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[Music] hi welcome back data analytics again Monday the first June 2020 hope youre all keep them well todays subject is removing unwanted characters from a set of data you may have in your studio project so this tree is approaches to this Im gonna go to them now I will also provide links that are on the top here to more additional information that you can get online Ill do that in the blog posting so lets get straight into it so we have three tree functions here well we got to really stringer a string I and then we have an if statement down here but actually its its what this function here is grapple as well so the freedom I said earlier on youll be able to see more information on the Meeropol base you will achieve the same thing if you are importing data and you want to figure out with some elements of this data it shouldnt be in there in the first place so taking examples here of numeric numbers where you have dollars or percentage sign fourths / multiplication or the pound