I am trying to understand why chemical potential $= U/2$ is considered to be at half-filling in the case of the Hubbard Model Hamiltonian. So when I substitute this in its Hamiltonian, this is the equation I am getting $$ H = K.E-\frac{U}{2}\Sigma [n_{j,up}n_{j,down} + (n_{j,up} - n_{j,down})^{2}]. $$
I am trying to understand how this works graphically and mathematically to see how this incorporates the half-filling condition. I plotted only the second term and setting $n_{j,up}$ to a constant either zero or one. Also, just want to confirm that $n_{j,up}$ can only take 0, 1 - and no intermediate values.
So when I plotted this, I am getting a parabola, at $n_{j,up} = 0$, its the normal parabola open upward with vertex at the origin and for $n_{j,up} = 1$, its shifted by some amount. When I consider half-filling for one-site hubbard model, it can have only four eigenbasis - $ |0\rangle, |up\rangle, |down\rangle, |up, down\rangle$, so the possible states at half-filling are $|up\rangle, |down\rangle$, so since only one of them only possible in this type of filling, then I am getting $\frac{-U}{2}$ added to the energy. Is it because we are adding this energy with the half-factor in it, we are calling this as the half-filling type. I do not understand completely how to interpret the half-filling case from this plot or the expression itself intuitively. I want to understand this in general, as through the form of the Hamiltonian itself. Any assistance would be appreciated. Thanks.