In addition, a search scheme for variables related to the experimental conditions was constructed in anticipation of a photocatalyst search utilizing this two-stage machine learning model. This scheme allowed the preparation of diverse and promising sets of experimental condition variables for photocatalyst exploration in future work. It also confirmed the effectiveness of the approach presented in this study of using all data without thinning out.