I like this write-up. Definitely matches my experience testing all of these tools.

I've settled on just using Jupyter. Like the scorecard suggests, it does good enough in most categories. The reason I need a dashboard is to flexibly handle data for most cases. Being able to jump between Python and R and Julia is nice and often needed.

I wrote this :) I've used some but not all of these so let me know if you have first hand experience and any of the descriptions are misleading.