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Zayn Malik

Celebrities and Influencers
Musicians and Bands
Playground →Docs

Zayn Malik's top 10 neighbors are a tight cluster of musicians and actors — no single entity pulls away from the pack, and the scores compress into a narrow band from 0.96 down to 0.93.

Similarity here measures how closely two entities' audiences resemble each other in composition. The top five neighbors are all Musicians and Bands: Nick Jonas (0.96), Demi Lovato (0.96), Joe Jonas (0.95), Selena Gomez (0.95), and Shawn Mendes (0.94). That's a same-kind core — Zayn's own subcategory reflected back at him. The next five slots shift to Actors: Victoria Justice (0.94), Miranda Cosgrove (0.94), Kevin Jonas (0.94, Musicians and Bands), Jennette McCurdy (0.93), and Vanessa Hudgens (0.93). Kevin Jonas is the one musician interrupting what is otherwise a clean actor run in positions six through ten. The actor neighbors — Cosgrove, McCurdy, Justice — share a Nickelodeon-era footprint, while Hudgens and Tisdale (just outside the top 10) anchor a Disney-era cluster. The cross-kind presence of these actors at near-identical scores to the musicians signals that the audience shape here is defined less by genre than by a generational cohort of mid-2000s to early-2010s youth entertainment.

The flat shape of this graph means no single neighbor dominates; the audience overlaps broadly and evenly across a specific era of pop-cultural celebrity rather than concentrating around any one figure.

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": "zaynmalik", "title": "Zayn Malik", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "zaynmalik", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "nickjonas", "title": "Nick Jonas", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9648, "drivers": [ "N03", "P02", "P04", "J02", "P06" ] }, { "handle": "ddlovato", "title": "Demi Lovato", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9558, "drivers": [ "N03", "P02", "P06", "P04", "J02" ] }, { "handle": "joejonas", "title": "Joe Jonas", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9526, "drivers": [ "N03", "P02", "P06", "J02", "J05" ] }, { "handle": "selenagomez", "title": "Selena Gomez", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9514, "drivers": [ "N03", "P02", "P06", "P04", "J02" ] }, { "handle": "shawnmendes", "title": "Shawn Mendes", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9422, "drivers": [ "N03", "P02", "N04", "J02", "A02" ] }, { "handle": "victoriajustice", "title": "Victoria Justice", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9415, "drivers": [ "N03", "P06", "P02", "P04", "N04" ] }, { "handle": "mirandacosgrove", "title": "Miranda Cosgrove", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9387, "drivers": [ "N03", "P02", "P06", "N04", "A02" ] }, { "handle": "kevinjonas", "title": "Kevin Jonas", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9354, "drivers": [ "N03", "P06", "J02", "O03", "A01" ] }, { "handle": "jennettemccurdy", "title": "Jennette McCurdy", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9323, "drivers": [ "N03", "P02", "P06", "J02", "N04" ] }, { "handle": "vanessahudgens", "title": "Vanessa Hudgens", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9313, "drivers": [ "N03", "P06", "P02", "P03", "Q08" ] } ] }
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