Default classification report: precision recall f1-score support F 0.6066 0.6600 0.6322 500 T 0.6272 0.5720 0.5983 500 accuracy 0.6160 1000 macro avg 0.6169 0.6160 0.6153 1000 weighted avg 0.6169 0.6160 0.6153 1000 ADJ Accuracy = 0.5967741935483871 Weighted Recall = 0.5967741935483871 Weighted Precision = 0.6420208226659839 Weighted F1 = 0.6002439332127687 Macro Recall = 0.6173245614035088 Macro Precision = 0.6132275132275132 Macro F1 = 0.5958279009126466 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 = 0.6371841155234657 Weighted Recall = 0.6371841155234657 Weighted Precision = 0.6376268566649375 Weighted F1 = 0.6372373158936345 Macro Recall = 0.6373630672926448 Macro Precision = 0.6372825024437927 Macro F1 = 0.637154559762261 VERB Accuracy = 0.5961538461538461 Weighted Recall = 0.5961538461538461 Weighted Precision = 0.5969369996519317 Weighted F1 = 0.5915573339905185 Macro Recall = 0.5927224371373307 Macro Precision = 0.5970793911970382 Macro F1 = 0.5898858750220356