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Once Upon a Child

Retail
Thrift Stores
Playground →Docs

Once Upon a Child's top 10 neighbors span casual dining chains, entertainment centers, automotive retail, and a sporting goods retailer — with only one fellow thrift store in the set, making this a distinctly cross-kind audience shape.

The shape is broad: scores run from 0.92 down to 0.85 across the top 10, with no single neighbor pulling far ahead of the rest. Plato's Closet is the strongest match at 0.92 and the only other thrift store in the top 10 — but the remaining nine neighbors come from entirely different categories. Buffalo Wild Wings (0.87) and Urban Air Trampoline Park (0.87) sit just behind, followed by LongHorn Steakhouse (0.87) and Batteries Plus Bulbs (0.87). Texas Roadhouse (0.86), Bass Pro Shops (0.85), and Furniture Row (0.85) round out the upper tier. Casual dining dominates the subcategory count — Buffalo Wild Wings, LongHorn Steakhouse, Texas Roadhouse, and Olive Garden (0.84) all carry that label — but the presence of an entertainment center, an automotive parts retailer, a sporting goods chain, and a furniture store signals that the overlap isn't category-specific. It's a shared audience composition that cuts across brick-and-mortar retail, family dining, and suburban services.

The breadth of this neighbor set suggests an audience that engages widely with physical, franchise-format businesses rather than clustering tightly around any single retail or dining niche.

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": "once-upon-a-child", "title": "Once Upon a Child", "category": "Retail", "subcategory": "Thrift Stores", "resolved": "once-upon-a-child", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "plato-s-closet", "title": "Plato's Closet", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.9186, "drivers": [ "K01", "I01", "B03", "I03", "E03" ] }, { "handle": "buffalo-wild-wings", "title": "Buffalo Wild Wings", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8726, "drivers": [ "B03", "F03", "K01", "F01", "F04" ] }, { "handle": "urban-air-trampoline-park", "title": "Urban Air Trampoline Park", "category": "Entertainment & Leisure", "subcategory": "Entertainment Centers", "similarity": 0.8725, "drivers": [ "B03", "E06", "I01", "E03", "P03" ] }, { "handle": "longhorn-steakhouse", "title": "LongHorn Steakhouse", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8675, "drivers": [ "E03", "P03", "I01", "G01", "E06" ] }, { "handle": "batteries-plus-bulbs", "title": "Batteries Plus Bulbs", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.8657, "drivers": [ "I01", "I03", "P03", "E03", "K01" ] }, { "handle": "texas-roadhouse", "title": "Texas Roadhouse", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8601, "drivers": [ "B03", "I01", "E06", "G03", "P03" ] }, { "handle": "bass-pro-shops", "title": "Bass Pro Shops", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.8509, "drivers": [ "F01", "F04", "B03", "I03", "I01" ] }, { "handle": "furniture-row", "title": "Furniture Row", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.8461, "drivers": [ "I01", "B03", "G03", "P03", "E06" ] }, { "handle": "olive-garden", "title": "Olive Garden", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8444, "drivers": [ "K01", "N02", "G01", "A02", "B03" ] }, { "handle": "marco-s-pizza", "title": "Marco's Pizza", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8443, "drivers": [ "I01", "E06", "G01", "P03", "G03" ] } ] }
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