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from sklearn.metrics import f1_score
def macro_f1_score(items):
unzipped_list = list(zip(*items))
golds = unzipped_list[0]
preds = unzipped_list[1]
fscore = f1_score(golds, preds, average="macro")
return fscore
def micro_f1_score(items):
unzipped_list = list(zip(*items))
golds = unzipped_list[0]
preds = unzipped_list[1]
fscore = f1_score(golds, preds, average="micro")
return fscore
def weighted_f1_score(items):
unzipped_list = list(zip(*items))
golds = unzipped_list[0]
preds = unzipped_list[1]
fscore = f1_score(golds, preds, average="weighted")
return fscore
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