Playground →
The top 10 neighbors in Elton John's similarity graph span actors, TV personalities, fellow musicians, and a technology brand — no single subcategory dominates, which is the defining structural fact here.
The shape is broad: scores run from Ringo Starr at 0.85 down to Keith Richards at 0.68, with no sharp drop-off between them. Three of the ten neighbors are fellow Musicians and Bands — Ringo Starr (0.85), Paul McCartney (0.75), and Keith Richards (0.68) — but they do not dominate the set. Four neighbors are Actors: Kevin Bacon (0.75), Mayim Bialik (0.69), Sam Heughan (0.68), and Dick Van Dyke (0.67). Two are TV Personalities: Robert Irvine (0.77) and Michael Symon (0.69). The tenth neighbor is DuckDuckGo (0.72), a Technology brand — the only non-celebrity entity in the top 10 and the most structurally unexpected presence in the set.
The cross-kind composition is the real finding: fewer than a third of the top 10 share Elton John's own subcategory. The audience shape is pulled as strongly toward actors and food-TV personalities as toward other musicians, suggesting an audience defined less by genre loyalty than by a broader, cross-entertainment profile.
