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Algonquin Books

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Algonquin Books' top 10 nearest neighbors contain no other book publishers — the closest match is Little, Brown and Co at 0.95, a fellow book publisher, but the cluster is dominated by trade publishing imprints and book-industry media rather than any single standout.

The shape is flat: all 10 neighbors fall within a narrow band from 0.95 down to 0.92, with no single entity pulling away from the rest. Seven of the ten are book publishers — Little, Brown and Co (0.95), Scribner (0.95), Alfred A. Knopf (0.94), Graywolf Press (0.94), Vintage/Anchor Books (0.93), Penguin Press (0.93), and Simon & Schuster (0.92) — making this a strongly same-kind cluster. The remaining three are book-industry and literary media: Publishers Weekly (0.95), The Bookseller (0.93), and Guardian Books (0.93). No lifestyle sites, news publishers, or celebrity accounts appear in the top 10; the audience shape is tightly contained within the professional publishing ecosystem.

The compressed score range and near-uniform subcategory composition signal an audience that moves coherently across the trade publishing world, with little drift toward adjacent media categories in the closest neighbors.

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": "algonquinbooks", "title": "Algonquin Books", "category": "Brands", "subcategory": "Book Publishers", "resolved": "algonquinbooks", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "littlebrown", "title": "Little, Brown and Co", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9531, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "publisherswkly", "title": "Publishers Weekly", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.951, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "scribnerbooks", "title": "Scribner", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9462, "drivers": [ "A02", "G01", "I01", "J02", "G03" ] }, { "handle": "aaknopf", "title": "Alfred A. Knopf", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9439, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "graywolfpress", "title": "Graywolf Press", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9354, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "vintageanchor", "title": "Vintage/Anchor Books", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9327, "drivers": [ "A02", "G01", "I01", "J02", "G03" ] }, { "handle": "thebookseller", "title": "The Bookseller", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.928, "drivers": [ "A02", "G01", "G03", "J02", "I01" ] }, { "handle": "penguinpress", "title": "Penguin Press", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9273, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "guardianbooks", "title": "Guardian Books", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.925, "drivers": [ "A02", "G01", "G03", "I01", "J02" ] }, { "handle": "simonschuster", "title": "Simon & Schuster", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9232, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] } ] }
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