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Expand check/fix for multi-value separators
I just came across some metadata that had unnecessary multi-value separators at the end of a field, causing a blank value to be used. For example: "Kenya||Tanzania||"
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@ -103,13 +103,13 @@ def run(argv):
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# Fix: unnecessary Unicode
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df[column] = df[column].apply(fix.unnecessary_unicode)
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# Check: invalid multi-value separator
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# Check: invalid and unnecessary multi-value separators
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df[column] = df[column].apply(check.separators, field_name=column)
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# Check: suspicious characters
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df[column] = df[column].apply(check.suspicious_characters, field_name=column)
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# Fix: invalid multi-value separator
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# Fix: invalid and unnecessary multi-value separators
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if args.unsafe_fixes:
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df[column] = df[column].apply(fix.separators, field_name=column)
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# Run whitespace fix again after fixing invalid separators
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@ -57,7 +57,11 @@ def isbn(field):
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def separators(field, field_name):
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"""Check for invalid multi-value separators (ie "|" or "|||").
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"""Check for invalid and unnecessary multi-value separators, for example:
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value|value
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value|||value
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value||value||
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Prints the field with the invalid multi-value separator.
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"""
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@ -70,10 +74,16 @@ def separators(field, field_name):
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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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# Check if the current value is blank
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if value == "":
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print(f"Unnecessary multi-value separator ({field_name}): {field}")
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continue
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# After splitting, see if there are any remaining "|" characters
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match = re.findall(r"^.*?\|.*$", value)
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# Check if there was a match
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if match:
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print(f"Invalid multi-value separator ({field_name}): {field}")
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@ -42,7 +42,14 @@ def whitespace(field, field_name):
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def separators(field, field_name):
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"""Fix for invalid multi-value separators (ie "|")."""
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"""Fix for invalid and unnecessary multi-value separators, for example:
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value|value
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value|||value
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value||value||
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Prints the field with the invalid multi-value separator.
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"""
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# Skip fields with missing values
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if pd.isna(field):
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@ -53,6 +60,12 @@ def separators(field, field_name):
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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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# Check if the value is blank and skip it
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if value == "":
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print(f"Fixing unnecessary multi-value separator ({field_name}): {field}")
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continue
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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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