Default classification report: precision recall f1-score support F 0.8938 0.8920 0.8929 500 T 0.8922 0.8940 0.8931 500 accuracy 0.8930 1000 macro avg 0.8930 0.8930 0.8930 1000 weighted avg 0.8930 0.8930 0.8930 1000 ADJ Accuracy = 0.8888888888888888 Weighted Recall = 0.8888888888888888 Weighted Precision = 0.8911181047294343 Weighted F1 = 0.8884344909661366 Macro Recall = 0.8862229102167183 Macro Precision = 0.8926042486231314 Macro F1 = 0.8878286270691333 ADV Accuracy = 0.7666666666666667 Weighted Recall = 0.7666666666666667 Weighted Precision = 0.7710407239819003 Weighted F1 = 0.768 Macro Recall = 0.7638888888888888 Macro Precision = 0.7579185520361991 Macro F1 = 0.7599999999999999 NOUN Accuracy = 0.8977272727272727 Weighted Recall = 0.8977272727272727 Weighted Precision = 0.8979415917148259 Weighted F1 = 0.8977184677516136 Macro Recall = 0.8977688499892389 Macro Precision = 0.8979058718835671 Macro F1 = 0.8977214027434999 VERB Accuracy = 0.8993288590604027 Weighted Recall = 0.8993288590604027 Weighted Precision = 0.9019358933671848 Weighted F1 = 0.899165350778254 Macro Recall = 0.8993288590604027 Macro Precision = 0.901935893367185 Macro F1 = 0.899165350778254