The following python notebook simulates the Ising model in physics onto a Pandas dataframe that I did for a project in school. It models quantum spins onto a square lattice represented by a dataframe and implementing a monte carlo method to evaluate the observables(like magnetization and energy) of the system. We are focusing our attention to what happens whens the spin system around a critical temperature.