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The Flash

Marketing Channels
TV Shows
Playground →Docs

The Flash's top 10 neighbors span superhero franchises, fictional characters, a fellow TV show, and a musician — with scores compressed into a narrow band from 0.94 down to 0.91, the hallmark of a flat shape.

Similarity here measures how closely two entities' audiences resemble each other in composition. The top three neighbors are Iron Man (0.94), The Avengers (0.94), and Captain America (0.93) — all Fictional Characters or Movie Franchises in the superhero space. Doctor Strange (0.93) and Ant-Man (0.92) extend that cluster, followed by DC Comics (0.92), the one Entertainment brand in the set. Marvel's Agents of S.H.I.E.L.D. (0.92) is the only other TV Show in the top 10 — the center entity's own subcategory appears just once among the neighbors. Thor (0.92) and X-Men Movies (0.92) round out the superhero cluster. The outlier is Demi Lovato (0.91), a Musician and Band, whose presence at position 10 signals that the audience shape extends slightly beyond the superhero-franchise core.

Subcategory tally across the top 10: four Fictional Characters, three Movie Franchises, one Entertainment brand, one TV Show, one Musician — a mix dominated by superhero IP in two forms, with no single neighbor pulling far ahead of the rest.

The flat distribution across these neighbors reflects an audience whose shape is defined primarily by superhero and comic-book IP fandom, with no single franchise or character owning a disproportionate share of that overlap.

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": "cw_theflash", "title": "The Flash", "category": "Marketing Channels", "subcategory": "TV Shows", "resolved": "cw_theflash", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "iron_man", "title": "Iron Man", "category": "Miscellaneous", "subcategory": "Fictional Characters", "similarity": 0.9364, "drivers": [ "N03", "J02", "G01", "J01", "A02" ] }, { "handle": "avengers", "title": "The Avengers", "category": "Brands", "subcategory": "Movie Franchises", "similarity": 0.9357, "drivers": [ "N03", "J02", "J01", "G01", "A01" ] }, { "handle": "captainamerica", "title": "Captain America", "category": "Miscellaneous", "subcategory": "Fictional Characters", "similarity": 0.934, "drivers": [ "N03", "J02", "J01", "G01", "A02" ] }, { "handle": "drstrange", "title": "Doctor Strange", "category": "Miscellaneous", "subcategory": "Fictional Characters", "similarity": 0.9264, "drivers": [ "N03", "J02", "G01", "J01", "P06" ] }, { "handle": "antman", "title": "Ant-Man", "category": "Brands", "subcategory": "Movie Franchises", "similarity": 0.9242, "drivers": [ "N03", "J02", "G01", "J01", "A02" ] }, { "handle": "dccomics", "title": "DC Comics", "category": "Brands", "subcategory": "Entertainment", "similarity": 0.9235, "drivers": [ "N03", "J02", "P03", "J01", "A01" ] }, { "handle": "agentsofshield", "title": "Marvel's Agents of S.H.I.E.L.D.", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9205, "drivers": [ "N03", "J02", "J01", "A01", "G01" ] }, { "handle": "thorofficial", "title": "Thor", "category": "Miscellaneous", "subcategory": "Fictional Characters", "similarity": 0.9189, "drivers": [ "N03", "J02", "G01", "A01", "J01" ] }, { "handle": "xmenmovies", "title": "X-Men Movies", "category": "Brands", "subcategory": "Movie Franchises", "similarity": 0.9161, "drivers": [ "N03", "J02", "P03", "P06", "E03" ] }, { "handle": "ddlovato", "title": "Demi Lovato", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.912, "drivers": [ "N03", "J02", "P06", "J01", "A01" ] } ] }
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