Default classification report: precision recall f1-score support F 0.7303 0.7960 0.7617 500 T 0.7758 0.7060 0.7393 500 accuracy 0.7510 1000 macro avg 0.7530 0.7510 0.7505 1000 weighted avg 0.7530 0.7510 0.7505 1000 ADJ Accuracy = 0.7282608695652174 Weighted Recall = 0.7282608695652174 Weighted Precision = 0.7322989072638443 Weighted F1 = 0.7289048774581781 Macro Recall = 0.7299296194679709 Macro Precision = 0.727756114852889 Macro F1 = 0.7274558596990165 ADV Accuracy = 0.8 Weighted Recall = 0.8 Weighted Precision = 0.8 Weighted F1 = 0.7801242236024845 Macro Recall = 0.6984126984126984 Macro Precision = 0.8 Macro F1 = 0.7204968944099379 NOUN Accuracy = 0.7354085603112841 Weighted Recall = 0.7354085603112841 Weighted Precision = 0.7371614935914144 Weighted F1 = 0.7351680700081419 Macro Recall = 0.7359502067148245 Macro Precision = 0.7368109069353883 Macro F1 = 0.7352642661293987 VERB Accuracy = 0.7904411764705882 Weighted Recall = 0.7904411764705882 Weighted Precision = 0.7930731951871658 Weighted F1 = 0.7867584483263541 Macro Recall = 0.7752688172043011 Macro Precision = 0.7954545454545454 Macro F1 = 0.780094464065359