A small part of it will be the power spectrum limits.
However, in your case, because your line is so very long, mainly it's for the same reason as downstream bit-loading goes down with increasing frequency. The higher the frequency, the higher attenuation, and therefore lower signal and lower SNR with increasing frequency.