The two strongest pulls in Vanderpump Rules' similarity data sit almost side by side: Sur Restaurant at 0.86 and PUMP RULES at 0.85 — the show's own physical and spinoff counterparts — before the scores drop nearly 15 points to Below Deck at 0.70. That gap defines the two-peak structure: a tight inner cluster anchored in the show's immediate world, and a looser outer ring of genuinely mixed neighbors.
The outer ring is where the shape gets interesting. Reality TV Stars Tamra Judge (0.67) and Jacqueline Laurita (0.65) fit the expected Bravo-adjacent pattern, but two Comedians — Joe Rogan at 0.66 and Dane Cook at 0.65 — rank higher or equal to them. Conservative Review, a News Publisher, lands at 0.65 as well, sitting between the two comedians. Rounding out the ten are Michael Bublé (Musicians and Bands, 0.65) and Gina Carano (Actors, 0.64). Only two of the ten neighbors share Vanderpump Rules' own TV Shows subcategory, meaning the audience shape is defined less by reality TV peers than by a cross-kind mix of comedians, reality personalities, and right-leaning media figures.
The overall picture is an audience that clusters tightly around the show's own franchise but fans out into a surprisingly heterogeneous neighborhood beyond it.