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The effects of noise create signal loss and distortion.
This is impossible to recover, since amplifying the signal to recover attenuated parts of the signal amplifies the noise ( distortion / interference ) as well.
Even if the resolution of an analog signal is higher than a comparable digital signal, the difference can be overshadowed by the noise in the signal.

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