Default classification report: precision recall f1-score support F 0.7280 0.5780 0.6444 500 T 0.6501 0.7840 0.7108 500 accuracy 0.6810 1000 macro avg 0.6890 0.6810 0.6776 1000 weighted avg 0.6890 0.6810 0.6776 1000 ADJ Accuracy = 0.6326530612244898 Weighted Recall = 0.6326530612244898 Weighted Precision = 0.7121833939055074 Weighted F1 = 0.6103025303993828 Macro Recall = 0.6536687631027254 Macro Precision = 0.7008219178082191 Macro F1 = 0.6166883963494133 ADV Accuracy = 0.8 Weighted Recall = 0.8 Weighted Precision = 0.64 Weighted F1 = 0.7111111111111111 Macro Recall = 0.5 Macro Precision = 0.4 Macro F1 = 0.4444444444444445 NOUN Accuracy = 0.7165991902834008 Weighted Recall = 0.7165991902834008 Weighted Precision = 0.7177505730137309 Weighted F1 = 0.7159936329976816 Macro Recall = 0.7160655737704917 Macro Precision = 0.7179232804232805 Macro F1 = 0.7158119658119658 VERB Accuracy = 0.6457286432160804 Weighted Recall = 0.6457286432160804 Weighted Precision = 0.6578071438272444 Weighted F1 = 0.6398310469290357 Macro Recall = 0.6470313407581383 Macro Precision = 0.6573513513513514 Macro F1 = 0.6402761485356052