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March 29, 2021 14:37
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Convert the tags from IOB1 to IOB2 tagging scheme
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""" | |
IOB1: O I I B I | |
IOB2: O B I B I | |
""" | |
from typing import List | |
def iob2(tags: List[str]): | |
""" | |
Check that tags have a valid IOB format. | |
Tags in IOB1 format are converted to IOB2. | |
""" | |
for i, tag in enumerate(tags): | |
if tag == 'O': | |
continue | |
split = tag.split('-') | |
if len(split) != 2 or split[0] not in ['I', 'B']: | |
return False | |
if split[0] == 'B': | |
continue | |
elif i == 0 or tags[i - 1] == 'O': # conversion IOB1 to IOB2 | |
tags[i] = 'B' + tag[1:] | |
elif tags[i - 1][1:] == tag[1:]: | |
continue | |
else: # conversion IOB1 to IOB2 | |
tags[i] = 'B' + tag[1:] | |
return True |
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