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Keisha Lance Bottoms

Celebrities and Influencers
Politicians
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The top 10 neighbors for Keisha Lance Bottoms span six different subcategories, with no single type dominating — a mix of journalists, TV personalities, politicians, an author, a professional, and a media website, all scoring within a narrow 0.91-point band from 0.93 down to 0.91.

Similarity here measures how closely two entities' audiences resemble each other in composition. The shape is flat: Bakari Sellers leads at 0.93, but Tamron Hall (0.93), Donna Brazile (0.92), Tiffany D. Cross (0.92), and Michael Eric Dyson (0.92) are all within a few hundredths of a point — no single neighbor pulls away from the pack. Only two of the ten neighbors share Bottoms' own subcategory of Politicians: Sellers and Brazile. The remaining eight are drawn from Journalists (Tiffany D. Cross, Jemele Hill), TV Personalities (Tamron Hall, Angela Rye), an Author (Michael Eric Dyson), a Professional (Ben Crump), an Academic (Marc Lamont Hill), and a media website (The Undefeated). The cross-kind character of the cluster — commentators, journalists, and media properties alongside politicians — defines the audience shape more than any single neighbor does.

This flat, cross-kind distribution suggests an audience that follows a broad constellation of public voices rather than tracking political figures specifically.

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": "keishabottoms", "title": "Keisha Lance Bottoms", "category": "Celebrities and Influencers", "subcategory": "Politicians", "resolved": "keishabottoms", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "bakari_sellers", "title": "Bakari Sellers", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.9321, "drivers": [ "E02", "Q04", "Q02", "O04", "G03" ] }, { "handle": "tamronhall", "title": "Tamron Hall", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9276, "drivers": [ "E02", "Q04", "Q02", "O04", "G03" ] }, { "handle": "donnabrazile", "title": "Donna Brazile", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.9225, "drivers": [ "E02", "Q04", "Q02", "O04", "G03" ] }, { "handle": "tiffanydcross", "title": "Tiffany D. Cross", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9174, "drivers": [ "E02", "Q04", "Q02", "O04", "G03" ] }, { "handle": "michaeledyson", "title": "Michael Eric Dyson", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.9158, "drivers": [ "E02", "Q04", "Q02", "O04", "Q08" ] }, { "handle": "jemelehill", "title": "Jemele Hill", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9133, "drivers": [ "E02", "Q04", "Q02", "O04", "G03" ] }, { "handle": "attorneycrump", "title": "Ben Crump", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.91, "drivers": [ "E02", "Q04", "Q02", "O04", "G03" ] }, { "handle": "angela_rye", "title": "Angela Rye", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9091, "drivers": [ "E02", "Q04", "Q02", "O04", "G03" ] }, { "handle": "theundefeated", "title": "The Undefeated", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9068, "drivers": [ "E02", "Q04", "Q02", "G03", "O04" ] }, { "handle": "marclamonthill", "title": "Marc Lamont Hill", "category": "Celebrities and Influencers", "subcategory": "Academics", "similarity": 0.9067, "drivers": [ "E02", "Q04", "Q02", "O04", "G03" ] } ] }
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