Default classification report: precision recall f1-score support F 0.8787 0.8840 0.8814 500 T 0.8833 0.8780 0.8806 500 accuracy 0.8810 1000 macro avg 0.8810 0.8810 0.8810 1000 weighted avg 0.8810 0.8810 0.8810 1000 ADJ Accuracy = 0.8888888888888888 Weighted Recall = 0.8888888888888888 Weighted Precision = 0.8888888888888888 Weighted F1 = 0.8888888888888888 Macro Recall = 0.8885448916408669 Macro Precision = 0.8885448916408669 Macro F1 = 0.8885448916408669 ADV Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7446428571428572 Weighted F1 = 0.7357466063348416 Macro Recall = 0.7361111111111112 Macro Precision = 0.7276785714285714 Macro F1 = 0.7285067873303168 NOUN Accuracy = 0.8863636363636364 Weighted Recall = 0.8863636363636364 Weighted Precision = 0.8867057778822485 Weighted F1 = 0.8863310155131717 Macro Recall = 0.8863046129564531 Macro Precision = 0.8867485455720749 Macro F1 = 0.8863228603005555 VERB Accuracy = 0.8825503355704698 Weighted Recall = 0.8825503355704698 Weighted Precision = 0.8827054794520548 Weighted F1 = 0.8825384312179739 Macro Recall = 0.8825503355704698 Macro Precision = 0.8827054794520548 Macro F1 = 0.882538431217974