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The top 10 neighbors for Manny Pacquiao contain zero fellow athletes — every position is occupied by musicians, actors, comedians, lifestyle creators, and entertainment brands, a cross-kind spread that defines the broad shape of this audience.
Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 1.0 signals near-identical audience shape. George Lopez leads at 0.94, followed by lifestyle creator Bretman Rock at 0.92 and K-pop label BIGHIT MUSIC at 0.91. Mia Khalifa (0.91) and electronic producers Zedd (0.91) and David Guetta (0.91) round out the upper tier. The one boxing-adjacent neighbor in the top 10 is SHOWTIME SPORTS at 0.91 — a TV channel, not an athlete. Actors Eva Longoria Baston (0.89), Camila Cabello (0.89), and Jessica Alba (0.87) complete the set.
The scores compress into a tight band from 0.87 to 0.94, with no single neighbor pulling sharply ahead of the rest — the hallmark of a broad shape. Musicians and Bands account for three of the ten positions; Actors hold two more. The absence of any fellow Athlete in the top 10 underscores that this audience's shape is defined less by sport than by a wide entertainment and pop-culture footprint.
