@@ -40,7 +40,7 @@ Matplotlib makes easy things easy and hard things possible.
4040
4141 Create
4242
43- - Develop `publication quality plots `_ with just with just a few lines of code
43+ - Develop `publication quality plots `_ with just a few lines of code
4444 - Use `interactive figures `_ that can zoom, pan, update...
4545
4646 .. _publication quality plots : https://matplotlib.org/gallery/index.html
@@ -62,7 +62,7 @@ Matplotlib makes easy things easy and hard things possible.
6262
6363 - Explore tailored functionality provided by
6464 :doc: `third party packages <thirdpartypackages/index >`
65- - Learn more about matplotlib through the many
65+ - Learn more about Matplotlib through the many
6666 :doc: `external learning resources <resources/index >`
6767
6868Documentation
@@ -80,7 +80,7 @@ Join our community!
8080Matplotlib is a welcoming, inclusive project, and we follow the `Python
8181Software Foundation Code of Conduct <coc_> `_ in everything we do.
8282
83- .. _coc : http ://www.python.org/psf/codeofconduct /
83+ .. _coc : https ://www.python.org/psf/conduct /
8484
8585
8686.. raw :: html
@@ -100,7 +100,7 @@ Software Foundation Code of Conduct <coc_>`_ in everything we do.
100100 </div >
101101 <div class =" box-item" >
102102 <img src =" _static/fa/stack-overflow-brands.svg" alt =" Stackoverflow" >
103- <p >Check out the Matplotlib tag on <a href =" http ://stackoverflow.com/questions/tagged/matplotlib" >stackoverflow</a >.</p >
103+ <p >Check out the Matplotlib tag on <a href =" https ://stackoverflow.com/questions/tagged/matplotlib" >stackoverflow</a >.</p >
104104 </div >
105105 <div class =" box-item" >
106106 <img src =" _static/fa/gitter-brands.svg" alt =" Gitter" >
@@ -152,22 +152,22 @@ Toolkits
152152========
153153
154154Matplotlib ships with several add-on :doc: `toolkits <api/toolkits/index >`,
155- including 3d plotting with `mplot3d `, axes helpers in `axes_grid1 ` and axis
155+ including 3D plotting with `mplot3d `, axes helpers in `axes_grid1 ` and axis
156156helpers in `axisartist `.
157157
158158Third party packages
159159====================
160160
161161A large number of :doc: `third party packages <thirdpartypackages/index >`
162162extend and build on Matplotlib functionality, including several higher-level
163- plotting interfaces (seaborn _, holoviews _ , ggplot _, ...), and two projection
164- and mapping toolkits (basemap _ and cartopy _ ).
163+ plotting interfaces (seaborn _, HoloViews _ , ggplot _, ...), and two projection
164+ and mapping toolkits (Basemap _ and Cartopy _ ).
165165
166166.. _seaborn : https://seaborn.pydata.org
167- .. _ holoviews : http ://holoviews.org
167+ .. _ HoloViews : https ://holoviews.org
168168.. _ggplot : http://ggplot.yhathq.com
169- .. _ basemap : https://matplotlib.org/basemap
170- .. _ cartopy : https://scitools.org.uk/cartopy/docs/latest
169+ .. _ Basemap : https://matplotlib.org/basemap
170+ .. _ Cartopy : https://scitools.org.uk/cartopy/docs/latest
171171
172172Citing Matplotlib
173173=================
@@ -204,7 +204,7 @@ law. As with any donation, you should consult with your tax adviser
204204about your particular tax situation.
205205
206206Please consider `donating to the Matplotlib project <donating _>`_ through
207- the Numfocus organization or to the `John Hunter Technology Fellowship
207+ the NumFOCUS organization or to the `John Hunter Technology Fellowship
208208<jdh-fellowship_> `_.
209209
210210.. _donating : https://numfocus.org/donate-to-matplotlib
@@ -214,7 +214,7 @@ the Numfocus organization or to the `John Hunter Technology Fellowship
214214The :doc: `Matplotlib license <users/license >` is based on the `Python Software
215215Foundation (PSF) license <psf-license_> `_.
216216
217- .. _psf-license : http ://www.python.org/psf/license
217+ .. _psf-license : https ://www.python.org/psf/license
218218
219219There is an active developer community and a long list of people who have made
220220significant :doc: `contributions <users/credits >`.
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