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JoJo Fletcher

Celebrities and Influencers
Reality TV Stars
Playground →Docs

At 0.9382, Benjamin Higgins sits at the top of JoJo Fletcher's neighbor set — but the more telling structural fact is that the top 10 splits into two distinct neighborhoods rather than one coherent cluster.

The first peak is a tight Bachelor franchise ecosystem. Benjamin Higgins (0.94) and Sean Lowe (0.94) lead as fellow Reality TV Stars, flanked immediately by the franchise TV Shows themselves: The Bachelor (0.93), The Bachelorette (0.93), and Bachelor in Paradise (0.90). Kaitlyn Bristowe (0.91) and Chris Harrison (0.90) round out this cluster — four Reality TV Stars and three TV Shows, all scoring above 0.90, all drawn from the same franchise world. The audience shape here is essentially a single franchise's orbit.

The second neighborhood breaks from that pattern. Erin Andrews (0.89) is a TV Personality with no Bachelor franchise connection by subcategory, and Joey Mulinaro (0.88) is the lone Comedian in the top 10 — the only neighbor whose subcategory shares nothing with the franchise cluster. Tyler Cameron (0.88) returns to Reality TV Stars but scores noticeably lower than the franchise core, sitting closer to this second neighborhood than the first. The gap between the franchise cluster (0.90–0.94) and this outer group (0.88–0.89) is what the two-peak shape captures: a dominant franchise audience with a secondary pull toward broader TV and entertainment personalities.

The overall shape suggests an audience anchored tightly in one franchise but with a secondary layer that extends into mainstream TV personality fandom.

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": "joellefletcher", "title": "JoJo Fletcher", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "resolved": "joellefletcher", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "benhiggi", "title": "Benjamin Higgins", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9382, "drivers": [ "P03", "E03", "C02", "Q01", "E02" ] }, { "handle": "seanlowe09", "title": "Sean Lowe", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9375, "drivers": [ "C02", "E03", "P03", "E02", "Q01" ] }, { "handle": "bachelorabc", "title": "The Bachelor", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.933, "drivers": [ "P03", "E03", "O04", "E02", "Q01" ] }, { "handle": "bacheloretteabc", "title": "The Bachelorette", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9329, "drivers": [ "P03", "E02", "E03", "C02", "O04" ] }, { "handle": "kaitlynbristowe", "title": "Kaitlyn Bristowe", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9051, "drivers": [ "P03", "E03", "C02", "E02", "Q01" ] }, { "handle": "bachparadise", "title": "Bachelor in Paradise", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9035, "drivers": [ "P03", "E02", "Q02", "E03", "Q04" ] }, { "handle": "chrisbharrison", "title": "Chris Harrison", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9031, "drivers": [ "P03", "E03", "C02", "Q02", "E02" ] }, { "handle": "erinandrews", "title": "Erin Andrews", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.8907, "drivers": [ "P03", "Q01", "E03", "E06", "I01" ] }, { "handle": "joeymulinaro", "title": "Joey Mulinaro", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.8845, "drivers": [ "P03", "B03", "Q01", "E02", "E06" ] }, { "handle": "tylerjcameron3", "title": "Tyler Cameron", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8805, "drivers": [ "P03", "E02", "Q01", "H04", "E03" ] } ] }
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