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This paper discusses various challenges in data matching when unique identifiers are absent and introduces techniques to clean and merge \'messy\' data using fuzzy matching methods through SAS® software. It illustrates the use of character-handling functions for phonetic and approximate string matching, providing practical examples and a systematic six-step approach to resolve data irregularities.
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