Default classification report: precision recall f1-score support F 0.6026 0.6520 0.6263 500 T 0.6209 0.5700 0.5944 500 accuracy 0.6110 1000 macro avg 0.6118 0.6110 0.6103 1000 weighted avg 0.6118 0.6110 0.6103 1000 ADJ Accuracy = 0.5645161290322581 Weighted Recall = 0.5645161290322581 Weighted Precision = 0.6082607953575695 Weighted F1 = 0.5682634478697901 Macro Recall = 0.5833333333333333 Macro Precision = 0.5804232804232804 Macro F1 = 0.5634941329856584 ADV Accuracy = 0.45 Weighted Recall = 0.45 Weighted Precision = 0.7318681318681318 Weighted F1 = 0.4879795396419436 Macro Recall = 0.5625 Macro Precision = 0.5439560439560439 Macro F1 = 0.43734015345268534 NOUN Accuracy = 0.6191335740072202 Weighted Recall = 0.6191335740072202 Weighted Precision = 0.6197037756321901 Weighted F1 = 0.6191745264522859 Macro Recall = 0.6193922796035471 Macro Precision = 0.6193409200526638 Macro F1 = 0.619122405158566 VERB Accuracy = 0.6153846153846154 Weighted Recall = 0.6153846153846154 Weighted Precision = 0.6167832167832168 Weighted F1 = 0.611236802413273 Macro Recall = 0.6120647969052224 Macro Precision = 0.6170454545454546 Macro F1 = 0.6096813725490197