Default classification report: precision recall f1-score support F 0.7548 0.7020 0.7275 500 T 0.7215 0.7720 0.7459 500 accuracy 0.7370 1000 macro avg 0.7382 0.7370 0.7367 1000 weighted avg 0.7382 0.7370 0.7367 1000 ADJ Accuracy = 0.6793478260869565 Weighted Recall = 0.6793478260869565 Weighted Precision = 0.6805665896287737 Weighted F1 = 0.6797768751139283 Macro Recall = 0.6778599546701658 Macro Precision = 0.6769102990033222 Macro F1 = 0.6772025809520978 ADV Accuracy = 0.8666666666666667 Weighted Recall = 0.8666666666666667 Weighted Precision = 0.888 Weighted F1 = 0.853416149068323 Macro Recall = 0.7777777777777778 Macro Precision = 0.9199999999999999 Macro F1 = 0.813664596273292 NOUN Accuracy = 0.7315175097276264 Weighted Recall = 0.7315175097276264 Weighted Precision = 0.7384490156895385 Weighted F1 = 0.7289650353482765 Macro Recall = 0.7300592128178335 Macro Precision = 0.7390517553384003 Macro F1 = 0.7285211267605634 VERB Accuracy = 0.7720588235294118 Weighted Recall = 0.7720588235294118 Weighted Precision = 0.7713291903587782 Weighted F1 = 0.7701456023067276 Macro Recall = 0.7612351805900193 Macro Precision = 0.7701739378386085 Macro F1 = 0.7640870684348945