Default classification report: precision recall f1-score support F 0.9430 0.8600 0.8996 500 T 0.8713 0.9480 0.9080 500 accuracy 0.9040 1000 macro avg 0.9072 0.9040 0.9038 1000 weighted avg 0.9072 0.9040 0.9038 1000 ADJ Accuracy = 0.875 Weighted Recall = 0.875 Weighted Precision = 0.8847402597402598 Weighted F1 = 0.8735247836349331 Macro Recall = 0.8699690402476781 Macro Precision = 0.887987012987013 Macro F1 = 0.8725413060582219 ADV Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7944444444444445 Weighted F1 = 0.7333333333333333 Macro Recall = 0.7638888888888888 Macro Precision = 0.7638888888888888 Macro F1 = 0.7333333333333334 NOUN Accuracy = 0.9128787878787878 Weighted Recall = 0.9128787878787878 Weighted Precision = 0.9140602560766669 Weighted F1 = 0.9128262600161825 Macro Recall = 0.912977975464524 Macro Precision = 0.9139758654911041 Macro F1 = 0.9128337639965547 VERB Accuracy = 0.9194630872483222 Weighted Recall = 0.9194630872483222 Weighted Precision = 0.9222015686630095 Weighted F1 = 0.9193322806226032 Macro Recall = 0.919463087248322 Macro Precision = 0.9222015686630095 Macro F1 = 0.9193322806226032