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Hallmark's nearest audiences span an unusually wide mix of subcategories — auto racing brands, network TV shows, country musicians, actors, and restaurant chains — with no single neighbor pulling far ahead of the rest.

The shape is flat: the top 10 scores run from Goodyear Racing at 0.76 down to iHeartCountry at 0.73, a spread of only three hundredths. Pauley Perrette (0.75) and Coca-Cola Racing (0.75) sit just behind the leader, followed by Dancing with the Stars (0.74) and SanDisk (0.74). Tallying the subcategories across the top 10: TV Channels appear twice (Hallmark Movies & Mysteries at 0.74, TLC Network at 0.74), Actors appear once (Pauley Perrette), TV Shows appear once (Dancing with the Stars), and the remaining six slots go to Auto, Beverages, Technology, Restaurant, and Podcasts and Radio — a genuinely heterogeneous set. Hallmark's own subcategory is "Other," and no neighbor shares it. The cross-kind pattern here is the finding: the audience that follows Hallmark the brand looks compositionally similar to audiences for racing sponsors, a cable lifestyle network, a procedural drama's cast, and a country radio platform all at once.

That breadth, compressed into a narrow similarity band, suggests an audience defined less by any single content or product category and more by a consistent demographic or behavioral profile that cuts across mainstream American entertainment and consumer brands.

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": "hallmark", "title": "Hallmark", "category": "Brands", "subcategory": "Other", "resolved": "hallmark", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "goodyearracing", "title": "Goodyear Racing", "category": "Brands", "subcategory": "Auto", "similarity": 0.7588, "drivers": [ "N04", "K01", "O02", "K04", "N01" ] }, { "handle": "pauleyp", "title": "Pauley Perrette", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.7513, "drivers": [ "N04", "K04", "O02", "K01", "A02" ] }, { "handle": "cocacolaracing", "title": "Coca-Cola Racing", "category": "Brands", "subcategory": "Beverages", "similarity": 0.7489, "drivers": [ "N04", "K01", "N01", "O02", "A02" ] }, { "handle": "dancingabc", "title": "Dancing with the Stars", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.7447, "drivers": [ "N04", "H04", "A02", "K04", "K01" ] }, { "handle": "sandisk", "title": "SanDisk", "category": "Brands", "subcategory": "Technology", "similarity": 0.7426, "drivers": [ "K01", "N04", "Q05", "K04", "H04" ] }, { "handle": "crackerbarrel", "title": "Cracker Barrel", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.7389, "drivers": [ "N04", "K04", "N03", "Q05", "A02" ] }, { "handle": "ncis_cbs", "title": "NCIS", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.7372, "drivers": [ "N04", "K01", "K04", "A02", "Q05" ] }, { "handle": "hallmarkmovie", "title": "Hallmark Movies & Mysteries", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.7371, "drivers": [ "N04", "K01", "H04", "K04", "E06" ] }, { "handle": "tlc", "title": "TLC Network", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.7367, "drivers": [ "N04", "K01", "N03", "H04", "K04" ] }, { "handle": "iheartcountry", "title": "iHeartCountry", "category": "Marketing Channels", "subcategory": "Podcasts and Radio", "similarity": 0.7344, "drivers": [ "N04", "K01", "N03", "N01", "K04" ] } ] }
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