Default classification report: precision recall f1-score support F 0.8643 0.8920 0.8780 500 T 0.8884 0.8600 0.8740 500 accuracy 0.8760 1000 macro avg 0.8764 0.8760 0.8760 1000 weighted avg 0.8764 0.8760 0.8760 1000 ADJ Accuracy = 0.875 Weighted Recall = 0.875 Weighted Precision = 0.8750971250971252 Weighted F1 = 0.8748788524907928 Macro Recall = 0.8738390092879257 Macro Precision = 0.8752913752913754 Macro F1 = 0.8743942624539639 ADV Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.8412698412698413 Weighted F1 = 0.827838827838828 Macro Recall = 0.8055555555555556 Macro Precision = 0.8492063492063492 Macro F1 = 0.8168498168498168 NOUN Accuracy = 0.8674242424242424 Weighted Recall = 0.8674242424242424 Weighted Precision = 0.8681623467839614 Weighted F1 = 0.8673442938002072 Macro Recall = 0.8673362508070881 Macro Precision = 0.8682238554806047 Macro F1 = 0.8673309690295347 VERB Accuracy = 0.8959731543624161 Weighted Recall = 0.8959731543624161 Weighted Precision = 0.896133741888969 Weighted F1 = 0.8959626105073482 Macro Recall = 0.8959731543624161 Macro Precision = 0.896133741888969 Macro F1 = 0.8959626105073484