Notably, the dataset for producing the information-driven device Mastering product comprises two,820 observations. To make sure a sturdy educate and Verify, 90% of dataset were allocated to the schooling and validation. This allocation was executed employing k-fold cross-validation, particularly with five folds, to improve the design’s reliability and mitigate waiting for link from Forum Profiles (11)