Default classification report: precision recall f1-score support F 0.6404 0.4560 0.5327 500 T 0.5776 0.7440 0.6503 500 accuracy 0.6000 1000 macro avg 0.6090 0.6000 0.5915 1000 weighted avg 0.6090 0.6000 0.5915 1000 ADJ Accuracy = 0.6086956521739131 Weighted Recall = 0.6086956521739131 Weighted Precision = 0.6051594431041072 Weighted F1 = 0.5995203064887401 Macro Recall = 0.5941786949779315 Macro Precision = 0.6035681490226945 Macro F1 = 0.5912624953720844 ADV Accuracy = 0.7666666666666667 Weighted Recall = 0.7666666666666667 Weighted Precision = 0.7634615384615384 Weighted F1 = 0.7342062193126022 Macro Recall = 0.6428571428571428 Macro Precision = 0.7596153846153846 Macro F1 = 0.6563011456628478 NOUN Accuracy = 0.5953307392996109 Weighted Recall = 0.5953307392996109 Weighted Precision = 0.6146210814550412 Weighted F1 = 0.5735579532509423 Macro Recall = 0.5918404434146562 Macro Precision = 0.6153100222463066 Macro F1 = 0.5720027542474659 VERB Accuracy = 0.5845588235294118 Weighted Recall = 0.5845588235294118 Weighted Precision = 0.5877953677111647 Weighted F1 = 0.5857933761401524 Macro Recall = 0.5799558864074994 Macro Precision = 0.5790104620749782 Macro F1 = 0.5790915191104172