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The top 10 neighbors for Black Girl Nerds span seven distinct subcategories — actors, academics, musicians, TV personalities, a director, a website, and a news publisher — with scores compressed into a narrow band from 0.96 to 0.99. That tight range and mixed composition are the defining structural feature: no single neighbor type pulls ahead.
Seven of the ten are Celebrities and Influencers, but they are not a uniform group. Issa Rae (0.99) and Lupita Nyong'o (0.98) represent actors; Marc Lamont Hill (0.98) and Cornel West (0.98) are academics; Janelle Monáe (0.98) and Questlove (0.97) are musicians; Shonda Rhimes (0.99) is a TV personality; and Matthew A. Cherry (0.96) is a director. The three non-celebrity neighbors — Blavity News (0.99), The Root (0.98), and Questlove — anchor the media side, with Blavity News holding the top position at 0.9876. Notably, no other blog appears in the top 10, meaning Black Girl Nerds' own subcategory is absent from its nearest neighbors entirely.
The flat shape across this cross-kind mix suggests an audience that moves fluidly between Black-focused media outlets and a wide range of Black public figures in entertainment, music, and intellectual life — rather than clustering tightly around any single type.
