Default classification report: precision recall f1-score support F 0.9156 0.8680 0.8912 500 T 0.8745 0.9200 0.8967 500 accuracy 0.8940 1000 macro avg 0.8951 0.8940 0.8939 1000 weighted avg 0.8951 0.8940 0.8939 1000 ADJ Accuracy = 0.875 Weighted Recall = 0.875 Weighted Precision = 0.8815156375300722 Weighted F1 = 0.8738977072310407 Macro Recall = 0.8707430340557275 Macro Precision = 0.884121892542101 Macro F1 = 0.873015873015873 ADV Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7642857142857142 Weighted F1 = 0.7357142857142857 Macro Recall = 0.75 Macro Precision = 0.7410714285714286 Macro F1 = 0.7321428571428572 NOUN Accuracy = 0.9071969696969697 Weighted Recall = 0.9071969696969697 Weighted Precision = 0.9079195926446487 Weighted F1 = 0.9071640044974563 Macro Recall = 0.907274553411292 Macro Precision = 0.9078538996494052 Macro F1 = 0.9071699981700951 VERB Accuracy = 0.8959731543624161 Weighted Recall = 0.8959731543624161 Weighted Precision = 0.895990990990991 Weighted F1 = 0.8959719829285047 Macro Recall = 0.8959731543624161 Macro Precision = 0.895990990990991 Macro F1 = 0.8959719829285047