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Suggestion, heatmap to show pairwise correlations #feature #new_plot #130

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ewallace opened this issue Dec 4, 2017 · 4 comments
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@ewallace
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ewallace commented Dec 4, 2017

Hi bayesplot team,
Thank you for making a brilliant and very usable package. The mcmc_scatter plot is very useful for visualizing the correlations between two known parameters. However it is not useful at visualizing which parameters are correlated in general. mcmc_pairs will do this in detail, but is hard to implement and prohibitively slow for more than a dozen or so paramters.

I suggest a heatmap of correlations: first, calculate pairwise correlations between (a subset of) parameters; second, plot a heatmap using geom_tile with the correlations as fill. That would be a quick visual cue to what is correlated with what.

Please accept my apologies if this was already discussed.
Edward

@jgabry jgabry added the feature label Dec 19, 2017
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jgabry commented Dec 19, 2017

@ewallace Sorry for the slow response. It's been a busy few weeks. Thanks for the suggestion! I don't think this has been proposed for the package before. Any interest in trying it out and reporting back? A pull request is always welcome of course, but even just a simple single example is great and we can take it from there.

@ewallace
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@jgabry I will give that a try!

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jgabry commented Dec 20, 2017 via email

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jgabry commented Apr 22, 2018

@ewallace I’m circling back through old issues and I saw this one. Any interested in contributing this? Happy to help.

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