We are going to prove a result due to Iosevich, Mayeli, and Pakianathan which says that a subset of ,  prime, has an orthogonal basis of characters if and only if this subset tiles  by translation. The proof involves simple analytic, combinatorial, and number theoretic ideas that work together in somewhat unusual ways.