Default classification report: precision recall f1-score support F 0.5680 0.6180 0.5920 500 T 0.5811 0.5300 0.5544 500 accuracy 0.5740 1000 macro avg 0.5746 0.5740 0.5732 1000 weighted avg 0.5746 0.5740 0.5732 1000 ADJ Accuracy = 0.5483870967741935 Weighted Recall = 0.5483870967741935 Weighted Precision = 0.5866766061263216 Weighted F1 = 0.5531061448747768 Macro Recall = 0.5625 Macro Precision = 0.5598739495798319 Macro F1 = 0.5464994775339603 ADV Accuracy = 0.6 Weighted Recall = 0.6 Weighted Precision = 0.8666666666666666 Weighted F1 = 0.6333333333333333 Macro Recall = 0.75 Macro Precision = 0.6666666666666666 Macro F1 = 0.5833333333333333 NOUN Accuracy = 0.5866425992779783 Weighted Recall = 0.5866425992779783 Weighted Precision = 0.5867659198208937 Weighted F1 = 0.5866870615222256 Macro Recall = 0.5865153886280647 Macro Precision = 0.5864781718874246 Macro F1 = 0.5864795710490719 VERB Accuracy = 0.5576923076923077 Weighted Recall = 0.5576923076923077 Weighted Precision = 0.5568006713497168 Weighted F1 = 0.5536720971189494 Macro Recall = 0.5545817214700193 Macro Precision = 0.5566161948650428 Macro F1 = 0.552008561709284