The top 10 neighbors for Gwen Stefani span musicians, actors, and TV shows in a narrow similarity band — scores run from 0.95 down to 0.91 with no single dominant pull and no sharp drop-off between positions.

The shape is flat. Maroon 5 leads at 0.95, followed closely by Kelly Clarkson at 0.94 — both Musicians and Bands, the same subcategory as Stefani herself. But the set quickly diversifies: Channing Tatum (Actor, 0.93) and The Walking Dead (TV Show, 0.93) sit at nearly the same level as those two musicians, and Slash (0.92), BONES (TV Show, 0.92), 5 Seconds of Summer (0.91), Ozzy Osbourne (0.91), Supernatural (TV Show, 0.91), and Nash Grier (TV Personality, 0.91) round out the ten. Tallying the subcategories: five are Musicians and Bands, three are TV Shows, one is an Actor, and one is a TV Personality. That means roughly half the top 10 shares Stefani's own subcategory, while the other half is drawn from scripted television and screen talent — a cross-kind presence that is nearly as strong as the same-kind signal.

The flat shape, with its compressed score range and mixed subcategory composition, points to an audience that is broadly distributed across mainstream entertainment rather than concentrated in any single genre or celebrity type.