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Cumberland Farms

Convenience & Fuel
Gas Stations
Playground →Docs

Flooring America sits at the top of Cumberland Farms' neighbor set — a home goods retailer at 0.84, not another gas station or convenience chain — which signals how broadly this audience's shape extends across everyday, practical categories.

The shape is broad: scores run from 0.84 down to 0.78 across the top 10 with no single dominant cluster, and the neighbor mix spans six distinct subcategories. Harley Davidson (0.82) and Cost Cutters (0.81) follow closely, representing Motorcycles and Beauty Salons respectively. Aroma Joe's (0.80, Coffee and Tea) and Miracle-Ear (0.80, Health and Medical Services) round out the top five. The only neighbor sharing Cumberland Farms' own Convenience & Fuel category in the top 10 is Stewart's Shops (0.78, Convenience Stores) — a single same-kind match against nine cross-kind neighbors drawn from retail, automotive, services, grocery, and financial subcategories. Also present are Weis Markets (0.79, General Grocery Stores), Health & Medical Services (0.79), Central Bank (0.78, Banks), and Carpet One Floor & Home (0.78, Home Goods and Furnishings).

The breadth of that cross-kind spread — home furnishings, motorcycles, hair salons, hearing care, grocery, banking — points to an audience whose shape is defined less by any single interest vertical than by a wide, practical, everyday-errand profile.

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": "cumberland-farms", "title": "Cumberland Farms", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "resolved": "cumberland-farms", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "flooring-america", "title": "Flooring America", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.8361, "drivers": [ "L02", "O01", "Q06", "F03", "F01" ] }, { "handle": "harley-davidson", "title": "Harley Davidson", "category": "Automotive", "subcategory": "Motorcycles", "similarity": 0.8221, "drivers": [ "L02", "O01", "J05", "O02", "L04" ] }, { "handle": "cost-cutters", "title": "Cost Cutters", "category": "Services", "subcategory": "Beauty Salons and Spas", "similarity": 0.806, "drivers": [ "O02", "L02", "O01", "Q06", "F03" ] }, { "handle": "aroma-joe-s", "title": "Aroma Joe's", "category": "Restaurants & Eateries", "subcategory": "Coffee and Tea", "similarity": 0.8027, "drivers": [ "L02", "F01", "O02", "O01", "F03" ] }, { "handle": "miracle-ear", "title": "Miracle-Ear", "category": "Services", "subcategory": "Health and Medical Services", "similarity": 0.8012, "drivers": [ "O01", "L02", "O02", "M01", "L04" ] }, { "handle": "weis-markets", "title": "Weis Markets", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.7938, "drivers": [ "L02", "O02", "O01", "Q06", "F03" ] }, { "handle": "health-and-medical-services", "title": "Health & Medical Services", "category": "Services", "subcategory": "Health and Medical Services", "similarity": 0.79, "drivers": [ "O01", "L02", "O02", "M01", "Q06" ] }, { "handle": "stewart-s-shops", "title": "Stewart's Shops", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "similarity": 0.7831, "drivers": [ "L02", "O02", "O01", "F01", "F03" ] }, { "handle": "central-bank", "title": "Central Bank", "category": "Financial", "subcategory": "Banks", "similarity": 0.7783, "drivers": [ "L02", "O02", "O01", "F01", "Q06" ] }, { "handle": "carpet-one-floor-and-home", "title": "Carpet One Floor & Home", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.776, "drivers": [ "J05", "L02", "O01", "O02", "F01" ] } ] }
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