The top 10 neighbors for The Weeknd span five distinct subcategories — Actors, Reality TV Stars, Musicians and Bands, a Comedian, and a TV Personality — with scores compressed into a narrow band from 0.97 down to 0.93, the defining signature of a flat shape.

Zendaya leads at 0.97, but only marginally ahead of Kim Kardashian (0.96) and Khloé Kardashian (0.96). Fellow musicians Doja Cat (0.96) and Iggy Azalea (0.95) sit just behind them, and Kourtney Kardashian (0.95) rounds out the Kardashian-Jenner cluster that accounts for three of the top ten slots. The remaining four positions go to George Lopez (0.94, Comedians), Jennifer Lopez (0.94, Musicians and Bands), Black Eyed Peas (0.94, Musicians and Bands), and Kylie Jenner (0.93, TV Personalities).

Tallying the subcategories: four are Musicians and Bands, four are Reality TV Stars or TV Personalities from the Kardashian-Jenner orbit, one is an Actor, and one is a Comedian. Only four of the ten share The Weeknd's own subcategory — meaning the audience shape is defined as much by reality and lifestyle celebrity as by music. The cross-kind pull toward the Kardashian-Jenner family in particular is the clearest structural feature of this cluster.

The flat shape means no single neighbor dominates; this audience is drawn from a wide, evenly distributed celebrity landscape rather than anchored to any one corner of it.