Default classification report: precision recall f1-score support F 0.8918 0.8900 0.8909 500 T 0.8902 0.8920 0.8911 500 accuracy 0.8910 1000 macro avg 0.8910 0.8910 0.8910 1000 weighted avg 0.8910 0.8910 0.8910 1000 ADJ Accuracy = 0.8611111111111112 Weighted Recall = 0.8611111111111112 Weighted Precision = 0.8616044616044616 Weighted F1 = 0.8611916264090177 Macro Recall = 0.8614551083591331 Macro Precision = 0.8606177606177606 Macro F1 = 0.8608695652173913 ADV Accuracy = 0.7666666666666667 Weighted Recall = 0.7666666666666667 Weighted Precision = 0.8126696832579187 Weighted F1 = 0.7679644048943269 Macro Recall = 0.7916666666666666 Macro Precision = 0.7850678733031675 Macro F1 = 0.7664071190211346 NOUN Accuracy = 0.8920454545454546 Weighted Recall = 0.8920454545454546 Weighted Precision = 0.892332073969671 Weighted F1 = 0.892031900152266 Macro Recall = 0.8920941243991678 Macro Precision = 0.89229112833764 Macro F1 = 0.8920357728360341 VERB Accuracy = 0.9161073825503355 Weighted Recall = 0.9161073825503355 Weighted Precision = 0.9176311030741412 Weighted F1 = 0.9160307924664405 Macro Recall = 0.9161073825503356 Macro Precision = 0.9176311030741411 Macro F1 = 0.9160307924664405