Notably, the dataset for developing the data-pushed machine Understanding product comprises 2,820 observations. To make certain a sturdy practice and Examine, ninety% of dataset were allocated with the instruction and validation. This allocation was executed utilizing k-fold cross-validation, exclusively with 5 folds, to reinforce the model’s reliability and mitigate waiting for link from Forum Profiles (11)