Three distinct neighbor types — actors, game developers, and TV shows — share the top 10 of Harry Potter Film's similarity graph, with no single cluster dominating, a pattern consistent with the broad shape classification.
American Horror Story leads at 0.88, the highest score in the set and the only TV show in the top 10. Below it, Bethesda Game Studios (0.86) represents the first of several game developer neighbors, a subcategory that recurs throughout the broader graph. Actors follow in close succession: Misha Collins at 0.85 and Ian Somerhalder at 0.85 are the top two actor neighbors, with Paul Wesley (0.83) and Stephen Amell (0.83) rounding out the actor presence in the top 10. Musicians and Bands also appear twice — Halsey at 0.84 and Backstreet Boys at 0.83 — alongside Rooster Teeth (0.83, Websites) and Borderlands 3 (0.82, Video Game Franchises). The only other Movie Franchise in the top 10 is absent entirely — Harry Potter Film's own subcategory has no representative among these ten neighbors, meaning the audience shape here is defined almost entirely by actors, game-adjacent brands, and musicians rather than by fellow film franchises.
The spread across actors, game developers, musicians, and a horror TV show — with scores ranging only from 0.88 to 0.82 — points to an audience that moves fluidly across entertainment verticals rather than concentrating around any single content type.