Notably, the dataset for establishing the info-driven machine learning model comprises two,820 observations. To ensure a robust prepare and Test, 90% of dataset have been allocated for your coaching and validation. This allocation was executed using k-fold cross-validation, specifically with five folds, to reinforce the model’s trustworthiness and mitigate waiting for link from Forum Profiles (6)