You can use the Mute Video tool to mute the audio of your video.
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First select Mute Video in the Quick Tools section.
A dialogue box will be shown to select your input video.
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The play button will show you how the video will be without sound as preview.
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If you’re happy with it, select Save video.
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Select output movie settings, then press OK.
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Next, choose the location of the output video file.
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After HD Movie Maker finished processing, you can view the output video.