PIP Install Numpy throws an error "ascii codec can't decode byte 0xe2"

I have a freshly installed Ubuntu on a freshly built computer. I just installed python-pip using apt-get. Now when I try to pip install Numpy and Pandas, it gives the following error. I've seen this