Free sources for numerical methods and math-intensive code

As a scientific programmer, I am always on the lookout for open-source or free numerical method and math software libraries to leverage in my programs. There are some very useful packages out there that can make life a lot sweeter when you are writing physics, engineering, or other computationally complex code.

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