The top 10 neighbors for NPR's Code Switch span activists, journalists, authors, a website, and a news publisher — no single subcategory dominates, and the scores compress into a narrow band from 0.98 down to 0.96, the defining signature of a flat shape.

Samuel Sinyangwe (0.98, Activists) sits at the top, followed closely by Clint Smith (0.98, Authors) and The Appeal (0.98, Websites). Nikole Hannah-Jones (0.97) and Wesley Lowery (0.97) represent Journalists; Roxane Gay (0.97) a second Author; Brittany Cunningham (0.97) a second Activist. Reveal (0.97, News Publishers) and W. Kamau Bell (0.96, Comedians) round out the nine before Cori Bush (0.96, Politicians) closes the set. Tallying the subcategories: three Journalists, two Activists, two Authors, one Website, one News Publisher, one Comedian, one Politician — and no other Podcasts and Radio entry in the top 10. The mix is cross-kind throughout: Code Switch's own subcategory does not appear among its ten nearest neighbors.

What the shape reveals is an audience defined less by the medium — podcasting — than by a consistent orientation toward social justice journalism, activist voices, and politically engaged authors, with no single neighbor pulling far enough ahead to anchor the cluster.