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T.I.

Celebrities and Influencers
Musicians and Bands
Playground →Docs

Eight of T.I.'s ten nearest neighbors by audience shape are fellow Musicians and Bands, with scores compressed into a tight band from 0.99 to 0.99 — the defining feature of a flat distribution where no single neighbor pulls away from the pack. Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 0.99 indicates near-identical audience structure.

Ciara leads at 0.9949, followed closely by Ludacris (0.9933) and Birdman (0.9930). Ashanti, Soulja Boy, DJ Khaled, Bow Wow, and DJ Kam Bennett round out the musician cluster, all scoring between 0.9907 and 0.9893. The two non-musician entries — BET Music (0.9920, TV Channels) and Nick Cannon (0.9905, TV Personalities) — sit squarely inside the same narrow range rather than standing apart from it, which means even the cross-subcategory neighbors don't disrupt the flat structure. No single entity dominates; the top 10 form a dense, undifferentiated cluster of R&B- and hip-hop-adjacent audiences.

The overall picture is an audience that maps tightly onto a specific entertainment ecosystem — one where musicians, a music-focused TV channel, and a TV personality all draw from the same pool — with no outlier pulling in a different direction.

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": "tip", "title": "T.I.", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "tip", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "ciara", "title": "Ciara", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9949, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "ludacris", "title": "Ludacris", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9933, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "birdman5star", "title": "Birdman", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.993, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "betmusic", "title": "BET Music", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.992, "drivers": [ "O04", "Q02", "Q08", "Q04", "E02" ] }, { "handle": "ashanti", "title": "Ashanti", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9907, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "souljaboy", "title": "Soulja Boy", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9907, "drivers": [ "O04", "Q02", "Q08", "Q04", "E02" ] }, { "handle": "nickcannon", "title": "Nick Cannon", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9905, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "djkhaled", "title": "DJ Khaled", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9899, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "smoss", "title": "Bow Wow", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9895, "drivers": [ "O04", "Q02", "Q08", "Q04", "E02" ] }, { "handle": "kameronbennett", "title": "DJ Kam Bennett", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9893, "drivers": [ "O04", "Q02", "Q08", "Q04", "E02" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: