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What can cause dark photos at high shutter speeds?

I have a Canon PowerShot SX500 IS. However, when I shoot in manual mode at a high shutter speed the images are very dark, almost black. On the other hand, when I use a lower shutter speed later in the day the images come out all white.

What are the possible causes of these problems?