In a method introduced by Lahav et al. [27], and expanded by Ma et al. [13], the reported errors for each dataset are weighted using hyperparameters in the Bayesian analysis. In the thermodynamics literature, **data** variances are often available, though covariances are rarely reported. Consequently, we do not present methods for handling **data** covariances in this work and we assume independence of the **data** points.