Default classification report: precision recall f1-score support F 0.8689 0.7160 0.7851 500 T 0.7585 0.8920 0.8199 500 accuracy 0.8040 1000 macro avg 0.8137 0.8040 0.8025 1000 weighted avg 0.8137 0.8040 0.8025 1000 ADJ Accuracy = 0.7653061224489796 Weighted Recall = 0.7653061224489796 Weighted Precision = 0.7779066171923315 Weighted F1 = 0.7650861656752672 Macro Recall = 0.7712788259958071 Macro Precision = 0.7723063973063973 Macro F1 = 0.765281682807456 ADV Accuracy = 0.8 Weighted Recall = 0.8 Weighted Precision = 0.64 Weighted F1 = 0.7111111111111111 Macro Recall = 0.5 Macro Precision = 0.4 Macro F1 = 0.4444444444444445 NOUN Accuracy = 0.8178137651821862 Weighted Recall = 0.8178137651821862 Weighted Precision = 0.8260395879697684 Weighted F1 = 0.8164280894544051 Macro Recall = 0.8168032786885246 Macro Precision = 0.8266565246788371 Macro F1 = 0.8162202380952381 VERB Accuracy = 0.7964824120603015 Weighted Recall = 0.7964824120603015 Weighted Precision = 0.807451369836466 Weighted F1 = 0.7949028107834089 Macro Recall = 0.7973962673939945 Macro Precision = 0.8068584531999166 Macro F1 = 0.7950735784890188