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I think it’s pretty straightforward. Imagine the fourier transforms of some recognizeable audio signals. Maybe a symphony and a traffic jam. They’ll look totally different, even to the naked eye. If you chop off the low frequency components, you can still probably tell which fourier spectrum is which. But now do the same thing in time domain (high-pass filter the audio). It probably won’t be clear that you’re listening to a symphony anymore.