I'm sorry, I messed up above. The pip3 binary is part of the python3-pip
package. In other words pip is package separately from python. (Or
pip3/python3 as in this case)

So 
sudo apt install python3-pip
pip3 --version
should work. Hope this helps :)

I don't know the details around the package, but would assume
python3-pip will use whichever python3 version you happen to have
installed, including 3.7.

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https://bugs.launchpad.net/bugs/1800723

Title:
  Missing package python3.7-pip

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