The top 10 neighbors for VICE span five distinct subcategories — news publishers, magazines, entertainment brands, non-profits, and a comedian — with scores compressed into a narrow band from 0.98 down to 0.97, the defining signature of a flat shape.

VICE News leads at 0.98, the only other entity sharing VICE's own subcategory (News Publishers) in the top 10. From there, the set diversifies quickly: Al Jazeera News at 0.97 is the one additional news publisher, while Pitchfork (0.97), Variety (0.97), and NYLON (0.97) represent the magazine cluster that makes up the largest single subcategory in the set. Two non-profits appear — MoMA The Museum of Modern Art at 0.97 and Human Rights Watch at 0.96 — alongside the Criterion Collection (0.97), an entertainment brand. Refinery29 (0.97) rounds out the digital-media presence, and Aparna Nancherla (0.97), a comedian, is the sole celebrity or influencer in the top 10. The cross-kind reach — from art museums to human rights organizations to a stand-up comedian — is the structural finding here, not any single dominant neighbor.

The flat, tightly-scored cluster suggests VICE's audience composition is shared broadly across culturally-engaged media, arts institutions, and advocacy organizations rather than concentrated within any single content category.