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Excel files are messy but they are a sad fact of life so letamp;#39;s learn to clean up messy Excel files with R in this Excel files we can see a lot of orders from different segments these segments are labeled consumer corporate or home office and for each one of those segments there is a shipping methods labeled first class same days second class or standard class also for each segment there is a total column that we donamp;#39;t need alright thatamp;#39;s our data letamp;#39;s clean this weamp;#39;re first going to set our directory so that we can always find our Excel files then we are going to call the read xlsx function and specify the file name that we want to load and what I like to do is to specify the sheet that we want to load from our Excel files otherwise if I donamp;#39;t specify it it will just load the first one calling this will give us this kind of table we can see here that the column names are basically the first row from that Excel file and what we really wan