Because the decision tree model was trained using normalized and encoded data, the x-input must be normalized and encoded in the same way. Notice the double square brackets on the x-input. The predict ...

Decision trees start with broad characteristics and progressively narrow the focus onto specific independent variables that relate to the target, for example, high cumulative production gas wells.