Default classification report: precision recall f1-score support F 0.6504 0.9080 0.7579 500 T 0.8477 0.5120 0.6384 500 accuracy 0.7100 1000 macro avg 0.7491 0.7100 0.6982 1000 weighted avg 0.7491 0.7100 0.6982 1000 ADJ Accuracy = 0.7361111111111112 Weighted Recall = 0.7361111111111112 Weighted Precision = 0.76440329218107 Weighted F1 = 0.7321540625338093 Macro Recall = 0.7438080495356036 Macro Precision = 0.7592592592592593 Macro F1 = 0.7335929892891917 ADV Accuracy = 0.6 Weighted Recall = 0.6 Weighted Precision = 0.575 Weighted F1 = 0.5619047619047619 Macro Recall = 0.5416666666666667 Macro Precision = 0.5625 Macro F1 = 0.5238095238095238 NOUN Accuracy = 0.7291666666666666 Weighted Recall = 0.7291666666666666 Weighted Precision = 0.764611623288735 Weighted F1 = 0.7194976076555023 Macro Recall = 0.728466891455628 Macro Precision = 0.7649770352126739 Macro F1 = 0.7192982456140351 VERB Accuracy = 0.674496644295302 Weighted Recall = 0.674496644295302 Weighted Precision = 0.729611190137506 Weighted F1 = 0.65371668164121 Macro Recall = 0.674496644295302 Macro Precision = 0.729611190137506 Macro F1 = 0.6537166816412099