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I had the same problem. I did the following:

1- Upgrade matplotlib by launching the sagemath shell running pip install --upgrade matplotlib.

2- I installed matploplib in a different virtualenv. This created a folder called ~/.matplotlib.

3- I copied the content of ~/.matplotlib to /home/sage/.sage/matplotlib-1.5.1.

It solved the issue for me.