Very cool stuff. For the credible interval example (the two chemical concentrations); Did you guys ever look at the performance of displaying the underlying posterior distribution (like fivethirtyeight does)? The interpretation of a Bayesian vs Frequentist interval is different so I wonder if they call for different visualizations as well.