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I enjoy the Jupyter notebook when lot of plots are in my outputs. But, remember that interactive computations can be done in the console as well. Also when code becomes large with hundred if not thousands of line of codes, a basic text file edited with a text editor is sometimes more efficient than a Jupyter cell.

Did you try jupyterlab? I allows to open a text file like file.sage or on one side and a sage console in the other side. Then, you can call %runfile file.sage in the console or even better %attach file.sage which automatically reloads the file when it changes.

You may install jupyterlab on Sage in Windows as explained in this other ask question.