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If you are using Jupyter notebook, make sure you are in command mode by pressing ESC before trying SHIFT+up or down arrows to select cells. See tip #1 of 28 Jupyter Notebook tips, tricks and shortcuts.

If you do not know what is the command mode, then I suggest you do the "User Interface Tour" in the Help menu of the Jupyter notebook.