Default classification report: precision recall f1-score support F 0.8841 0.9000 0.8920 500 T 0.8982 0.8820 0.8900 500 accuracy 0.8910 1000 macro avg 0.8911 0.8910 0.8910 1000 weighted avg 0.8911 0.8910 0.8910 1000 ADJ Accuracy = 0.8958333333333334 Weighted Recall = 0.8958333333333334 Weighted Precision = 0.8990881559022976 Weighted F1 = 0.8953000828823559 Macro Recall = 0.8928018575851393 Macro Precision = 0.9009480545131345 Macro F1 = 0.8946906537955244 ADV Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7446428571428572 Weighted F1 = 0.7357466063348416 Macro Recall = 0.7361111111111112 Macro Precision = 0.7276785714285714 Macro F1 = 0.7285067873303168 NOUN Accuracy = 0.8996212121212122 Weighted Recall = 0.8996212121212122 Weighted Precision = 0.8996255059056384 Weighted F1 = 0.8996201319082674 Macro Recall = 0.8996125977473277 Macro Precision = 0.8996297996900648 Macro F1 = 0.8996179714823782 VERB Accuracy = 0.889261744966443 Weighted Recall = 0.889261744966443 Weighted Precision = 0.8943957648776926 Weighted F1 = 0.8889001864090832 Macro Recall = 0.889261744966443 Macro Precision = 0.8943957648776926 Macro F1 = 0.8889001864090833