  In this technical report, we will make two observations concerning symmetries
of the probability distribution resulting from projection of a piece of
p-dimensional data onto a random m-dimensional subspace of $\mathbb{R}^p$,
where m < p. In particular, we shall observe that such distributions are
unchanged by reflection across the original data vector and by rotation about
the original data vector
