Playground →
Viking's ten nearest neighbors are all book publishers — every single one, without exception, drawn from the same subcategory as Viking itself. The top 10 form a tight, homogeneous cluster spanning a narrow band from 0.94 to 0.97, with no standout and no outlier pulling in a different direction.
Doubleday leads at 0.97, followed closely by Riverhead Books at 0.97 and Penguin Press at 0.96. Alfred A. Knopf (0.96) and Farrar, Straus & Giroux (0.96) sit just behind them, with Vintage/Anchor Books (0.96), Random House (0.96), and Penguin Books (0.95) rounding out the upper tier. Scribner (0.94) and Little, Brown and Co (0.94) close the set. The scores compress into a 0.03-point range — a flat distribution with no dominant pull.
The absence of any non-publisher in the top 10 is itself the structural finding: Viking's audience shape is defined almost entirely by its own kind, with no visible bleed into literary media, food, or news channels that appear further out in the wider graph.
This is a same-kind cluster in its purest form — an audience whose composition mirrors the trade publishing world with unusual consistency across the top ten positions.
