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In this video tutorial, we focus on deleting specific characters from a file, specifically double quotes around text words. The input file contains column headers and values within text values surrounded by double quotes. We explore using TR, sed, and Perl commands to delete these characters in different ways. The TR command with the flag -D is used to delete double quotes from the input file and save the changes to an output file. The MV command is utilized to rename the output file back to the original one.