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Roseanne on ABC

Marketing Channels
TV Shows
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Roseanne on ABC's top 10 neighbors span four distinct subcategories — TV Shows, Musicians and Bands, Reality TV Stars, and TV Personalities — with no single type dominating and scores compressed into a narrow band from 0.87 down to 0.86.

The shape is flat. Teen Mom leads at 0.87, followed within a point by KISS (0.87) and Mötley Crüe (0.87) — two Musicians and Bands entries sitting nearly level with a reality TV show. The Big Bang Theory (0.86) and Dancing with the Stars (0.86) round out the TV Shows in the set, while Catelynn Baltierra (0.86) and Tyler Baltierra (0.86) — both Reality TV Stars from the Teen Mom franchise — appear alongside Ghost Adventures (0.86) and Aaron Goodwin (0.86), a TV Personality. Jeff Dunham, a Comedian, closes the top 10 at 0.86. Tallying the subcategories: four TV Shows, two Musicians and Bands, two Reality TV Stars, one TV Personality, and one Comedian. No single subcategory commands the cluster, and the center entity's own subcategory — TV Shows — accounts for only four of the ten slots, meaning the majority of the nearest audience shapes belong to celebrity and entertainment figures outside the TV Show category entirely.

The cross-kind composition here — hard rock acts, paranormal TV personalities, reality franchise stars, and a ventriloquist comedian all registering near-identical audience overlap — points to an audience defined less by genre loyalty than by a broad, mainstream entertainment profile that cuts across formats.

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": "roseanneonabc", "title": "Roseanne on ABC", "category": "Marketing Channels", "subcategory": "TV Shows", "resolved": "roseanneonabc", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "teenmom", "title": "Teen Mom", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8684, "drivers": [ "N04", "N03", "O02", "O03", "O01" ] }, { "handle": "kiss", "title": "KISS", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8663, "drivers": [ "N03", "N04", "O03", "O02", "O01" ] }, { "handle": "motleycrue", "title": "Mötley Crüe", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8659, "drivers": [ "N03", "O02", "N04", "O01", "O03" ] }, { "handle": "bigbangtheory", "title": "The Big Bang Theory", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.86, "drivers": [ "N03", "N04", "O02", "O01", "O03" ] }, { "handle": "dancingabc", "title": "Dancing with the Stars", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8599, "drivers": [ "N04", "N03", "H04", "O02", "A02" ] }, { "handle": "catelynnlowell", "title": "Catelynn Baltierra", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8596, "drivers": [ "N04", "N03", "O02", "O01", "O03" ] }, { "handle": "ghostadventures", "title": "Ghost Adventures", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8586, "drivers": [ "N03", "O02", "N04", "O03", "O01" ] }, { "handle": "aarongoodwin", "title": "Aaron Goodwin", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.8582, "drivers": [ "N03", "O02", "N04", "O01", "O03" ] }, { "handle": "tylerbaltierra", "title": "Tyler Baltierra", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8577, "drivers": [ "N04", "O02", "O01", "O03", "N03" ] }, { "handle": "teenmom_og", "title": "Teen Mom OG", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8571, "drivers": [ "N04", "N03", "O03", "O02", "O01" ] } ] }
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