Notably, the dataset for creating the info-driven machine learning design comprises two,820 observations. To guarantee a sturdy train and check, 90% of dataset were allocated to the training and validation. This allocation was applied applying k-fold cross-validation, specifically with 5 folds, to enhance the model’s dependability and mitigat