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in this video i will teach you how to use the fuzzy lookup add-in in microsoft excel [Applause] okay so the use case i will use for this example are company names as you know there could be lots of variations in the way that company names appear in different databases or in different crm software and these variations are most often because of the way that the data is manually inputted into these systems often by different people as an example on this tab we have two data sets data set one is called company name list one and data set two is called company name list two and as you can observe there are some variations and differences between the way that names appear in these two data sets for example in list one we have emory comma space llc within list two we have emory space llc or in list one we have max but in list two we have max inc now itamp;#39;s very obvious that these are indeed the same companies however the way in which they were inputted into the system are somewha