Khalid's top 10 nearest neighbors span musicians, TV personalities, models, beauty brands, comedians, and a fast-food chain — no single subcategory dominates, which is the defining structural fact of a broad-shape audience.

RUSS leads at 0.92, the strongest pull in the set and the only neighbor that comes close to a spike. After that, the scores compress quickly: Kylie Jenner (TV Personalities, 0.88), Selena Gomez (Musicians and Bands, 0.88), Kendall Jenner (Models, 0.87), and ColourPop Cosmetics (Beauty, 0.86) all land within a tight band. Fellow musicians account for four of the top 10 — RUSS, Selena Gomez, Billie Eilish (0.85), and The Weeknd (0.85) — but the remaining six slots go to a TV personality, a model, a beauty brand, two comedians (Gabriel Iglesias at 0.85 and Liza Koshy at 0.85), and an actor (Vanessa Hudgens, 0.85). That cross-kind spread — beauty brands and comedians sitting at the same similarity level as chart musicians — signals an audience whose shape is defined less by genre loyalty than by broad Gen-Z and millennial pop-culture consumption.

The flat compression of scores from position two through ten reinforces this: no second cluster pulls away from the pack, and the mix of subcategories resists any single-label summary.