Default classification report: precision recall f1-score support F 0.8515 0.9060 0.8779 500 T 0.8996 0.8420 0.8698 500 accuracy 0.8740 1000 macro avg 0.8755 0.8740 0.8739 1000 weighted avg 0.8755 0.8740 0.8739 1000 ADJ Accuracy = 0.8541666666666666 Weighted Recall = 0.8541666666666666 Weighted Precision = 0.8637617656605 Weighted F1 = 0.8539344815940562 Macro Recall = 0.8579721362229102 Macro Precision = 0.8602726387536515 Macro F1 = 0.8541033434650457 ADV Accuracy = 0.7666666666666667 Weighted Recall = 0.7666666666666667 Weighted Precision = 0.7682539682539683 Weighted F1 = 0.7589743589743588 Macro Recall = 0.7361111111111112 Macro Precision = 0.7698412698412698 Macro F1 = 0.7435897435897436 NOUN Accuracy = 0.875 Weighted Recall = 0.875 Weighted Precision = 0.8757551023343448 Weighted F1 = 0.8749246198687668 Macro Recall = 0.8749121170815697 Macro Precision = 0.8758180275288736 Macro F1 = 0.8749120565135613 VERB Accuracy = 0.8926174496644296 Weighted Recall = 0.8926174496644296 Weighted Precision = 0.8932551319648093 Weighted F1 = 0.8925739005046864 Macro Recall = 0.8926174496644295 Macro Precision = 0.8932551319648094 Macro F1 = 0.8925739005046864