Default classification report: precision recall f1-score support F 0.8982 0.8820 0.8900 500 T 0.8841 0.9000 0.8920 500 accuracy 0.8910 1000 macro avg 0.8911 0.8910 0.8910 1000 weighted avg 0.8911 0.8910 0.8910 1000 ADJ Accuracy = 0.875 Weighted Recall = 0.875 Weighted Precision = 0.8750971250971252 Weighted F1 = 0.8748788524907928 Macro Recall = 0.8738390092879257 Macro Precision = 0.8752913752913754 Macro F1 = 0.8743942624539639 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 = 0.9034090909090909 Weighted Recall = 0.9034090909090909 Weighted Precision = 0.9035607582715792 Weighted F1 = 0.903403893658131 Macro Recall = 0.9034435755793099 Macro Precision = 0.9035304247990815 Macro F1 = 0.9034059725585148 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