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Mapco

Convenience & Fuel
Convenience Stores
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Arvest Bank is the strongest signal in Mapco's top 10 — at 0.70, a regional bank outranks every grocery store, restaurant, and fuel brand in the neighbor set.

The shape here is broad: scores descend gradually from 0.70 down to 0.63, with no single cluster dominating. Autobell Car Wash (0.67), Harps Food Store (0.66), Enmarket (0.66), Jack's Family Restaurants (0.65), and Food Lion (0.65) form a mid-tier band of regional everyday-errand brands — grocers, casual dining, a car wash, and one fellow fuel-and-convenience operator. But the more striking pattern is what fills positions seven through ten: Bobby Bones (0.64, TV Personalities), Beth Moore (0.64, Spiritual Leaders), Max Lucado (0.64, Authors), and Christine Caine (0.63, Spiritual Leaders). Three of the top 10 neighbors are faith-adjacent figures, and none of them are convenience stores or fuel brands. Mapco itself is the only Convenience Store subcategory entity in the set — Enmarket is classified as Gas Stations, not Convenience Stores.

The broad shape, combined with the mix of regional financial, grocery, automotive-service, and faith-media neighbors, points to an audience defined less by a single category affinity and more by a consistent regional and cultural profile that cuts across everyday commerce and community identity.

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": "mapco", "title": "Mapco", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "resolved": "mapco", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "arvest-bank", "title": "Arvest Bank", "category": "Financial", "subcategory": "Banks", "similarity": 0.7031, "drivers": [ "P01", "A02", "A06", "E01", "E03" ] }, { "handle": "autobell-car-wash", "title": "Autobell Car Wash", "category": "Services", "subcategory": "Car Wash and Detailing", "similarity": 0.6731, "drivers": [ "P01", "A06", "E04", "E06", "J02" ] }, { "handle": "harps-food-store", "title": "Harps Food Store", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.6626, "drivers": [ "P01", "N01", "M04", "N04", "A02" ] }, { "handle": "enmarket", "title": "Enmarket", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.662, "drivers": [ "P01", "A02", "A06", "E01", "E03" ] }, { "handle": "jack-s-family-restaurants", "title": "Jack's Family Restaurants", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.6536, "drivers": [ "P01", "N01", "N04", "M04", "A02" ] }, { "handle": "food-lion", "title": "Food Lion", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.649, "drivers": [ "A06", "E04", "E06", "N03", "P02" ] }, { "handle": "mrbobbybones", "title": "Bobby Bones", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.6396, "drivers": [ "P01", "E06", "I01", "M04", "Q01" ] }, { "handle": "bethmoorelpm", "title": "Beth Moore", "category": "Celebrities and Influencers", "subcategory": "Spiritual Leaders", "similarity": 0.6387, "drivers": [ "P01", "N03", "I01", "A06", "E06" ] }, { "handle": "maxlucado", "title": "Max Lucado", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.6365, "drivers": [ "P01", "A02", "G01", "I01", "E06" ] }, { "handle": "christinecaine", "title": "Christine Caine", "category": "Celebrities and Influencers", "subcategory": "Spiritual Leaders", "similarity": 0.6342, "drivers": [ "P01", "A06", "G01", "N03", "E06" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: