Fraction of data in the training (‘train’), validation (‘valid’), test, and holdout sets as a function of the input simulation parameters: magnetic field strength (left panel) and angle (middle panel), and the target variable surface temperature (right panel) for the Fe (cyan) and H (violet) compositions. For better visibility, the fraction of the validation and test sets has been multiplied by three and two, respectively.