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Black Sabbath

Celebrities and Influencers
Musicians and Bands
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Black Sabbath's top 10 nearest neighbors form a dense cluster of rock and metal acts — six of the ten share the same Musicians and Bands subcategory — but the scores compress into a narrow band from 0.93 down to 0.89, with no single neighbor pulling decisively ahead.

The shape is flat. Ozzy Osbourne leads at 0.93, followed closely by Guns N' Roses at 0.93 and Iron Maiden at 0.92. KISS sits at 0.91 and Aerosmith at 0.90, with Avenged Sevenfold rounding out the band cluster at 0.90. The two non-musician entries in the top 10 are worth noting: Monster Energy, a Beverages brand, lands at 0.90 — higher than Aerosmith and Avenged Sevenfold — and Ghost Adventures, a TV Show, appears at 0.89. THE TWILIGHT SAGA, a Movie Franchise, and Ridiculousness, another TV Show, close out the set at 0.89 and 0.89 respectively. The presence of a beverage brand and two television properties inside a predominantly rock-band cluster, all scoring within four points of the top neighbor, signals that this audience's shape is defined by something broader than genre affinity alone.

The flat distribution across these ten neighbors — six bands, one beverage brand, two TV shows, one movie franchise, all within a 0.05-point range — points to an audience with a consistent compositional profile that extends well beyond music 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": "blacksabbath", "title": "Black Sabbath", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "blacksabbath", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "ozzyosbourne", "title": "Ozzy Osbourne", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9329, "drivers": [ "N04", "O03", "O02", "N03", "Q06" ] }, { "handle": "gunsnroses", "title": "Guns N' Roses", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9307, "drivers": [ "N04", "O03", "P06", "O02", "N03" ] }, { "handle": "ironmaiden", "title": "Iron Maiden", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9217, "drivers": [ "P06", "O02", "N04", "O03", "N03" ] }, { "handle": "kiss", "title": "KISS", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9114, "drivers": [ "N04", "O03", "O02", "N03", "O01" ] }, { "handle": "monsterenergy", "title": "Monster Energy", "category": "Brands", "subcategory": "Beverages", "similarity": 0.8993, "drivers": [ "N04", "O03", "O02", "A02", "O01" ] }, { "handle": "aerosmith", "title": "Aerosmith", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8988, "drivers": [ "N04", "O03", "O02", "N03", "P06" ] }, { "handle": "theofficiala7x", "title": "Avenged Sevenfold", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.897, "drivers": [ "N04", "O02", "O03", "N03", "O01" ] }, { "handle": "ghostadventures", "title": "Ghost Adventures", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8936, "drivers": [ "N04", "O02", "O03", "N03", "O01" ] }, { "handle": "twilight", "title": "THE TWILIGHT SAGA", "category": "Brands", "subcategory": "Movie Franchises", "similarity": 0.8892, "drivers": [ "N04", "O03", "O02", "P06", "N01" ] }, { "handle": "ridiculousness", "title": "Ridiculousness", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8867, "drivers": [ "N04", "O03", "O02", "P06", "A02" ] } ] }
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