I'm not sure how to better phrase the title of the question, because I don't know the specific name of the matrix I am after, but I want to consider matrices of the form $$ \begin{align*} \begin{pmatrix} a & b & b& b&b & \cdots & b\\ b & a & b& b&b&\cdots & b\\ \vdots\\ b&b&b&b&b&\cdots & a \end{pmatrix}, \end{align*} $$ that is, the diagonal entries are identical, and all the off diagonals are all the same. The most obvious example for when this occurs is when $a=1, b=0$ and you obtain the identity matrix. I just want to know if there is anything we can see about the eigenvalues of this matrix, or if there are any special properties about this matrix itself.
EDIT: The matrix size itself is $\mathbb{R}^{m\times n}$ where $m$ is not necessarily equal to $n$.