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Amber Rose

Celebrities and Influencers
TV Personalities
Playground →Docs

Eight of Amber Rose's ten nearest neighbors by audience shape are Musicians and Bands — a tight cluster running from 50 Cent at 0.99 down to French Montana at 0.98, with scores compressed into a band barely wider than one percentage point. That compression is the defining structural feature here: the shape is flat, meaning no single neighbor pulls away from the rest.

The remaining two positions go to XXL Magazine (0.98, Magazines) and La La Anthony (0.98, TV Personalities) — the only neighbor who shares Amber Rose's own subcategory. The musicians in the cluster span rap, R&B, and production: Fabolous (0.98), DJ Khaled (0.98), Christina Milian (0.98), Ne-Yo (0.98), and Swizz Beatz (0.98) all sit within a few thousandths of each other. XXL's presence alongside them reinforces that the audience shape here is organized around hip-hop and R&B culture broadly, not around the TV Personalities subcategory that formally classifies Amber Rose.

The flat distribution across a near-uniform band of musicians and one hip-hop magazine signals an audience whose composition is consistent and genre-specific rather than diffuse or cross-category.

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": "darealamberrose", "title": "Amber Rose", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "resolved": "darealamberrose", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "50cent", "title": "50 Cent", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9893, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "diddy", "title": "Sean \"Diddy\" Combs", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9858, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "myfabolouslife", "title": "Fabolous", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9837, "drivers": [ "O04", "Q04", "Q02", "Q08", "E02" ] }, { "handle": "djkhaled", "title": "DJ Khaled", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9831, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "christinamilian", "title": "Christina Milian", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9805, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "xxl", "title": "XXL Magazine", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9802, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "neyocompound", "title": "Ne-Yo", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.98, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "therealswizzz", "title": "Swizz Beatz", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9794, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "lala", "title": "La La Anthony", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9792, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "frenchmontana", "title": "French Montana", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9789, "drivers": [ "O04", "Q02", "Q08", "Q04", "E02" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: