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B.o.B

Celebrities and Influencers
Musicians and Bands
Playground →Docs

Eight of B.o.B's ten nearest neighbors by audience shape are fellow Musicians and Bands, with the remaining two slots going to a Comedian and a TV Personality — a tight, same-kind cluster with minimal cross-category variation. Similarity here measures how closely two entities' audiences resemble each other in composition; scores across the top 10 span just 0.98 to 0.97, a narrow band consistent with the flat shape classification.

Usher leads at 0.98, followed closely by T.I. (0.98), Ne-Yo (0.98), and Nelly (0.98). Ashanti, Ciara, Ludacris, and Birdman round out the musician bloc. The two departures from that pattern — Chris Tucker (Comedians, 0.98) and Nick Cannon (TV Personalities, 0.98) — sit within a fraction of the top score, so they represent genuine audience overlap rather than distant outliers. No athletes, actors, or media brands appear in the top 10.

The overall picture is a densely same-kind neighborhood: B.o.B's audience shape is defined almost entirely by other musicians, with no single dominant neighbor pulling away from the pack.

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": "bobatl", "title": "B.o.B", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "bobatl", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "usher", "title": "Usher", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9846, "drivers": [ "O04", "Q02", "N03", "Q04", "Q08" ] }, { "handle": "tip", "title": "T.I.", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9815, "drivers": [ "O04", "Q02", "Q04", "Q08", "N03" ] }, { "handle": "neyocompound", "title": "Ne-Yo", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9799, "drivers": [ "O04", "Q02", "Q04", "Q08", "N03" ] }, { "handle": "nelly_mo", "title": "Nelly", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9793, "drivers": [ "O04", "Q02", "Q04", "Q08", "N03" ] }, { "handle": "christuckerreal", "title": "Chris Tucker", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9791, "drivers": [ "O04", "Q02", "N03", "Q04", "Q08" ] }, { "handle": "ashanti", "title": "Ashanti", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9785, "drivers": [ "O04", "Q02", "Q04", "Q08", "N03" ] }, { "handle": "ciara", "title": "Ciara", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9784, "drivers": [ "O04", "Q02", "Q04", "Q08", "N03" ] }, { "handle": "ludacris", "title": "Ludacris", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9774, "drivers": [ "O04", "Q02", "Q04", "Q08", "N03" ] }, { "handle": "nickcannon", "title": "Nick Cannon", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9773, "drivers": [ "O04", "Q02", "Q04", "Q08", "N03" ] }, { "handle": "birdman5star", "title": "Birdman", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9764, "drivers": [ "O04", "Q02", "Q04", "Q08", "N03" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: