Bad Bunny's ten nearest neighbors by audience shape are Spanish-language media outlets, football clubs, and athletes — not other musicians. Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 1.0 indicates near-identical audience shape, regardless of what the entities actually are.

The shape is flat: scores run from 0.99 down to 0.95 with no single dominant neighbor pulling away from the rest. Sonos leads at 0.99, a Technology brand — the most structurally unexpected entry in the set. From there, the cluster resolves into a recognizable pattern: Spanish-language news publishers (Aristegui Noticias at 0.98, El Universal at 0.96), Spanish-language sports TV (ESPN Deportes at 0.97, TUDN USA at 0.97), football clubs (Real Madrid C.F. at 0.96, FC Barcelona at 0.95), and individual athletes (Neymar Jr at 0.97, Gareth Bale at 0.95). The entertainment side is represented by a single TV show, El Gordo y La Flaca at 0.97. No other musician or band appears in the top 10 — the audience shape Bad Bunny draws looks far more like a Spanish-language sports and news consumer than a music fan in the conventional sense.

This pattern points to an audience defined primarily by Spanish-language media consumption and football fandom, with music fandom as a secondary or overlapping trait rather than the organizing principle.