Default classification report: precision recall f1-score support F 0.8075 0.7720 0.7894 500 T 0.7816 0.8160 0.7984 500 accuracy 0.7940 1000 macro avg 0.7946 0.7940 0.7939 1000 weighted avg 0.7946 0.7940 0.7939 1000 ADJ Accuracy = 0.7336956521739131 Weighted Recall = 0.7336956521739131 Weighted Precision = 0.7401544351937506 Weighted F1 = 0.7343021962264054 Macro Recall = 0.7370273171895503 Macro Precision = 0.734869976359338 Macro F1 = 0.7333096695950543 ADV Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.8333333333333334 Weighted F1 = 0.8222222222222223 Macro Recall = 0.753968253968254 Macro Precision = 0.8333333333333334 Macro F1 = 0.7777777777777779 NOUN Accuracy = 0.7879377431906615 Weighted Recall = 0.7879377431906615 Weighted Precision = 0.793574108409718 Weighted F1 = 0.7865909746404117 Macro Recall = 0.7867657080550634 Macro Precision = 0.7941834451901566 Macro F1 = 0.7862997814403576 VERB Accuracy = 0.8419117647058824 Weighted Recall = 0.8419117647058824 Weighted Precision = 0.841672030765168 Weighted F1 = 0.8412197346037734 Macro Recall = 0.8350978770333609 Macro Precision = 0.8410213243546576 Macro F1 = 0.8374629997637543