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Batteries Plus Bulbs

Automotive
Parts and Accessories
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Batteries Plus Bulbs' top 10 neighbors span thrift retail, casual dining, mid-range hotels, and a hobby gifts store — with no single category dominating and no neighbor from its own Parts and Accessories subcategory appearing in the set.

The shape is flat: scores run from 0.87 down to 0.82 with no meaningful gap between them, and the mix of subcategories is genuinely heterogeneous. The two highest-scoring neighbors are Once Upon a Child (0.87) and Plato's Closet (0.84), both Thrift Stores — and Clothes Mentor (0.83) makes three thrift retailers in the top 10, the largest single-subcategory cluster. Beyond that, the set fragments: Firehouse Subs (0.84) represents QSR; Home2 Suites (0.83) and tru by Hilton (0.82) are both Mid-range Hotels; Kirkland's (0.83) is Hobbies Gifts and Crafts; and Outback Steakhouse (0.82), Metro Diner (0.82), and At Home (0.82) round out the set across Casual Dining and Home Goods. The only Automotive neighbor in the top 10 is absent entirely — the audience shape Batteries Plus Bulbs carries is defined by value-oriented retail and accessible dining, not by the automotive category it belongs to.

This flat, cross-category pattern suggests an audience whose composition is shaped by broad everyday-spending habits rather than any single vertical.

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": "batteries-plus-bulbs", "title": "Batteries Plus Bulbs", "category": "Automotive", "subcategory": "Parts and Accessories", "resolved": "batteries-plus-bulbs", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "once-upon-a-child", "title": "Once Upon a Child", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.8657, "drivers": [ "I01", "I03", "P03", "E03", "K01" ] }, { "handle": "plato-s-closet", "title": "Plato's Closet", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.8421, "drivers": [ "I01", "Q01", "N01", "K01", "P03" ] }, { "handle": "firehouse-subs", "title": "Firehouse Subs", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8399, "drivers": [ "Q01", "I01", "P03", "M01", "E03" ] }, { "handle": "clothes-mentor", "title": "Clothes Mentor", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.8346, "drivers": [ "I01", "P03", "Q01", "I03", "N01" ] }, { "handle": "home2-suites", "title": "Home2 Suites", "category": "Hospitality & Lodging", "subcategory": "Mid-range Hotels", "similarity": 0.8292, "drivers": [ "I01", "M01", "P03", "Q01", "N01" ] }, { "handle": "kirkland-s", "title": "Kirkland's", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.8264, "drivers": [ "I01", "M01", "Q01", "P03", "K01" ] }, { "handle": "outback-steakhouse", "title": "Outback Steakhouse", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8248, "drivers": [ "M01", "P03", "N01", "I01", "Q01" ] }, { "handle": "at-home", "title": "At Home", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.8224, "drivers": [ "M01", "P03", "N01", "K01", "E03" ] }, { "handle": "metro-diner", "title": "Metro Diner", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8183, "drivers": [ "K02", "Q01", "I01", "P03", "M01" ] }, { "handle": "tru-by-hilton", "title": "tru by Hilton", "category": "Hospitality & Lodging", "subcategory": "Mid-range Hotels", "similarity": 0.8165, "drivers": [ "P03", "I01", "Q01", "E03", "E06" ] } ] }
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