Explore other visualization libraries

[AlexS12]

Bokeh directly or Bokeh through Holoviews (http://holoviews.org/user_guide/Plotting_with_Bokeh.html) can be great alternatives to static matplolib plots for data exploration. Maybe Plotly also?

@martosc has some code in bokeh that could share and improve. What do you think?

The objective of this issue would be to migrate all current plots to an interactive alternative.

[astrojuanlu]

For simple line plots, either Bokeh (with or without Holoviews) or Plotly will work. I think Bokeh has more traction in the data science world, so if you don't need 3D plotting just stick to one of those!