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Arrested Development

Marketing Channels
TV Shows
Playground →Docs

The top 10 neighbors for Arrested Development span comedians, actors, a blog, and a news publisher — no single entity pulls away from the pack, and the scores compress into a narrow band from 0.95 to 0.96.

The shape is flat: Pete Holmes leads at 0.96, followed within a fraction by Nick Kroll (0.96), Jemaine Clement (0.96), B.J. Novak (0.96), and Kumail Nanjiani (0.96). Tallying the subcategories across all 10 neighbors: five are Comedians (Pete Holmes, Nick Kroll, Jemaine Clement, Billy Eichner, Marc Maron), three are Actors (B.J. Novak, Kumail Nanjiani, and John Mulaney — wait: Mulaney's subcategory is Comedians), so correcting the tally: five Comedians, two Actors (B.J. Novak, Kumail Nanjiani), one Blog (Defector, 0.96), one News Publisher (The National, 0.95), and one Comedian (Marc Maron, 0.95) and one Comedian (John Mulaney, 0.95). The dominant subcategory is Comedians (six of ten), with Actors accounting for two more. Arrested Development is itself a TV Show, and no other TV Show appears in the top 10 — the nearest audiences are shaped almost entirely by stand-up and character comedians, with a single blog and a single news publisher rounding out the set.

The flat, comedian-heavy cluster suggests this audience is defined less by TV viewership broadly and more by a specific comedy-literate sensibility that crosses performer and media 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": "arresteddev", "title": "Arrested Development", "category": "Marketing Channels", "subcategory": "TV Shows", "resolved": "arresteddev", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "peteholmes", "title": "Pete Holmes", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9627, "drivers": [ "A02", "G01", "G03", "I01", "H02" ] }, { "handle": "nickkroll", "title": "Nick Kroll", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9618, "drivers": [ "G01", "A02", "G03", "I01", "H02" ] }, { "handle": "ajemaineclement", "title": "Jemaine Clement", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9615, "drivers": [ "G01", "G03", "A02", "I01", "H02" ] }, { "handle": "bjnovak", "title": "B.J. Novak", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9612, "drivers": [ "G01", "A02", "G03", "H02", "I01" ] }, { "handle": "kumailn", "title": "Kumail Nanjiani", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9584, "drivers": [ "G01", "A02", "G03", "I01", "H02" ] }, { "handle": "billyeichner", "title": "Billy Eichner", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9583, "drivers": [ "G01", "A02", "G03", "I01", "H02" ] }, { "handle": "defectormedia", "title": "Defector", "category": "Marketing Channels", "subcategory": "Blogs", "similarity": 0.9577, "drivers": [ "G01", "A02", "G03", "H02", "I01" ] }, { "handle": "thenational", "title": "The National", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.954, "drivers": [ "G01", "A02", "G03", "H02", "I01" ] }, { "handle": "marcmaron", "title": "Marc Maron", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9532, "drivers": [ "G01", "A02", "G03", "I01", "H02" ] }, { "handle": "mulaney", "title": "John Mulaney", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9532, "drivers": [ "G01", "A02", "G03", "I01", "H02" ] } ] }
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