Default classification report: precision recall f1-score support F 0.6442 0.8620 0.7374 500 T 0.7915 0.5240 0.6306 500 accuracy 0.6930 1000 macro avg 0.7179 0.6930 0.6840 1000 weighted avg 0.7179 0.6930 0.6840 1000 ADJ Accuracy = 0.7346938775510204 Weighted Recall = 0.7346938775510204 Weighted Precision = 0.7341933813694611 Weighted F1 = 0.7341355734212877 Macro Recall = 0.7312368972746331 Macro Precision = 0.7331923890063425 Macro F1 = 0.7319023569023568 ADV Accuracy = 0.4 Weighted Recall = 0.4 Weighted Precision = 0.85 Weighted F1 = 0.4 Macro Recall = 0.625 Macro Precision = 0.625 Macro F1 = 0.4 NOUN Accuracy = 0.6821862348178138 Weighted Recall = 0.6821862348178138 Weighted Precision = 0.7066184089867289 Weighted F1 = 0.6736558355717631 Macro Recall = 0.6841803278688525 Macro Precision = 0.7057353183541175 Macro F1 = 0.6742724909389476 VERB Accuracy = 0.7035175879396985 Weighted Recall = 0.7035175879396985 Weighted Precision = 0.7394186074494639 Weighted F1 = 0.691015600152662 Macro Recall = 0.7015177917519004 Macro Precision = 0.7403391464112528 Macro F1 = 0.6903744725738397