Rebecca thanks for the piece. I was thinking that, sometimes is hard to choose from so many different python visualization libraries. LIke in this case plotly versus matplotlib, for me is kind of a pickle. The reasons to switch to plotly were purely based on aesthetics? Cheers and thanks for the food for thought!