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HipHopDX

Marketing Channels
Magazines
Playground →Docs

Nine of HipHopDX's ten nearest neighbors by audience shape are musicians and bands — a near-total concentration in a single subcategory, with scores compressed into a tight band from 0.98 down to 0.97.

Similarity here measures how closely two entities' audiences resemble each other in composition. The shape is flat: no single neighbor pulls away from the pack, and the spread across all ten is only about 0.01. Swizz Beatz leads at 0.98, followed by Fabolous at 0.98 and Wyclef Jean at 0.98, then Busta Rhymes and Ne-Yo both at 0.98. The one departure from the musicians-and-bands cluster is VH1, a TV channel, at 0.98 — the only non-musician in the top 10. No other magazine appears in the top 10, and no website or label surfaces here either; those categories show up further out in the broader neighbor set. The dominant subcategory is unambiguous: this audience's shape is defined almost entirely by individual artists rather than by media properties or institutional brands.

The flat distribution across a dense musicians-and-bands cluster signals an audience whose shape is highly consistent with a specific artist ecosystem rather than with any single standout 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": "hiphopdx", "title": "HipHopDX", "category": "Marketing Channels", "subcategory": "Magazines", "resolved": "hiphopdx", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "therealswizzz", "title": "Swizz Beatz", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9829, "drivers": [ "Q02", "O04", "Q04", "Q08", "E02" ] }, { "handle": "myfabolouslife", "title": "Fabolous", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9809, "drivers": [ "Q02", "O04", "Q04", "Q08", "E02" ] }, { "handle": "wyclef", "title": "Wyclef Jean", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9799, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "bustarhymes", "title": "Busta Rhymes", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9769, "drivers": [ "Q02", "O04", "Q04", "Q08", "E02" ] }, { "handle": "neyocompound", "title": "Ne-Yo", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9768, "drivers": [ "O04", "Q02", "Q04", "Q08", "N03" ] }, { "handle": "vh1", "title": "VH1", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.9752, "drivers": [ "Q02", "O04", "N03", "Q04", "Q08" ] }, { "handle": "janetjackson", "title": "Janet Jackson", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9739, "drivers": [ "Q02", "O04", "Q04", "Q08", "E02" ] }, { "handle": "aliciakeys", "title": "Alicia Keys", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.97, "drivers": [ "O04", "Q02", "N03", "Q04", "Q08" ] }, { "handle": "ashanti", "title": "Ashanti", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9696, "drivers": [ "O04", "Q02", "Q04", "Q08", "N03" ] }, { "handle": "carmeloanthony", "title": "Carmelo Anthony", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9691, "drivers": [ "O04", "Q02", "N03", "Q04", "Q08" ] } ] }
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