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Atria Books

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Book Publishers
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All ten of Atria Books' nearest neighbors are fellow book publishers — a uniformity that makes the shape flag ("flat") literal: the top 10 form a tight band of same-kind entities with no standout and no cross-category intrusion.

Random House (0.94) and HarperCollins (0.94) sit at the top, separated by less than 0.001 from each other and only 0.02 from the tenth-place neighbor, Alfred A. Knopf (0.92). In between sit Viking (0.94), Doubleday (0.94), Riverhead Books (0.93), Penguin Press (0.93), Scribner (0.93), Pantheon Books (0.93), and Vintage/Anchor Books (0.93). Every one of them carries the subcategory Book Publishers. The spread across all ten is just 0.02 — the narrowest possible band.

What's absent from the top 10 is equally telling: no magazines, no news publishers, no celebrities, no lifestyle brands — categories that do appear further out in the wider graph. Within this innermost ring, the audience shape is defined entirely by the publishing industry itself.

The flat, same-kind cluster indicates an audience whose composition is essentially indistinguishable from the readership of mainstream trade publishing at large — a broad literary consumer rather than a niche 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": "atriabooks", "title": "Atria Books", "category": "Brands", "subcategory": "Book Publishers", "resolved": "atriabooks", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "randomhouse", "title": "Random House", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9426, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "harpercollins", "title": "HarperCollins", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9424, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "vikingbooks", "title": "Viking", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9374, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "doubledaybooks", "title": "Doubleday", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.935, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "riverheadbooks", "title": "Riverhead Books", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9334, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "penguinpress", "title": "Penguin Press", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.932, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "scribnerbooks", "title": "Scribner", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9314, "drivers": [ "A02", "G01", "I01", "J02", "G03" ] }, { "handle": "pantheonbooks", "title": "Pantheon Books", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9281, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "vintageanchor", "title": "Vintage/Anchor Books", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9269, "drivers": [ "A02", "G01", "I01", "J02", "G03" ] }, { "handle": "aaknopf", "title": "Alfred A. Knopf", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9231, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] } ] }
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