Default classification report: precision recall f1-score support F 0.8750 0.6720 0.7602 500 T 0.7338 0.9040 0.8100 500 accuracy 0.7880 1000 macro avg 0.8044 0.7880 0.7851 1000 weighted avg 0.8044 0.7880 0.7851 1000 ADJ Accuracy = 0.7755102040816326 Weighted Recall = 0.7755102040816326 Weighted Precision = 0.8044417245385769 Weighted F1 = 0.7735393488499079 Macro Recall = 0.7857442348008385 Macro Precision = 0.7961755758365928 Macro F1 = 0.774665551839465 ADV Accuracy = 0.8 Weighted Recall = 0.8 Weighted Precision = 0.64 Weighted F1 = 0.7111111111111111 Macro Recall = 0.5 Macro Precision = 0.4 Macro F1 = 0.4444444444444445 NOUN Accuracy = 0.791497975708502 Weighted Recall = 0.791497975708502 Weighted Precision = 0.8020009793987886 Weighted F1 = 0.7893449060168418 Macro Recall = 0.7903114754098362 Macro Precision = 0.802671383889658 Macro F1 = 0.7890700460562043 VERB Accuracy = 0.7864321608040201 Weighted Recall = 0.7864321608040201 Weighted Precision = 0.8087896237946488 Weighted F1 = 0.7828768722621846 Macro Recall = 0.7877490718993863 Macro Precision = 0.8079459459459459 Macro F1 = 0.7831451959257194