Default classification report: precision recall f1-score support F 0.8511 0.7200 0.7801 500 T 0.7574 0.8740 0.8115 500 accuracy 0.7970 1000 macro avg 0.8042 0.7970 0.7958 1000 weighted avg 0.8042 0.7970 0.7958 1000 ADJ Accuracy = 0.7346938775510204 Weighted Recall = 0.7346938775510204 Weighted Precision = 0.7688370873382583 Weighted F1 = 0.7311342146921662 Macro Recall = 0.7463312368972745 Macro Precision = 0.7603012848914488 Macro F1 = 0.7329140461215934 ADV Accuracy = 0.8 Weighted Recall = 0.8 Weighted Precision = 0.64 Weighted F1 = 0.7111111111111111 Macro Recall = 0.5 Macro Precision = 0.4 Macro F1 = 0.4444444444444445 NOUN Accuracy = 0.8076923076923077 Weighted Recall = 0.8076923076923077 Weighted Precision = 0.8111648454026467 Weighted F1 = 0.8069870256602342 Macro Recall = 0.8069999999999999 Macro Precision = 0.8115506829260177 Macro F1 = 0.8068302963197735 VERB Accuracy = 0.7989949748743719 Weighted Recall = 0.7989949748743719 Weighted Precision = 0.8072385648560104 Weighted F1 = 0.7978523501915108 Macro Recall = 0.799782811829179 Macro Precision = 0.8067233404821581 Macro F1 = 0.7979951782768684