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What joystick do you have?
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The top bar with the devices listed (keyboard, mouse etc) can scroll left and right. It may be that your joystick just is “off screen” and you need to scroll right to see it.
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Is your joystick detected in windows? (Windows USB controllers config?) Have you tried checking with DIView? If DIView can see your joystick then the game ought to also.