Playground →
Scribner's top 10 nearest neighbors form one of the most homogeneous clusters in this dataset: eight of the ten are fellow Book Publishers, and the scores span only 0.95 to 0.97 — a narrow band with no single dominant pull.
The shape is flat. Alfred A. Knopf leads at 0.97, followed closely by Publishers Weekly at 0.96 — the one magazine in the set — and Little, Brown and Co at 0.96. Penguin Press (0.96), Hachette Book Group (0.95), Pantheon Books (0.95), Vintage/Anchor Books (0.95), Farrar, Straus & Giroux (0.95), and Penguin Random House (0.95) round out the publisher bloc. The sole non-publisher, non-magazine entry is Guardian Books at 0.95, a news publisher with a books vertical. No journalists, authors, or political media appear in the top 10 — categories that do show up further out in the wider neighbor set.
What this means structurally: Scribner's audience is shaped almost entirely by the literary publishing world itself, with no cross-kind signal strong enough to break into the top tier.
