Default classification report: precision recall f1-score support F 0.8941 0.8780 0.8860 500 T 0.8802 0.8960 0.8880 500 accuracy 0.8870 1000 macro avg 0.8871 0.8870 0.8870 1000 weighted avg 0.8871 0.8870 0.8870 1000 ADJ Accuracy = 0.9027777777777778 Weighted Recall = 0.9027777777777778 Weighted Precision = 0.9027777777777778 Weighted F1 = 0.9027777777777778 Macro Recall = 0.9024767801857585 Macro Precision = 0.9024767801857585 Macro F1 = 0.9024767801857585 ADV Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7333333333333333 Weighted F1 = 0.7333333333333333 Macro Recall = 0.7222222222222222 Macro Precision = 0.7222222222222222 Macro F1 = 0.7222222222222222 NOUN Accuracy = 0.8787878787878788 Weighted Recall = 0.8787878787878788 Weighted Precision = 0.8789940425628158 Weighted F1 = 0.8787774432611717 Macro Recall = 0.8788291843030347 Macro Precision = 0.8789596819336596 Macro F1 = 0.878780921770074 VERB Accuracy = 0.9093959731543624 Weighted Recall = 0.9093959731543624 Weighted Precision = 0.9095620043258831 Weighted F1 = 0.9093867897967228 Macro Recall = 0.9093959731543624 Macro Precision = 0.9095620043258832 Macro F1 = 0.9093867897967228