Share

Dua Lipa

Celebrities and Influencers
Musicians and Bands
Playground →Docs

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.

Nearest neighbors by audience shape

Cosine similarity over Persona Live audience composition.
"Entities whose overall audience profile most closely matches this one — people who follow one tend to follow the other."

Raw data

Attention graph /similar sample results  (free):
{ "handle": "dualipa", "title": "Dua Lipa", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "dualipa", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "zedd", "title": "Zedd", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9289, "drivers": [ "N03", "P06", "P02", "E03", "E04" ] }, { "handle": "sofiavergara", "title": "Sofia Vergara", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9217, "drivers": [ "P06", "E04", "P02", "N03", "E03" ] }, { "handle": "tiesto", "title": "Tiësto", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9087, "drivers": [ "P02", "P06", "E04", "E03", "N03" ] }, { "handle": "enriqueiglesias", "title": "Enrique Iglesias", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9006, "drivers": [ "P02", "P06", "E03", "E04", "N03" ] }, { "handle": "davidguetta", "title": "David Guetta", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8978, "drivers": [ "N03", "P06", "P02", "E04", "E03" ] }, { "handle": "cristiano", "title": "Cristiano Ronaldo", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8974, "drivers": [ "P02", "P06", "E03", "E04", "P03" ] }, { "handle": "deadmau5", "title": "Deadmau5", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.89, "drivers": [ "N03", "P06", "E03", "E04", "P02" ] }, { "handle": "youranoncentral", "title": "Anonymous Central", "category": "Organizations", "subcategory": "Activism", "similarity": 0.8898, "drivers": [ "P02", "N03", "E03", "P03", "P06" ] }, { "handle": "bretmanrock", "title": "Bretman Rock", "category": "Celebrities and Influencers", "subcategory": "Lifestyle", "similarity": 0.8853, "drivers": [ "P02", "N03", "P06", "E03", "P04" ] }, { "handle": "latina", "title": "Latina Magazine", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8842, "drivers": [ "P06", "E03", "P02", "E04", "P03" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: