`_.
diff --git a/doc/users/prev_whats_new/changelog.rst b/doc/users/prev_whats_new/changelog.rst
index a3a22ea868ac..f1f3cca3225e 100644
--- a/doc/users/prev_whats_new/changelog.rst
+++ b/doc/users/prev_whats_new/changelog.rst
@@ -4,8 +4,7 @@ List of changes to Matplotlib prior to 2015
===========================================
This is a list of the changes made to Matplotlib from 2003 to 2015. For more
-recent changes, please refer to the `what's new <../whats_new.html>`_ or
-the `API changes <../../api/api_changes.html>`_.
+recent changes, please refer to the :doc:`/users/release_notes`.
2015-11-16
Levels passed to contour(f) and tricontour(f) must be in increasing order.
diff --git a/examples/images_contours_and_fields/shading_example.py b/examples/images_contours_and_fields/shading_example.py
index 63858a8fb19e..c3b969dcff8b 100644
--- a/examples/images_contours_and_fields/shading_example.py
+++ b/examples/images_contours_and_fields/shading_example.py
@@ -7,7 +7,7 @@
`Generic Mapping Tools`_.
.. _Mathematica: http://reference.wolfram.com/mathematica/ref/ReliefPlot.html
-.. _Generic Mapping Tools: https://gmt.soest.hawaii.edu/
+.. _Generic Mapping Tools: https://www.generic-mapping-tools.org/
"""
import numpy as np
diff --git a/examples/user_interfaces/web_application_server_sgskip.py b/examples/user_interfaces/web_application_server_sgskip.py
index ff16277cc752..c430c24b70ed 100644
--- a/examples/user_interfaces/web_application_server_sgskip.py
+++ b/examples/user_interfaces/web_application_server_sgskip.py
@@ -44,7 +44,7 @@ def hello():
#############################################################################
#
# Since the above code is a Flask application, it should be run using the
-# `flask command-line tool `_
+# `flask command-line tool `_
# Assuming that the working directory contains this script:
#
# Unix-like systems
diff --git a/lib/matplotlib/backends/backend_ps.py b/lib/matplotlib/backends/backend_ps.py
index c30267fd18a9..71da1ccccc3f 100644
--- a/lib/matplotlib/backends/backend_ps.py
+++ b/lib/matplotlib/backends/backend_ps.py
@@ -1215,7 +1215,7 @@ def xpdf_distill(tmpfile, eps=False, ptype='letter', bbox=None, rotated=False):
tmppdf = pathlib.Path(tmpdir, "tmp.pdf")
tmpps = pathlib.Path(tmpdir, "tmp.ps")
# Pass options as `-foo#bar` instead of `-foo=bar` to keep Windows
- # happy (https://www.ghostscript.com/doc/9.22/Use.htm#MS_Windows).
+ # happy (https://ghostscript.com/doc/9.56.1/Use.htm#MS_Windows).
cbook._check_and_log_subprocess(
["ps2pdf",
"-dAutoFilterColorImages#false",
diff --git a/lib/matplotlib/patheffects.py b/lib/matplotlib/patheffects.py
index 416a26d3f651..191f62b8d2be 100644
--- a/lib/matplotlib/patheffects.py
+++ b/lib/matplotlib/patheffects.py
@@ -232,7 +232,6 @@ def __init__(self, offset=(2, -2),
The shadow color.
alpha : float, default: 0.3
The alpha transparency of the created shadow patch.
- http://matplotlib.1069221.n5.nabble.com/path-effects-question-td27630.html
rho : float, default: 0.3
A scale factor to apply to the rgbFace color if *shadow_rgbFace*
is not specified.
diff --git a/lib/matplotlib/tests/test_quiver.py b/lib/matplotlib/tests/test_quiver.py
index 4c794ace91bc..f13450ed1b83 100644
--- a/lib/matplotlib/tests/test_quiver.py
+++ b/lib/matplotlib/tests/test_quiver.py
@@ -91,7 +91,7 @@ def test_no_warnings():
def test_zero_headlength():
# Based on report by Doug McNeil:
- # http://matplotlib.1069221.n5.nabble.com/quiver-warnings-td28107.html
+ # https://discourse.matplotlib.org/t/quiver-warnings/16722
fig, ax = plt.subplots()
X, Y = np.meshgrid(np.arange(10), np.arange(10))
U, V = np.cos(X), np.sin(Y)
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