Default classification report: precision recall f1-score support F 0.5778 0.9060 0.7056 500 T 0.7824 0.3380 0.4721 500 accuracy 0.6220 1000 macro avg 0.6801 0.6220 0.5888 1000 weighted avg 0.6801 0.6220 0.5888 1000 ADJ Accuracy = 0.5333333333333333 Weighted Recall = 0.5333333333333333 Weighted Precision = 0.7946666666666666 Weighted F1 = 0.487962962962963 Macro Recall = 0.631578947368421 Macro Precision = 0.72 Macro F1 = 0.513888888888889 ADV Accuracy = 0.4375 Weighted Recall = 0.4375 Weighted Precision = 0.775 Weighted F1 = 0.32792207792207795 Macro Recall = 0.55 Macro Precision = 0.7 Macro F1 = 0.37662337662337664 NOUN Accuracy = 0.6323024054982818 Weighted Recall = 0.6323024054982818 Weighted Precision = 0.66929951017804 Weighted F1 = 0.6048521703327158 Macro Recall = 0.624290780141844 Macro Precision = 0.6716118292205249 Macro F1 = 0.60142089093702 VERB Accuracy = 0.6209677419354839 Weighted Recall = 0.6209677419354839 Weighted Precision = 0.7037903225806452 Weighted F1 = 0.5819198695583084 Macro Recall = 0.6259432734842572 Macro Precision = 0.7016666666666667 Macro F1 = 0.5839223245520098