Default classification report: precision recall f1-score support F 0.9174 0.8880 0.9024 500 T 0.8915 0.9200 0.9055 500 accuracy 0.9040 1000 macro avg 0.9044 0.9040 0.9040 1000 weighted avg 0.9044 0.9040 0.9040 1000 ADJ Accuracy = 0.8680555555555556 Weighted Recall = 0.8680555555555556 Weighted Precision = 0.8693415637860082 Weighted F1 = 0.8676385579920368 Macro Recall = 0.8657120743034056 Macro Precision = 0.8703703703703703 Macro F1 = 0.8669713618904069 ADV Accuracy = 0.8 Weighted Recall = 0.8 Weighted Precision = 0.8107142857142856 Weighted F1 = 0.8018099547511313 Macro Recall = 0.8055555555555556 Macro Precision = 0.7946428571428572 Macro F1 = 0.7963800904977376 NOUN Accuracy = 0.9071969696969697 Weighted Recall = 0.9071969696969697 Weighted Precision = 0.9076826398172905 Weighted F1 = 0.9071759942510835 Macro Recall = 0.9072602051797116 Macro Precision = 0.9076286764705883 Macro F1 = 0.9071806554612805 VERB Accuracy = 0.9261744966442953 Weighted Recall = 0.9261744966442953 Weighted Precision = 0.9261744966442953 Weighted F1 = 0.9261744966442953 Macro Recall = 0.9261744966442953 Macro Precision = 0.9261744966442953 Macro F1 = 0.9261744966442953