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Aerosmith

Celebrities and Influencers
Musicians and Bands
Playground →Docs

The top 10 neighbors for Aerosmith are entirely fellow Musicians and Bands — a same-kind cluster with no cross-category entries — yet the scores compress into a narrow band (0.96 to 0.92) that gives no single neighbor a commanding lead, the defining characteristic of a flat shape.

Guns N' Roses (0.96), Mötley Crüe (0.96), and Ozzy Osbourne (0.96) sit at the top, separated from each other by less than 0.01. KISS (0.96) and Nikki Sixx (0.95) follow just behind, with Def Leppard (0.94) and Slash (0.94) extending the run. The first non-band entry doesn't appear until position 8, where Ghost Adventures (0.93) — a TV Show — breaks the streak, followed by Avenged Sevenfold (0.92) and TV Personality Aaron Goodwin (0.92). That's eight Musicians and Bands out of ten, with one TV Show and one TV Personality rounding out the set.

The tight scoring across all ten positions — a spread of roughly 0.04 from top to bottom — means no single act functions as a structural anchor. The audience shape here is defined by a dense, genre-cohesive rock cluster rather than any one dominant neighbor.

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": "aerosmith", "title": "Aerosmith", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "aerosmith", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "gunsnroses", "title": "Guns N' Roses", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9608, "drivers": [ "N03", "N04", "O03", "O02", "Q06" ] }, { "handle": "motleycrue", "title": "Mötley Crüe", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9575, "drivers": [ "N03", "N04", "O03", "O02", "O01" ] }, { "handle": "ozzyosbourne", "title": "Ozzy Osbourne", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9575, "drivers": [ "N03", "N04", "O03", "O02", "Q06" ] }, { "handle": "kiss", "title": "KISS", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9553, "drivers": [ "N03", "N04", "O03", "O02", "Q06" ] }, { "handle": "nikkisixx", "title": "Nikki Sixx", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.954, "drivers": [ "N03", "N04", "O03", "O02", "O01" ] }, { "handle": "defleppard", "title": "Def Leppard", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9428, "drivers": [ "N03", "N04", "O02", "O03", "Q06" ] }, { "handle": "slash", "title": "Slash", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9365, "drivers": [ "N03", "N04", "O03", "O02", "Q06" ] }, { "handle": "ghostadventures", "title": "Ghost Adventures", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9335, "drivers": [ "N03", "N04", "O03", "O02", "O01" ] }, { "handle": "theofficiala7x", "title": "Avenged Sevenfold", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9183, "drivers": [ "N03", "N04", "O03", "O02", "Q06" ] }, { "handle": "aarongoodwin", "title": "Aaron Goodwin", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9175, "drivers": [ "N03", "N04", "O02", "O03", "O01" ] } ] }
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