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Irving Oil

Convenience & Fuel
Gas Stations
Playground →Docs

Irving Oil's nearest audiences are shaped by regional everyday retail and services — hardware stores, pharmacies, grocery chains, community banks — not other fuel brands. Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 1.0 indicates near-identical audience shape.

Aubuchon Hardware leads the top 10 at 0.95, followed by Hannaford Pharmacy (0.92) and Hannaford Supermarkets (0.92) — three distinctly different retail subcategories, all clustered tightly at the top. Community Bank (0.90) and NBT Bank (0.88) add a second thread: community banking, the kind of institution anchored to the same regional footprint as a local fuel and convenience network. Bob's Big Boy (0.86) and Fox's Pizza Den (0.82) represent casual dining; Label Shopper (0.85) brings value apparel; LBM Advantage (0.83) adds a commercial building-materials thread. Rounding out the ten, Stewart's Shops (0.81) is the only neighbor in the Convenience & Fuel category — and it is a convenience store, not a gas station. No other Gas Stations subcategory entity appears in the top 10.

The scores are spread across a wide range of subcategories with no single cluster dominating, which is consistent with the broad shape: Irving Oil's audience overlaps with the full ecosystem of regional, community-scale commerce rather than concentrating around any one kind of entity.

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": "irving-oil", "title": "Irving Oil", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "resolved": "irving-oil", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "aubuchon-hardware", "title": "Aubuchon Hardware", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.9548, "drivers": [ "N01", "M01", "K01", "O01", "L02" ] }, { "handle": "hannaford-pharmacy", "title": "Hannaford Pharmacy", "category": "Retail", "subcategory": "Pharmacies and Drugstores", "similarity": 0.9205, "drivers": [ "N01", "L02", "K01", "M03", "O01" ] }, { "handle": "hannaford-supermarkets", "title": "Hannaford Supermarkets", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.9168, "drivers": [ "N01", "L02", "K01", "M03", "M01" ] }, { "handle": "community-bank", "title": "Community Bank", "category": "Financial", "subcategory": "Banks", "similarity": 0.8986, "drivers": [ "N01", "K01", "M01", "M03", "M04" ] }, { "handle": "nbt-bank", "title": "NBT Bank", "category": "Financial", "subcategory": "Banks", "similarity": 0.8791, "drivers": [ "N01", "K01", "M01", "M04", "M03" ] }, { "handle": "bob-s-big-boy", "title": "Bob's Big Boy", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8624, "drivers": [ "K01", "N01", "L02", "M01", "M03" ] }, { "handle": "label-shopper", "title": "Label Shopper", "category": "Apparel", "subcategory": "General", "similarity": 0.8534, "drivers": [ "M01", "K01", "N01", "M03", "O01" ] }, { "handle": "lbm-advantage", "title": "LBM Advantage", "category": "Industrial & Commercial Service", "subcategory": "Other Business Services", "similarity": 0.8292, "drivers": [ "M01", "K01", "M03", "N01", "L02" ] }, { "handle": "fox-s-pizza-den", "title": "Fox's Pizza Den", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8249, "drivers": [ "M01", "O01", "M03", "K01", "L02" ] }, { "handle": "stewart-s-shops", "title": "Stewart's Shops", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "similarity": 0.8109, "drivers": [ "L02", "N01", "K01", "M03", "O01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: