Tim Kaine's top 10 nearest neighbors are dominated by journalists and political news publishers, with only two fellow politicians in the mix — and the closest match overall is a journalist, not another elected official.

The shape is flat: all 10 neighbors fall within a narrow similarity band, from Jake Tapper at 0.97 down to David Axelrod at 0.95. No single neighbor pulls away from the pack. Tallying the subcategories across the top 10 reveals the composition clearly: four are Journalists (Jake Tapper at 0.97, Dana Bash at 0.95, Manu Raju at 0.95, Steve Kornacki at 0.95), two are News Publishers (The Hill at 0.96, Politico at 0.96), two are Government Officials (Douglas Emhoff at 0.96, Doug Emhoff at 0.96), one is a fellow Politician (Jon Ossoff at 0.96), and one is an Education organization (Smithsonian at 0.95). The dominant cluster, then, is political journalism and political news infrastructure — not politicians themselves.

The Smithsonian's presence at 0.95 is the one outlier by subcategory, but it sits comfortably within the same narrow band as the rest, suggesting this audience's shape is defined less by any single entity and more by a consistent orientation toward political news consumption and civic information.