matplotlib
diff --git a/‎doc/citing.rst
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diff --git a/‎doc/faq/howto_faq.rst
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diff --git a/‎lib/matplotlib/__init__.py
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@@ -3,23 +3,23 @@
 Citing Matplotlib
 =================
 
-If Matplotlib contributes to a project that leads to a scientific
-publication, please acknowledge this fact by citing `Hunter et al (2007)
-<https://doi.org/10.1109/MCSE.2007.55>`_ using this ready-made BibTeX entry:
+If Matplotlib contributes to a project that leads to a scientific publication,
+please acknowledge this fact by citing `J. D. Hunter, "Matplotlib: A 2D
+Graphics Environment", Computing in Science & Engineering, vol. 9, no. 3,
+pp. 90-95, 2007 <https://doi.org/10.1109/MCSE.2007.55>`_.
 
 .. code-block:: bibtex
 
    @Article{Hunter:2007,
      Author    = {Hunter, J. D.},
      Title     = {Matplotlib: A 2D graphics environment},
-     Journal   = {Computing In Science \& Engineering},
+     Journal   = {Computing in Science \& Engineering},
      Volume    = {9},
      Number    = {3},
      Pages     = {90--95},
-     abstract  = {Matplotlib is a 2D graphics package used for Python
-     for application development, interactive scripting, and
-     publication-quality image generation across user
-     interfaces and operating systems.},
+     abstract  = {Matplotlib is a 2D graphics package used for Python for
+     application development, interactive scripting, and publication-quality
+     image generation across user interfaces and operating systems.},
      publisher = {IEEE COMPUTER SOC},
      doi       = {10.1109/MCSE.2007.55},
      year      = 2007
 
@@ -731,36 +731,3 @@ code example page with the keyword ``codex`` for *code example* which
 shouldn't appear anywhere else on this site except in the FAQ.
 So if you want to search for an example that uses an
 ellipse, :ref:`search` for ``codex ellipse``.
-
-
-.. _how-to-cite-mpl:
-
-Cite Matplotlib
-===============
-
-If you want to refer to Matplotlib in a publication, you can use
-"Matplotlib: A 2D Graphics Environment" by J. D. Hunter In Computing
-in Science & Engineering, Vol. 9, No. 3. (2007), pp. 90-95 (see `this
-reference page <https://doi.org/10.1109/MCSE.2007.55>`_)::
-
-  @article{Hunter:2007,
-	  Address = {10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1314 USA},
-	  Author = {Hunter, John D.},
-	  Date-Added = {2010-09-23 12:22:10 -0700},
-	  Date-Modified = {2010-09-23 12:22:10 -0700},
-	  Isi = {000245668100019},
-	  Isi-Recid = {155389429},
-	  Journal = {Computing In Science \& Engineering},
-	  Month = {May-Jun},
-	  Number = {3},
-	  Pages = {90--95},
-	  Publisher = {IEEE COMPUTER SOC},
-	  Times-Cited = {21},
-	  Title = {Matplotlib: A 2D graphics environment},
-	  Type = {Editorial Material},
-	  Volume = {9},
-	  Year = {2007},
-	  Abstract = {Matplotlib is a 2D graphics package used for Python for application
-                      development, interactive scripting, and publication-quality image
-                      generation across user interfaces and operating systems.},
-	  Bdsk-Url-1 = {http://gateway.isiknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=Alerting&SrcApp=Alerting&DestApp=WOS&DestLinkType=FullRecord;KeyUT=000245668100019}}
@@ -154,7 +154,7 @@
 __bibtex__ = r"""@Article{Hunter:2007,
   Author    = {Hunter, J. D.},
   Title     = {Matplotlib: A 2D graphics environment},
-  Journal   = {Computing In Science \& Engineering},
+  Journal   = {Computing in Science \& Engineering},
   Volume    = {9},
   Number    = {3},
   Pages     = {90--95},