Default classification report: precision recall f1-score support F 0.8568 0.7420 0.7953 500 T 0.7725 0.8760 0.8210 500 accuracy 0.8090 1000 macro avg 0.8146 0.8090 0.8081 1000 weighted avg 0.8146 0.8090 0.8081 1000 ADJ Accuracy = 0.7551020408163265 Weighted Recall = 0.7551020408163265 Weighted Precision = 0.7700306338180093 Weighted F1 = 0.7545918367346938 Macro Recall = 0.7618448637316562 Macro Precision = 0.7640591966173362 Macro F1 = 0.7549999999999999 ADV Accuracy = 0.7 Weighted Recall = 0.7 Weighted Precision = 0.6222222222222222 Weighted F1 = 0.6588235294117648 Macro Recall = 0.4375 Macro Precision = 0.3888888888888889 Macro F1 = 0.411764705882353 NOUN Accuracy = 0.8097165991902834 Weighted Recall = 0.8097165991902834 Weighted Precision = 0.8147159734558581 Weighted F1 = 0.8087627976824654 Macro Recall = 0.8089016393442623 Macro Precision = 0.8151846647932557 Macro F1 = 0.8085839598997493 VERB Accuracy = 0.8241206030150754 Weighted Recall = 0.8241206030150754 Weighted Precision = 0.8291091164080236 Weighted F1 = 0.8235862993863523 Macro Recall = 0.8247089425966614 Macro Precision = 0.8286934069586114 Macro F1 = 0.8236753499911394