This bug was fixed in the package python-numpy - 1:1.0.4-6ubuntu1

---------------
python-numpy (1:1.0.4-6ubuntu1) hardy; urgency=low

  * Sync from debian unstable.
    - All existing Ubuntu changes are now in Debian.
  * debian/rules: Unset LDFLAGS, as numpy's distutils is braindead and FTBFS.
    (LP: #199031)
  * debian/python-numpy.links: Reference /usr/share/pyshared, rather than the
    old python-central-specific directory.
  * debian/control: Comply with DebianMaintainerField.

python-numpy (1:1.0.4-6) unstable; urgency=low

  [ Kumar Appaiah ]
  * Remove unnecessary README.numpy-dbg.
  * debian/control:
    + Build using gfortran, libblas-dev, liblapack-dev. (Closes: #464784)
    + Conflict with python-scipy (<= 0.6.0-6), python-matplotlib (<< 0.90.1-3),
      built with g77.
    + Add build-conflict with atlas3-base-dev.
    + Build again using python-central as done up to version 1:1.0.4-2.
    + Spell python with small `p', as per new description norms.
  * debian/rules:
    + Add proper symlinks in /usr/include/python<version>/numpy
      for numpy headers.
    + Include symlinks for debug package.
  * debian/python-numpy.links:
    + Symlink old numarray headers to numpy include directory.
      (Closes: #463007)
  * debian/copyright:
    + Fix by adding copyright date and symbol.

  [ Ondrej Certik ]
  * Package description update: python -> Python (fixes a lintian warning)

 -- William Grant <[EMAIL PROTECTED]>   Sat, 08 Mar 2008
12:56:12 +1100

** Changed in: python-numpy (Ubuntu)
       Status: In Progress => Fix Released

-- 
numpy and scipy FTBFS due to LDFLAGS pollution
https://bugs.launchpad.net/bugs/199031
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