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more diagnostics #12

@tpapp

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@tpapp

http://discourse.mc-stan.org/t/best-way-to-identify-pathologies-from-divergent-transitions-general-step-by-step-workflow/4358

Implement an interface for the calculations, which can then be plotted using one's favorite plotting library.

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