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Dancing with the Stars

Marketing Channels
TV Shows
Playground →Docs

The top 10 neighbors for Dancing with the Stars compress into a narrow band — scores running from 0.93 down to 0.89 — with no single dominant pull and no sharp drop-off. The shape is flat: a dense cluster of broadly similar audiences rather than a hierarchy with a clear leader.

The mix is anchored by other TV Shows: American Idol (0.93), NCIS (0.91), The Voice (0.91), and Criminal Minds (0.90) all sit near the top. That's four fellow TV Shows in the top 10, meaning the audience shape does overlap substantially with its own kind — but the remaining six neighbors are not TV Shows at all. Pauley Perrette (0.90) and Michael Weatherly (0.89) are Actors; Derek Hough (0.90) is a TV Personality; Kelly Clarkson (0.90) is a Musician; Duane Dog Chapman (0.90) is a Reality TV Star; and TLC Network (0.90) is a TV Channel. The cross-kind presence is notable: actors associated with CBS procedurals and a reality-adjacent TV Personality sit at essentially the same similarity level as the competing talent competition shows.

What the flat shape reveals is an audience that is broadly mainstream television — comfortable across procedural dramas, talent competitions, and the personalities attached to both — rather than one tightly defined by any single format or genre.

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": "dancingabc", "title": "Dancing with the Stars", "category": "Marketing Channels", "subcategory": "TV Shows", "resolved": "dancingabc", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "americanidol", "title": "American Idol", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9304, "drivers": [ "N04", "N01", "G01", "A02", "N02" ] }, { "handle": "ncis_cbs", "title": "NCIS", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9138, "drivers": [ "N04", "O03", "A02", "G01", "N01" ] }, { "handle": "nbcthevoice", "title": "The Voice", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9096, "drivers": [ "N04", "N01", "N03", "A02", "G01" ] }, { "handle": "pauleyp", "title": "Pauley Perrette", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9039, "drivers": [ "O03", "N04", "A02", "J02", "G01" ] }, { "handle": "crimminds_cbs", "title": "Criminal Minds", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8993, "drivers": [ "N03", "N04", "A02", "G01", "O03" ] }, { "handle": "derekhough", "title": "Derek Hough", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.8969, "drivers": [ "A02", "A01", "G01", "G03", "N03" ] }, { "handle": "kellyclarkson", "title": "Kelly Clarkson", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8957, "drivers": [ "N03", "N04", "A02", "N01", "G01" ] }, { "handle": "dogbountyhunter", "title": "Duane Dog Chapman", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8955, "drivers": [ "N04", "N01", "O03", "A02", "G01" ] }, { "handle": "tlc", "title": "TLC Network", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.8954, "drivers": [ "N04", "N03", "O03", "H04", "N01" ] }, { "handle": "m_weatherly", "title": "Michael Weatherly", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.8919, "drivers": [ "A02", "N04", "O03", "G01", "N01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: