Default classification report: precision recall f1-score support F 0.8202 0.7940 0.8069 500 T 0.8004 0.8260 0.8130 500 accuracy 0.8100 1000 macro avg 0.8103 0.8100 0.8100 1000 weighted avg 0.8103 0.8100 0.8100 1000 ADJ Accuracy = 0.7989130434782609 Weighted Recall = 0.7989130434782609 Weighted Precision = 0.7998764470398878 Weighted F1 = 0.799182108122294 Macro Recall = 0.7985804604556841 Macro Precision = 0.7969862363550071 Macro F1 = 0.7975677202580953 ADV Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.8653846153846154 Weighted F1 = 0.8101472995090016 Macro Recall = 0.7222222222222222 Macro Precision = 0.9038461538461539 Macro F1 = 0.7545008183306054 NOUN Accuracy = 0.7840466926070039 Weighted Recall = 0.7840466926070039 Weighted Precision = 0.7850740775183058 Weighted F1 = 0.783698474648116 Macro Recall = 0.7834794723850196 Macro Precision = 0.7853158151444946 Macro F1 = 0.7835346073733453 VERB Accuracy = 0.8639705882352942 Weighted Recall = 0.8639705882352942 Weighted Precision = 0.8637219794646706 Weighted F1 = 0.8637391785061397 Macro Recall = 0.8596912048524952 Macro Precision = 0.8621474572507217 Macro F1 = 0.8608079886035158