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HarperCollins

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Book Publishers
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HarperCollins' top 10 nearest neighbors are almost entirely fellow book publishers — nine of the ten share its subcategory, with Publishers Weekly (0.95) the sole Magazine in the set. The shape is flat: scores run from 0.96 down to 0.94 with no single dominant neighbor and no sharp drop-off, meaning the audience composition is consistent across the entire cluster.

Random House leads at 0.96, followed closely by Penguin Random House (0.96) and Simon & Schuster (0.95). Little, Brown and Co (0.95) and Alfred A. Knopf (0.95) sit just behind, with Atria Books (0.94), Scribner (0.94), Penguin Press (0.94), and Farrar, Straus & Giroux (0.94) rounding out the set. Publishers Weekly's presence at 0.95 — slotting between the publishers rather than trailing them — suggests the trade press draws an audience whose shape is nearly indistinguishable from the publishers themselves. No marketing channels, celebrities, or organizations appear in the top 10.

The flat, same-kind structure indicates HarperCollins' audience is defined tightly by the book publishing world, with little measurable bleed into adjacent media or personality-driven spaces at this range.

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": "harpercollins", "title": "HarperCollins", "category": "Brands", "subcategory": "Book Publishers", "resolved": "harpercollins", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "randomhouse", "title": "Random House", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9612, "drivers": [ "A02", "G01", "I01", "G03", "N03" ] }, { "handle": "penguinrandom", "title": "Penguin Random House", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9575, "drivers": [ "A02", "G01", "I01", "G03", "J04" ] }, { "handle": "simonschuster", "title": "Simon & Schuster", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9534, "drivers": [ "A02", "G01", "I01", "G03", "J04" ] }, { "handle": "littlebrown", "title": "Little, Brown and Co", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.95, "drivers": [ "A02", "G01", "I01", "G03", "N03" ] }, { "handle": "publisherswkly", "title": "Publishers Weekly", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9494, "drivers": [ "A02", "G01", "I01", "G03", "J04" ] }, { "handle": "aaknopf", "title": "Alfred A. Knopf", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9467, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "atriabooks", "title": "Atria Books", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9424, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "scribnerbooks", "title": "Scribner", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.942, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "penguinpress", "title": "Penguin Press", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.939, "drivers": [ "A02", "G01", "I01", "G03", "N03" ] }, { "handle": "fsgbooks", "title": "Farrar, Straus&Giroux", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9361, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] } ] }
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