Default classification report: precision recall f1-score support F 0.5401 0.3640 0.4349 500 T 0.5204 0.6900 0.5933 500 accuracy 0.5270 1000 macro avg 0.5302 0.5270 0.5141 1000 weighted avg 0.5302 0.5270 0.5141 1000 ADJ Accuracy = 0.5483870967741935 Weighted Recall = 0.5483870967741935 Weighted Precision = 0.5483870967741935 Weighted F1 = 0.5483870967741935 Macro Recall = 0.5241228070175439 Macro Precision = 0.5241228070175439 Macro F1 = 0.5241228070175439 ADV Accuracy = 0.65 Weighted Recall = 0.65 Weighted Precision = 0.68 Weighted F1 = 0.663799283154122 Macro Recall = 0.5 Macro Precision = 0.5 Macro F1 = 0.49820788530465954 NOUN Accuracy = 0.5180505415162455 Weighted Recall = 0.5180505415162455 Weighted Precision = 0.5265571997041971 Weighted F1 = 0.5019713941034515 Macro Recall = 0.5226264997391759 Macro Precision = 0.5260006893554526 Macro F1 = 0.5040752077836301 VERB Accuracy = 0.5302197802197802 Weighted Recall = 0.5302197802197802 Weighted Precision = 0.5387002343395884 Weighted F1 = 0.5209841166337247 Macro Recall = 0.5348766924564797 Macro Precision = 0.5378075549585559 Macro F1 = 0.5229284668623679