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John Rich

Celebrities and Influencers
Musicians and Bands
Playground →Docs

John Rich's nearest ten neighbors span five distinct subcategories — musicians, athletes, a government organization, an actor, and an outdoors brand — all compressed into a narrow similarity band between 0.94 and 0.98. That tight range with no single dominant pull is the defining structural feature here.

The shape is flat. Ted Nugent (0.98) and Travis Tritt (0.97) sit at the top alongside NRA (0.98), and the three are nearly indistinguishable in score. Fellow musicians Kid Rock (0.95), Jake Owen (0.94), and Zac Brown Band (0.94) round out the Musicians and Bands contingent — five of the ten neighbors share John Rich's own subcategory. The remaining five cross into other kinds: NASCAR drivers Clint Bowyer (0.95) and Jimmie Johnson (0.94), actor Kevin Sorbo (0.95), and outdoors retailer Bass Pro Shops (0.94). The NRA's presence at 0.98 — the second-highest score in the set — is the clearest signal that this audience's shape is defined by a cultural cluster that extends well beyond genre.

The top 10 as a whole describes an audience whose composition is recognizable across country music, stock-car racing, firearms culture, and outdoor retail simultaneously.

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": "johnrich", "title": "John Rich", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "johnrich", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "tednugent", "title": "Ted Nugent", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9787, "drivers": [ "M01", "N01", "N04", "M04", "N02" ] }, { "handle": "nra", "title": "NRA", "category": "Organizations", "subcategory": "Government", "similarity": 0.9773, "drivers": [ "N01", "M01", "M04", "N04", "N02" ] }, { "handle": "travistritt", "title": "Travis Tritt", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9734, "drivers": [ "N01", "N04", "M04", "N02", "M01" ] }, { "handle": "clintbowyer", "title": "Clint Bowyer", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9525, "drivers": [ "N01", "N04", "M01", "M04", "M03" ] }, { "handle": "kidrock", "title": "Kid Rock", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9521, "drivers": [ "N01", "N04", "M01", "M04", "M03" ] }, { "handle": "ksorbs", "title": "Kevin Sorbo", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9513, "drivers": [ "M01", "N01", "I01", "Q01", "N04" ] }, { "handle": "jakeowen", "title": "Jake Owen", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.944, "drivers": [ "N01", "N04", "M04", "M01", "N02" ] }, { "handle": "jimmiejohnson", "title": "Jimmie Johnson", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9439, "drivers": [ "N01", "N04", "M04", "I01", "M03" ] }, { "handle": "bassproshops", "title": "Bass Pro Shops", "category": "Brands", "subcategory": "Outdoors", "similarity": 0.9439, "drivers": [ "N01", "N04", "M04", "N02", "M01" ] }, { "handle": "zacbrownband", "title": "Zac Brown Band", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9434, "drivers": [ "N01", "N04", "M04", "Q01", "N02" ] } ] }
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