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Katherine Heigl

Katherine Heigl's top 10 nearest neighbors span actors, a beverage brand, a beauty brand, and a reality TV star — a mixed-subcategory cluster with no single dominant type and scores compressed into a narrow band from 0.91 to 0.89.

The shape is flat. Six of the ten neighbors are actors: Joe Mantegna (0.91), Jeffrey Dean Morgan (0.91), Chandler Riggs (0.90), Norman Reedus (0.90), Melissa McBride (0.89), and Michael Cudlitz (0.89) — all sharing Heigl's own subcategory. That said, the remaining four neighbors pull in noticeably different directions: Monster Energy (0.90) is a beverage brand, IPSY (0.90) is a beauty brand, and Duane Dog Chapman (0.89) is a reality TV star. Ozzy Osbourne (0.89) rounds out the ten as a musician. The presence of Monster Energy and IPSY at scores matching or exceeding several of the actor neighbors is the most structurally notable feature here — two consumer brands sitting at the same audience-shape distance as fellow actors.

The tight score range and mixed-subcategory composition together suggest an audience that is broadly distributed across mainstream entertainment consumption rather than concentrated around any single genre or celebrity type.

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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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