Fluid loss into naturally fractured rock calls for another solution than loss into porous or vuggy formations. Therapy choices can also be constrained by wellbore temperature and software time. K-fold cross-validation is particularly helpful for preventing overfitting, as it enables us to carefully Assess a product’s predictive efficiency