faris — the actor subcategory accounts for seven of the ten positions. The remaining three are Alternative Press (Magazines, 0.71), the Peter Mayhew Foundation (Non-Profit, 0.69), and Weird Al Yankovic (Musicians and Bands, 0.68). No other TV Shows appear in the top 10 — Doctor Who enters only at position 10 with 0.68, making it the sole fellow TV Show in the set.

The actor-heavy cluster, combined with the presence of a Star Trek-adjacent non-profit and a cult-figure musician, points to an audience shaped by a specific flavor of 1990s genre fandom — one that orbits individual performers rather than franchises or platforms.

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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