Notably, the dataset for establishing the info-driven device Mastering product comprises 2,820 observations. To guarantee a robust teach and Test, ninety% of dataset were allocated for the schooling and validation. This allocation was carried out utilizing k-fold cross-validation, specially with five folds, to improve the model’s reliability