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python - Can't install PIL

I'm unable to install PIL. When I run pip install PIL I get:

Downloading/unpacking PIL
  Could not find any downloads that satisfy the requirement PIL
Cleaning up...
No distributions at all found for PIL
Storing debug log for failure in /tmp/tmpWJojCu

I've tried following the answers to this question but I get the same error.

Stack: Python 2.7, PIP, EC2 Ubuntu machine.

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This one bites a lot of people, PIL has become pillow.

pip install pillow

But the import name was unchanged, so it is different from the package name now. That is, you continue to use:

from PIL import Image

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