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Kelly Clarkson

Celebrities and Influencers
Musicians and Bands
Playground →Docs

Kelly Clarkson's top 10 nearest neighbors are a mix of TV shows, fellow musicians, and a reality TV star — with no single dominant pull and scores compressed into a narrow band from 0.97 down to 0.93.

The shape is flat: Criminal Minds leads at 0.97, followed closely by BONES at 0.95, The Walking Dead at 0.95, and Supernatural at 0.94 — all TV Shows. The fifth neighbor, Gwen Stefani at 0.94, is the first fellow musician in the set. Rounding out the top 10 are The Voice (0.93), Chanel West Coast (0.93), Ozzy Osbourne (0.93), Maroon 5 (0.93), and Farrah Abraham (0.93, Reality TV Stars). By subcategory, four of the top 10 are TV Shows, four are Musicians and Bands, one is a TV Show (The Voice), and one is a Reality TV Star — making TV Shows the plurality type, not other musicians.

The cross-kind character here is the finding: the audience that follows a musician most closely resembles audiences for procedural and genre dramas, not primarily for other pop acts. The three fellow musicians in the top 10 — Gwen Stefani, Chanel West Coast, and Ozzy Osbourne — span stylistically distant territory, which reinforces that the shared audience shape is driven by something broader than genre affinity within music.

This flat, mixed-category cluster points to a mainstream, broadly distributed audience with no tight tribal core.

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": "kellyclarkson", "title": "Kelly Clarkson", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "kellyclarkson", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "crimminds_cbs", "title": "Criminal Minds", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9705, "drivers": [ "N03", "N04", "O03", "O02", "A02" ] }, { "handle": "officialbonestv", "title": "BONES", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9545, "drivers": [ "N03", "N04", "O03", "A01", "N02" ] }, { "handle": "walkingdead_amc", "title": "The Walking Dead", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9464, "drivers": [ "N03", "N04", "O03", "A01", "J01" ] }, { "handle": "cw_spn", "title": "Supernatural", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9434, "drivers": [ "N03", "N04", "O03", "O02", "A01" ] }, { "handle": "gwenstefani", "title": "Gwen Stefani", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.942, "drivers": [ "N03", "N04", "A01", "O03", "A06" ] }, { "handle": "nbcthevoice", "title": "The Voice", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9319, "drivers": [ "N03", "N04", "N01", "O03", "M04" ] }, { "handle": "chanelwestcoast", "title": "Chanel West Coast", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9316, "drivers": [ "N03", "N04", "O02", "A01", "O03" ] }, { "handle": "ozzyosbourne", "title": "Ozzy Osbourne", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9314, "drivers": [ "N03", "N04", "O03", "O02", "A01" ] }, { "handle": "maroon5", "title": "Maroon 5", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9307, "drivers": [ "N03", "N04", "O03", "A01", "A02" ] }, { "handle": "f1abraham", "title": "Farrah Abraham", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9287, "drivers": [ "N03", "N04", "O03", "O02", "A01" ] } ] }
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