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this machine learning program is designed to classify multi-class categories of the text. it can be tested on any type of textual datasets. the size of the dataset this program was tested is about 3500 commit messages with 5 different labels. the classifier was evaluated by the claculated precision of 0.96, and recall of 0.94.