Default classification report: precision recall f1-score support F 0.6122 0.6220 0.6171 500 T 0.6159 0.6060 0.6109 500 accuracy 0.6140 1000 macro avg 0.6140 0.6140 0.6140 1000 weighted avg 0.6140 0.6140 0.6140 1000 ADJ Accuracy = 0.6129032258064516 Weighted Recall = 0.6129032258064516 Weighted Precision = 0.6532258064516129 Weighted F1 = 0.6169481241783799 Macro Recall = 0.6304824561403509 Macro Precision = 0.625 Macro F1 = 0.6112852664576802 ADV Accuracy = 0.55 Weighted Recall = 0.55 Weighted Precision = 0.8615384615384615 Weighted F1 = 0.581074168797954 Macro Recall = 0.71875 Macro Precision = 0.6538461538461539 Macro F1 = 0.5396419437340154 NOUN Accuracy = 0.6155234657039711 Weighted Recall = 0.6155234657039711 Weighted Precision = 0.6175788138872322 Weighted F1 = 0.6150835224819089 Macro Recall = 0.616510172143975 Macro Precision = 0.6170459458397202 Macro F1 = 0.6153116411896449 VERB Accuracy = 0.6153846153846154 Weighted Recall = 0.6153846153846154 Weighted Precision = 0.615158371040724 Weighted F1 = 0.6140763997906855 Macro Recall = 0.6135154738878144 Macro Precision = 0.6150735294117647 Macro F1 = 0.613095238095238