Fix some typos on the frontpage.

QuLogic · QuLogic · commit 6a6b15e149c8 · 2020-02-13T04:10:05.000-05:00
diff --git a/doc/index.rst b/doc/index.rst
@@ -40,7 +40,7 @@ Matplotlib makes easy things easy and hard things possible.
 
       Create
 
-      - Develop `publication quality plots`_ with just with just a few lines of code
+      - Develop `publication quality plots`_ with just a few lines of code
       - Use `interactive figures`_ that can zoom, pan, update...
 
       .. _publication quality plots: https://matplotlib.org/gallery/index.html
@@ -62,7 +62,7 @@ Matplotlib makes easy things easy and hard things possible.
 
       - Explore tailored functionality provided by
         :doc:`third party packages <thirdpartypackages/index>`
-      - Learn more about matplotlib through the many
+      - Learn more about Matplotlib through the many
         :doc:`external learning resources <resources/index>`
 
 Documentation
@@ -152,22 +152,22 @@ Toolkits
 ========
 
 Matplotlib ships with several add-on :doc:`toolkits <api/toolkits/index>`,
-including 3d plotting with `mplot3d`, axes helpers in `axes_grid1` and axis
+including 3D plotting with `mplot3d`, axes helpers in `axes_grid1` and axis
 helpers in `axisartist`.
 
 Third party packages
 ====================
 
 A large number of :doc:`third party packages <thirdpartypackages/index>`
 extend and build on Matplotlib functionality, including several higher-level
-plotting interfaces (seaborn_, holoviews_, ggplot_, ...), and two projection
-and mapping toolkits (basemap_ and cartopy_).
+plotting interfaces (seaborn_, HoloViews_, ggplot_, ...), and two projection
+and mapping toolkits (Basemap_ and Cartopy_).
 
 .. _seaborn: https://seaborn.pydata.org
-.. _holoviews: http://holoviews.org
+.. _HoloViews: http://holoviews.org
 .. _ggplot: http://ggplot.yhathq.com
-.. _basemap: https://matplotlib.org/basemap
-.. _cartopy: https://scitools.org.uk/cartopy/docs/latest
+.. _Basemap: https://matplotlib.org/basemap
+.. _Cartopy: https://scitools.org.uk/cartopy/docs/latest
 
 Citing Matplotlib
 =================
@@ -204,7 +204,7 @@ law. As with any donation, you should consult with your tax adviser
 about your particular tax situation.
 
 Please consider `donating to the Matplotlib project <donating_>`_ through
-the Numfocus organization or to the `John Hunter Technology Fellowship
+the NumFOCUS organization or to the `John Hunter Technology Fellowship
 <jdh-fellowship_>`_.
 
 .. _donating: https://numfocus.org/donate-to-matplotlib
