Run .ipynb on a remote workstation so that all results will be save in the same .pynb

No need for conversion. You can run the notebook from the command line one of several ways:

Papermill supposedly has one advantage for long running notebooks: I’ve seen it said that it saves on a per cell basis and that offers more possibilities to monitor progress. Whereas, jupyter nbconvert --exectute doesn’t save the output in the executed notebook file until completion. I haven’t tested this myself yet, and I don’t know what Jupytext does along these lines.

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