# eigenvalues distribution

How does one plot eigenvalues distribution of a large matrix? I want to plot the distribution to show that the set of eigenvalues of the matrix of current interest is symmetric with respect to the imaginary axis.

r = RandomReal[{0, 1}, {1000, 1000}];