MCMC Diagnostics The MCMC Diagnostics tab is shown below. It contains the following elements for each parameter: • One Histogram, and its associated nonparametric density, quantiles, and summary statistics. • One Time Series Graph tracing the parameter values over each iteration within a Chain. • One Autocorrelation Plot. This plot summarizes the autocorrelation at each Lag within a Chain.