Default classification report: precision recall f1-score support F 0.8816 0.7300 0.7987 500 T 0.7696 0.9020 0.8306 500 accuracy 0.8160 1000 macro avg 0.8256 0.8160 0.8146 1000 weighted avg 0.8256 0.8160 0.8146 1000 ADJ Accuracy = 0.7755102040816326 Weighted Recall = 0.7755102040816326 Weighted Precision = 0.790956551753894 Weighted F1 = 0.7750425170068028 Macro Recall = 0.7823899371069183 Macro Precision = 0.7847780126849895 Macro F1 = 0.7754166666666668 ADV Accuracy = 0.8 Weighted Recall = 0.8 Weighted Precision = 0.64 Weighted F1 = 0.7111111111111111 Macro Recall = 0.5 Macro Precision = 0.4 Macro F1 = 0.4444444444444445 NOUN Accuracy = 0.819838056680162 Weighted Recall = 0.819838056680162 Weighted Precision = 0.8260981862089894 Weighted F1 = 0.8187713058862275 Macro Recall = 0.8189508196721311 Macro Precision = 0.8266347687400319 Macro F1 = 0.818588434321553 VERB Accuracy = 0.821608040201005 Weighted Recall = 0.821608040201005 Weighted Precision = 0.834766661304009 Weighted F1 = 0.820058819089243 Macro Recall = 0.8225749425461525 Macro Precision = 0.8340918602218037 Macro F1 = 0.8202177135622444