Default classification report: precision recall f1-score support F 0.6114 0.9220 0.7352 500 T 0.8415 0.4140 0.5550 500 accuracy 0.6680 1000 macro avg 0.7264 0.6680 0.6451 1000 weighted avg 0.7264 0.6680 0.6451 1000 ADJ Accuracy = 0.6612903225806451 Weighted Recall = 0.6612903225806451 Weighted Precision = 0.7413960513539756 Weighted F1 = 0.6599682707562137 Macro Recall = 0.700657894736842 Macro Precision = 0.7040133779264214 Macro F1 = 0.6612021857923498 ADV Accuracy = 0.2 Weighted Recall = 0.2 Weighted Precision = 0.04 Weighted F1 = 0.06666666666666668 Macro Recall = 0.5 Macro Precision = 0.1 Macro F1 = 0.16666666666666669 NOUN Accuracy = 0.723826714801444 Weighted Recall = 0.723826714801444 Weighted Precision = 0.7591106933955857 Weighted F1 = 0.7120394346574467 Macro Recall = 0.7188575899843506 Macro Precision = 0.7614629586351951 Macro F1 = 0.7104677973049137 VERB Accuracy = 0.6098901098901099 Weighted Recall = 0.6098901098901099 Weighted Precision = 0.6805410050846157 Weighted F1 = 0.5581211411170925 Macro Recall = 0.5987669245647969 Macro Precision = 0.6841334234843363 Macro F1 = 0.5528565002249213