Notably, the dataset for developing the data-driven equipment Studying model comprises two,820 observations. To ensure a strong educate and Check out, 90% of dataset were allotted to the teaching and validation. This allocation was carried out employing k-fold cross-validation, specially with 5 folds, to improve the model’s dependability and Successfully Submitted (Awaiting Approval)