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Billboard's top 10 nearest neighbors are a dense mix of musicians, music-adjacent brands, and entertainment media — with no single entity pulling far ahead of the rest.

The shape is flat: scores run from 0.94 (Rihanna) at the top down to 0.92 (Gmail) at position seven, a spread of only about two hundredths across the set. Six of the ten neighbors carry the subcategory Musicians and Bands — Rihanna (0.94), Jessie J (0.94), Rita Ora (0.93), Lady Gaga (0.93), Charli XCX (0.93), and Adele (0.92). The Recording Academy / GRAMMYs (0.94) is the one Non-Profit in the set, and Vevo (0.93) is the one Music brand. That leaves two outliers: Gmail (0.93), a Tools and Resources entry, and Paris Hilton (0.92), a TV Personality — both sitting inside the same narrow band as the musicians around them. Billboard's own subcategory is Websites; no other Website appears in the top 10, meaning the audience shape is defined almost entirely by the musicians and music-industry entities it covers rather than by comparable media properties.

The flat distribution signals an audience that is broadly and evenly embedded in mainstream pop-music culture, with no single artist or institution commanding a disproportionate share of the 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": "billboard", "title": "Billboard", "category": "Marketing Channels", "subcategory": "Websites", "resolved": "billboard", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "rihanna", "title": "Rihanna", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9395, "drivers": [ "N03", "Q08", "O04", "Q02", "Q04" ] }, { "handle": "recordingacad", "title": "Recording Academy / GRAMMYs", "category": "Organizations", "subcategory": "Non-Profit", "similarity": 0.9391, "drivers": [ "N03", "Q08", "Q02", "Q04", "O04" ] }, { "handle": "jessiej", "title": "Jessie J", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9386, "drivers": [ "N03", "Q08", "Q02", "O04", "Q04" ] }, { "handle": "ritaora", "title": "Rita Ora", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9335, "drivers": [ "N03", "Q02", "Q08", "Q04", "O04" ] }, { "handle": "vevo", "title": "Vevo", "category": "Brands", "subcategory": "Music", "similarity": 0.9333, "drivers": [ "N03", "Q08", "Q02", "O04", "Q04" ] }, { "handle": "ladygaga", "title": "Lady Gaga", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.933, "drivers": [ "N03", "Q08", "Q01", "Q04", "I01" ] }, { "handle": "gmail", "title": "Gmail", "category": "Miscellaneous", "subcategory": "Tools and Resources", "similarity": 0.932, "drivers": [ "N03", "Q08", "Q02", "E06", "O04" ] }, { "handle": "charli_xcx", "title": "Charli XCX", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9279, "drivers": [ "N03", "Q08", "Q01", "Q04", "Q02" ] }, { "handle": "parishilton", "title": "Paris Hilton", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9243, "drivers": [ "N03", "Q08", "O04", "Q02", "Q04" ] }, { "handle": "adele", "title": "Adele", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9218, "drivers": [ "N03", "Q08", "Q02", "Q04", "O04" ] } ] }
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