> Jupyter, numpy, pandas, scikit-learn and such are the center of the ecosystem for many people.

Exactly this. At this point I'm not sure where I'd even go for the tasks I use this suite of tools for. I'd check out Julia but I haven't run into many problems that would inspire me to switch.