Default classification report: precision recall f1-score support F 0.8229 0.8180 0.8205 500 T 0.8191 0.8240 0.8215 500 accuracy 0.8210 1000 macro avg 0.8210 0.8210 0.8210 1000 weighted avg 0.8210 0.8210 0.8210 1000 ADJ Accuracy = 0.7717391304347826 Weighted Recall = 0.7717391304347826 Weighted Precision = 0.7866528533419082 Weighted F1 = 0.7717391304347826 Macro Recall = 0.7791959918883454 Macro Precision = 0.7791959918883454 Macro F1 = 0.7717391304347826 ADV Accuracy = 0.9333333333333333 Weighted Recall = 0.9333333333333333 Weighted Precision = 0.9391304347826086 Weighted F1 = 0.930681818181818 Macro Recall = 0.8888888888888888 Macro Precision = 0.9565217391304348 Macro F1 = 0.9147727272727273 NOUN Accuracy = 0.8093385214007782 Weighted Recall = 0.8093385214007782 Weighted Precision = 0.8122439235818186 Weighted F1 = 0.8086977643026878 Macro Recall = 0.8085048384898459 Macro Precision = 0.8126909085327481 Macro F1 = 0.808500608272506 VERB Accuracy = 0.8639705882352942 Weighted Recall = 0.8639705882352942 Weighted Precision = 0.8639561464316365 Weighted F1 = 0.8633751204730145 Macro Recall = 0.8575958092087124 Macro Precision = 0.8639169472502806 Macro F1 = 0.8601425811920678