Default classification report: precision recall f1-score support F 0.6399 0.8460 0.7287 500 T 0.7729 0.5240 0.6246 500 accuracy 0.6850 1000 macro avg 0.7064 0.6850 0.6766 1000 weighted avg 0.7064 0.6850 0.6766 1000 ADJ Accuracy = 0.6630434782608695 Weighted Recall = 0.6630434782608695 Weighted Precision = 0.6861707219784603 Weighted F1 = 0.6609694087615283 Macro Recall = 0.6737444828820232 Macro Precision = 0.6781651376146789 Macro F1 = 0.662405303030303 ADV Accuracy = 0.6333333333333333 Weighted Recall = 0.6333333333333333 Weighted Precision = 0.775 Weighted F1 = 0.6444444444444445 Macro Recall = 0.7063492063492063 Macro Precision = 0.6805555555555556 Macro F1 = 0.6296296296296297 NOUN Accuracy = 0.708171206225681 Weighted Recall = 0.708171206225681 Weighted Precision = 0.7249897798136293 Weighted F1 = 0.7036022125396718 Macro Recall = 0.7101600714794118 Macro Precision = 0.7240004519555147 Macro F1 = 0.7041397412086141 VERB Accuracy = 0.6617647058823529 Weighted Recall = 0.6617647058823529 Weighted Precision = 0.6754068779576763 Weighted F1 = 0.6326871657754011 Macro Recall = 0.6246484698097602 Macro Precision = 0.6798758653616614 Macro F1 = 0.6136363636363636