Statistical properties of the posterior predictive check. Upper panel: results for the ME case. The blue curve averages over the full posterior distribution and the orange curve shows the difference with respect to the mode of the posterior. Lower panel: same results but for the NLTE case. We also display the effect of compressing the model with an autoencoder and applying the resampling strategy.