Six of Black Panther's ten nearest neighbors by audience shape are musicians — Kendrick Lamar (0.95), Pharrell Williams (0.94), Ice Cube (0.94), Will.i.am (0.94), J. Cole (0.94), and Rihanna (0.94) — with no other movie franchise appearing in the set.

The shape is flat: scores run from 0.95 down to 0.94 across the full top 10, with no single neighbor pulling away from the rest. Beyond the musicians, the remaining four slots go to Finish Line (0.94, Footwear), Luke Cage (0.94, TV Shows), NBA TV (0.94, TV Channels), and the National Basketball Association (0.94, Sports Leagues). That mix — hip-hop artists, a sneaker retailer, an NBA-adjacent TV property, and the league itself — forms a coherent cultural cluster rather than a genre-specific one. The two non-music, non-sports entries, Finish Line and Luke Cage, fit the same pattern: both sit at the intersection of Black cultural identity and urban entertainment that defines the rest of the neighbor set.

What the shape reveals is that Black Panther's audience is defined less by superhero fandom than by a specific cultural constellation — one anchored in hip-hop and basketball — that holds consistently across every neighbor in the top 10.