Notably, the dataset for acquiring the data-pushed device learning model comprises two,820 observations. To guarantee a strong coach and Test, 90% of dataset have been allotted for the schooling and validation. This allocation was carried out applying k-fold cross-validation, specifically with five folds, to enhance the model’s dependability and waiting for link from Forum Profiles (6)