To enhance interpretability, the SHAP framework was utilized for a game-idea–based mostly system that assigns Each and every characteristic a measurable impact on predictions. Pre-trained ensemble products designed on The present dataset might be fine-tuned with smaller, location-specific datasets from other drilling environments. This met