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hey guys welcome to another our package review the goal of these reviews is to make you more effective data scientists and save your time and as you know data scientists spend up to eighty percent of the time cleaning and preparing data for a fancy analysis so in this video weamp;#39;ll be dealing with a janitor package which allows you to be more productive quicker today weamp;#39;ll use three main packages tardivers for data manipulation janitor full data cleaning thatamp;#39;s what this video is all about and read excel package just for importing the data and of course in order to use these packages you have to them first the world is full of dirty data but if somehow you donamp;#39;t have any of these you can go to the github page of the janitor package and download a table with dirty data from there thatamp;#39;s what iamp;#39;ve done you put this table into the directory of your choice and have a look at it the first thing i have to deal with are the names of the table and