The top 10 neighbors for Dua Lipa span five distinct subcategories — Musicians and Bands, Actors, Athletes, Activism, and Lifestyle — with scores compressed into a narrow band from 0.93 down to 0.88, the hallmark of a flat shape.
Fellow musicians make up the plurality: Zedd (0.93), Tiësto (0.91), Enrique Iglesias (0.90), David Guetta (0.90), and Deadmau5 (0.89) all appear, weighted toward electronic and dance-adjacent acts. But the same-kind neighbors share the top 10 with genuinely cross-kind entries: Sofia Vergara (0.92) and Eva Longoria Baston (0.87) are both Actors, Cristiano Ronaldo (0.90) is an Athlete, Anonymous Central (0.89) is an Activism organization, and Bretman Rock (0.89) is a Lifestyle influencer. Latina Magazine (0.88) rounds out the set as the lone Marketing Channel in the top 10. No single subcategory dominates — musicians hold five of ten slots, but the remaining five are spread across four entirely different kinds.
The flat shape here reflects an audience that overlaps broadly and evenly across entertainment, sport, and culture rather than concentrating around any one type of entity.