Roughly, I decided to use groups install to get everything I needed.
$ sudo yum groups install "Development tools" -y
$ sudo yum groups install "Development Libraries" -y
$ sudo yum install sqlite sqlite-devel -y
$ sudo yum install lapack-devel blas-devel fftw-devel atlas-devel suitesparse-devel swig -y
$ pyenv local 2.7.8
$ pip install numpy scipy scikit-learn
It took me quite a while to figure out what fftw-devel was needed.
To force reinstall with pip, use the command below
$ pip install --upgrade --force-reinstall numpy scipy scikit-learn
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