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Family Fare (0.81) and Shoney's (0.79) form two distinct poles in Scotchman's top 10 — a grocery chain and a casual dining chain — with neither a fellow gas station nor a convenience store appearing among the five closest neighbors.
Similarity here measures how closely two entities' audiences resemble each other in composition; a score of 0.81 means Family Fare's audience looks very much like Scotchman's, regardless of what either sells. The shape is two-peak: the top 10 splits between a food-retail cluster and a dining cluster, with other categories filling in around them. Belk (0.76), a department store, and Jack's Family Restaurants (0.76), casual dining, hold the third and fourth positions, reinforcing both poles. Great Southern Bank (0.76), a bank, is the lone Financial entry in the top 10, sitting at the boundary between the two clusters.
Tallying the subcategories across all 10 neighbors: four are General Grocery Stores (Family Fare, Food City, Hy-Vee, Ingles Markets), three are Casual Dining (Shoney's, Jack's Family Restaurants, Bojangles'), one is a Department Store (Belk), one is a Bank (Great Southern Bank), and one is Car Wash and Detailing (Whistle Express Car Wash). No other Gas Station subcategory appears in the top 10. The audience Scotchman draws looks far more like the audience of regional grocers and sit-down dining chains than like the audience of other fuel and convenience operators.
