Since I have never really liked Matplotlib I would really like to learn Bokeh, but unfortunately its inability to export its visualizations in SVG or similar formats makes it kind of useless for me as a scientist wanting to publish my results.
This is just a throw, I've not tried. But Bokeh creates Canvas. There is a Canvas 2 SVG https://github.com/gliffy/canvas2svg JavaScript library already made.