Notably, the dataset for developing the data-driven equipment Mastering product comprises two,820 observations. To ensure a sturdy educate and Test, 90% of dataset had been allotted to the instruction and validation. This allocation was implemented working with k-fold cross-validation, exclusively with five folds, to boost the product’s reliability and waiting for link from Forum Profiles (11)