The DecisionTree module has the key code for creating a binary or multi-class decision tree. Notice the name of the root scikit ... criterion='gini', splitter='best', max_depth=None, ...

Binary tree is one of the most important data structures in the programming world. The basic definition can be given as follows (as mentioned in one of the data structures book by Tenenbaum).