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Magnolia

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The two strongest pulls in Magnolia's neighbor set are Joanna Gaines (0.99) and Chip Gaines (0.98) — a pair so dominant they form their own peak before the rest of the top 10 drops off sharply. That gap is the defining structural feature here: two TV Personalities at near-perfect similarity, then a second cluster of neighbors that look nothing like a home brand.

The shape is two-peak, and the second cluster is where the surprise lives. After the Gaines pair, the next eight neighbors span comedians, actors, politicians, a professional, and a website — none of them Home brands, and none of them TV Personalities except by coincidence of subcategory. Steven Crowder (0.93), Tim Allen (0.92), and Dave Ramsey (0.92) anchor that second tier, followed by John Crist (0.92), The Babylon Bee (0.90), Ben Shapiro (0.90), Matt Walsh (0.90), and Candace Owens (0.90). Across those eight, the subcategory mix — comedians, actors, politicians, authors, a website — shares no obvious thematic thread with home décor, but the audience shapes align tightly. Magnolia is the only Home brand in the top 10; no other entity from the Brands category appears among the ten nearest neighbors.

The overall picture is an audience defined almost entirely by two individuals, with a secondary neighborhood shaped by conservative media and entertainment figures rather than anything adjacent to the home category.

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": "magnolia", "title": "Magnolia", "category": "Brands", "subcategory": "Home", "resolved": "magnolia", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "joannagaines", "title": "Joanna Gaines", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9859, "drivers": [ "Q01", "I01", "E06", "B04", "A06" ] }, { "handle": "chipgaines", "title": "Chip Gaines", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9825, "drivers": [ "I01", "Q01", "E06", "A06", "B04" ] }, { "handle": "scrowder", "title": "Steven Crowder", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9264, "drivers": [ "Q01", "I01", "E06", "A02", "Q04" ] }, { "handle": "ofctimallen", "title": "Tim Allen", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9239, "drivers": [ "Q01", "I01", "A02", "L02", "E06" ] }, { "handle": "daveramsey", "title": "Dave Ramsey", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.9232, "drivers": [ "I01", "E06", "A06", "A02", "Q01" ] }, { "handle": "johnbcrist", "title": "John Crist", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9165, "drivers": [ "L03", "I01", "B04", "E06", "Q01" ] }, { "handle": "thebabylonbee", "title": "The Babylon Bee", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9025, "drivers": [ "Q01", "I01", "E06", "P03", "Q04" ] }, { "handle": "benshapiro", "title": "Ben Shapiro", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.9019, "drivers": [ "Q01", "I01", "E06", "Q04", "P03" ] }, { "handle": "mattwalshblog", "title": "Matt Walsh", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.8991, "drivers": [ "Q01", "I01", "E06", "B04", "P03" ] }, { "handle": "realcandaceo", "title": "Candace Owens", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.8956, "drivers": [ "Q01", "I01", "A02", "E06", "G03" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: