Default classification report: precision recall f1-score support F 0.8917 0.8560 0.8735 500 T 0.8615 0.8960 0.8784 500 accuracy 0.8760 1000 macro avg 0.8766 0.8760 0.8760 1000 weighted avg 0.8766 0.8760 0.8760 1000 ADJ Accuracy = 0.8611111111111112 Weighted Recall = 0.8611111111111112 Weighted Precision = 0.8630125010927528 Weighted F1 = 0.8605431137076708 Macro Recall = 0.858359133126935 Macro Precision = 0.8642800944138473 Macro F1 = 0.8597857838364169 ADV Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.8371040723981902 Weighted F1 = 0.8342857142857143 Macro Recall = 0.8333333333333334 Macro Precision = 0.8257918552036199 Macro F1 = 0.8285714285714285 NOUN Accuracy = 0.8806818181818182 Weighted Recall = 0.8806818181818182 Weighted Precision = 0.8831406377909783 Weighted F1 = 0.8805108267244117 Macro Recall = 0.8808307626085086 Macro Precision = 0.8830235511429231 Macro F1 = 0.8805271116251171 VERB Accuracy = 0.8791946308724832 Weighted Recall = 0.8791946308724832 Weighted Precision = 0.880290915661562 Weighted F1 = 0.879107505070994 Macro Recall = 0.8791946308724832 Macro Precision = 0.8802909156615621 Macro F1 = 0.8791075050709939