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The video tutorial explains how to clear command line history in Linux. By typing "history" in the Linux shell, a list of past commands is displayed. To delete commands from history, type "history -c" and press enter. Additionally, commands are stored in a file called "bash_history." To clear commands from this file, use special characters to locate and open the file, then delete the commands.
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