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Catfish

Marketing Channels
TV Shows
Playground →Docs

Five of Catfish's ten nearest neighbors by audience similarity are musicians — a cross-kind pattern that defines the top of this list more than any other TV show does.

Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 1.0 indicates near-identical audience shape. The top 10 scores span a narrow band from 0.94 down to 0.91, consistent with the flat shape classification — no single neighbor dominates, and the differences between positions are small. Maroon 5 leads at 0.94, followed by Miley Cyrus at 0.94, 5 Seconds of Summer at 0.93, and Avril Lavigne at 0.92, with P!nk rounding out the musician cluster at 0.92. Only two neighbors share Catfish's own subcategory of TV Shows: BONES at 0.93 and Family Guy at 0.92. The remaining two neighbors are athletes — Becky Lynch at 0.92 and Lexi Kaufman at 0.91 — both from professional wrestling, alongside Saraya-Jade Bevis (Paige) at 0.91, classified as a Reality TV Star. The musician cluster and the wrestling-adjacent athlete cluster together account for seven of the ten nearest neighbors, suggesting the audience shape Catfish shares is less about documentary or reality TV peers and more about a specific cross-entertainment profile.

The flat distribution across this mixed set — musicians, wrestlers, and a pair of fellow TV shows — points to an audience whose shape is broadly shared across mid-2010s pop and entertainment properties rather than anchored to any single genre.

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": "catfishmtv", "title": "Catfish", "category": "Marketing Channels", "subcategory": "TV Shows", "resolved": "catfishmtv", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "maroon5", "title": "Maroon 5", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9434, "drivers": [ "N03", "N04", "O03", "O02", "A01" ] }, { "handle": "mileycyrus", "title": "Miley Cyrus", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9361, "drivers": [ "N03", "N04", "O02", "O03", "A01" ] }, { "handle": "officialbonestv", "title": "BONES", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9272, "drivers": [ "N03", "N04", "O03", "O02", "A01" ] }, { "handle": "5sos", "title": "5 Seconds of Summer", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.925, "drivers": [ "N03", "N04", "O03", "O02", "J02" ] }, { "handle": "avrillavigne", "title": "Avril Lavigne", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9246, "drivers": [ "N03", "N04", "O03", "O02", "A01" ] }, { "handle": "beckylynchwwe", "title": "Becky Lynch", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9197, "drivers": [ "N03", "N04", "O03", "O02", "J02" ] }, { "handle": "pink", "title": "P!nk", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9173, "drivers": [ "N03", "N04", "O03", "A01", "O02" ] }, { "handle": "familyguyonfox", "title": "Family Guy", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9154, "drivers": [ "N03", "N04", "O03", "O02", "A01" ] }, { "handle": "realpaigewwe", "title": "Saraya-Jade Bevis (Paige)", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9095, "drivers": [ "N03", "N04", "O03", "O02", "A01" ] }, { "handle": "alexabliss_wwe", "title": "Lexi Kaufman", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.909, "drivers": [ "N03", "N04", "O03", "O02", "A01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: