Default classification report: precision recall f1-score support F 0.8798 0.9080 0.8937 500 T 0.9050 0.8760 0.8902 500 accuracy 0.8920 1000 macro avg 0.8924 0.8920 0.8920 1000 weighted avg 0.8924 0.8920 0.8920 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 = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7944444444444445 Weighted F1 = 0.7333333333333333 Macro Recall = 0.7638888888888888 Macro Precision = 0.7638888888888888 Macro F1 = 0.7333333333333334 NOUN Accuracy = 0.8882575757575758 Weighted Recall = 0.8882575757575758 Weighted Precision = 0.8889153569860092 Weighted F1 = 0.8882002236169277 Macro Recall = 0.8881770571777028 Macro Precision = 0.8889751552795031 Macro F1 = 0.8881897959549916 VERB Accuracy = 0.9194630872483222 Weighted Recall = 0.9194630872483222 Weighted Precision = 0.9213610243880368 Weighted F1 = 0.9193722943722944 Macro Recall = 0.9194630872483222 Macro Precision = 0.9213610243880368 Macro F1 = 0.9193722943722944