Here is an answer to a question about zooming and tooltips in mpld3: http://stackoverflow.com/questions/31122064/tooltips-disappear-after-zoom-in-out-when-using-matplotlib-mpld3/31843371#31843371
I like the animation I made to answer it, but it is also something worth considering changing, because this interface *is* a bit confusing.
Healthy Algorithms 