Spherical distribution
A random variable is spherically symmetric about if for every orthogonal matrix
Spherical distribution (rotational symmetry) isotropic distribution
So the distribution looks the same in every direction, as the name suggests.
The PDF thus depends only on the distance from the mean:for some function and mean .