Default classification report: precision recall f1-score support F 0.7296 0.6960 0.7124 500 T 0.7094 0.7420 0.7253 500 accuracy 0.7190 1000 macro avg 0.7195 0.7190 0.7189 1000 weighted avg 0.7195 0.7190 0.7189 1000 ADJ Accuracy = 0.7 Weighted Recall = 0.7 Weighted Precision = 0.7241071428571428 Weighted F1 = 0.7051428571428572 Macro Recall = 0.7057416267942584 Macro Precision = 0.6919642857142857 Macro F1 = 0.6914285714285715 ADV Accuracy = 0.5 Weighted Recall = 0.5 Weighted Precision = 0.5666666666666667 Weighted F1 = 0.5 Macro Recall = 0.5333333333333333 Macro Precision = 0.5333333333333333 Macro F1 = 0.5 NOUN Accuracy = 0.7130584192439863 Weighted Recall = 0.7130584192439863 Weighted Precision = 0.7145478920529664 Weighted F1 = 0.7130423238207809 Macro Recall = 0.7137943262411347 Macro Precision = 0.7138423523013442 Macro F1 = 0.7130575721164492 VERB Accuracy = 0.739247311827957 Weighted Recall = 0.739247311827957 Weighted Precision = 0.7398387096774194 Weighted F1 = 0.7388942161134983 Macro Recall = 0.7387024026368288 Macro Precision = 0.74 Macro F1 = 0.7387016184510662