The abbreviations of perovskite materials were converted into the correct chemical formula for the perovskite composition based on the manually prepared correspondence ). Once chemical formulae were obtained, perovskite materials were vectorized by a composition-based feature vector (CBFV) library . Three descriptors, Oliynyk , Magpie , and mat2vec 27 , were examined as feature vectors.