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Paula Abdul

Paula Abdul's top 10 nearest neighbors span Musicians and Bands, TV Channels, a website, and a department store — with no single neighbor pulling far ahead of the rest. Similarity scores run from 0.92 at the top to 0.91 at the bottom, a range of roughly 0.015 across all ten positions, which is the defining feature of a flat shape.

Seven of the ten neighbors carry the Musicians and Bands subcategory: Jessie J (0.92), Nicole Scherzinger (0.92), Mariah Carey (0.92), Yves Jean (0.92), Alicia Keys (0.91), Lenny Kravitz (0.91), and Will.i.am (0.91). That makes this largely a same-kind cluster — Paula Abdul's audience shape closely mirrors the audiences of other musicians. The three non-musician neighbors are VH1 Music (0.92) and VH1 (0.91), both TV Channels, and Billboard (0.91), a website — all three are music-media properties, which reinforces rather than disrupts the dominant pattern. The lone outlier in kind is Macy's (0.91), a Department Store, sitting at the bottom of the ten with a score indistinguishable from its neighbors.

The flat shape here signals a broad, undifferentiated music-audience profile: no single neighbor dominates, and the cluster's character is defined by mainstream music consumption across both artists and the channels that carry them.

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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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