Audrina Patridge

Audrina Patridge's top 10 nearest neighbors span beauty brands, MMA media, fellow reality stars, and rock musicians — a genuinely mixed cluster with no single subcategory dominating and scores compressed between 0.82 and 0.85.

The shape is flat. Sigma Beauty leads at 0.85, the only Beauty brand in the top 10, followed closely by Vinny Guadagnino (0.84) and Georges St-Pierre (0.84). MMA Junkie (0.84) and Sylvester Stallone (0.84) round out the top five. Tallying the subcategories across all 10 neighbors: Actors appear three times (Sylvester Stallone, Denise Richards, Emma Roberts), Reality TV Stars twice (Vinny Guadagnino, Nicole Polizzi), Athletes once (Georges St-Pierre), Musicians and Bands once (Red Hot Chili Peppers), Websites once (MMA Junkie), Magazines once (Playboy), and Beauty once (Sigma Beauty). No single subcategory commands the cluster. Notably, the MMA ecosystem — Georges St-Pierre, MMA Junkie, and MMAFighting.com appearing just outside the top 10 — sits alongside beauty and reality TV in the same audience shape, a cross-kind pairing that would not be obvious from the entity's own subcategory.

The flat, wide-ranging composition of this neighbor set points to an audience that does not sort neatly into one content world.