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 ...

Meanwhile, facial identification systems are both controversial when they work well (because of privacy considerations) and tend not to be as accurate ... algorithms are Naive Bayes, Decision Tree ...