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Have you checked with the master branch after the merge of #4456? I cannot reproduce any of those 2 issues anymore.
The last change that went into #4456 after your initial report makes sure that the figure is closed when removed from the DOM (I.e. not visible in the notebook) That takes care of issue one because there is no longer a hidden figure to plot into.
I tried opening several figures and closing them again and I see no sign of a memory leak. As expected the memory consumption goes up with more figures. It may not be immediately released when the figures are closed however explicitly doing a garbage collect seems to drop the memory consumption to the same level:
Remaining known issues after merging #4456
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