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Dollar General

Big Box
Discount Stores
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Dollar General's top 10 neighbors span five distinct subcategories — footwear, discount retail, home improvement and hardware, gas stations, and telecommunications — with no single type dominating and scores compressed into a narrow band from 0.91 to 0.94.

The shape is flat: Shoe Dept Encore leads at 0.94, followed closely by Discount Stores at 0.94, Tractor Supply Co. at 0.93, Marathon at 0.92, and Shoe Show Mega at 0.92. Two footwear retailers — Shoe Dept Encore and Shoe Show Mega — sit in the top 10 alongside two gas station brands (VP Racing Fuels at 0.92 and Marathon), which is the most structurally notable cross-kind pairing: fuel and footwear, not competing discount chains, are the dominant neighbor types. Only one neighbor shares Dollar General's own subcategory of Discount Stores. Tractor Supply Co. (home improvement and hardware) and DISH Network (telecommunications, 0.92) round out a set that cuts across everyday-errand retail rather than clustering around any single format. Hibbett Sports (sporting goods, 0.92) and Hunt Brothers Pizza (fast casual dining, 0.91) extend the mix further, and Factory Connection (general apparel, 0.91) closes the top 10.

The flat, cross-category spread suggests Dollar General's audience is defined less by a single retail identity than by a consistent everyday-errand profile that overlaps with fuel stops, value footwear, and rural-oriented retail in roughly equal measure.

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": "dollar-general", "title": "Dollar General", "category": "Big Box", "subcategory": "Discount Stores", "resolved": "dollar-general", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "shoe-dept-encore", "title": "Shoe Dept Encore", "category": "Apparel", "subcategory": "Footwear", "similarity": 0.9402, "drivers": [ "N02", "N01", "M03", "N04", "M04" ] }, { "handle": "discount-stores", "title": "Discount Stores", "category": "Big Box", "subcategory": "Discount Stores", "similarity": 0.9394, "drivers": [ "N01", "N02", "M03", "N04", "M04" ] }, { "handle": "tractor-supply-co", "title": "Tractor Supply Co.", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.934, "drivers": [ "N01", "N02", "M03", "K01", "M01" ] }, { "handle": "marathon", "title": "Marathon", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.9239, "drivers": [ "N01", "M03", "N04", "M04", "N02" ] }, { "handle": "shoe-show-mega", "title": "Shoe Show Mega", "category": "Apparel", "subcategory": "Footwear", "similarity": 0.9228, "drivers": [ "N02", "N01", "N04", "K01", "M03" ] }, { "handle": "vp-racing-fuels", "title": "VP Racing Fuels", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.922, "drivers": [ "N01", "K01", "N02", "M03", "M04" ] }, { "handle": "dish", "title": "DISH Network", "category": "Brands", "subcategory": "Telecommunications", "similarity": 0.9212, "drivers": [ "N01", "N02", "N04", "K01", "M03" ] }, { "handle": "hibbett-sports", "title": "Hibbett Sports", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.9193, "drivers": [ "N02", "N01", "N04", "M04", "M03" ] }, { "handle": "hunt-brothers-pizza", "title": "Hunt Brothers Pizza", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.9142, "drivers": [ "N02", "N01", "M04", "N04", "M03" ] }, { "handle": "factory-connection", "title": "Factory Connection", "category": "Apparel", "subcategory": "General", "similarity": 0.9103, "drivers": [ "N02", "N01", "N04", "M03", "M04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: