@jnothman Earlier I kept the script in sklearn/tests directory as a testcase. But the test suite was failing for obvious reasons. So I decided to move it to sklearn/utils for now but I am not able to run the script. It's giving following error

Traceback (most recent call last):
  File "check_docstring_parameters.py", line 3, in <module>
    from numpydoc import docscrape
  File "/home/neeraj/Applications/anaconda/lib/python2.7/site-packages/numpydoc/__init__.py", line 3, in <module>
    from .numpydoc import setup
  File "/home/neeraj/Applications/anaconda/lib/python2.7/site-packages/numpydoc/numpydoc.py", line 32, in <module>
    from sphinx.util.compat import Directive
  File "/home/neeraj/Applications/anaconda/lib/python2.7/site-packages/Sphinx-1.4.1-py2.7.egg/sphinx/util/__init__.py", line 16, in <module>
    import tempfile
  File "/home/neeraj/Applications/anaconda/lib/python2.7/tempfile.py", line 35, in <module>
    from random import Random as _Random
  File "/home/neeraj/Projects/github/scikit-learn/sklearn/utils/random.py", line 5, in <module>
    import numpy as np
  File "/home/neeraj/Applications/anaconda/lib/python2.7/site-packages/numpy/__init__.py", line 184, in <module>
    from . import add_newdocs
  File "/home/neeraj/Applications/anaconda/lib/python2.7/site-packages/numpy/add_newdocs.py", line 13, in <module>
    from numpy.lib import add_newdoc
  File "/home/neeraj/Applications/anaconda/lib/python2.7/site-packages/numpy/lib/__init__.py", line 8, in <module>
    from .type_check import *
  File "/home/neeraj/Applications/anaconda/lib/python2.7/site-packages/numpy/lib/type_check.py", line 11, in <module>
    import numpy.core.numeric as _nx
  File "/home/neeraj/Applications/anaconda/lib/python2.7/site-packages/numpy/core/__init__.py", line 58, in <module>
    from numpy.testing.nosetester import _numpy_tester
  File "/home/neeraj/Applications/anaconda/lib/python2.7/site-packages/numpy/testing/__init__.py", line 12, in <module>
    from . import decorators as dec
  File "/home/neeraj/Applications/anaconda/lib/python2.7/site-packages/numpy/testing/decorators.py", line 21, in <module>
    from .utils import SkipTest
  File "/home/neeraj/Applications/anaconda/lib/python2.7/site-packages/numpy/testing/utils.py", line 15, in <module>
    from tempfile import mkdtemp, mkstemp
ImportError: cannot import name mkdtemp

I can't seem to figure out a way to run it from sklearn/utils directory. I searched for the error and found this issue #4620. I am able to run from tempfile import mkdtemp, mkstemp from all directories but sklearn/utils.

Uh oh!

Add check that all parameters are properly documented #7758

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