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13 Reasons Why

Marketing Channels
TV Shows
Playground →Docs

The top 10 neighbors for 13 Reasons Why span musicians, actors, reality TV stars, an athlete, a model, a comedian, a sports league, and a game developer — no single subcategory dominates, and no other TV show appears in the set.

The shape is flat: scores run from Linkin Park at 0.92 down to Drake Bell at 0.88, a range of just four points across ten neighbors. Musicians and Bands account for three of the ten — Linkin Park (0.92), Slipknot (0.90), and Metallica (0.89) — and they skew toward hard rock and metal. Actors make up another three: Zac Efron (0.91), Ronda Rousey (0.89, subcategory: Athletes), and Jeffree Star (0.89, subcategory: Models). Reality TV Stars appear twice — Jenni Farley (JWoww) (0.90) and Ronda Rousey — wait, correcting the tally: Reality TV Stars are represented by Jenni Farley (JWoww) (0.90). The remaining slots go to UFC (0.89, Sports Leagues), Liza Koshy (0.89, Comedians), and Drake Bell (0.88, Musicians and Bands). The cross-kind spread — hard rock acts, combat sports, beauty influencers, and a comedian all landing within the same narrow band — is the defining structural feature here.

The flat, mixed composition suggests this audience does not cluster tightly around any single interest category, but instead reflects a broad youth-skewing profile that overlaps with multiple entertainment verticals simultaneously.

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": "13reasonswhy", "title": "13 Reasons Why", "category": "Marketing Channels", "subcategory": "TV Shows", "resolved": "13reasonswhy", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "linkinpark", "title": "Linkin Park", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9235, "drivers": [ "N03", "N04", "E03", "P06", "J02" ] }, { "handle": "zacefron", "title": "Zac Efron", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9091, "drivers": [ "N03", "P02", "P06", "N04", "A01" ] }, { "handle": "slipknot", "title": "Slipknot", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9015, "drivers": [ "N03", "N04", "P06", "P02", "O01" ] }, { "handle": "jenniwoww", "title": "Jenni Farley (JWoww)", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8998, "drivers": [ "N03", "N04", "A01", "A03", "J02" ] }, { "handle": "rondarousey", "title": "Ronda Rousey", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8936, "drivers": [ "N03", "N04", "P06", "A01", "E03" ] }, { "handle": "jeffreestar", "title": "Jeffree Star", "category": "Celebrities and Influencers", "subcategory": "Models", "similarity": 0.8936, "drivers": [ "N03", "P02", "P06", "N04", "P04" ] }, { "handle": "metallica", "title": "Metallica", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8906, "drivers": [ "N03", "N04", "P06", "P02", "A02" ] }, { "handle": "ufc", "title": "UFC", "category": "Organizations", "subcategory": "Sports Leagues", "similarity": 0.8882, "drivers": [ "N03", "P04", "P02", "P06", "N04" ] }, { "handle": "lizakoshy", "title": "Liza Koshy", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.886, "drivers": [ "N03", "P02", "P06", "N04", "P04" ] }, { "handle": "drakebell", "title": "Drake Bell", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8845, "drivers": [ "N03", "P02", "P06", "N04", "J02" ] } ] }
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