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Waka Flocka

Celebrities and Influencers
Musicians and Bands
Playground →Docs

Waka Flocka's top 10 neighbors form a dense, same-kind cluster — seven of the ten are fellow Musicians and Bands, with scores spanning just 0.98 to 0.96, a range narrow enough that no single neighbor stands apart as a dominant pull.

The shape is flat. Nelly leads at 0.98, followed closely by B.o.B at 0.98 and Usher at 0.97. T.I. (0.97) and Birdman (0.97) round out the musician core. The three non-musician neighbors are Kevin Durant (0.97, Athletes), BET Music (0.97, TV Channels), and Dwight Howard (0.96, Athletes) — two NBA athletes and a music-focused TV channel, each sitting within two hundredths of a point of the musician cluster. DJ Kam Bennett (0.96, Musicians and Bands) and Nick Cannon (0.96, TV Personalities) close out the ten. The subcategory tally: six Musicians and Bands, two Athletes, one TV Channel, one TV Personality. No comedians, no websites, no reality figures appear in the top 10.

The compressed score range and the consistent presence of NBA athletes alongside hip-hop musicians and a music TV channel describe an audience that moves fluidly across those three spaces — not anchored to 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": "wakaflocka", "title": "Waka Flocka", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "wakaflocka", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "nelly_mo", "title": "Nelly", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9832, "drivers": [ "O04", "Q02", "N03", "Q08", "Q04" ] }, { "handle": "bobatl", "title": "B.o.B", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9763, "drivers": [ "O04", "N03", "Q02", "Q04", "Q08" ] }, { "handle": "usher", "title": "Usher", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.974, "drivers": [ "O04", "Q02", "N03", "Q08", "Q04" ] }, { "handle": "tip", "title": "T.I.", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9698, "drivers": [ "O04", "Q02", "Q08", "Q04", "N03" ] }, { "handle": "birdman5star", "title": "Birdman", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9694, "drivers": [ "O04", "Q02", "Q08", "Q04", "N03" ] }, { "handle": "kdtrey5", "title": "Kevin Durant", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9669, "drivers": [ "O04", "N03", "Q02", "Q04", "Q08" ] }, { "handle": "betmusic", "title": "BET Music", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.9662, "drivers": [ "O04", "Q02", "Q08", "Q04", "N03" ] }, { "handle": "dwighthoward", "title": "Dwight Howard", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9633, "drivers": [ "O04", "Q02", "N03", "Q08", "Q04" ] }, { "handle": "kameronbennett", "title": "DJ Kam Bennett", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9626, "drivers": [ "O04", "Q02", "Q08", "Q04", "N03" ] }, { "handle": "nickcannon", "title": "Nick Cannon", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9619, "drivers": [ "O04", "Q02", "Q08", "Q04", "N03" ] } ] }
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