I've found that virtualenvs are definitely worth the time to set up, there 
will be a time down the road when you need to have two different versions 
of the same package. Also, I'd strongly recommend storing the project's 
dependencies in a requirements.txt file. I have a terrible memory and would 
never remember which versions are compatible with my project and which 
aren't.

As mentioned above, your IDE may help you set up and use virtualenvs. I use 
PyCharm and it can create the environment for you and associate that with 
your project.

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