Tom, if you are using RHEL6, I HIGHLY recommend Anaconda.
Tom, can you post this file somewhere:  > Storing debug log for failure in /u/tsercu/.pip/pip.log
I will rebuild the pip wheels with manylinux 152 this week so that it works on ALL machines.