To enhance interpretability, the SHAP framework was utilized to be a video game-idea–primarily based technique that assigns Each and every characteristic a measurable impact on predictions. This proactive tactic can help prevent tension drops that could produce fluid loss incidents, represented via the pressure gradient (ΔP) from the wellbore: https://medium.com/@vertechs/the-importance-of-fluid-rheology-in-industrial-and-chemical-processes-f1aa29c1ef26