Explain Decision Tree's Logic

This article is about how to automatic explain every logics behind every predictions from the decision tree model created by Python's Scikit-Learn. In my case, end users not only want to have prediction results. They also want to know logics behind the prediction to decide next actions. The ability of Machine Learning to predict is very useful. In some cases we also need to know the reason behind that prediction.