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Riverdale

Marketing Channels
TV Shows
Playground →Docs

Riverdale's ten nearest neighbors span actors, a beauty brand, a fashion brand, a tech personality, a musician, a reality TV star, and a lifestyle influencer — a mix that reflects a broad, fandom-oriented audience rather than a cluster of similar TV properties. Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 0.89 indicates a very tight match.

Actors make up the largest single subcategory in the top 10, with Lili Reinhart (0.88), Jensen Ackles (0.87), Jared Padalecki (0.87), and Chandler Riggs (0.85) all placing in the set. The top position, however, belongs to IPSY (0.89), a beauty brand — the highest score in the group and a cross-kind result. Vspink (0.86), a fashion brand, also appears, giving the top 10 two consumer brands alongside the celebrity cluster. The remaining neighbors — Jacksepticeye (0.87), Niall Horan (0.86), Tana Mongeau (0.86), and Joey Graceffa (0.85) — span tech personalities, musicians, and lifestyle influencers respectively. No other TV shows appear in the top 10. The scores compress into a narrow band (0.85–0.89), consistent with the flat shape: no single neighbor dominates, and the audience overlaps are broadly distributed across celebrity and consumer-brand categories.

This pattern points to an audience defined less by TV consumption habits than by a fandom-and-lifestyle orientation that cuts across entertainment, beauty, and digital creator spaces.

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": "cw_riverdale", "title": "Riverdale", "category": "Marketing Channels", "subcategory": "TV Shows", "resolved": "cw_riverdale", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "ipsy", "title": "IPSY", "category": "Brands", "subcategory": "Beauty", "similarity": 0.8935, "drivers": [ "N04", "N01", "A01", "J02", "M04" ] }, { "handle": "lilireinhart", "title": "Lili Reinhart", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.8845, "drivers": [ "N01", "J02", "N04", "A01", "M03" ] }, { "handle": "jensenackles", "title": "Jensen Ackles", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.8708, "drivers": [ "N04", "A01", "N01", "J02", "O02" ] }, { "handle": "jack_septic_eye", "title": "Jacksepticeye", "category": "Celebrities and Influencers", "subcategory": "Tech Personalities", "similarity": 0.8675, "drivers": [ "N04", "N01", "A01", "J02", "O02" ] }, { "handle": "jarpad", "title": "Jared Padalecki", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.8675, "drivers": [ "N04", "A01", "J02", "N01", "O02" ] }, { "handle": "niallofficial", "title": "Niall Horan", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8636, "drivers": [ "N04", "N01", "A01", "A02", "J02" ] }, { "handle": "vspink", "title": "Vspink", "category": "Brands", "subcategory": "Fashion", "similarity": 0.8598, "drivers": [ "A01", "J02", "N04", "N01", "M03" ] }, { "handle": "tanamongeau", "title": "Tana Mongeau", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8592, "drivers": [ "N01", "G01", "N04", "A01", "A02" ] }, { "handle": "chandlerriggs", "title": "Chandler Riggs", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.8537, "drivers": [ "N04", "N01", "A01", "M04", "O02" ] }, { "handle": "joeygraceffa", "title": "Joey Graceffa", "category": "Celebrities and Influencers", "subcategory": "Lifestyle", "similarity": 0.853, "drivers": [ "A01", "N04", "N01", "O02", "J01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: