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Winnebago

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Winnebago's top 10 nearest neighbors span six different categories — motorcycles, outdoor retail, home furnishings, automotive services, a gas station chain, and a TV personality — with no single cluster dominating the set.

The shape is broad, and the scores reflect it: Harley Davidson leads at 0.90, a meaningful gap above the rest, but the remaining nine neighbors compress into a 0.75–0.85 band with no second standout. Camping World follows at 0.85, the only neighbor whose subcategory — Sporting Goods and Outdoor Gear — connects directly to the RV lifestyle. After that, the set diversifies sharply: Flooring America (0.82) and Carpet One Floor & Home (0.78) are Home Goods and Furnishings retailers; Quick Lane (0.76) is an automotive maintenance service; Motorcycles (0.76) and Cumberland Farms (0.76) round out the automotive and fuel adjacencies; and Mike Rowe (0.75), a TV Personality, is the lone celebrity in the top 10. No other Car Makers appear in the top 10 — Winnebago's nearest audiences are shaped by adjacent lifestyle and service categories, not by fellow vehicle manufacturers.

The cross-kind composition here — motorcycles, home improvement retail, automotive services, and outdoor gear — points to an audience defined less by a single brand type than by a consistent set of practical, ownership-oriented interests.

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": "winnebago", "title": "Winnebago", "category": "Automotive", "subcategory": "Car Makers", "resolved": "winnebago", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "harley-davidson", "title": "Harley Davidson", "category": "Automotive", "subcategory": "Motorcycles", "similarity": 0.9039, "drivers": [ "J05", "L02", "L04", "F03", "F01" ] }, { "handle": "camping-world", "title": "Camping World", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.8493, "drivers": [ "L02", "I01", "F01", "A02", "Q04" ] }, { "handle": "flooring-america", "title": "Flooring America", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.822, "drivers": [ "J05", "L02", "L04", "F03", "F01" ] }, { "handle": "carpet-one-floor-and-home", "title": "Carpet One Floor & Home", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.7777, "drivers": [ "J05", "L02", "L04", "F01", "F03" ] }, { "handle": "quick-lane", "title": "Quick Lane", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.7598, "drivers": [ "L02", "J05", "I01", "Q01", "L04" ] }, { "handle": "motorcycles", "title": "Motorcycles", "category": "Automotive", "subcategory": "Motorcycles", "similarity": 0.7591, "drivers": [ "L02", "J05", "K01", "L04", "M01" ] }, { "handle": "cumberland-farms", "title": "Cumberland Farms", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.7585, "drivers": [ "L02", "J05", "F01", "L04", "D03" ] }, { "handle": "mikeroweworks", "title": "Mike Rowe", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.7535, "drivers": [ "L02", "I01", "N03", "Q01", "Q04" ] }, { "handle": "human-bean", "title": "Human Bean", "category": "Restaurants & Eateries", "subcategory": "Coffee and Tea", "similarity": 0.7534, "drivers": [ "L04", "F01", "J05", "K03", "D03" ] }, { "handle": "culver-s", "title": "Culver's", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.7448, "drivers": [ "L02", "L01", "F01", "F03", "L04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: