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