taken using the original non-hierarchical model (i.e. just running ten independent MCMC chains on the ten different data sets), and this is shown in Figure (right column). As can be seen, the result in this case are almost identical to the hierarchical model, giving us confidence that we are capturing the distributions of θ i correctly in each case.