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Carly Rae Jepsen

Celebrities and Influencers
Musicians and Bands

The top 10 neighbors form a tight cluster of pop musicians and actors — no single entity pulls far ahead of the rest, and the scores compress into a narrow band from 0.94 down to 0.92.

Avril Lavigne (0.94) and Katy Perry (0.93) sit at the top, followed closely by Ashley Tisdale (0.93) — an actor, not a musician, and the first sign that the neighbor set crosses subcategory lines. Cher Lloyd (0.93) and Christina Aguilera (0.92) continue the musician run, with Britney Spears (0.92), Demi Lovato (0.92), and Justin Bieber (0.92) rounding out the Musicians and Bands contingent. Two other neighbors break from that subcategory: Victoria Justice (0.92) is an actor, and American Dad (0.92) is a TV show — the lone non-celebrity entity in the top 10. That makes the composition six musicians, two actors, and one TV show, with Miley Cyrus (0.92) — also a musician — just outside the strict top 10 in the broader dataset.

The flat shape means no single neighbor dominates; the audience overlaps broadly and evenly across a specific slice of early-2010s pop and youth entertainment, spanning both the music and the screen-facing side of that era.

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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": "carlyraejepsen", "title": "Carly Rae Jepsen", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "carlyraejepsen", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "avrillavigne", "title": "Avril Lavigne", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9373, "drivers": [ "N03", "N04", "O03", "A01", "Q06" ] }, { "handle": "katyperry", "title": "Katy Perry", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9334, "drivers": [ "N03", "N04", "A01", "O03", "Q08" ] }, { "handle": "ashleytisdale", "title": "Ashley Tisdale", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9329, "drivers": [ "N03", "O03", "N04", "A01", "Q08" ] }, { "handle": "cherlloyd", "title": "Cher Lloyd", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9285, "drivers": [ "N03", "N04", "A01", "P05", "O03" ] }, { "handle": "xtina", "title": "Christina Aguilera", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9243, "drivers": [ "N03", "N04", "A01", "O03", "Q08" ] }, { "handle": "britneyspears", "title": "Britney Spears", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9234, "drivers": [ "N03", "A01", "Q08", "O03", "N04" ] }, { "handle": "ddlovato", "title": "Demi Lovato", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9223, "drivers": [ "N03", "A01", "O03", "N04", "P02" ] }, { "handle": "victoriajustice", "title": "Victoria Justice", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9174, "drivers": [ "N03", "N04", "P06", "A01", "P05" ] }, { "handle": "justinbieber", "title": "Justin Bieber", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.917, "drivers": [ "N03", "Q08", "A01", "N04", "Q05" ] }, { "handle": "americandadtbs", "title": "American Dad", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9163, "drivers": [ "N03", "N04", "Q06", "O03", "Q08" ] } ] }
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