Burank thanks for the food for thought. The only issue I have had so far when it comes to Jupyter Lab specifically is getting widgets and interactive stuff to work. Any thoughts? Maybe I am making some mistake regarding extensions...is there any reason for widgets to not work when you first start using Jupyter Lab? Cheers and thanks for the piece!