doc: modify a few leftover impromper links.

nelson-liu · nelson-liu · commit db716be23589 · 2016-02-22T02:50:31.000-08:00
doc: fix style issues caused by new lengths of links
diff --git a/doc/developers/advanced_installation.rst b/doc/developers/advanced_installation.rst
@@ -279,10 +279,8 @@ path environment variable.
 -------------
 
 for 32-bit python it is possible use the standalone installers for
-`microsoft visual c++ express 2008 <http://download.microsoft.com/download/A/5/4/A54BADB6-9C3F-478D-8657-93B3FC9FE62D/vcsetup.exe>`_
-for python 2 or
-`microsoft visual c++ express 2010 <https://www.visualstudio.com/products/visual-studio-dev-essentials-vs>`_
-or python 3.
+`microsoft visual c++ express 2008 <http://go.microsoft.com/?linkid=7729279>`_
+for python 2 or microsoft visual c++ express 2010 for python 3.
 
 once installed you should be able to build scikit-learn without any
 particular configuration by running the following command in the scikit-learn
diff --git a/doc/modules/feature_selection.rst b/doc/modules/feature_selection.rst
@@ -265,7 +265,7 @@ of features non zero.
 
    * N. Meinshausen, P. Buhlmann, "Stability selection",
      Journal of the Royal Statistical Society, 72 (2010)
-     http://arxiv.org/pdf/0809.2932.pdf
+     http://arxiv.org/abs/0809.2932
 
    * F. Bach, "Model-Consistent Sparse Estimation through the Bootstrap"
      https://hal.inria.fr/hal-00354771/
@@ -324,4 +324,4 @@ Then, a :class:`sklearn.ensemble.RandomForestClassifier` is trained on the
 transformed output, i.e. using only relevant features. You can perform
 similar operations with the other feature selection methods and also
 classifiers that provide a way to evaluate feature importances of course.
-See the :class:`sklearn.pipeline.Pipeline` examples for more details.
+See the :class:`sklearn.pipeline.Pipeline` examples for more details.
diff --git a/doc/testimonials/testimonials.rst b/doc/testimonials/testimonials.rst
@@ -323,7 +323,7 @@ Eustache Diemert, Lead Scientist Bestofmedia Group
    </span>
 
 `Change.org <https://www.change.org>`_
---------------------------------------------------
+--------------------------------------
 
 .. raw:: html
 
@@ -424,7 +424,7 @@ Daniel Weitzenfeld, Senior Data Scientist at HowAboutWe
 
 
 `PeerIndex <https://www.brandwatch.com/peerindex-and-brandwatch>`_
-----------------------------------------
+------------------------------------------------------------------
 
 .. raw:: html
 
@@ -520,7 +520,7 @@ David Koh - Senior Data Scientist at OkCupid
    
 
 `Lovely <https://livelovely.com/>`_
------------------------------------------
+-----------------------------------
 
 .. raw:: html
 
