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Patton Oswalt

Celebrities and Influencers
Comedians
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The top 10 neighbors form a tight cluster of comedians, actors, and TV personalities — all within a narrow similarity band from 0.95 to 0.98. The shape is flat: no single neighbor dominates, and the scores compress into a range of less than three points.

Seven of the ten neighbors are fellow comedians: Andy Richter (0.97), Michael Ian Black (0.97), Conan O'Brien (0.96), Marc Maron (0.96), Rob Corddry (0.96), Stephen Colbert (0.95), and Pete Holmes (0.95). The remaining three break slightly from that pattern: Bob Odenkirk (0.96) and Adam Scott (0.95) are classified as actors, and Joel McHale (0.98) — the top-ranked neighbor — is a TV personality. McHale's position at the head of the list is notable given that he is the only non-comedian in the top three, but his score (0.9765) is separated from the tenth-place neighbor (0.9492) by less than three points, so the structural finding is the density of the cluster rather than any single pull.

The overall picture is an audience shaped almost entirely by the comedian subcategory, with actors and TV personalities present but not structurally distinct from the core.

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": "pattonoswalt", "title": "Patton Oswalt", "category": "Celebrities and Influencers", "subcategory": "Comedians", "resolved": "pattonoswalt", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "joelmchale", "title": "Joel McHale", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9765, "drivers": [ "G01", "A02", "G03", "H02", "I01" ] }, { "handle": "andyrichter", "title": "Andy Richter", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9709, "drivers": [ "G01", "A02", "G03", "H02", "I01" ] }, { "handle": "michaelianblack", "title": "Michael Ian Black", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9675, "drivers": [ "A02", "G01", "G03", "I01", "H02" ] }, { "handle": "conanobrien", "title": "Conan O'Brien", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9619, "drivers": [ "G01", "A02", "G03", "H02", "I01" ] }, { "handle": "marcmaron", "title": "Marc Maron", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9575, "drivers": [ "A02", "G01", "G03", "I01", "H02" ] }, { "handle": "robcorddry", "title": "Rob Corddry", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9569, "drivers": [ "A02", "G01", "G03", "I01", "H02" ] }, { "handle": "mrbobodenkirk", "title": "Bob Odenkirk", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9553, "drivers": [ "G01", "A02", "G03", "H02", "I01" ] }, { "handle": "stephenathome", "title": "Stephen Colbert", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9526, "drivers": [ "A02", "G01", "G03", "H02", "I01" ] }, { "handle": "mradamscott", "title": "Adam Scott", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9519, "drivers": [ "G01", "G03", "H02", "A02", "I01" ] }, { "handle": "peteholmes", "title": "Pete Holmes", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9492, "drivers": [ "A02", "G03", "G01", "I01", "H02" ] } ] }
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