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[Music] [Music] hello and welcome to bilingual analytics my name is roland and im glad to see you here today we are going to explore one option to cleanse dirty data its called fuzzy merge and it is a feature that we can all access in power bi in an ideal world we would only have clean data however it hardly ever happens real life data is usually not that clean or less than perfect if you also feel the pain of dirty data make sure to hit the like button and subscribe to the channel to learn great tips and tricks about data modeling data visualization and general best practices to follow as an analyst first of all we all know that dirty data can hinder business insight but how can we define dirty data after some binging and googling we can find some sort of a definition of it dirty data can be incorrect inaccurate incomplete or inconsistent data in layman terms dirty data is usually the kind of data we cannot use as is it must go through some sort of a cleansing exercise the process o