Default classification report: precision recall f1-score support F 0.8533 0.7560 0.8017 500 T 0.7810 0.8700 0.8231 500 accuracy 0.8130 1000 macro avg 0.8171 0.8130 0.8124 1000 weighted avg 0.8171 0.8130 0.8124 1000 ADJ Accuracy = 0.7554347826086957 Weighted Recall = 0.7554347826086957 Weighted Precision = 0.7572586357197342 Weighted F1 = 0.7524385891869387 Macro Recall = 0.7460932840271979 Macro Precision = 0.7585213032581454 Macro F1 = 0.7482900136798907 ADV Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.8653846153846154 Weighted F1 = 0.8101472995090016 Macro Recall = 0.7222222222222222 Macro Precision = 0.9038461538461539 Macro F1 = 0.7545008183306054 NOUN Accuracy = 0.7937743190661478 Weighted Recall = 0.7937743190661478 Weighted Precision = 0.7998856018417498 Weighted F1 = 0.7923988516887349 Macro Recall = 0.7925734102645647 Macro Precision = 0.8005288947654974 Macro F1 = 0.7921092796092797 VERB Accuracy = 0.8860294117647058 Weighted Recall = 0.8860294117647058 Weighted Precision = 0.8861698184666779 Weighted F1 = 0.8860874839504073 Macro Recall = 0.8842845326716294 Macro Precision = 0.8835020911292097 Macro F1 = 0.8838807408937548