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https://github.com/ilri/csv-metadata-quality.git
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Add date validation
I'm only concerned with validating issue dates here. In DSpace they are generally always YYYY, YYY-MM, or YYYY-MM-DD (though in theory they could be any valid ISO8601 format). This also checks for cases where the date is missing and where the metadata has specified multiple dates like "1990||1991", as this is valid, but there is no practical value for it in our system.
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@ -1,6 +1,7 @@
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import csv_metadata_quality.check as check
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import csv_metadata_quality.fix as fix
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import pandas as pd
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import re
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def main():
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# Read all fields as strings so dates don't get converted from 1998 to 1998.0
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@ -22,5 +23,10 @@ def main():
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if column == 'dc.identifier.isbn':
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df[column] = df[column].apply(check.isbn)
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# check if column is a date column like dc.date.issued
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match = re.match(r'^.*?date.*$', column)
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if match is not None:
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df[column] = df[column].apply(check.date)
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# Write
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df.to_csv('/tmp/test.fixed.csv', index=False)
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@ -73,3 +73,54 @@ def separators(field):
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return field
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def date(field):
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"""Check if a date is valid.
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In DSpace the issue date is usually 1990, 1990-01, or 1990-01-01, but it
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could technically even include time as long as it is ISO8601.
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Also checks for other invalid cases like missing and multiple dates.
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Prints the date if invalid.
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"""
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from datetime import datetime
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if pd.isna(field):
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print(f'Missing date.')
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return
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# Try to split multi-value field on "||" separator
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multiple_dates = field.split('||')
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# We don't allow multi-value date fields
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if len(multiple_dates) > 1:
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print(f'Multiple dates not allowed: {field}')
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return field
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try:
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# Check if date is valid YYYY format
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datetime.strptime(field, '%Y')
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return field
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except ValueError:
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pass
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try:
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# Check if date is valid YYYY-MM format
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datetime.strptime(field, '%Y-%m')
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return field
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except ValueError:
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pass
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try:
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# Check if date is valid YYYY-MM-DD format
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datetime.strptime(field, '%Y-%m-%d')
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return field
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except ValueError:
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print(f'Invalid date: {field}')
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@ -62,3 +62,46 @@ def test_check_valid_separators():
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result = check.separators(value)
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assert result == value
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def test_check_missing_date(capsys):
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'''Test checking missing date.'''
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value = None
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check.date(value)
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captured = capsys.readouterr()
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assert captured.out == f'Missing date.\n'
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def test_check_multiple_dates(capsys):
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'''Test checking multiple dates.'''
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value = '1990||1991'
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check.date(value)
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captured = capsys.readouterr()
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assert captured.out == f'Multiple dates not allowed: {value}\n'
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def test_check_invalid_date(capsys):
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'''Test checking invalid ISO8601 date.'''
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value = '1990-0'
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check.date(value)
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captured = capsys.readouterr()
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assert captured.out == f'Invalid date: {value}\n'
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def test_check_valid_date():
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'''Test checking valid ISO8601 date.'''
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value = '1990'
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result = check.date(value)
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assert result == value
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