Default classification report: precision recall f1-score support F 0.9091 0.9200 0.9145 500 T 0.9190 0.9080 0.9135 500 accuracy 0.9140 1000 macro avg 0.9141 0.9140 0.9140 1000 weighted avg 0.9141 0.9140 0.9140 1000 ADJ Accuracy = 0.9097222222222222 Weighted Recall = 0.9097222222222222 Weighted Precision = 0.9102293627610085 Weighted F1 = 0.9095777077101356 Macro Recall = 0.90828173374613 Macro Precision = 0.9109055501460566 Macro F1 = 0.9091923356779044 ADV Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7642857142857142 Weighted F1 = 0.7357142857142857 Macro Recall = 0.75 Macro Precision = 0.7410714285714286 Macro F1 = 0.7321428571428572 NOUN Accuracy = 0.9204545454545454 Weighted Recall = 0.9204545454545454 Weighted Precision = 0.9204545454545454 Weighted F1 = 0.9204545454545454 Macro Recall = 0.9204534041179424 Macro Precision = 0.9204534041179424 Macro F1 = 0.9204534041179424 VERB Accuracy = 0.9228187919463087 Weighted Recall = 0.9228187919463087 Weighted Precision = 0.9260620915032679 Weighted F1 = 0.9226716308456028 Macro Recall = 0.9228187919463087 Macro Precision = 0.926062091503268 Macro F1 = 0.9226716308456028