Default classification report: precision recall f1-score support F 0.8941 0.8780 0.8860 500 T 0.8802 0.8960 0.8880 500 accuracy 0.8870 1000 macro avg 0.8871 0.8870 0.8870 1000 weighted avg 0.8871 0.8870 0.8870 1000 ADJ Accuracy = 0.875 Weighted Recall = 0.875 Weighted Precision = 0.87578125 Weighted F1 = 0.8747086247086249 Macro Recall = 0.8730650154798762 Macro Precision = 0.8765625 Macro F1 = 0.8741258741258742 ADV Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7642857142857142 Weighted F1 = 0.7357142857142857 Macro Recall = 0.75 Macro Precision = 0.7410714285714286 Macro F1 = 0.7321428571428572 NOUN Accuracy = 0.8958333333333334 Weighted Recall = 0.8958333333333334 Weighted Precision = 0.8958405073461891 Weighted F1 = 0.8958337069811766 Macro Recall = 0.8958390128416673 Macro Precision = 0.8958333333333333 Macro F1 = 0.8958329596854901 VERB Accuracy = 0.8926174496644296 Weighted Recall = 0.8926174496644296 Weighted Precision = 0.8926174496644296 Weighted F1 = 0.8926174496644297 Macro Recall = 0.8926174496644296 Macro Precision = 0.8926174496644296 Macro F1 = 0.8926174496644297