It has long been recognized that the Sun's radiative output is strongly correlated with the magnetic field (Gurman et al., 1974), which has been measured extensively over the past 50 years using both ground based and space based instruments. Furthermore, almost all of these measurements are spatially resolved, yielding information on the distribution of magnetic flux on the solar surface. Finally, the evolution of the surface magnetic field is well described by models, which provide a physics-based framework for forecasting solar activity. Surprisingly, there