I'm with you, but I still end up using notebooks because I haven't found anything better for doing analysis. The two things I want the most are:

1. A variable window where I can browse through the values of each variable (like R Studio) 2. Be able to set breakpoints

So basically something in-between PyCharm and Jupyter.