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Francesca's

Apparel
Womens Apparel
Playground →Docs

Barnes and Noble sits at the top of Francesca's similarity map — a bookstore, not another women's apparel brand — with a score of 0.92, the strongest pull in the top 10. That cross-kind lead sets the tone for a neighbor set that spreads widely across retail, services, and dining rather than concentrating inside apparel.

The shape is broad: the top 10 spans six distinct subcategories, and no single kind dominates. After Barnes and Noble, the next closest neighbors are Sleep Number (0.91, Furniture Stores), Deka Lash (0.91, Beauty Salons and Spas), and LOFT (0.90, Womens Apparel) — the only fellow women's apparel brand in the top four. J. Crew Factory (0.88) and J.Jill (0.88) add more apparel presence, but they're flanked by White House Black Market (0.88), Five Guys (0.87, Fast Casual Dining), Michaels Stores (0.87, Hobbies Gifts and Crafts), and Lovesac (0.87, Furniture Stores). Tallying the top 10: four are Apparel (three Womens Apparel, one General), three are Retail non-apparel, one is Services, one is Restaurants, and one is Bookstores. The audience shape Francesca's shares most broadly is not defined by fashion alone — it runs through home furnishings, beauty services, craft retail, and casual dining at nearly equal weight.

That breadth signals an audience whose consumption pattern cuts across lifestyle categories rather than clustering tightly around any single one.

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": "francesca-s", "title": "Francesca's", "category": "Apparel", "subcategory": "Womens Apparel", "resolved": "francesca-s", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "barnes-noble", "title": "Barnes and Noble", "category": "Retail", "subcategory": "Bookstores", "similarity": 0.9222, "drivers": [ "N01", "H04", "K01", "N02", "A01" ] }, { "handle": "sleep-number", "title": "Sleep Number", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.9083, "drivers": [ "H04", "K01", "N01", "A05", "N02" ] }, { "handle": "deka-lash", "title": "Deka Lash", "category": "Services", "subcategory": "Beauty Salons and Spas", "similarity": 0.9066, "drivers": [ "A05", "A01", "A03", "C01", "J03" ] }, { "handle": "loft", "title": "LOFT", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.9045, "drivers": [ "A05", "A01", "A04", "H04", "N01" ] }, { "handle": "j-crew-factory", "title": "J. Crew Factory", "category": "Apparel", "subcategory": "General", "similarity": 0.8815, "drivers": [ "A01", "A04", "A05", "H04", "A03" ] }, { "handle": "j-jill", "title": "J.Jill", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.8796, "drivers": [ "A05", "H04", "A04", "A01", "J03" ] }, { "handle": "white-house-black-market", "title": "White House Black Market", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.8751, "drivers": [ "A01", "A05", "A03", "A04", "J02" ] }, { "handle": "five-guys", "title": "Five Guys", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8716, "drivers": [ "A01", "N01", "A04", "N02", "K01" ] }, { "handle": "michaels-stores", "title": "Michaels Stores", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.8673, "drivers": [ "N02", "N01", "K01", "M01", "A04" ] }, { "handle": "lovesac", "title": "Lovesac", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.8664, "drivers": [ "A01", "A05", "H04", "N01", "K01" ] } ] }
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