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Pip Install Scipy on Ubuntu

On Ubuntu 12.04 Server, a pip install scipy barfs with

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library dfftpack has Fortran sources but no Fortran compiler found

because it wants you to

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sudo apt-get install libamd2.2.0 libblas3gf libc6 libgcc1 \
libgfortran3 liblapack3gf libumfpack5.4.0 libstdc++6 \
build-essential gfortran python-all-dev \
libatlas-base-dev

and,

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pip install numpy

before you try to

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pip install scipy