Default classification report: precision recall f1-score support F 0.8571 0.8880 0.8723 500 T 0.8838 0.8520 0.8676 500 accuracy 0.8700 1000 macro avg 0.8705 0.8700 0.8700 1000 weighted avg 0.8705 0.8700 0.8700 1000 ADJ Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.8338481338481338 Weighted F1 = 0.8334299516908213 Macro Recall = 0.8335913312693499 Macro Precision = 0.8328185328185328 Macro F1 = 0.8330434782608697 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 = 0.8693181818181818 Weighted Recall = 0.8693181818181818 Weighted Precision = 0.8694413449742907 Weighted F1 = 0.8693017724557538 Macro Recall = 0.8692804361862401 Macro Precision = 0.8694659776055125 Macro F1 = 0.8692952087107826 VERB Accuracy = 0.8993288590604027 Weighted Recall = 0.8993288590604027 Weighted Precision = 0.9011356952174109 Weighted F1 = 0.8992153679653679 Macro Recall = 0.8993288590604027 Macro Precision = 0.901135695217411 Macro F1 = 0.8992153679653679