Default classification report: precision recall f1-score support F 0.7412 0.7620 0.7515 500 T 0.7551 0.7340 0.7444 500 accuracy 0.7480 1000 macro avg 0.7482 0.7480 0.7480 1000 weighted avg 0.7482 0.7480 0.7480 1000 ADJ Accuracy = 0.7010869565217391 Weighted Recall = 0.7010869565217391 Weighted Precision = 0.7000680991144484 Weighted F1 = 0.7000555105470039 Macro Recall = 0.6955147321961112 Macro Precision = 0.6982341557813256 Macro F1 = 0.6963423050379571 ADV Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.8295454545454546 Weighted F1 = 0.8303693570451436 Macro Recall = 0.7857142857142857 Macro Precision = 0.8068181818181819 Macro F1 = 0.7948016415868673 NOUN Accuracy = 0.7412451361867705 Weighted Recall = 0.7412451361867705 Weighted Precision = 0.7415338422415846 Weighted F1 = 0.7412519920472018 Macro Recall = 0.7413944542880075 Macro Precision = 0.7413688673531194 Macro F1 = 0.7412441567781374 VERB Accuracy = 0.7830882352941176 Weighted Recall = 0.7830882352941176 Weighted Precision = 0.7827599789915967 Weighted F1 = 0.7810735749408122 Macro Recall = 0.7719602977667493 Macro Precision = 0.7822802197802198 Macro F1 = 0.7751845677542272