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...Pharmasug paper ap a quick look at fuzzy matching programming techniques using sas software stephen sloan data science senior principal accenture kirk paul lafler sasnerd abstract comes in all forms shapes sizes and complexities stored files datasets users across industries recognize that can be often is problematic plagued with variety of issues joined without problem when each file contains identifiers or keys unique values however many do not have need to by character like names e mail addresses these might spelled differently use different abbreviation capitalization protocols this illustrates containing sampling popular cleaning user defined validation transformation traditional merge join the introduction application handling functions for phonetic including soundex spedis complev compged an assortment resolve key identifier successfully match less than perfect messy although are illustrated code if most applied any platform supports keywords edit distance levenshtein sources con...