Notably, the dataset for developing the data-driven equipment Studying design comprises 2,820 observations. To guarantee a robust educate and Examine, ninety% of dataset had been allocated for the schooling and validation. This allocation was carried out working with k-fold cross-validation, specially with 5 folds, to boost the product’s reli