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today were quickly going to run through a unix command line solution to a really common data analytics problem let me have a look here inside this directory so ive created a little test csv file let me open that with vim and you can see this caro m capital m symbol is the indication that there is actually a carriage return character at the end of each line in this in this really simple csv file and this is common when a data sets been produced say on a some kind of windows application and typically even though this doesnt always cause us problems sometimes some applications we imported into might not be particularly comfortable with that caro m symbol the carriage return symbol so how do we deal with that now you could write an application in a range of different programming languages but the application i want to show you today is uh tr for translate on music unix so lets have a look at that essentially its an application to translate characters so from one character to another