The top 10 neighbors for Liam Payne span musicians, actors, an athlete, and a tech personality — all within a narrow similarity band from 0.97 to 0.94 — with no single entity pulling clearly ahead of the rest.

The shape is flat. Louis Tomlinson (0.97) and Niall Horan (0.97) sit at the top, but the gap to the tenth neighbor, Markiplier (0.94), is small enough that no one entity dominates. Six of the ten neighbors are fellow musicians and bands: Tomlinson, Horan, Austin Mahone (0.96), Shawn Mendes (0.95), Michael Clifford (0.95), and Miley Cyrus (0.94). The remaining four cross into other subcategories: actors Bella Thorne (0.95) and Jennette McCurdy (0.94), athlete John Cena (0.94), and tech personality Markiplier (0.94). The cross-kind presence is notable — nearly half the top 10 comes from outside the musicians-and-bands subcategory, suggesting the audience shape here is not purely defined by music fandom. The actors and the athlete slot in at scores indistinguishable from several of the musicians, meaning the audience composition that draws someone to Liam Payne overlaps just as strongly with certain actor and athlete audiences as it does with some fellow musicians.

The flat distribution across a mixed subcategory set points to a broad, multi-interest audience rather than one anchored tightly to a single entertainment lane.