Thats not how the frequency transform works. Its more likely to have more signal than noise in higher frequencies iif the signal is smooth and the noise white.

Thats not how the frequency transform works. Its more likely to have more signal than noise in higher frequencies iif the signal is smooth and the noise white. But real relevant signals often have discontinuities.