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hi its ed joel here from data linux ireland we do weekly data video tutorials blog posts and live streams on everything ending data analytics so today were going to talk about how you change the headers in a csv file you use in python panels so your facebook scenario where you have a lot of data in csv file and it has headers but some of the headers come in wrong um now this could be something you cant control and you cant get changed so you just need to find a way to fix that um as as a result then any processing done on the back of that file will have the correct headers if required perfect example in this scenario is where you are in your reading in your file but has actually then been used as part of an sql insert statement to a database table and it needs the headers correct so objective here very quickly is these address one two three and four were basically theoretically saying these are wrong they need to be in the right format so we can use i