Default classification report: precision recall f1-score support F 0.7908 0.5520 0.6502 500 T 0.6559 0.8540 0.7420 500 accuracy 0.7030 1000 macro avg 0.7234 0.7030 0.6961 1000 weighted avg 0.7234 0.7030 0.6961 1000 ADJ Accuracy = 0.6632653061224489 Weighted Recall = 0.6632653061224489 Weighted Precision = 0.7325072886297376 Weighted F1 = 0.6479016727463932 Macro Recall = 0.6819706498951782 Macro Precision = 0.7214285714285714 Macro F1 = 0.6528180354267311 ADV Accuracy = 0.9 Weighted Recall = 0.9 Weighted Precision = 0.9111111111111111 Weighted F1 = 0.8862745098039216 Macro Recall = 0.75 Macro Precision = 0.9444444444444444 Macro F1 = 0.803921568627451 NOUN Accuracy = 0.7206477732793523 Weighted Recall = 0.7206477732793523 Weighted Precision = 0.7286628696529287 Weighted F1 = 0.7176447831845449 Macro Recall = 0.7194262295081967 Macro Precision = 0.7291638131762772 Macro F1 = 0.717269409422694 VERB Accuracy = 0.6859296482412061 Weighted Recall = 0.6859296482412061 Weighted Precision = 0.7197989594783429 Weighted F1 = 0.674396808474842 Macro Recall = 0.6878425133217163 Macro Precision = 0.7189192371085471 Macro F1 = 0.6749959170341335