Default classification report: precision recall f1-score support F 0.6613 0.5780 0.6169 500 T 0.6252 0.7040 0.6623 500 accuracy 0.6410 1000 macro avg 0.6433 0.6410 0.6396 1000 weighted avg 0.6433 0.6410 0.6396 1000 ADJ Accuracy = 0.6612903225806451 Weighted Recall = 0.6612903225806451 Weighted Precision = 0.677891259648768 Weighted F1 = 0.6653407970647991 Macro Recall = 0.6622807017543859 Macro Precision = 0.654649947753396 Macro F1 = 0.6539994685091681 ADV Accuracy = 0.55 Weighted Recall = 0.55 Weighted Precision = 0.7656565656565656 Weighted F1 = 0.592 Macro Recall = 0.625 Macro Precision = 0.5808080808080808 Macro F1 = 0.52 NOUN Accuracy = 0.6389891696750902 Weighted Recall = 0.6389891696750902 Weighted Precision = 0.6472738929092112 Weighted F1 = 0.6359683170323295 Macro Recall = 0.6414058424621805 Macro Precision = 0.6462740125188862 Macro F1 = 0.6366974883598924 VERB Accuracy = 0.6456043956043956 Weighted Recall = 0.6456043956043956 Weighted Precision = 0.6479747262403385 Weighted F1 = 0.645376997710716 Macro Recall = 0.6467601547388782 Macro Precision = 0.6471381389570645 Macro F1 = 0.6455375138709605