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YG

Celebrities and Influencers
Musicians and Bands
Playground →Docs

Eight of YG's ten nearest neighbors share the same subcategory — Musicians and Bands — and the scores compress into a tight band from 0.91 to 0.95, with no single neighbor pulling decisively ahead of the rest. That flat distribution is the defining structural feature here.

ScHoolboy Q sits at the top at 0.95, followed closely by Metro Boomin (0.92), Snoop Dogg (0.92), Jhené Aiko (0.92), Big Sean (0.92), Tyga (0.91), SZA (0.91), and 50 Cent (0.91) — a dense cluster of musicians spanning rap, R&B, and production. The two non-musician entries, Worldstarhiphop (0.94) and XXL Magazine (0.92), are both hip-hop media properties, which reinforces rather than diversifies the cluster's character. No athletes, actors, or brands appear in the top 10. The overall shape is a tightly packed, genre-coherent neighborhood where audience composition barely varies across positions one through ten.

This pattern indicates an audience that is strongly defined by hip-hop as a cultural space — musicians and the media that covers them occupy the same audience territory with near-uniform overlap.

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": "yg", "title": "YG", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "yg", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "schoolboyq", "title": "ScHoolboy Q", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9478, "drivers": [ "O04", "Q08", "Q02", "P03", "E03" ] }, { "handle": "worldstar", "title": "Worldstarhiphop", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9354, "drivers": [ "O04", "Q02", "Q08", "Q04", "E03" ] }, { "handle": "metroboomin", "title": "Metro Boomin", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9231, "drivers": [ "O04", "Q02", "Q08", "Q04", "Q05" ] }, { "handle": "xxl", "title": "XXL Magazine", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9226, "drivers": [ "O04", "Q02", "Q08", "Q04", "Q05" ] }, { "handle": "snoopdogg", "title": "Snoop Dogg", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9185, "drivers": [ "O04", "Q02", "Q08", "Q04", "E03" ] }, { "handle": "jheneaiko", "title": "Jhené Aiko", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9164, "drivers": [ "O04", "Q02", "Q08", "Q04", "E03" ] }, { "handle": "bigsean", "title": "Big Sean", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9153, "drivers": [ "O04", "Q02", "Q08", "Q04", "Q05" ] }, { "handle": "tyga", "title": "Tyga", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9103, "drivers": [ "O04", "Q08", "Q02", "Q04", "E03" ] }, { "handle": "sza", "title": "SZA", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9093, "drivers": [ "O04", "Q08", "Q02", "Q04", "P03" ] }, { "handle": "50cent", "title": "50 Cent", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9071, "drivers": [ "O04", "Q02", "Q08", "Q04", "Q05" ] } ] }
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