Default classification report: precision recall f1-score support F 0.6050 0.6740 0.6377 500 T 0.6321 0.5600 0.5938 500 accuracy 0.6170 1000 macro avg 0.6185 0.6170 0.6158 1000 weighted avg 0.6185 0.6170 0.6158 1000 ADJ Accuracy = 0.532258064516129 Weighted Recall = 0.532258064516129 Weighted Precision = 0.5745007680491552 Weighted F1 = 0.5362829625268115 Macro Recall = 0.5493421052631579 Macro Precision = 0.5476190476190476 Macro F1 = 0.53116036505867 ADV Accuracy = 0.6 Weighted Recall = 0.6 Weighted Precision = 0.8666666666666666 Weighted F1 = 0.6333333333333333 Macro Recall = 0.75 Macro Precision = 0.6666666666666666 Macro F1 = 0.5833333333333333 NOUN Accuracy = 0.6299638989169675 Weighted Recall = 0.6299638989169675 Weighted Precision = 0.6298372139778151 Weighted F1 = 0.6298492264125135 Macro Recall = 0.6294992175273866 Macro Precision = 0.6296598550630019 Macro F1 = 0.6295281434000424 VERB Accuracy = 0.6126373626373627 Weighted Recall = 0.6126373626373627 Weighted Precision = 0.6140917905623788 Weighted F1 = 0.6082284632153951 Macro Recall = 0.6092238878143134 Macro Precision = 0.6143562320032908 Macro F1 = 0.6066252270619524