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Kandi Burruss

Celebrities and Influencers
Reality TV Stars
Playground →Docs

The ten nearest neighbors in Kandi Burruss's similarity graph span musicians, actors, and fellow reality TV stars — with no single entity pulling significantly ahead of the rest. Scores run from 0.99 to 0.9972, a band narrow enough that the shape is defined by its mix rather than any dominant pull.

Musicians and Bands make up the largest slice of the top 10: Chilli (0.9946), Fantasia (0.9940), Monica (0.9933), and Brandy (0.9930). Actors account for three more positions — Tia Mowry (0.9938), Meagan Good (0.9938), and Tichina Arnold (0.9930). Only two neighbors share Kandi Burruss's own subcategory of Reality TV Stars: Phaedra Parks (0.9972) and Porsha Williams (0.9949), the two closest entries in the set. Cedric The Entertainer (0.9936) is the lone comedian in the top 10. The cross-kind composition — musicians and actors outnumbering reality TV peers by a wide margin — is the defining structural feature here.

This audience shape reflects a cluster that cuts across entertainment subcategories rather than concentrating within any single one.

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": "kandi", "title": "Kandi Burruss", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "resolved": "kandi", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "phaedraparks", "title": "Phaedra Parks", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9972, "drivers": [ "O04", "Q04", "Q02", "E02", "Q08" ] }, { "handle": "porsha4real", "title": "Porsha Williams", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9949, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "officialchilli", "title": "Chilli", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9946, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "tasiasword", "title": "Fantasia", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.994, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "tiamowry", "title": "Tia Mowry", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9938, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "meagangood", "title": "Meagan Good", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9938, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "cedentertainer", "title": "Cedric The Entertainer", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9936, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "monicadenise", "title": "Monica", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9933, "drivers": [ "O04", "Q04", "Q02", "E02", "Q08" ] }, { "handle": "4everbrandy", "title": "Brandy", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.993, "drivers": [ "O04", "Q02", "Q04", "E02", "Q08" ] }, { "handle": "tichinaarnold", "title": "Tichina Arnold", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.993, "drivers": [ "O04", "Q04", "Q02", "E02", "Q08" ] } ] }
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