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This video tutorial explains how to delete specific characters from a file, focusing on removing double quotes around text words in an input file. The input file consists of column headers and values surrounded by double quotes. The tutorial demonstrates different methods using TR, sed, and Perl commands to delete the double quotes. The TR command with the flag -D is used to delete double quotes from the input file and write the output to a new file. The MV command is then used to rename the output file to the original file name.