We downloaded the dataset from the Perovskite Database , which stored 42459 records as of 31 March 2022. The database contains 410 columns of information, and we excluded columns irrelevant to PCE, such as literature information. Due to the exclusion, 248 columns related to the material and experimental process conditions were used for the explanatory variables. All used columns are shown in Table .