Default classification report: precision recall f1-score support F 0.7665 0.6500 0.7035 500 T 0.6962 0.8020 0.7454 500 accuracy 0.7260 1000 macro avg 0.7313 0.7260 0.7244 1000 weighted avg 0.7313 0.7260 0.7244 1000 ADJ Accuracy = 0.717391304347826 Weighted Recall = 0.717391304347826 Weighted Precision = 0.7205783985835137 Weighted F1 = 0.7117669052451661 Macro Recall = 0.7049982106644399 Macro Precision = 0.7221719457013576 Macro F1 = 0.7061425061425062 ADV Accuracy = 0.7666666666666667 Weighted Recall = 0.7666666666666667 Weighted Precision = 0.7634615384615384 Weighted F1 = 0.7342062193126022 Macro Recall = 0.6428571428571428 Macro Precision = 0.7596153846153846 Macro F1 = 0.6563011456628478 NOUN Accuracy = 0.7042801556420234 Weighted Recall = 0.7042801556420234 Weighted Precision = 0.7142245562479025 Weighted F1 = 0.6999235686492495 Macro Recall = 0.7024518044008299 Macro Precision = 0.7149103769793425 Macro F1 = 0.6993226600985221 VERB Accuracy = 0.7683823529411765 Weighted Recall = 0.7683823529411765 Weighted Precision = 0.7675288865546219 Weighted F1 = 0.7676920113023376 Macro Recall = 0.7611524676040805 Macro Precision = 0.7642857142857142 Macro F1 = 0.7624454148471616