Default classification report: precision recall f1-score support F 0.6245 0.6320 0.6282 500 T 0.6275 0.6200 0.6237 500 accuracy 0.6260 1000 macro avg 0.6260 0.6260 0.6260 1000 weighted avg 0.6260 0.6260 0.6260 1000 ADJ Accuracy = 0.5645161290322581 Weighted Recall = 0.5645161290322581 Weighted Precision = 0.6191455972101134 Weighted F1 = 0.5659892724937674 Macro Recall = 0.5910087719298246 Macro Precision = 0.5897297297297297 Macro F1 = 0.5644028103044496 ADV Accuracy = 0.7 Weighted Recall = 0.7 Weighted Precision = 0.8800000000000001 Weighted F1 = 0.7296703296703297 Macro Recall = 0.8125 Macro Precision = 0.7 Macro F1 = 0.6703296703296704 NOUN Accuracy = 0.628158844765343 Weighted Recall = 0.628158844765343 Weighted Precision = 0.6309777120497468 Weighted F1 = 0.627460259983564 Macro Recall = 0.6293818466353678 Macro Precision = 0.6303610848312835 Macro F1 = 0.6277658908255923 VERB Accuracy = 0.6291208791208791 Weighted Recall = 0.6291208791208791 Weighted Precision = 0.6292541883790845 Weighted F1 = 0.6274601211310071 Macro Recall = 0.6269946808510638 Macro Precision = 0.6292962860395704 Macro F1 = 0.6264112213479301