From 9cc6d912c09f17b5be3dc04e51f49c44c3bc968b Mon Sep 17 00:00:00 2001
From: Eric Larson <larson.eric.d@gmail.com>
Date: Fri, 15 Sep 2023 13:05:34 -0400
Subject: [PATCH] FIX: Refs

---
 mne/viz/evoked.py  | 4 ++--
 mne/viz/misc.py    | 2 +-
 mne/viz/topomap.py | 4 ++--
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/mne/viz/evoked.py b/mne/viz/evoked.py
index f97f9c1898d..c222400f0e3 100644
--- a/mne/viz/evoked.py
+++ b/mne/viz/evoked.py
@@ -2654,8 +2654,8 @@ def plot_compare_evokeds(
         :class:`dict` of :class:`ints <int>` or :class:`floats <float>`
         indicating steps or percentiles (respectively) along the colormap. If
         ``cmap`` is ``None``, list elements or dict values of ``colors`` must
-        be :class:`ints <int>` or valid :doc:`matplotlib colors
-        <matplotlib:tutorials/colors/colors>`; lists are cycled through
+        be :class:`ints <int>` or valid :ref:`matplotlib colors
+        <matplotlib:colors_def>`; lists are cycled through
         sequentially,
         while dicts must have keys matching the keys or conditions of an
         ``evokeds`` dict (see Notes for details). If ``None``, the current
diff --git a/mne/viz/misc.py b/mne/viz/misc.py
index ecf9acd069f..d2c1a4242dc 100644
--- a/mne/viz/misc.py
+++ b/mne/viz/misc.py
@@ -783,7 +783,7 @@ def plot_events(
         Dictionary of event_id integers as keys and colors as values. If None,
         colors are automatically drawn from a default list (cycled through if
         number of events longer than list of default colors). Color can be any
-        valid :doc:`matplotlib color <matplotlib:tutorials/colors/colors>`.
+        valid :ref:`matplotlib color <matplotlib:colors_def>`.
     event_id : dict | None
         Dictionary of event labels (e.g. 'aud_l') as keys and their associated
         event_id values. Labels are used to plot a legend. If None, no legend
diff --git a/mne/viz/topomap.py b/mne/viz/topomap.py
index 6f15848abd1..ec518ec37f0 100644
--- a/mne/viz/topomap.py
+++ b/mne/viz/topomap.py
@@ -2066,8 +2066,8 @@ def plot_evoked_topomap(
     the same call as the colorbar. Note also that the colorbar will not be
     resized automatically when ``axes`` are provided; use Matplotlib's
     :meth:`axes.set_position() <matplotlib.axes.Axes.set_position>` method or
-    :doc:`gridspec <matplotlib:tutorials/intermediate/arranging_axes>`
-    interface to adjust the colorbar size yourself.
+    :ref:`gridspec <matplotlib:arranging_axes>` interface to adjust the colorbar
+    size yourself.
 
     When ``time=="interactive"``, the figure will publish and subscribe to the
     following UI events: