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Deleting a file does not delete the data. It removes the file from the allocation table and marks its clusters as available. The data stays in those clusters until something new is written over it, which can take a long time, and anyone with a scanning program can collect it. Deleting a partition or a volume, or making a new one in its place, only removes the structure; the data is still there.
To get rid of the data before a drive leaves your hands, you have three choices. Wiping software writes ones and zeros over every cluster, and the drive can be used again. Degaussing runs strong magnets over magnetic media and scrambles the bits. Physical destruction, a hammer or a drill through the platters, makes sure the drive can never be read again; make sure it is properly destroyed.
One correction to the video: it says degaussed media can be used again. Degaussing a modern hard drive also erases the servo tracks it needs to find its data, so the drive is finished. If you want to reuse the drive, use wiping software.
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