Then, we excluded rows that contained missing data in the columns of PCE and material compositions. Missing information in process columns was allowed. We also excluded rows with the following conditions: non-ASCII characters, the existence of commas in the string, and the wrong ratio of perovskite compositions due to a typo when depositing data.