Default classification report: precision recall f1-score support F 0.8587 0.7780 0.8164 500 T 0.7971 0.8720 0.8329 500 accuracy 0.8250 1000 macro avg 0.8279 0.8250 0.8246 1000 weighted avg 0.8279 0.8250 0.8246 1000 ADJ Accuracy = 0.7989130434782609 Weighted Recall = 0.7989130434782609 Weighted Precision = 0.7998764470398878 Weighted F1 = 0.799182108122294 Macro Recall = 0.7985804604556841 Macro Precision = 0.7969862363550071 Macro F1 = 0.7975677202580953 ADV Accuracy = 0.9666666666666667 Weighted Recall = 0.9666666666666667 Weighted Precision = 0.9681818181818183 Weighted F1 = 0.9660738714090288 Macro Recall = 0.9444444444444444 Macro Precision = 0.9772727272727273 Macro F1 = 0.9589603283173735 NOUN Accuracy = 0.7996108949416343 Weighted Recall = 0.7996108949416343 Weighted Precision = 0.8113272023850095 Weighted F1 = 0.7972981364999618 Macro Recall = 0.7980176578377478 Macro Precision = 0.8122461284589997 Macro F1 = 0.7969353508620525 VERB Accuracy = 0.875 Weighted Recall = 0.875 Weighted Precision = 0.8748199944613679 Weighted F1 = 0.8748618479221929 Macro Recall = 0.8714640198511165 Macro Precision = 0.8731099418443644 Macro F1 = 0.8722369584438551