To be more clear (I'm an upstream developer):

Ubuntu should

(i) Build the HTML documentation using doc/Makefile, and put that into
the python-numpy-doc package. How to do this is explained in detail in
doc/HOWTO_BUILD_DOCS.txt

(ii) The numpy/doc/*.py files contain some runtime help. These should be
included in the python-numpy package ("python setup.py install" installs
in them in the correct location), and they should not be shipped
separately.

-- 
[python-numpy-doc] missing documentation
https://bugs.launchpad.net/bugs/531917
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