Default classification report: precision recall f1-score support F 0.7495 0.7300 0.7396 500 T 0.7368 0.7560 0.7463 500 accuracy 0.7430 1000 macro avg 0.7432 0.7430 0.7430 1000 weighted avg 0.7432 0.7430 0.7430 1000 ADJ Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.768888888888889 Weighted F1 = 0.7381598793363501 Macro Recall = 0.7511961722488039 Macro Precision = 0.7333333333333334 Macro F1 = 0.7285067873303168 ADV Accuracy = 0.4375 Weighted Recall = 0.4375 Weighted Precision = 0.5113636363636364 Weighted F1 = 0.42647058823529416 Macro Recall = 0.4833333333333333 Macro Precision = 0.4818181818181818 Macro F1 = 0.43529411764705883 NOUN Accuracy = 0.7422680412371134 Weighted Recall = 0.7422680412371134 Weighted Precision = 0.7436894055713972 Weighted F1 = 0.7422680412371133 Macro Recall = 0.7429787234042553 Macro Precision = 0.7429787234042553 Macro F1 = 0.7422680412371133 VERB Accuracy = 0.7580645161290323 Weighted Recall = 0.7580645161290323 Weighted Precision = 0.7580999984126346 Weighted F1 = 0.7579945339231744 Macro Recall = 0.7578280856969382 Macro Precision = 0.7581266101253366 Macro F1 = 0.7578895606143877