Default classification report: precision recall f1-score support F 0.8774 0.9300 0.9029 500 T 0.9255 0.8700 0.8969 500 accuracy 0.9000 1000 macro avg 0.9014 0.9000 0.8999 1000 weighted avg 0.9014 0.9000 0.8999 1000 ADJ Accuracy = 0.8958333333333334 Weighted Recall = 0.8958333333333334 Weighted Precision = 0.8967618496366325 Weighted F1 = 0.8959087763346368 Macro Recall = 0.896671826625387 Macro Precision = 0.8955238278989002 Macro F1 = 0.8957075949978273 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 = 0.9090909090909091 Weighted Recall = 0.9090909090909091 Weighted Precision = 0.9102267656484524 Weighted F1 = 0.9090177974598931 Macro Recall = 0.9089891670851568 Macro Precision = 0.9103078982597055 Macro F1 = 0.9090073529411765 VERB Accuracy = 0.9026845637583892 Weighted Recall = 0.9026845637583892 Weighted Precision = 0.9068074262832179 Weighted F1 = 0.9024373722891429 Macro Recall = 0.9026845637583892 Macro Precision = 0.906807426283218 Macro F1 = 0.902437372289143