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Gwen Stefani

Celebrities and Influencers
Musicians and Bands
Playground →Docs

The top 10 neighbors for Gwen Stefani span musicians, actors, and TV shows in a narrow similarity band — scores run from 0.95 down to 0.91 with no single dominant pull and no sharp drop-off between positions.

The shape is flat. Maroon 5 leads at 0.95, followed closely by Kelly Clarkson at 0.94 — both Musicians and Bands, the same subcategory as Stefani herself. But the set quickly diversifies: Channing Tatum (Actor, 0.93) and The Walking Dead (TV Show, 0.93) sit at nearly the same level as those two musicians, and Slash (0.92), BONES (TV Show, 0.92), 5 Seconds of Summer (0.91), Ozzy Osbourne (0.91), Supernatural (TV Show, 0.91), and Nash Grier (TV Personality, 0.91) round out the ten. Tallying the subcategories: five are Musicians and Bands, three are TV Shows, one is an Actor, and one is a TV Personality. That means roughly half the top 10 shares Stefani's own subcategory, while the other half is drawn from scripted television and screen talent — a cross-kind presence that is nearly as strong as the same-kind signal.

The flat shape, with its compressed score range and mixed subcategory composition, points to an audience that is broadly distributed across mainstream entertainment rather than concentrated in any single genre or celebrity type.

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": "gwenstefani", "title": "Gwen Stefani", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "gwenstefani", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "maroon5", "title": "Maroon 5", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9501, "drivers": [ "N03", "N04", "A02", "O03", "A01" ] }, { "handle": "kellyclarkson", "title": "Kelly Clarkson", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.942, "drivers": [ "N03", "N04", "A01", "O03", "A06" ] }, { "handle": "channingtatum", "title": "Channing Tatum", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9315, "drivers": [ "N03", "N04", "A01", "O03", "A03" ] }, { "handle": "walkingdead_amc", "title": "The Walking Dead", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9288, "drivers": [ "N03", "N04", "A01", "A02", "O03" ] }, { "handle": "slash", "title": "Slash", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9214, "drivers": [ "N03", "N04", "O03", "H04", "N01" ] }, { "handle": "officialbonestv", "title": "BONES", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9194, "drivers": [ "N03", "N04", "O03", "N02", "A01" ] }, { "handle": "5sos", "title": "5 Seconds of Summer", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9149, "drivers": [ "N03", "N04", "A02", "O03", "N01" ] }, { "handle": "ozzyosbourne", "title": "Ozzy Osbourne", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9066, "drivers": [ "N03", "N04", "O03", "O02", "H04" ] }, { "handle": "cw_spn", "title": "Supernatural", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.906, "drivers": [ "N03", "N04", "O03", "A01", "A02" ] }, { "handle": "nashgrier", "title": "Nash Grier", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9058, "drivers": [ "N03", "N04", "N01", "N02", "A02" ] } ] }
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