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https://github.com/ilri/csv-metadata-quality.git
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Add "unsafe fixes" runtime option
In this case it fixes occurences of invalid multi-value separators. DSpace uses "||" to separate multiple values in one field, but our editors sometimes give us files with mistakes like "|". We can fix these to be correct multi-value separators if we are sure that the metadata is not actually using "|" for some legitimate purpose.
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@ -9,6 +9,7 @@ def parse_args(argv):
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parser = argparse.ArgumentParser(description='Metadata quality checker and fixer.')
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parser = argparse.ArgumentParser(description='Metadata quality checker and fixer.')
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parser.add_argument('--input-file', '-i', help='Path to input file. Can be UTF-8 CSV or Excel XLSX.', required=True, type=argparse.FileType('r', encoding='UTF-8'))
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parser.add_argument('--input-file', '-i', help='Path to input file. Can be UTF-8 CSV or Excel XLSX.', required=True, type=argparse.FileType('r', encoding='UTF-8'))
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parser.add_argument('--output-file', '-o', help='Path to output file (always CSV).', required=True, type=argparse.FileType('w', encoding='UTF-8'))
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parser.add_argument('--output-file', '-o', help='Path to output file (always CSV).', required=True, type=argparse.FileType('w', encoding='UTF-8'))
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parser.add_argument('--unsafe-fixes', '-u', help='Perform unsafe fixes.', action='store_true')
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args = parser.parse_args()
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args = parser.parse_args()
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return args
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return args
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@ -28,6 +29,12 @@ def main(argv):
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# Run invalid multi-value separator check on all columns
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# Run invalid multi-value separator check on all columns
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df[column] = df[column].apply(check.separators)
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df[column] = df[column].apply(check.separators)
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# Run invalid multi-value separator fix on all columns
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if args.unsafe_fixes:
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df[column] = df[column].apply(fix.separators)
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# Run whitespace fix again after fixing invalid separators
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df[column] = df[column].apply(fix.whitespace)
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# check if column is an issn column like dc.identifier.issn
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# check if column is an issn column like dc.identifier.issn
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match = re.match(r'^.*?issn.*$', column)
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match = re.match(r'^.*?issn.*$', column)
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if match is not None:
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if match is not None:
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@ -35,3 +35,33 @@ def whitespace(field):
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new_field = '||'.join(values)
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new_field = '||'.join(values)
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return new_field
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return new_field
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def separators(field):
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"""Fix for invalid multi-value separators (ie "|")."""
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# Skip fields with missing values
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if pd.isna(field):
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return
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# Initialize an empty list to hold the cleaned values
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values = list()
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# Try to split multi-value field on "||" separator
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for value in field.split('||'):
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# After splitting, see if there are any remaining "|" characters
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pattern = re.compile(r'\|')
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match = re.findall(pattern, value)
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if len(match) > 0:
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print(f'Fixing invalid multi-value separator: {value}')
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value = re.sub(pattern, '||', value)
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# Save cleaned value
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values.append(value)
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# Create a new field consisting of all values joined with "||"
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new_field = '||'.join(values)
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return new_field
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@ -4,4 +4,4 @@ Stella|| Stella ||Stella Orth||Stella ,1984-11-27,2321-2302,99921-58-10-7
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Sophia,2019-06-15,,
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Sophia,2019-06-15,,
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Test,2019-06-150,,
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Test,2019-06-150,,
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"Doe, J.",2019-06-15||2019-01-10,,
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"Doe, J.",2019-06-15||2019-01-10,,
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Someone,,,
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Someone,,0378-5955|0378-5955,
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@ -23,3 +23,11 @@ def test_fix_excessive_whitespace():
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value = 'Alan Orth'
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value = 'Alan Orth'
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assert fix.whitespace(value) == 'Alan Orth'
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assert fix.whitespace(value) == 'Alan Orth'
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def test_fix_invalid_separators():
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'''Test fixing invalid multi-value separators.'''
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value = 'Alan|Orth'
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assert fix.separators(value) == 'Alan||Orth'
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