By integrating these factors in the operational framework, firms can superior safeguard their drilling pursuits from fluid loss and its affiliated impacts. K-fold cross-validation is particularly practical for preventing overfitting, since it allows us to carefully evaluate a model’s predictive efficiency on unique parts of the dataset. De