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Tyga

Celebrities and Influencers
Musicians and Bands
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Tyga's top 10 nearest neighbors are entirely Musicians and Bands — a same-kind cluster with no crossover into other subcategories within those positions. Similarity here measures how closely two entities' audiences resemble each other in composition; scores across the top 10 span a narrow band from 0.98 to 0.97, the defining characteristic of a flat shape.

Snoop Dogg leads at 0.98, followed by Nicki Minaj at 0.98, Big Sean at 0.97, Drake at 0.97, and Chris Brown at 0.97. Ice Cube (0.97), Usher (0.97), Ludacris (0.97), Wiz Khalifa (0.97), and J. Cole (0.97) round out the set. The spread across all ten is just 0.017 — no single neighbor pulls away from the pack, and none represents a different kind of entity.

The wider graph (positions 11–50) does introduce some variation: a comedian, athletes, TV personalities, hip-hop media properties, and a footwear brand appear further out. But within the top 10, the audience shape is defined entirely by fellow musicians, with no structural outlier to anchor the cluster.

The flat, same-kind shape indicates an audience whose composition is tightly aligned with a specific musical ecosystem — one where the nearest neighbors are peers rather than crossover draws.

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": "tyga", "title": "Tyga", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "tyga", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "snoopdogg", "title": "Snoop Dogg", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9828, "drivers": [ "O04", "Q02", "Q08", "Q04", "N03" ] }, { "handle": "nickiminaj", "title": "Nicki Minaj", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9761, "drivers": [ "O04", "Q08", "Q02", "N03", "Q04" ] }, { "handle": "bigsean", "title": "Big Sean", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9749, "drivers": [ "O04", "Q02", "Q08", "Q04", "N03" ] }, { "handle": "drake", "title": "Drake", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9713, "drivers": [ "O04", "Q02", "N03", "Q08", "Q04" ] }, { "handle": "chrisbrown", "title": "Chris Brown", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.971, "drivers": [ "O04", "Q02", "Q08", "Q04", "N03" ] }, { "handle": "icecube", "title": "Ice Cube", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.97, "drivers": [ "O04", "Q02", "N03", "Q08", "Q04" ] }, { "handle": "usher", "title": "Usher", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9674, "drivers": [ "O04", "Q02", "Q08", "N03", "Q04" ] }, { "handle": "ludacris", "title": "Ludacris", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9672, "drivers": [ "O04", "Q02", "Q08", "Q04", "N03" ] }, { "handle": "wizkhalifa", "title": "Wiz Khalifa", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.967, "drivers": [ "O04", "Q08", "Q02", "N03", "Q04" ] }, { "handle": "jcolenc", "title": "J. Cole", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9655, "drivers": [ "O04", "N03", "Q02", "Q08", "Q04" ] } ] }
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