Wigner's semicircle rule says that the mean density of eigenvalues converges to
Let's test this out with a bogus probability measure. Use the following cumulative distribution
I didn't bother to center at expectation 0 or scale to variance 1. But we should still get a (possibly shifted and stretched) semicircle.