Section 1 describes the automated process for determining whether the output of DFT O2 binding calculations successfully bound O2 to an active site. Section 2 describes each ML model feature. Section 3 describes the performance of a different approach to training ML regression models on the data. The machine learning model data as well as the xyz files for the catalysts in all reaction intermediate states are provided at .