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### Distribution of Hyperparameters  Below we have included a representation of the estimated posterior distribution. There appears to be no clear linear effects or patterns, which speaks to the usefulness of the Bayesian optimisation model as oppose to a simpler approach. We note that the upper boundary of gamma has a relatively high marginal distribution, and as such we might consider increasing the upper bound this value  for future work.