Default classification report: precision recall f1-score support F 0.8849 0.8920 0.8884 500 T 0.8911 0.8840 0.8876 500 accuracy 0.8880 1000 macro avg 0.8880 0.8880 0.8880 1000 weighted avg 0.8880 0.8880 0.8880 1000 ADJ Accuracy = 0.8958333333333334 Weighted Recall = 0.8958333333333334 Weighted Precision = 0.8962836741317753 Weighted F1 = 0.8956665858193872 Macro Recall = 0.8943498452012384 Macro Precision = 0.8968841285296981 Macro F1 = 0.8952219257821974 ADV Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.8325358851674641 Weighted F1 = 0.8319623971797885 Macro Recall = 0.8194444444444444 Macro Precision = 0.8301435406698565 Macro F1 = 0.8237367802585194 NOUN Accuracy = 0.884469696969697 Weighted Recall = 0.884469696969697 Weighted Precision = 0.8844735559405106 Weighted F1 = 0.8844684537057419 Macro Recall = 0.8844608651983643 Macro Precision = 0.8844774149113241 Macro F1 = 0.8844659671778317 VERB Accuracy = 0.8959731543624161 Weighted Recall = 0.8959731543624161 Weighted Precision = 0.8964195526695528 Weighted F1 = 0.8959438605976638 Macro Recall = 0.8959731543624161 Macro Precision = 0.8964195526695526 Macro F1 = 0.895943860597664