Default classification report: precision recall f1-score support F 0.6000 0.6120 0.6059 500 T 0.6041 0.5920 0.5980 500 accuracy 0.6020 1000 macro avg 0.6020 0.6020 0.6020 1000 weighted avg 0.6020 0.6020 0.6020 1000 ADJ Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7333333333333333 Weighted F1 = 0.7333333333333333 Macro Recall = 0.7129186602870814 Macro Precision = 0.7129186602870814 Macro F1 = 0.7129186602870814 ADV Accuracy = 0.4375 Weighted Recall = 0.4375 Weighted Precision = 0.4821428571428571 Weighted F1 = 0.44411764705882356 Macro Recall = 0.45 Macro Precision = 0.45238095238095233 Macro F1 = 0.43529411764705883 NOUN Accuracy = 0.5807560137457045 Weighted Recall = 0.5807560137457045 Weighted Precision = 0.5809495603310036 Weighted F1 = 0.5808253659506336 Macro Recall = 0.5805673758865249 Macro Precision = 0.5805140805140805 Macro F1 = 0.5805132810284527 VERB Accuracy = 0.6317204301075269 Weighted Recall = 0.6317204301075269 Weighted Precision = 0.6325339189830471 Weighted F1 = 0.6315740328630824 Macro Recall = 0.6321016566918206 Macro Precision = 0.6323120583806325 Macro F1 = 0.6316538859055068