Default classification report: precision recall f1-score support F 0.8463 0.8920 0.8685 500 T 0.8858 0.8380 0.8613 500 accuracy 0.8650 1000 macro avg 0.8661 0.8650 0.8649 1000 weighted avg 0.8661 0.8650 0.8649 1000 ADJ Accuracy = 0.8263888888888888 Weighted Recall = 0.8263888888888888 Weighted Precision = 0.8304186795491143 Weighted F1 = 0.826447498861292 Macro Recall = 0.8285603715170279 Macro Precision = 0.8281159420289854 Macro F1 = 0.8263805160356884 ADV Accuracy = 0.7666666666666667 Weighted Recall = 0.7666666666666667 Weighted Precision = 0.7645933014354066 Weighted F1 = 0.7647473560517039 Macro Recall = 0.75 Macro Precision = 0.7583732057416268 Macro F1 = 0.7532314923619272 NOUN Accuracy = 0.8636363636363636 Weighted Recall = 0.8636363636363636 Weighted Precision = 0.8646348181909783 Weighted F1 = 0.8635266961898396 Macro Recall = 0.8635339694382668 Macro Precision = 0.8647061363734507 Macro F1 = 0.8635110294117647 VERB Accuracy = 0.8959731543624161 Weighted Recall = 0.8959731543624161 Weighted Precision = 0.8964195526695528 Weighted F1 = 0.8959438605976638 Macro Recall = 0.8959731543624161 Macro Precision = 0.8964195526695526 Macro F1 = 0.895943860597664