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Ludacris

Celebrities and Influencers
Musicians and Bands
Playground →Docs

The top 10 neighbors for Ludacris form a tight, undifferentiated band — scores run from 0.99 down to only 0.99, with no single neighbor pulling sharply ahead of the rest. Similarity here measures how closely two entities' audiences resemble each other in composition; the flat shape means the audience is defined by a consistent cluster rather than any one dominant pull.

Nine of the ten neighbors are Musicians and Bands: T.I. (0.99), Chris Brown (0.99), Usher (0.99), Ciara (0.99), DJ Khaled (0.99), DJ Kam Bennett (0.99), Soulja Boy (0.99), Big Sean (0.99), and Birdman (0.99). The lone exception is Nick Cannon (0.99), a TV Personality — and even his score is indistinguishable from the musicians around him. There is no cross-kind surprise here: this is an audience shaped almost entirely by its own kind.

What the flat shape reveals is that Ludacris's audience is deeply embedded in a single, cohesive entertainment cluster — one where musicians, a TV personality, and their shared followers overlap so consistently that no individual neighbor stands out as a structural anchor.

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": "ludacris", "title": "Ludacris", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "ludacris", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "tip", "title": "T.I.", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9933, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "chrisbrown", "title": "Chris Brown", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.993, "drivers": [ "O04", "Q02", "Q08", "Q04", "E02" ] }, { "handle": "usher", "title": "Usher", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9929, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "nickcannon", "title": "Nick Cannon", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9929, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "ciara", "title": "Ciara", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9892, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "djkhaled", "title": "DJ Khaled", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9875, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "kameronbennett", "title": "DJ Kam Bennett", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9864, "drivers": [ "O04", "Q02", "Q08", "Q04", "E02" ] }, { "handle": "souljaboy", "title": "Soulja Boy", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9863, "drivers": [ "O04", "Q02", "Q08", "Q04", "E02" ] }, { "handle": "bigsean", "title": "Big Sean", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.986, "drivers": [ "O04", "Q02", "Q08", "Q04", "E02" ] }, { "handle": "birdman5star", "title": "Birdman", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9855, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: