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Believe It or Not!

Brands
Entertainment

The top 10 neighbors for Believe It or Not! span five distinct subcategories — TV Shows, Auto, Toys and Games, Musicians and Bands, and Athletes — with no single type dominating and scores compressed into a narrow band from 0.88 down to 0.85.

The shape is flat: BONES leads at 0.88, followed by Valvoline (social) at 0.87 and Elf on the Shelf at 0.87 — three neighbors from three entirely different subcategories sitting within a single point of each other. Kelly Clarkson (0.86, Musicians and Bands) and Lexi Kaufman (0.85, Athletes) round out the five closest, continuing the cross-kind pattern. None of these neighbors share Believe It or Not!'s own subcategory of Entertainment Brands, and no two consecutive neighbors share a subcategory either. The mix — a forensic procedural, a motor oil brand, a holiday toy property, a pop musician, and a professional wrestler — resists any single-cluster label. What the top 10 collectively suggest is an audience that is broadly mainstream and generalist rather than organized around any particular content vertical or lifestyle niche.

The flat, cross-kind spread across the top 10 points to an audience with wide, undifferentiated media consumption rather than a concentrated tribal identity.

Playground →Docs

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": "ripleys", "title": "Believe It or Not!", "category": "Brands", "subcategory": "Entertainment", "resolved": "ripleys", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "officialbonestv", "title": "BONES", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8833, "drivers": [ "N03", "O03", "N04", "Q06", "A02" ] }, { "handle": "valvoline_social", "title": "Valvoline (social)", "category": "Brands", "subcategory": "Auto", "similarity": 0.867, "drivers": [ "N03", "O03", "N04", "O01", "Q08" ] }, { "handle": "elfontheshelf", "title": "elfontheshelf", "category": "Brands", "subcategory": "Toys and Games", "similarity": 0.8662, "drivers": [ "N03", "N04", "O03", "Q06", "Q08" ] }, { "handle": "kellyclarkson", "title": "Kelly Clarkson", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8589, "drivers": [ "N03", "N04", "O03", "A02", "A01" ] }, { "handle": "alexabliss_wwe", "title": "Lexi Kaufman", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8549, "drivers": [ "N03", "O03", "N04", "Q06", "A02" ] }, { "handle": "cw_spn", "title": "Supernatural", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8514, "drivers": [ "N03", "N04", "O03", "Q06", "A02" ] }, { "handle": "rachaelray", "title": "Rachael Ray", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.8478, "drivers": [ "N03", "O03", "N04", "Q08", "H04" ] }, { "handle": "beckylynchwwe", "title": "Becky Lynch", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8464, "drivers": [ "N03", "O03", "N04", "Q06", "Q08" ] }, { "handle": "mark_sheppard", "title": "Mark Sheppard", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.8454, "drivers": [ "N03", "N04", "O03", "Q06", "O02" ] }, { "handle": "maroon5", "title": "Maroon 5", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8433, "drivers": [ "N03", "N04", "O03", "A02", "G01" ] } ] }
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