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[Music] hi afternoon stoke evening from the parlance data analytics Ireland welcome back or is your first time welcome great to have you today going to look its putting in a bit of an audit trail and save it to a log file are any data that were working on in the data frame so start off very quickly going to go through with you to start data set Ill get into the code now in a second and its the data set were going to work on Im gonna change some of it and that wouldnt delete some of it so thats the top there okay next things is its going to save to a file called log thats saving say in the same directory but you can name with any directories so at the moment log is empty so what about happen is Im gonna just gonna save this close up and when we run the code here now it will basically run through the code save the output of the changes we made and basically we open we open the text file at the end and show you the changes so start off when you run this code here is the data I