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Fergie

Celebrities and Influencers
Musicians and Bands
Playground →Docs

Fergie's top 10 nearest neighbors form a dense, undifferentiated cluster — scores run from 0.97 down to only 0.92, a span of less than five points, with no single neighbor pulling sharply ahead of the rest.

Similarity here measures how closely two entities' audiences resemble each other in composition. Bruno Mars leads at 0.97, followed by Katy Perry (0.95) and Iggy Azalea (0.95) — but the gap between first and tenth is narrow enough that the cluster reads as a single neighborhood rather than a ranked list. Six of the ten neighbors are fellow Musicians and Bands: Bruno Mars, Katy Perry, Iggy Azalea, Justin Bieber, Britney Spears, and Christina Aguilera. The remaining four cross into other subcategories: YouTube (Entertainment Platforms, 0.93), Kris Jenner (Reality TV Stars, 0.93), Kim Kardashian (Reality TV Stars, 0.93), and MTV (TV Channels, 0.93). That cross-kind presence — two Reality TV Stars and a TV channel sitting at the same level as pop musicians — signals that the audience shape here is not purely genre-defined; it overlaps substantially with the broader pop-culture and reality-entertainment space.

The flat shape, with no standout neighbor and consistent scores across musicians, reality figures, and a major platform alike, points to an audience that is wide and mainstream rather than concentrated around any single adjacent community.

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": "fergie", "title": "Fergie", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "fergie", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "brunomars", "title": "Bruno Mars", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9651, "drivers": [ "N03", "Q08", "Q02", "O04", "Q04" ] }, { "handle": "katyperry", "title": "Katy Perry", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9467, "drivers": [ "N03", "Q08", "P06", "A01", "Q05" ] }, { "handle": "iggyazalea", "title": "Iggy Azalea", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9457, "drivers": [ "N03", "Q08", "P06", "Q02", "O04" ] }, { "handle": "justinbieber", "title": "Justin Bieber", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9396, "drivers": [ "N03", "Q08", "O04", "P06", "Q02" ] }, { "handle": "youtube", "title": "YouTube", "category": "Brands", "subcategory": "Entertainment Platforms", "similarity": 0.9348, "drivers": [ "N03", "Q08", "Q02", "O04", "Q04" ] }, { "handle": "krisjenner", "title": "Kris Jenner", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9336, "drivers": [ "N03", "Q08", "P06", "P04", "O04" ] }, { "handle": "kimkardashian", "title": "Kim Kardashian", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9291, "drivers": [ "N03", "Q08", "O04", "P06", "Q02" ] }, { "handle": "mtv", "title": "MTV", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.9286, "drivers": [ "N03", "Q08", "Q02", "Q04", "O04" ] }, { "handle": "britneyspears", "title": "Britney Spears", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.928, "drivers": [ "N03", "Q08", "P06", "A01", "Q05" ] }, { "handle": "lgusamobile", "title": "LG USA Mobile", "category": "Brands", "subcategory": "Technology", "similarity": 0.9239, "drivers": [ "Q08", "N03", "Q02", "O04", "Q04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: