Left: Contamination ($c_i$) of the neutral pion candidate sample split into the different contributions according to the PYTHIA8 di-jet simulations. Right: Purity of the neutral pion candidate sample without modifications (blue dots) and after additional corrections to adjust the simulation to the measured $\eta$ meson, expected direct photon and heavy-flavor-electron contributions (red open dots).