Twelve representations were compared based on the R 2 metric of the test dataset after hyperparameter optimization of RF model (Fig. and Table ). The combination of 1st split and zero complements yielded the highest metric (Table and Fig. ). Other metrics, RMSE and MAE, were also minimum by the data representation (Table ). We have confirmed that the data representation was the best when the different traintest divisions were used (Table ).