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The top 10 neighbors for Calum Hood span musicians, lifestyle creators, actors, a fashion brand, and a restaurant chain — no single kind dominates, and the scores compress into a tight band from 0.97 down to 0.89, the structural signature of a broad audience shape.
Similarity here measures how closely two entities' audiences resemble each other in composition. Michael Clifford leads at 0.97, followed by Niall Horan (0.94), Luke Hemmings (0.94), and Louis Tomlinson (0.94) — four fellow Musicians and Bands forming the core of the neighbor set. Ashton Irwin (0.92) and Liam Payne (0.91) extend that cluster further. But the top 10 don't stay within that subcategory: Cameron Dallas (0.92) and Connor Franta (0.91) are Lifestyle creators, Emily Osment (0.90) is an Actor, and 5 Seconds of Summer (0.89) — the band itself — rounds out the set as a Musicians and Bands entry. The presence of lifestyle creators and an actor at scores above 0.89, sitting alongside bandmates and One Direction alumni, signals that this audience's shape is not narrowly genre-defined; it overlaps substantially with the broader mid-2010s youth-internet ecosystem.
The broad shape here reflects an audience that tracks across multiple kinds of creators without concentrating on any single one.
