We constructed new dataset containing the initial and relaxed structures to validate D-CGCNN and compare with the previous models. Motivated by our previous work on highthroughput screening of active, selective and stable two electron oxygen reduction reaction (2e-ORR) catalysts, we constructed binary alloy structures by the elemental substitution. We note that one substituted element should interact with oxygen strongly, while the other should not.