Default classification report: precision recall f1-score support F 0.7375 0.7640 0.7505 500 T 0.7552 0.7280 0.7413 500 accuracy 0.7460 1000 macro avg 0.7463 0.7460 0.7459 1000 weighted avg 0.7463 0.7460 0.7459 1000 ADJ Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7472096530920059 Weighted F1 = 0.7370370370370372 Macro Recall = 0.7320574162679425 Macro Precision = 0.7194570135746606 Macro F1 = 0.7222222222222223 ADV Accuracy = 0.4375 Weighted Recall = 0.4375 Weighted Precision = 0.5113636363636364 Weighted F1 = 0.42647058823529416 Macro Recall = 0.4833333333333333 Macro Precision = 0.4818181818181818 Macro F1 = 0.43529411764705883 NOUN Accuracy = 0.7491408934707904 Weighted Recall = 0.7491408934707904 Weighted Precision = 0.749099279228316 Weighted F1 = 0.7491112344331189 Macro Recall = 0.7487943262411347 Macro Precision = 0.7489120151371806 Macro F1 = 0.7488443030940755 VERB Accuracy = 0.7553763440860215 Weighted Recall = 0.7553763440860215 Weighted Precision = 0.7561659946236561 Weighted F1 = 0.7553286126409651 Macro Recall = 0.7557030098013704 Macro Precision = 0.7559027777777778 Macro F1 = 0.755360433604336