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Today I was booting up Windows 10 on a new PC. Everything was going well (with physical disk) until halfway through the installation, a error screen popped up and it automatically restarted. When I tried to restart the setup, my hard drive was not showing up. P.S. I tried making sure the cables were good etc.

What error did you receive in the middle of the installation? For Windows 10, make sure the boot options are set to UEFI. What kind of computer is this?