Prime to Own Power minus 1 over Prime minus 1 being Prime

Theorem
Let $n \in \Z_{>1}$ be an integer greater than $1$.

Then $\dfrac {n^n - 1} {n - 1}$ is a prime for $n$ equal to:
 * $2, 3, 7, 19, 31$