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IGA

Grocery & Food Retail
General Grocery Stores
Playground →Docs

The ten nearest audiences to IGA span discount retail, small-town dining, and rural services — a mix that reflects the character of the cluster rather than any single dominant pull. Similarity scores range from 0.87 at the top to 0.83 at position ten, a narrow band consistent with the flat shape.

The retail end of the cluster is anchored by Dollar General (0.87) and Tractor Supply Co. (0.86), both serving non-urban, value-oriented shoppers. Two service-category entries — Miscellaneous (0.87) and Walmart Photo Center (0.87) — sit at the very top, suggesting the audience shape aligns with a broad, everyday-errand profile rather than a specialized one. Three restaurant entries round out the set: Hunt Brothers Pizza (0.87), China King (0.84), and Simple Simon's Pizza (0.83) — all casual, accessible formats common in smaller markets. Russell Cellular (0.85) and Hibbett Sports (0.84) add retail variety, while #SwampPeople (0.85) is the lone media property in the top 10. No other general grocery store appears among the ten nearest neighbors — the audience shape IGA shares most closely belongs to discount stores, local eateries, and rural-service retail rather than to grocery competitors.

The flat distribution across these subcategories points to an audience defined less by a single category affinity and more by a consistent geographic and lifestyle footprint.

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": "iga", "title": "IGA", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "resolved": "iga", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "miscellaneous", "title": "Miscellaneous", "category": "Services", "subcategory": "Miscellaneous", "similarity": 0.8722, "drivers": [ "N02", "K01", "N03", "N01", "M01" ] }, { "handle": "dollar-general", "title": "Dollar General", "category": "Big Box", "subcategory": "Discount Stores", "similarity": 0.8716, "drivers": [ "N02", "N01", "K01", "N04", "M03" ] }, { "handle": "walmart-photo-center", "title": "Walmart Photo Center", "category": "Services", "subcategory": "Miscellaneous", "similarity": 0.8708, "drivers": [ "N02", "K01", "N03", "N01", "M01" ] }, { "handle": "hunt-brothers-pizza", "title": "Hunt Brothers Pizza", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8653, "drivers": [ "N02", "N01", "K01", "N04", "M04" ] }, { "handle": "tractor-supply-co", "title": "Tractor Supply Co.", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.8556, "drivers": [ "N02", "K01", "N01", "M03", "N04" ] }, { "handle": "swamppeople", "title": "#SwampPeople", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8523, "drivers": [ "N02", "N01", "N03", "M04", "K01" ] }, { "handle": "russell-cellular", "title": "Russell Cellular", "category": "Retail", "subcategory": "Electronics", "similarity": 0.8509, "drivers": [ "N02", "N03", "N01", "K01", "M01" ] }, { "handle": "hibbett-sports", "title": "Hibbett Sports", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.842, "drivers": [ "N02", "N01", "Q05", "N04", "O04" ] }, { "handle": "china-king", "title": "China King", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8363, "drivers": [ "N02", "N01", "N04", "M04", "M03" ] }, { "handle": "simple-simon-s-pizza", "title": "Simple Simon’s Pizza", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8322, "drivers": [ "N02", "K01", "N01", "N04", "M04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: