This product was developed to identify normal, pre-stuck (abnormal), and stuck conditions that will occur during geothermal drilling operations. In the process of developing this Machine Learning, we have involved and analyzed 50 wells. Eventually, the data was filtered to focus on 8 wells experiencing a stuck pipe issue at reservoir depths (section 12-1/4″ and 9-7/8″), which experienced lost circulation, during activity of reaming, tripping, and on bottom (rotate mode).