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3M

3M's top 10 neighbors span telecommunications, fashion, athletes, TV shows, and a game-development website — with no single entity pulling far ahead of the rest. Similarity here measures how closely two entities' audiences resemble each other in composition; the scores across 3M's top 10 run from 0.74 down to 0.70, a narrow band that defines the flat shape.

BT leads at 0.74, the only Telecommunications brand in the set. Behind it, Gamasutra (0.73, Websites) and Pac-12 Network (0.72, TV Channels) represent media and publishing rather than anything in 3M's own Technology subcategory. Athletes Steve Nash (0.72) and Jeremy Lin (0.70) bookend the celebrity presence, while Banana Republic (0.71, Fashion), Deb Haaland (0.71, Politicians), Dianna Agron (0.71, Actors), and TV shows Project Runway (0.70) and Veep (0.70) fill out the rest. Only one neighbor — Adafruit Industries at 0.67, which falls just outside the top 10 — shares 3M's Technology subcategory; within the top 10 itself, no other Technology brand appears.

The subcategory mix — Telecommunications, Websites, TV Channels, Athletes, Fashion, Politicians, Actors, TV Shows — has no dominant cluster. This is a cross-kind pattern in the fullest sense: 3M's audience shape is not defined by proximity to other technology brands but by a diffuse spread across media, celebrity, and consumer categories.

The flat distribution suggests an audience that is broadly general rather than concentrated around any single interest community.

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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."

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