Default classification report: precision recall f1-score support F 0.7385 0.6720 0.7037 500 T 0.6991 0.7620 0.7292 500 accuracy 0.7170 1000 macro avg 0.7188 0.7170 0.7164 1000 weighted avg 0.7188 0.7170 0.7164 1000 ADJ Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.8316666666666667 Weighted F1 = 0.8315018315018317 Macro Recall = 0.8110047846889952 Macro Precision = 0.825 Macro F1 = 0.8168498168498168 ADV Accuracy = 0.5625 Weighted Recall = 0.5625 Weighted Precision = 0.5477272727272727 Weighted F1 = 0.553030303030303 Macro Recall = 0.5166666666666666 Macro Precision = 0.5181818181818182 Macro F1 = 0.5151515151515151 NOUN Accuracy = 0.7096219931271478 Weighted Recall = 0.7096219931271478 Weighted Precision = 0.7146441071143138 Weighted F1 = 0.708918973502665 Macro Recall = 0.711418439716312 Macro Precision = 0.7134851577326602 Macro F1 = 0.70924344409858 VERB Accuracy = 0.7258064516129032 Weighted Recall = 0.7258064516129032 Weighted Precision = 0.7258157890559566 Weighted F1 = 0.7257271384462642 Macro Recall = 0.7255616272009715 Macro Precision = 0.7258227921382465 Macro F1 = 0.7256081686963061