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elfontheshelf

Brands
Toys and Games
Playground →Docs

The top 10 neighbors for Elf on the Shelf span TV shows, restaurants, musicians, and auto brands — with no other Toys and Games brand appearing anywhere in the set.

The shape is flat: scores run from 0.93 down to 0.88 without a single dominant neighbor pulling away from the pack. Kelly Clarkson leads at 0.93, followed closely by Cracker Barrel at 0.91 and Criminal Minds at 0.91. Valvoline (0.90) and BONES (0.90) round out the top five. By subcategory, the top 10 breaks down as: five TV Shows (Criminal Minds, BONES, The Walking Dead, The Voice, Supernatural), two Restaurants (Cracker Barrel, LongHorn Steakhouse), one Musician (Kelly Clarkson), one Auto brand (Valvoline), and one Restaurant (Outback Steakhouse). That's a heavily cross-kind cluster: the audience shape here is defined by mainstream American TV and casual dining, not by anything adjacent to toys or seasonal retail.

The flat, cross-kind pattern suggests this audience is broad and mainstream rather than niche, drawn together by general American household consumption habits rather than any single category affinity.

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": "elfontheshelf", "title": "elfontheshelf", "category": "Brands", "subcategory": "Toys and Games", "resolved": "elfontheshelf", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "kellyclarkson", "title": "Kelly Clarkson", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9263, "drivers": [ "N03", "N04", "O03", "O02", "H04" ] }, { "handle": "crackerbarrel", "title": "Cracker Barrel", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9146, "drivers": [ "N03", "N04", "O03", "N01", "A02" ] }, { "handle": "crimminds_cbs", "title": "Criminal Minds", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9132, "drivers": [ "N03", "N04", "O03", "O02", "N02" ] }, { "handle": "valvoline_social", "title": "Valvoline (social)", "category": "Brands", "subcategory": "Auto", "similarity": 0.9016, "drivers": [ "N03", "N04", "O03", "O02", "J02" ] }, { "handle": "officialbonestv", "title": "BONES", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8967, "drivers": [ "N03", "N04", "O03", "N02", "O02" ] }, { "handle": "walkingdead_amc", "title": "The Walking Dead", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8886, "drivers": [ "N03", "N04", "O03", "O02", "A02" ] }, { "handle": "nbcthevoice", "title": "The Voice", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8878, "drivers": [ "N03", "N04", "O03", "N01", "N02" ] }, { "handle": "cw_spn", "title": "Supernatural", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8871, "drivers": [ "N03", "N04", "O03", "O02", "G01" ] }, { "handle": "longhornsteaks", "title": "LongHorn Steakhouse", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.8856, "drivers": [ "N03", "N04", "N02", "O03", "A02" ] }, { "handle": "outback", "title": "Outback Steakhouse", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.8831, "drivers": [ "N03", "N04", "O03", "G01", "N02" ] } ] }
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