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Im gonna show you a method that I always use to downcast types when I deal with pandas dataframes especially when I deal with bigger data frames that are more than like one gig so this video is related to a fraud detection problem but that method you can use it in any type of project okay so lets go now lets check the data loading times a memory usage for these CSV files Im loading the CSV files from from the data folder as you can see it takes 25 seconds to load these four files theres quite a lot imagine if we would have to restart this kernel a couple of times while we code it would actually increase the time a lot its important for us to reduce the memory usage so that the files load a little bit faster so lets print the info for two datasets one of them uses 1.7 gigabytes thats crazy so we will definitely need to dump Casta types so that we save memory and as well speed up the loading now here I use a downcast types function and basically check this out I use it in pretty
