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WIP: Chain cleaning

Daniel Wysocki requested to merge chain-cleaning into ligo-review

This introduces a number of new features for ensuring MCMC samples are from the target posterior distribution and not burned in / highly auto-correlated. This includes both code to extract samples, and to diagnose/quantify the level to which those samples are valid.

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