Default classification report: precision recall f1-score support F 0.8337 0.7520 0.7907 500 T 0.7741 0.8500 0.8103 500 accuracy 0.8010 1000 macro avg 0.8039 0.8010 0.8005 1000 weighted avg 0.8039 0.8010 0.8005 1000 ADJ Accuracy = 0.7448979591836735 Weighted Recall = 0.7448979591836735 Weighted Precision = 0.7757787325456499 Weighted F1 = 0.742094640053824 Macro Recall = 0.7557651991614256 Macro Precision = 0.7675438596491229 Macro F1 = 0.7435897435897436 ADV Accuracy = 0.8 Weighted Recall = 0.8 Weighted Precision = 0.8 Weighted F1 = 0.8 Macro Recall = 0.6875 Macro Precision = 0.6875 Macro F1 = 0.6875 NOUN Accuracy = 0.8036437246963563 Weighted Recall = 0.8036437246963563 Weighted Precision = 0.8076160740590006 Weighted F1 = 0.8028229150154391 Macro Recall = 0.8029016393442623 Macro Precision = 0.8080270067516879 Macro F1 = 0.8026530923228354 VERB Accuracy = 0.8115577889447236 Weighted Recall = 0.8115577889447236 Weighted Precision = 0.8118021152438288 Weighted F1 = 0.8115518407552622 Macro Recall = 0.8116650251281663 Macro Precision = 0.8117043847241867 Macro F1 = 0.8115565993068314