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I've got both IPython and IPython3 installed. I recently upgraded IPython to version 5.3.0 using pip. However, I can't figure out how to upgrade IPython3. It's currently at version 2.4.1.

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Use pip3 to do it:

sudo apt install python3-pip
pip3 install --upgrade pip --user
pip3 install --upgrade ipython --user

Available versions are: 5.4.1, 6.1.0

https://pypi.python.org/pypi/ipython

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