Default classification report: precision recall f1-score support F 0.6050 0.6800 0.6403 500 T 0.6347 0.5560 0.5928 500 accuracy 0.6180 1000 macro avg 0.6198 0.6180 0.6165 1000 weighted avg 0.6198 0.6180 0.6165 1000 ADJ Accuracy = 0.5967741935483871 Weighted Recall = 0.5967741935483871 Weighted Precision = 0.6541238012205753 Weighted F1 = 0.5981382152720068 Macro Recall = 0.625 Macro Precision = 0.6232432432432433 Macro F1 = 0.5966692688004164 ADV Accuracy = 0.5 Weighted Recall = 0.5 Weighted Precision = 0.75 Weighted F1 = 0.5416666666666667 Macro Recall = 0.59375 Macro Precision = 0.5625 Macro F1 = 0.4791666666666667 NOUN Accuracy = 0.6389891696750902 Weighted Recall = 0.6389891696750902 Weighted Precision = 0.6388564783902765 Weighted F1 = 0.638847835129295 Macro Recall = 0.6384846113719354 Macro Precision = 0.638701671891327 Macro F1 = 0.6385180545224393 VERB Accuracy = 0.5961538461538461 Weighted Recall = 0.5961538461538461 Weighted Precision = 0.5972027527222643 Weighted F1 = 0.5910548959663606 Macro Recall = 0.5925411025145068 Macro Precision = 0.5973825652768502 Macro F1 = 0.5893066844735084