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Ashlee Simpson Ross

The top 10 neighbors for Ashlee Simpson Ross span five distinct subcategories — Musicians and Bands, TV Personalities, Podcasts and Radio, TV Channels, and Film Studios — with no single type dominating the set. Similarity here measures how closely two entities' audiences resemble each other in composition; scores across the top 10 run from 0.89 down to 0.85, a narrow band that defines the flat shape.

iHeartRadio leads at 0.89, the only Podcasts and Radio entry in the top 10. Britney Spears follows at 0.89 as a fellow Musician and Band — the strongest same-kind match in the set. Universal Pictures (0.87) and MTV (0.86) represent Film Studios and TV Channels respectively, pulling the cluster toward entertainment infrastructure rather than peer artists. Kelly Osbourne (0.86) and Paris Hilton (0.86) are both TV Personalities, forming a small but coherent early-2000s celebrity-media thread. YouTube (0.86) adds an Entertainment Platform to the mix. Rounding out the top 10 are DreamWorks Animation (0.85, Film Studios), Paula Abdul (0.85, Musicians and Bands), and Pixar (0.85, Film Studios). Film Studios account for three of the ten neighbors — more than any other single subcategory — while Musicians and Bands place two (Britney Spears and Paula Abdul).

The overall picture is an audience shaped by mainstream pop-era entertainment broadly — radio, film studios, TV channels, and a handful of peer artists — rather than one anchored tightly to any single kind.

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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