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Add convergence metrics to output MCMC chains & diagnostic plots #10

@sweverett

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@sweverett

While we have many tests for exploring likelihood slices & convergence issues, it should be simple to compute & include a few convergence metrics in the diagnostic plots such as the autocorrelation time, Gelman-Rubin diagnostic, ec.

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