Default classification report: precision recall f1-score support F 0.5879 0.6220 0.6045 500 T 0.5987 0.5640 0.5808 500 accuracy 0.5930 1000 macro avg 0.5933 0.5930 0.5927 1000 weighted avg 0.5933 0.5930 0.5927 1000 ADJ Accuracy = 0.5204081632653061 Weighted Recall = 0.5204081632653061 Weighted Precision = 0.53766183892912 Weighted F1 = 0.5127028654578497 Macro Recall = 0.5314465408805031 Macro Precision = 0.5336021505376345 Macro F1 = 0.5163288879554763 ADV Accuracy = 0.6 Weighted Recall = 0.6 Weighted Precision = 0.6 Weighted F1 = 0.6 Macro Recall = 0.375 Macro Precision = 0.375 Macro F1 = 0.375 NOUN Accuracy = 0.5910931174089069 Weighted Recall = 0.5910931174089069 Weighted Precision = 0.5914437820778474 Weighted F1 = 0.5910260889878608 Macro Recall = 0.5912786885245902 Macro Precision = 0.5913385826771653 Macro F1 = 0.5910663060404884 VERB Accuracy = 0.6130653266331658 Weighted Recall = 0.6130653266331658 Weighted Precision = 0.6161754602085038 Weighted F1 = 0.6095119355867114 Macro Recall = 0.6121170795767357 Macro Precision = 0.6163482454071336 Macro F1 = 0.6091171143593276