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Sage: graphics are plotted on the wrong X11 display

I set up a sage server by adding the following line to my ~/.profile: nohup sage -c "notebook(interface='', secure=True, automatic_login=False, directory='./sage_notebook.sagenb')" >/dev/null ...
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The location of the compiled binaries of matplotlib

What is the location of the compiled binaries of matplotlib after I use pip install matplotlib to install it?
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Associating .pyw file with Python to run Python programs using other libraries like matplotlib, scipy,

The answer to a previous question "How do I associate .pyw files with Python in OSX" almost solves this problem - but not quite. I have a Python script that runs successfully under Andaconda's Spyder ...
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Why is there a .matplotlib folder in my home folder of Windows 8.1?

I even do not install python. And after I delete it, it will appear after a while. So I think it was created by some other applications. Does any one has met the same problem and know why? In ...