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The top 10 neighbors for Texas Roadhouse span five distinct subcategories — and only one of them is another restaurant.
The shape is flat: scores run from 0.90 (Wendy's) down to 0.87 (Long John Silver's) and Ridiculousness, a range of just 0.03 across ten neighbors. No single entity dominates. Within that band, the subcategory mix is the real story. Reality TV Stars account for four of the ten neighbors: Catelynn Baltierra (0.90), Chelsea DeBoer (0.90), Tyler Baltierra (0.89), and Leah D. Messer (0.89) — all drawn from the Teen Mom universe. Two neighbors are Actors: Jared Padalecki (0.88) and Jensen Ackles (0.88), both from the same long-running TV franchise. One neighbor is a Big Box Retailer (Walmart, 0.89), one is a TV Show (Ridiculousness, 0.87), and one is a QSR (Long John Silver's, 0.87). Wendy's (0.90) is the only other entity sharing Texas Roadhouse's own Restaurant subcategory in the top 10.
The dominant pattern is celebrity-driven rather than restaurant-driven: the audience shape Texas Roadhouse shares most closely belongs to Reality TV Stars and Actors, with a single fellow restaurant as the nearest peer.
