Default classification report: precision recall f1-score support F 0.8996 0.8960 0.8978 500 T 0.8964 0.9000 0.8982 500 accuracy 0.8980 1000 macro avg 0.8980 0.8980 0.8980 1000 weighted avg 0.8980 0.8980 0.8980 1000 ADJ Accuracy = 0.9097222222222222 Weighted Recall = 0.9097222222222222 Weighted Precision = 0.9097316448062718 Weighted F1 = 0.909682885499879 Macro Recall = 0.9090557275541795 Macro Precision = 0.9097693351424694 Macro F1 = 0.9093681917211328 ADV Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7446428571428572 Weighted F1 = 0.7357466063348416 Macro Recall = 0.7361111111111112 Macro Precision = 0.7276785714285714 Macro F1 = 0.7285067873303168 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 = 0.912751677852349 Weighted Recall = 0.912751677852349 Weighted Precision = 0.9128260575753482 Weighted F1 = 0.9127477477477476 Macro Recall = 0.912751677852349 Macro Precision = 0.912826057575348 Macro F1 = 0.9127477477477477