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Will.i.am

Celebrities and Influencers
Musicians and Bands
Playground →Docs

Nine of Will.i.am's ten nearest neighbors by audience shape are fellow musicians, with scores running from Alicia Keys at 0.99 down to Kendrick Lamar at 0.97 — a dense, same-kind cluster with almost no spread between positions one and ten.

The shape is flat: no single neighbor dominates, and the scores compress into a tight band rather than tapering off. The nine musicians span a wide stylistic range — Rihanna (0.98), Nicki Minaj (0.97), Pharrell Williams (0.97), Mariah Carey (0.97), AKON (0.97), Ne-Yo (0.97), and 50 Cent (0.97) — yet their audiences all look structurally similar to Will.i.am's. The one departure from the musician cluster is VH1 at 0.96, a TV channel whose audience composition lands just inside the top 10, suggesting some overlap with the broader music-television viewership that surrounds this space. No athletes, actors, or media brands appear in the top 10 until VH1 breaks the streak at position ten.

The overall picture is a tightly self-similar audience: people who follow Will.i.am tend to look almost indistinguishable, in compositional terms, from the audiences of a broad cross-section of mainstream and hip-hop musicians.

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": "iamwill", "title": "Will.i.am", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "iamwill", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "aliciakeys", "title": "Alicia Keys", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9878, "drivers": [ "N03", "O04", "Q02", "Q04", "Q08" ] }, { "handle": "rihanna", "title": "Rihanna", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.976, "drivers": [ "N03", "O04", "Q02", "Q04", "Q08" ] }, { "handle": "nickiminaj", "title": "Nicki Minaj", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9745, "drivers": [ "O04", "Q02", "Q08", "Q04", "N03" ] }, { "handle": "pharrell", "title": "Pharrell Williams", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9735, "drivers": [ "O04", "Q02", "Q04", "N03", "Q08" ] }, { "handle": "mariahcarey", "title": "Mariah Carey", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9734, "drivers": [ "N03", "O04", "Q02", "Q04", "Q08" ] }, { "handle": "akon", "title": "AKON", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9722, "drivers": [ "O04", "N03", "Q02", "Q04", "Q08" ] }, { "handle": "neyocompound", "title": "Ne-Yo", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9667, "drivers": [ "O04", "Q02", "Q04", "Q08", "N03" ] }, { "handle": "50cent", "title": "50 Cent", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9663, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "kendricklamar", "title": "Kendrick Lamar", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9653, "drivers": [ "O04", "Q02", "N03", "Q04", "Q08" ] }, { "handle": "vh1", "title": "VH1", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.9649, "drivers": [ "N03", "O04", "Q02", "Q04", "Q08" ] } ] }
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