Default classification report: precision recall f1-score support F 0.6826 0.7140 0.6979 500 T 0.7002 0.6680 0.6837 500 accuracy 0.6910 1000 macro avg 0.6914 0.6910 0.6908 1000 weighted avg 0.6914 0.6910 0.6908 1000 ADJ Accuracy = 0.7 Weighted Recall = 0.7 Weighted Precision = 0.7842592592592592 Weighted F1 = 0.7023359288097886 Macro Recall = 0.7440191387559809 Macro Precision = 0.7361111111111112 Macro F1 = 0.699666295884316 ADV Accuracy = 0.5625 Weighted Recall = 0.5625 Weighted Precision = 0.5477272727272727 Weighted F1 = 0.553030303030303 Macro Recall = 0.5166666666666666 Macro Precision = 0.5181818181818182 Macro F1 = 0.5151515151515151 NOUN Accuracy = 0.6924398625429553 Weighted Recall = 0.6924398625429553 Weighted Precision = 0.6924094112433187 Weighted F1 = 0.6924225922072162 Macro Recall = 0.6920921985815602 Macro Precision = 0.6921353495465885 Macro F1 = 0.6921117261639127 VERB Accuracy = 0.6935483870967742 Weighted Recall = 0.6935483870967742 Weighted Precision = 0.6954148891014836 Weighted F1 = 0.6931938105870946 Macro Recall = 0.6941625466215631 Macro Precision = 0.6950649199756005 Macro F1 = 0.6933267767782245