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Fantasia

Celebrities and Influencers
Musicians and Bands
Playground →Docs

Fantasia's top 10 nearest neighbors span four subcategories — musicians and bands, reality TV stars, actors, and comedians — with scores compressed into a band of just 0.9933 to 0.9956. That near-identical range is the defining structural fact: no single neighbor pulls away from the rest.

Four of the ten are fellow musicians and bands: Tamar Braxton (0.9956), Brandy (0.9947), Chilli (0.9945), and Monica (0.9944). They occupy the top four positions, but the gap between the fourth and tenth neighbor is only 0.0011 — effectively negligible. Three reality TV stars follow closely: Kandi Burruss (0.9940), Toya Johnson (0.9940), and Porsha Williams (0.9934). Two actors round out the cross-kind presence — Tisha Campbell (0.9941) and Meagan Good (0.9933) — alongside comedian Cedric The Entertainer (0.9935). The mix of musicians, reality stars, actors, and a comedian, all scoring within a fraction of each other, points to an audience whose shape is defined less by any single entertainment category than by a consistent cultural cluster that cuts across all of them.

This flat, densely packed neighbor set suggests Fantasia draws an audience whose composition is broadly shared across a wide range of celebrity subcategories rather than concentrated around any one type.

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

Attention graph /similar sample results  (free):
{ "handle": "tasiasword", "title": "Fantasia", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "tasiasword", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "tamarbraxtonher", "title": "Tamar Braxton", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9956, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "4everbrandy", "title": "Brandy", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9947, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "officialchilli", "title": "Chilli", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9945, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "monicadenise", "title": "Monica", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9944, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "tishacampbell", "title": "Tisha Campbell", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9941, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "kandi", "title": "Kandi Burruss", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.994, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "toyawright", "title": "Toya Johnson", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.994, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "cedentertainer", "title": "Cedric The Entertainer", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9935, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "porsha4real", "title": "Porsha Williams", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9934, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "meagangood", "title": "Meagan Good", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9933, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] } ] }
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