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hi Im Joe James in this video Im going to show you how to swap the order of columns in a pandas data frame so well import pandas first and then were going to load up a data frame from a CSV file so lets see DF equals PD read CSV then well use a CSV file that Ive used for some of my other videos its called iris data and I have some column names already typed up which is just these are strings ABCD and labels so theres five columns in this data frame and well print out the data frames you can see what it looks like and here you go we have five columns and we have ABCD and label our column headers our names now what we want to do is be able to swap the order of some of these columns so lets say we want to swap B and C right I want C to become first and then B or whatever you can change the order however you like so the process is like this were going to get a list for these names basically this this list right here but were going to be able to grab this list from our data f