Default classification report: precision recall f1-score support F 0.6332 0.5800 0.6054 500 T 0.6125 0.6640 0.6372 500 accuracy 0.6220 1000 macro avg 0.6229 0.6220 0.6213 1000 weighted avg 0.6229 0.6220 0.6213 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 = 0.65 Weighted Recall = 0.65 Weighted Precision = 0.8727272727272727 Weighted F1 = 0.6826666666666666 Macro Recall = 0.78125 Macro Precision = 0.6818181818181819 Macro F1 = 0.6266666666666667 NOUN Accuracy = 0.6191335740072202 Weighted Recall = 0.6191335740072202 Weighted Precision = 0.6263953003664677 Weighted F1 = 0.6160735786288007 Macro Recall = 0.6214919144496609 Macro Precision = 0.6255035094100689 Macro F1 = 0.6168251564410441 VERB Accuracy = 0.6318681318681318 Weighted Recall = 0.6318681318681318 Weighted Precision = 0.6317504636923874 Weighted F1 = 0.631790220361649 Macro Recall = 0.6312862669245648 Macro Precision = 0.6313974591651543 Macro F1 = 0.6313227513227514