Default classification report: precision recall f1-score support F 0.6935 0.8100 0.7472 500 T 0.7716 0.6420 0.7009 500 accuracy 0.7260 1000 macro avg 0.7326 0.7260 0.7241 1000 weighted avg 0.7326 0.7260 0.7241 1000 ADJ Accuracy = 0.6358695652173914 Weighted Recall = 0.6358695652173914 Weighted Precision = 0.6561970294092719 Weighted F1 = 0.633984664868737 Macro Recall = 0.6457712036263867 Macro Precision = 0.6488791423001949 Macro F1 = 0.6353417931197681 ADV Accuracy = 0.8666666666666667 Weighted Recall = 0.8666666666666667 Weighted Precision = 0.8658385093167702 Weighted F1 = 0.8613636363636362 Macro Recall = 0.8095238095238095 Macro Precision = 0.8633540372670807 Macro F1 = 0.8295454545454545 NOUN Accuracy = 0.7276264591439688 Weighted Recall = 0.7276264591439688 Weighted Precision = 0.730405416432619 Weighted F1 = 0.727143380919979 Macro Recall = 0.7283479472385019 Macro Precision = 0.7299778845420575 Macro F1 = 0.7272920203735144 VERB Accuracy = 0.7683823529411765 Weighted Recall = 0.7683823529411765 Weighted Precision = 0.7795981839462357 Weighted F1 = 0.7597626881209115 Macro Recall = 0.74543700027571 Macro Precision = 0.7856867779204108 Macro F1 = 0.7504041948874809