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hi everyone my name is King IV and this is a custom ACL workshop and in Shayamp;#39;s workshop Iamp;#39;m going to be covering this function called fuzzy doop which is a really useful function especially if you want to see if thereamp;#39;s any spelling mistakes approximate duplicates group together different categories that should be the same because of my names spellings or typos or 1/r and itamp;#39;s also good data quality check as well so here Iamp;#39;m again using the City of Toronto P card transaction data and Iamp;#39;m first my objective here is to understand are there merchants here there are should be the same right based off of based off because of different spellings or different rhyme or reasons maybe we can see if we can find find a few here if we sort it in alphabetic order so here for example should these be the same and one way to find that out is to use this function called fuzzy fuzzy 2 or short for fuzzy duplicates so fuzzy the concept of fuzzy duplicates i