Notably, the dataset for building the data-pushed machine learning model comprises 2,820 observations. To ensure a strong practice and check, 90% of dataset ended up allocated to the schooling and validation. This allocation was applied applying k-fold cross-validation, specifically with five folds, to enhance the design’s trustworthiness and