Default classification report: precision recall f1-score support F 0.9012 0.8760 0.8884 500 T 0.8794 0.9040 0.8915 500 accuracy 0.8900 1000 macro avg 0.8903 0.8900 0.8900 1000 weighted avg 0.8903 0.8900 0.8900 1000 ADJ Accuracy = 0.8819444444444444 Weighted Recall = 0.8819444444444444 Weighted Precision = 0.882109500805153 Weighted F1 = 0.8819843917006387 Macro Recall = 0.8819659442724458 Macro Precision = 0.8814492753623189 Macro F1 = 0.8816648136510852 ADV Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.8325358851674641 Weighted F1 = 0.8319623971797885 Macro Recall = 0.8194444444444444 Macro Precision = 0.8301435406698565 Macro F1 = 0.8237367802585194 NOUN Accuracy = 0.8825757575757576 Weighted Recall = 0.8825757575757576 Weighted Precision = 0.8831421846127729 Weighted F1 = 0.882542053717427 Macro Recall = 0.8826458139034364 Macro Precision = 0.8830855419090713 Macro F1 = 0.8825487944890931 VERB Accuracy = 0.912751677852349 Weighted Recall = 0.912751677852349 Weighted Precision = 0.9134220618091585 Weighted F1 = 0.9127162941600576 Macro Recall = 0.912751677852349 Macro Precision = 0.9134220618091586 Macro F1 = 0.9127162941600576