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csv_metadata_quality/app.py: Improve comments
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@ -22,29 +22,29 @@ def main(argv):
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df = pd.read_csv(args.input_file, dtype=str)
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df = pd.read_csv(args.input_file, dtype=str)
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for column in df.columns.values.tolist():
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for column in df.columns.values.tolist():
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# Run whitespace fix on all columns
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# Fix: whitespace
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df[column] = df[column].apply(fix.whitespace)
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df[column] = df[column].apply(fix.whitespace)
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# Run invalid multi-value separator check on all columns
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# Check: invalid multi-value separator
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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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# Fix: invalid multi-value separator
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if args.unsafe_fixes:
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if args.unsafe_fixes:
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df[column] = df[column].apply(fix.separators)
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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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# Run whitespace fix again after fixing invalid separators
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df[column] = df[column].apply(fix.whitespace)
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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: invalid 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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df[column] = df[column].apply(check.issn)
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df[column] = df[column].apply(check.issn)
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# check if column is an isbn column like dc.identifier.isbn
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# Check: invalid ISBN
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match = re.match(r'^.*?isbn.*$', column)
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match = re.match(r'^.*?isbn.*$', column)
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if match is not None:
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if match is not None:
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df[column] = df[column].apply(check.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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# Check: invalid date
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match = re.match(r'^.*?date.*$', column)
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match = re.match(r'^.*?date.*$', column)
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if match is not None:
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if match is not None:
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df[column] = df[column].apply(check.date)
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df[column] = df[column].apply(check.date)
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