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welcome back everyone this video is to show you some data cleaning and manipulation unfortunately I wasnamp;#39;t able to move where Iamp;#39;m typing so I apologize that itamp;#39;s at the bottom of the screen but hopefully youamp;#39;ll still be able to see it and read it so letamp;#39;s do some data cleaning data manipulation and just some data checking so itamp;#39;s a good idea to always look at your data before you know it people say this is like getting to know your data or being very familiar with your data the first way that you can do that is just by looking at summary statistics so weamp;#39;ll type out the command summary and then in parenthesis we can just put a whole data set so R is an object-oriented language meaning that every command not everyone but most of the ones weamp;#39;ll talk about ask for an object and an object this is an object exam as an object flavor ice cream empty cars relationship those are all objects and I donamp;#39;t have time to get into