Default classification report: precision recall f1-score support F 0.7025 0.7980 0.7472 500 T 0.7662 0.6620 0.7103 500 accuracy 0.7300 1000 macro avg 0.7343 0.7300 0.7287 1000 weighted avg 0.7343 0.7300 0.7287 1000 ADJ Accuracy = 0.6666666666666666 Weighted Recall = 0.6666666666666666 Weighted Precision = 0.7022222222222222 Weighted F1 = 0.6726998491704373 Macro Recall = 0.6794258373205742 Macro Precision = 0.6666666666666667 Macro F1 = 0.6606334841628959 ADV Accuracy = 0.4375 Weighted Recall = 0.4375 Weighted Precision = 0.5113636363636364 Weighted F1 = 0.42647058823529416 Macro Recall = 0.4833333333333333 Macro Precision = 0.4818181818181818 Macro F1 = 0.43529411764705883 NOUN Accuracy = 0.7508591065292096 Weighted Recall = 0.7508591065292096 Weighted Precision = 0.7516175271390544 Weighted F1 = 0.7502539921270467 Macro Recall = 0.7495035460992907 Macro Precision = 0.7519425645432736 Macro F1 = 0.7497353226394783 VERB Accuracy = 0.7150537634408602 Weighted Recall = 0.7150537634408602 Weighted Precision = 0.7253327932984116 Weighted F1 = 0.7125312341480828 Macro Recall = 0.7166276346604216 Macro Precision = 0.7245212909412364 Macro F1 = 0.7129295282469423