Default classification report: precision recall f1-score support F 0.6097 0.6060 0.6078 500 T 0.6083 0.6120 0.6102 500 accuracy 0.6090 1000 macro avg 0.6090 0.6090 0.6090 1000 weighted avg 0.6090 0.6090 0.6090 1000 ADJ Accuracy = 0.5806451612903226 Weighted Recall = 0.5806451612903226 Weighted Precision = 0.6020161290322581 Weighted F1 = 0.5859703020993343 Macro Recall = 0.5811403508771931 Macro Precision = 0.5770833333333334 Macro F1 = 0.5735449735449736 ADV Accuracy = 0.5 Weighted Recall = 0.5 Weighted Precision = 0.8571428571428571 Weighted F1 = 0.5252525252525253 Macro Recall = 0.6875 Macro Precision = 0.6428571428571428 Macro F1 = 0.4949494949494949 NOUN Accuracy = 0.6191335740072202 Weighted Recall = 0.6191335740072202 Weighted Precision = 0.6207595224496072 Weighted F1 = 0.6188766302094771 Macro Recall = 0.6199400104329682 Macro Precision = 0.6202646685758373 Macro F1 = 0.6190330307820164 VERB Accuracy = 0.6043956043956044 Weighted Recall = 0.6043956043956044 Weighted Precision = 0.6041586804668201 Weighted F1 = 0.6042041443130372 Macro Recall = 0.6036025145067698 Macro Precision = 0.6038032945736435 Macro F1 = 0.6036297640653357