Default classification report: precision recall f1-score support F 0.7434 0.7360 0.7397 500 T 0.7386 0.7460 0.7423 500 accuracy 0.7410 1000 macro avg 0.7410 0.7410 0.7410 1000 weighted avg 0.7410 0.7410 0.7410 1000 ADJ Accuracy = 0.8 Weighted Recall = 0.8 Weighted Precision = 0.8355555555555555 Weighted F1 = 0.8036199095022625 Macro Recall = 0.8229665071770335 Macro Precision = 0.8 Macro F1 = 0.7963800904977375 ADV Accuracy = 0.5 Weighted Recall = 0.5 Weighted Precision = 0.5666666666666667 Weighted F1 = 0.5 Macro Recall = 0.5333333333333333 Macro Precision = 0.5333333333333333 Macro F1 = 0.5 NOUN Accuracy = 0.7405498281786942 Weighted Recall = 0.7405498281786942 Weighted Precision = 0.742101056792141 Weighted F1 = 0.7405352748319636 Macro Recall = 0.7413120567375886 Macro Precision = 0.7413662642910346 Macro F1 = 0.7405490622130768 VERB Accuracy = 0.7473118279569892 Weighted Recall = 0.7473118279569892 Weighted Precision = 0.7477007490228008 Weighted F1 = 0.7473118279569892 Macro Recall = 0.7475062884898951 Macro Precision = 0.7475062884898951 Macro F1 = 0.7473118279569891