Default classification report: precision recall f1-score support F 0.8220 0.8220 0.8220 500 T 0.8220 0.8220 0.8220 500 accuracy 0.8220 1000 macro avg 0.8220 0.8220 0.8220 1000 weighted avg 0.8220 0.8220 0.8220 1000 ADJ Accuracy = 0.7717391304347826 Weighted Recall = 0.7717391304347826 Weighted Precision = 0.781458497555346 Weighted F1 = 0.7721168670983658 Macro Recall = 0.777048789216271 Macro Precision = 0.775210332977841 Macro F1 = 0.7716312056737589 ADV Accuracy = 0.9666666666666667 Weighted Recall = 0.9666666666666667 Weighted Precision = 0.9700000000000001 Weighted F1 = 0.9671373555840822 Macro Recall = 0.9761904761904762 Macro Precision = 0.95 Macro F1 = 0.9614890885750963 NOUN Accuracy = 0.8093385214007782 Weighted Recall = 0.8093385214007782 Weighted Precision = 0.8103589227297893 Weighted F1 = 0.8090607958572607 Macro Recall = 0.8088077173534445 Macro Precision = 0.810614023062042 Macro F1 = 0.8089219330855018 VERB Accuracy = 0.8639705882352942 Weighted Recall = 0.8639705882352942 Weighted Precision = 0.8638478766838301 Weighted F1 = 0.8638973764298372 Macro Recall = 0.8607389026743866 Macro Precision = 0.8615163572060124 Macro F1 = 0.861115327822475