To improve interpretability, the SHAP framework was used for a activity-idea–centered process that assigns each feature a measurable effect on predictions. The minimize in annular return stream will trigger the movement velocity of drilling fluid inside the annulus to minimize, plus the friction concerning it along with the annulus will mi