Operational Situations: Drilling was performed under overbalanced drilling (OBD) conditions, in which the hydrostatic tension of the drilling mud column deliberately exceeds the formation pore tension. To be certain machine learning algorithms are both equally powerful and generalizable, K-fold cross-validation was utilized. This strategy me