Default classification report: precision recall f1-score support F 0.9076 0.8840 0.8956 500 T 0.8869 0.9100 0.8983 500 accuracy 0.8970 1000 macro avg 0.8973 0.8970 0.8970 1000 weighted avg 0.8973 0.8970 0.8970 1000 ADJ Accuracy = 0.875 Weighted Recall = 0.875 Weighted Precision = 0.878968253968254 Weighted F1 = 0.87421875 Macro Recall = 0.8715170278637772 Macro Precision = 0.8809523809523809 Macro F1 = 0.8734375000000001 ADV Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7944444444444445 Weighted F1 = 0.7333333333333333 Macro Recall = 0.7638888888888888 Macro Precision = 0.7638888888888888 Macro F1 = 0.7333333333333334 NOUN Accuracy = 0.9071969696969697 Weighted Recall = 0.9071969696969697 Weighted Precision = 0.9072041437098255 Weighted F1 = 0.90719730258323 Macro Recall = 0.9072028122533897 Macro Precision = 0.9071969696969697 Macro F1 = 0.9071966368107094 VERB Accuracy = 0.9060402684563759 Weighted Recall = 0.9060402684563759 Weighted Precision = 0.9061134387529846 Weighted F1 = 0.9060360360360362 Macro Recall = 0.9060402684563759 Macro Precision = 0.9061134387529847 Macro F1 = 0.9060360360360361