Default classification report: precision recall f1-score support F 0.8012 0.7820 0.7915 500 T 0.7871 0.8060 0.7964 500 accuracy 0.7940 1000 macro avg 0.7942 0.7940 0.7940 1000 weighted avg 0.7942 0.7940 0.7940 1000 ADJ Accuracy = 0.7755102040816326 Weighted Recall = 0.7755102040816326 Weighted Precision = 0.776719198317625 Weighted F1 = 0.7757917548290219 Macro Recall = 0.7756813417190775 Macro Precision = 0.7743012098456403 Macro F1 = 0.7746655518394648 ADV Accuracy = 0.6 Weighted Recall = 0.6 Weighted Precision = 0.7166666666666667 Weighted F1 = 0.6380952380952382 Macro Recall = 0.5625 Macro Precision = 0.5416666666666667 Macro F1 = 0.5238095238095238 NOUN Accuracy = 0.7975708502024291 Weighted Recall = 0.7975708502024291 Weighted Precision = 0.7981559178688616 Weighted F1 = 0.7973914388629947 Macro Recall = 0.7972459016393443 Macro Precision = 0.7983021847854699 Macro F1 = 0.7973017331932772 VERB Accuracy = 0.7989949748743719 Weighted Recall = 0.7989949748743719 Weighted Precision = 0.7989949748743719 Weighted F1 = 0.7989949748743719 Macro Recall = 0.798974669798217 Macro Precision = 0.798974669798217 Macro F1 = 0.798974669798217