Default classification report: precision recall f1-score support F 0.9043 0.8880 0.8961 500 T 0.8900 0.9060 0.8979 500 accuracy 0.8970 1000 macro avg 0.8971 0.8970 0.8970 1000 weighted avg 0.8971 0.8970 0.8970 1000 ADJ Accuracy = 0.9027777777777778 Weighted Recall = 0.9027777777777778 Weighted Precision = 0.9051709065477751 Weighted F1 = 0.9023801795953695 Macro Recall = 0.9001547987616099 Macro Precision = 0.9067663257277734 Macro F1 = 0.9018500486854917 ADV Accuracy = 0.7666666666666667 Weighted Recall = 0.7666666666666667 Weighted Precision = 0.7866666666666667 Weighted F1 = 0.7690235690235689 Macro Recall = 0.7777777777777778 Macro Precision = 0.7666666666666666 Macro F1 = 0.7643097643097643 NOUN Accuracy = 0.9053030303030303 Weighted Recall = 0.9053030303030303 Weighted Precision = 0.9053235767203223 Weighted F1 = 0.9053003127179503 Macro Recall = 0.9052873233373987 Macro Precision = 0.905333849928968 Macro F1 = 0.9052975951328703 VERB Accuracy = 0.8926174496644296 Weighted Recall = 0.8926174496644296 Weighted Precision = 0.8926882011082579 Weighted F1 = 0.8926126126126126 Macro Recall = 0.8926174496644296 Macro Precision = 0.8926882011082579 Macro F1 = 0.8926126126126126