Default classification report: precision recall f1-score support F 0.6736 0.8380 0.7469 500 T 0.7857 0.5940 0.6765 500 accuracy 0.7160 1000 macro avg 0.7297 0.7160 0.7117 1000 weighted avg 0.7297 0.7160 0.7117 1000 ADJ Accuracy = 0.6902173913043478 Weighted Recall = 0.6902173913043478 Weighted Precision = 0.6950023629489602 Weighted F1 = 0.690960319248222 Macro Recall = 0.6920553501133246 Macro Precision = 0.6902173913043478 Macro F1 = 0.6894744633604737 ADV Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.861111111111111 Weighted F1 = 0.8388278388278388 Macro Recall = 0.8492063492063492 Macro Precision = 0.8055555555555556 Macro F1 = 0.8168498168498168 NOUN Accuracy = 0.7198443579766537 Weighted Recall = 0.7198443579766537 Weighted Precision = 0.7253925513180902 Weighted F1 = 0.7186313603165805 Macro Recall = 0.7209274150803386 Macro Precision = 0.72480853096636 Macro F1 = 0.7188867282450169 VERB Accuracy = 0.7132352941176471 Weighted Recall = 0.7132352941176471 Weighted Precision = 0.7830461259393625 Weighted F1 = 0.6765347500256647 Macro Recall = 0.6698097601323407 Macro Precision = 0.8014684287812042 Macro F1 = 0.6571650184215629