I heartily recommend altair, which is maturing nicely - while the API is not a clone of ggplot, it takes the same grammar-of-graphics idea and applies it to interactive graphics.

It's 5-6 lines of code per chart for most examples here, with a few more lines for interaction (e.g. selection and linked brushing across graphs).

https://altair-viz.github.io/gallery/index.html