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whats going on everybody welcome back to another video today we will be heading back in a sequel for our third portfolio project [Music] now i am extremely excited for this project in particular for a few reasons one were getting back into sql and i really like sql and two we are finally focusing on data cleaning and i have talked so much about why data cleaning is important and that you really need to learn how to clean data and that thats a big part of what a data analyst does but i havent actually showed you how to do it yet and so that is what this whole project is going to be and then at the end youll get to add it to your portfolio so its really a win-win now before we start i just want to say that i think its going to be a little bit more advanced than our very first video in sequel where we walk through data exploration if you see something that you have never seen before i will do my best to explain it while were walking through it but if you get confused or it seems