matplotlib
diff --git a/‎doc/users/prev_whats_new/whats_new_1.0.rst
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diff --git a/‎doc/users/prev_whats_new/whats_new_1.5.rst
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diff --git a/‎tutorials/01_introductory/pyplot.py
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diff --git a/‎tutorials/01_introductory/sample_plots.py
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@@ -44,7 +44,7 @@ indexing (starts with 0).  e.g.::
   fig, axarr = plt.subplots(2, 2)
   axarr[0,0].plot([1,2,3])   # upper, left
 
-See :ref:`sphx_glr_gallery_pylab_examples_subplot_demo.py` for several code examples.
+See :ref:`sphx_glr_gallery_subplots_axes_and_figures_subplot_demo.py` for several code examples.
 
 Contour fixes and and triplot
 ---------------------------------
@@ -147,6 +147,3 @@ Eric Firing went on a bug fixing and closing marathon, closing over
 <http://sourceforge.net/tracker/?group_id=80706&atid=560720>`__ with
 help from Jae-Joon Lee, Michael Droettboom, Christoph Gohlke and
 Michiel de Hoon.
-
-
-
@@ -314,8 +314,8 @@ quads touching the point; any triangular corners comprising three unmasked
 points are contoured as usual.  If the ``corner_mask`` keyword argument is not
 specified, the default value is taken from rcParams.
 
-.. figure:: ../../gallery/pylab_examples/images/sphx_glr_contour_corner_mask_001.png
-   :target: ../../gallery/pylab_examples/contour_corner_mask.html
+.. figure:: ../../gallery/images_contours_and_fields/images/sphx_glr_contour_corner_mask_001.png
+   :target: ../../gallery/images_contours_and_fields/contour_corner_mask.html
    :align: center
    :scale: 50
 
@@ -744,6 +744,3 @@ is important if your toolchain is prefixed. This is done in a simpilar
 way as setting `CC` or `CXX` before building. An example follows.
 
     export PKG_CONFIG=x86_64-pc-linux-gnu-pkg-config
-
-
-
@@ -278,7 +278,7 @@ def f(t):
 # which allows you to specify the location as ``axes([left, bottom,
 # width, height])`` where all values are in fractional (0 to 1)
 # coordinates.  See :ref:`sphx_glr_gallery_pylab_examples_axes_demo.py` for an example of
-# placing axes manually and :ref:`sphx_glr_gallery_pylab_examples_subplot_demo.py` for an
+# placing axes manually and :ref:`sphx_glr_gallery_subplots_axes_and_figures_subplot_demo.py` for an
 # example with lots of subplots.
 #
 #
 
@@ -194,8 +194,8 @@
 trading volume and colors varying with time. Here, the
 alpha attribute is used to make semitransparent circle markers.
 
-.. figure:: ../../gallery/pylab_examples/images/sphx_glr_scatter_demo2_001.png
-   :target: ../../gallery/pylab_examples/scatter_demo2.html
+.. figure:: ../../gallery/lines_bars_and_markers/images/sphx_glr_scatter_demo2_001.png
+   :target: ../../gallery/lines_bars_and_markers/scatter_demo2.html
    :align: center
    :scale: 50
Original file line number	Diff line number	Diff line change
`@@ -278,7 +278,7 @@ def f(t):`
`278`	`278`	# which allows you to specify the location as ``axes([left, bottom,
`279`	`279`	# width, height])`` where all values are in fractional (0 to 1)
`280`	`280`	# coordinates. See :ref:`sphx_glr_gallery_pylab_examples_axes_demo.py` for an example of
`281`		-# placing axes manually and :ref:`sphx_glr_gallery_pylab_examples_subplot_demo.py` for an
	`281`	+# placing axes manually and :ref:`sphx_glr_gallery_subplots_axes_and_figures_subplot_demo.py` for an
`282`	`282`	`# example with lots of subplots.`
`283`	`283`	`#`
`284`	`284`	`#`