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Outlander

TV personalities dominate Outlander's nearest audiences — not other scripted dramas. Across the top 10 neighbors, the single strongest pull is Sam Heughan at 0.94, a gap of nearly 0.10 over the second-ranked neighbor, but the broader cluster is what defines the shape.

The shape is broad: eight of the top 10 neighbors score above 0.75, and no single cluster monopolizes the set. Outlander Writers (0.84, a website) is the second-closest neighbor, followed by Drew Scott (0.80) and Jeff Probst (0.77), both TV Personalities. Pat Sajak (0.75) and Dan Abrams (0.75) extend that TV Personality cluster further. The only other TV Show in the top 10 is Bachelor in Paradise at 0.74 — Outlander's nearest audiences are shaped far more by TV personalities and lifestyle-adjacent figures than by fellow scripted series. HGTV (0.75, a TV Channel) reinforces the home-and-lifestyle lean, while Life is Good (0.77, Fashion) and Ron Paul (0.76, Politician) introduce cross-category range that keeps the cluster from collapsing into a single type.

The breadth here — TV personalities, a fashion brand, a politician, a lifestyle channel, a fan website — points to an audience defined less by genre loyalty than by a consistent demographic composition that cuts across entertainment, lifestyle, and commentary.

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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."

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