Choose so that
and take a uniformly random codimension- subspace . Each fixed nonzero vector lies in with probability at most . The union bound gives
Thus some satisfies .
For a uniformly random coset of this , every value lies in with probability . Therefore
so some coset has inverse image of density at least
Part i says that is a Freiman homomorphism, proving the large Freiman-homomorphic restriction from bounded derivative images.