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https://github.com/pydata/xarray/pull/2309#issuecomment-409828598 https://api.github.com/repos/pydata/xarray/issues/2309 409828598 MDEyOklzc3VlQ29tbWVudDQwOTgyODU5OA== 1882397 2018-08-02T07:08:27Z 2018-08-02T07:08:27Z NONE

This roadmap sounds great! We plan on using xarray to store all traces in pymc4. The biggest item on my wish list for that is better support for plotting. I regularly convert traces to pandas and use the plotting functions there, or I convert it so that I can use seaborn. Better support for hierarchical indexes sounds useful as well. They can be a bit surprising right now, and they can't be serialised to netCDF. The documentation is quite important our use case. As it is, we are asking our users to learn Bayesian stats, diagnosing sampler issues and possibly some theano or tensorflow. When we switch to xarray, our users have to learn the basics of that as well. Most won't even have heard about netCDF. One thing in particular that I noticed is that many people seem to get confused about the difference between coordinates and dimensions at some point.

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