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Twitch's top 10 nearest neighbors are a tight cluster of gaming brands and gaming media — no other social media platform appears in the set, and no single neighbor pulls far enough ahead to define the shape on its own.

The shape is flat: scores run from 0.95 down to 0.92 across the top 10, a narrow band with no dominant outlier. Rockstar Games leads at 0.95, followed closely by Assassin's Creed (0.95) and Ubisoft (0.95). Xbox (0.94) and PlayStation (0.93) round out the console platform presence. By subcategory, the top 10 breaks down as five Game Developers (Rockstar Games, Ubisoft, BioWare, Electronic Arts, Epic Games Store), three Entertainment Platforms (Xbox, PlayStation, Xbox Game Pass), one Video Game Franchise (Assassin's Creed), and one Entertainment brand (GameStop). Gaming media — IGN (0.93), Game Informer (0.92), and GameSpot (0.92) — sit just outside the top 10 but visible in the wider graph. The composition is almost entirely same-ecosystem: game developers and gaming platforms, with no crossover into the wrestling athletes and actors that populate positions further down the similarity list.

The flat, gaming-dense shape indicates an audience whose composition is defined almost entirely by the games industry, with no meaningful pull from adjacent entertainment categories at the top of the neighbor set.

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": "twitch", "title": "Twitch", "category": "Brands", "subcategory": "Social Media", "resolved": "twitch", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "rockstargames", "title": "Rockstar Games", "category": "Brands", "subcategory": "Game Developers", "similarity": 0.9517, "drivers": [ "A02", "O03", "J01", "J02", "A01" ] }, { "handle": "assassinscreed", "title": "Assassin's Creed", "category": "Brands", "subcategory": "Video Game Franchises", "similarity": 0.9486, "drivers": [ "F04", "A02", "Q06", "O03", "A01" ] }, { "handle": "ubisoft", "title": "Ubisoft", "category": "Brands", "subcategory": "Game Developers", "similarity": 0.9469, "drivers": [ "A02", "O03", "A01", "J02", "J01" ] }, { "handle": "xbox", "title": "Xbox", "category": "Brands", "subcategory": "Entertainment Platforms", "similarity": 0.9429, "drivers": [ "A02", "J02", "O03", "J01", "A01" ] }, { "handle": "playstation", "title": "PlayStation", "category": "Brands", "subcategory": "Entertainment Platforms", "similarity": 0.9299, "drivers": [ "A02", "E03", "A01", "J01", "J02" ] }, { "handle": "gamestop_social", "title": "GameStop (social)", "category": "Brands", "subcategory": "Entertainment", "similarity": 0.9291, "drivers": [ "A02", "J02", "E03", "F04", "O03" ] }, { "handle": "ign", "title": "IGN", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.927, "drivers": [ "E03", "A02", "J02", "P06", "A01" ] }, { "handle": "bioware", "title": "BioWare", "category": "Brands", "subcategory": "Game Developers", "similarity": 0.922, "drivers": [ "F04", "A02", "O03", "J02", "A01" ] }, { "handle": "gameinformer", "title": "Game Informer", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9189, "drivers": [ "A02", "J02", "Q06", "A01", "O02" ] }, { "handle": "ea", "title": "Electronic Arts", "category": "Brands", "subcategory": "Game Developers", "similarity": 0.9165, "drivers": [ "O03", "A02", "J02", "A01", "Q06" ] } ] }
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