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84 Lumber

Retail
Home Improvement and Hardware
Playground →Docs

The top 10 nearest neighbors for 84 Lumber span restaurants, discount retail, NASCAR drivers, and auto brands — a mixed cluster with no single subcategory dominating and no standout score pulling away from the rest.

The shape is flat: scores run from 0.89 (Sheetz (social)) down to 0.86 (Carter Lumber) with no sharp drop between them. Sheetz (social) leads at 0.89, followed by Arby's at 0.89 — both restaurant brands, not home improvement. Ollie's Bargain Outlet (0.87, discount retail) is the third-closest neighbor. Then the set shifts: Ryan Blaney (0.86) and NASCAR on NBC (0.86) bring in motorsport athletes and TV channels, followed by Brad Keselowski (0.86) and Team Chevy (0.86). Ryan Newman (0.86) and Applebee's (0.86) round out the set, with Carter Lumber (0.86) the only other Home Improvement and Hardware entity in the top 10.

Tallying subcategories across the 10: Athletes (3), QSR/Casual Dining restaurants (2), TV Channels (1), Discount Stores (1), Auto (1), Home Improvement and Hardware (1), and a Sports League (1 — NASCAR on NBC is TV Channels; NASCAR does not appear in the top 10). The cross-kind character is the defining feature: 84 Lumber's nearest audiences are shaped more by motorsport fandom and casual dining than by the home improvement retail category it occupies.

This flat, cross-kind cluster suggests the audience is defined by a lifestyle constellation — NASCAR, value-oriented dining, and discount retail — rather than by the home improvement vertical alone.

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": "84-lumber", "title": "84 Lumber", "category": "Retail", "subcategory": "Home Improvement and Hardware", "resolved": "84-lumber", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "sheetz_social", "title": "Sheetz (social)", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.8911, "drivers": [ "O01", "M03", "N04", "L04", "Q06" ] }, { "handle": "arby-s", "title": "Arby's", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.886, "drivers": [ "M03", "O01", "N04", "O02", "F03" ] }, { "handle": "ollie-s-bargain-outlet", "title": "Ollie's Bargain Outlet", "category": "Big Box", "subcategory": "Discount Stores", "similarity": 0.8681, "drivers": [ "O01", "M03", "N04", "N03", "O02" ] }, { "handle": "blaney", "title": "Ryan Blaney", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8638, "drivers": [ "M03", "O01", "N04", "N01", "L03" ] }, { "handle": "nascaronnbc", "title": "NASCAR on NBC", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.8635, "drivers": [ "N04", "M03", "O01", "N01", "O02" ] }, { "handle": "keselowski", "title": "Brad Keselowski", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8621, "drivers": [ "M03", "N04", "O01", "N01", "O02" ] }, { "handle": "teamchevy", "title": "Team Chevy", "category": "Brands", "subcategory": "Auto", "similarity": 0.8617, "drivers": [ "N04", "M03", "O01", "N01", "N03" ] }, { "handle": "ryanjnewman", "title": "Ryan Newman", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8604, "drivers": [ "M03", "N04", "O01", "N01", "O02" ] }, { "handle": "carter-lumber", "title": "Carter Lumber", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.8595, "drivers": [ "O01", "M03", "N04", "L04", "O02" ] }, { "handle": "applebee-s", "title": "Applebee's", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8567, "drivers": [ "O01", "M03", "F03", "O02", "L04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: