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The Avengers

Brands
Movie Franchises
Playground →Docs

The Avengers' top 10 neighbors span fictional characters, fellow movie franchises, a film studio, an actor, an entertainment platform, and a musician — no single subcategory dominates, and the scores compress into a narrow band from 0.98 down to 0.94.

The shape is flat: Captain America leads at 0.98, but the gap to the next neighbor is small, and the cluster holds its density across very different kinds of entities. Guardians of the Galaxy (0.97) and Doctor Strange (0.96) are both Marvel-adjacent, but Iron Man (0.96) and Ant-Man (0.96) are classified as a fictional character and a movie franchise respectively — the same property, two different entity kinds. Marvel Studios (0.95) is the one film studio in the top 10. Then the cluster opens up: Dwayne Johnson (0.95) is an actor, Nintendo of America (0.95) is an entertainment platform, Spider-Man: No Way Home (0.94) is a movie franchise, and Demi Lovato (0.94) is a musician. Three subcategories — Fictional Characters, Movie Franchises, and Actors — each place multiple entries in the top 10, but no single one controls the set. The cross-kind presence of a gaming platform and a pop musician at scores above 0.93 is the structural signal: this audience's shape is not defined by superhero content alone.

The flat, mixed-subcategory cluster indicates an audience whose composition is broad enough to overlap substantially with entertainment properties well outside the Marvel universe.

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": "avengers", "title": "The Avengers", "category": "Brands", "subcategory": "Movie Franchises", "resolved": "avengers", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "captainamerica", "title": "Captain America", "category": "Miscellaneous", "subcategory": "Fictional Characters", "similarity": 0.9823, "drivers": [ "N03", "J02", "A02", "G01", "J01" ] }, { "handle": "guardians", "title": "Guardians of the Galaxy", "category": "Brands", "subcategory": "Movie Franchises", "similarity": 0.9669, "drivers": [ "N03", "J02", "A02", "G01", "A01" ] }, { "handle": "drstrange", "title": "Doctor Strange", "category": "Miscellaneous", "subcategory": "Fictional Characters", "similarity": 0.9631, "drivers": [ "N03", "J02", "P06", "A02", "G01" ] }, { "handle": "iron_man", "title": "Iron Man", "category": "Miscellaneous", "subcategory": "Fictional Characters", "similarity": 0.9605, "drivers": [ "N03", "J02", "A02", "G01", "P06" ] }, { "handle": "antman", "title": "Ant-Man", "category": "Brands", "subcategory": "Movie Franchises", "similarity": 0.9562, "drivers": [ "N03", "J02", "A02", "G01", "E03" ] }, { "handle": "marvelstudios", "title": "Marvel Studios", "category": "Brands", "subcategory": "Film Studios", "similarity": 0.9477, "drivers": [ "N03", "J02", "E03", "A01", "J01" ] }, { "handle": "therock", "title": "Dwayne Johnson", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9475, "drivers": [ "N03", "J02", "A02", "A01", "G01" ] }, { "handle": "nintendoamerica", "title": "Nintendo of America", "category": "Brands", "subcategory": "Entertainment Platforms", "similarity": 0.9469, "drivers": [ "N03", "J02", "E03", "A01", "P06" ] }, { "handle": "spidermanmovie", "title": "Spider-Man: No Way Home", "category": "Brands", "subcategory": "Movie Franchises", "similarity": 0.9441, "drivers": [ "N03", "J02", "E03", "P03", "G01" ] }, { "handle": "ddlovato", "title": "Demi Lovato", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9381, "drivers": [ "N03", "P06", "J02", "A01", "A02" ] } ] }
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