Grid search of these hyperparameters was performed, utilizing cross-validation with five folds to ensure robust performance evaluation. Table shows the hyperparameters of each model. To assess and validate the RF prediction model, the squared correlation coefficient (R 2 ) and the mean absolute error (MAE) were calculated using the functions from Scikit-learn in Python: r2 score and mean absolute error, respectively .