Default classification report: precision recall f1-score support F 0.7404 0.8100 0.7736 500 T 0.7903 0.7160 0.7513 500 accuracy 0.7630 1000 macro avg 0.7653 0.7630 0.7625 1000 weighted avg 0.7653 0.7630 0.7625 1000 ADJ Accuracy = 0.7336956521739131 Weighted Recall = 0.7336956521739131 Weighted Precision = 0.7384806238185255 Weighted F1 = 0.7343343095291731 Macro Recall = 0.735953715853513 Macro Precision = 0.7336956521739131 Macro F1 = 0.7330569948186528 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 = 0.7587548638132295 Weighted Recall = 0.7587548638132295 Weighted Precision = 0.7588759860103862 Weighted F1 = 0.7587694747685593 Macro Recall = 0.7588175609165115 Macro Precision = 0.7587548638132295 Macro F1 = 0.7587402528578999 VERB Accuracy = 0.7830882352941176 Weighted Recall = 0.7830882352941176 Weighted Precision = 0.7960880276372423 Weighted F1 = 0.7750158507799012 Macro Recall = 0.7604356217259443 Macro Precision = 0.8031450577663671 Macro F1 = 0.7662515475930376