(I found this answer from a video: http://www.youtube.com/watch?v=xmvRF7koJ5E)
Download msvcp71.dll
and msvcr71.dll
from the web.
Save them to your C:\Windows\System32
folder.
Save them to your C:\Windows\SysWOW64
folder as well (if you have a 64-bit operating system).
Now try running your code file in Python and it will load the graph in couple of seconds.