Notably, the dataset for producing the information-pushed equipment Finding out model comprises 2,820 observations. To guarantee a sturdy prepare and Verify, ninety% of dataset were allotted to the coaching and validation. This allocation was implemented working with k-fold cross-validation, particularly with 5 folds, to boost the product’s dependability and Successfully Submitted (Awaiting Approval)