make plots independent of each other (or make clearing current figure easier)?

Currently, when you do several plots, they use the same figure. I think this should only be the case if you pass explicit ax or fig. This is especially annoying in the editor.

And if you want to clear the plot, you need to import matplotlib, which should not be needed in any case.