diff --git a/ci/build_docs.sh b/ci/build_docs.sh
index 90a666dc34ed7..2bbc2ac2d4000 100755
--- a/ci/build_docs.sh
+++ b/ci/build_docs.sh
@@ -34,6 +34,9 @@ if [ "$DOC" ]; then
     echo ./make.py
     ./make.py
 
+    echo "Running spell check on documentation"
+    ./make.py spellcheck
+
     echo ########################
     echo # Create and send docs #
     echo ########################
@@ -69,6 +72,7 @@ if [ "$DOC" ]; then
            pandas/core/reshape/reshape.py \
            pandas/core/reshape/tile.py
 
+
 fi
 
 exit 0
diff --git a/doc/make.py b/doc/make.py
index 4d54a2415a194..c8e06cac502c9 100755
--- a/doc/make.py
+++ b/doc/make.py
@@ -307,6 +307,12 @@ def zip_html(self):
 
     def spellcheck(self):
         """Spell check the documentation."""
+        try:
+            from scripts.announce import update_name_wordlist
+            update_name_wordlist()
+        except ImportError:
+            print("Unable to update name wordlist, run "
+                  "scripts/announce.py to update the list.")
         self._sphinx_build('spelling')
         output_location = os.path.join('build', 'spelling', 'output.txt')
         with open(output_location) as output:
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 29f947e1144ea..44a5b34383698 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -80,15 +80,17 @@
 try:
     import sphinxcontrib.spelling  # noqa
 except ImportError as err:
-    logger.warn(('sphinxcontrib.spelling failed to import with error "{}". '
-                '`spellcheck` command is not available.'.format(err)))
+    logger.warning(('sphinxcontrib.spelling failed to import with error "{}". '
+                    '`spellcheck` command is not available.'.format(err)))
 else:
     extensions.append('sphinxcontrib.spelling')
+    spelling_ignore_pypi_package_names = True
+    spelling_word_list_filename = [
+        'spelling_wordlist.txt',
+        'names_wordlist.txt']
 
 exclude_patterns = ['**.ipynb_checkpoints']
 
-spelling_word_list_filename = ['spelling_wordlist.txt', 'names_wordlist.txt']
-spelling_ignore_pypi_package_names = True
 
 with open("index.rst") as f:
     index_rst_lines = f.readlines()
diff --git a/doc/source/names_wordlist.txt b/doc/source/names_wordlist.txt
index 032883b7febf6..956b87a77899c 100644
--- a/doc/source/names_wordlist.txt
+++ b/doc/source/names_wordlist.txt
@@ -1,1652 +1,1969 @@
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-Villanova
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 Michiel
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 Šedivý
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diff --git a/doc/source/spelling_wordlist.txt b/doc/source/spelling_wordlist.txt
index be93cdad083e9..950f55b5f0fa9 100644
--- a/doc/source/spelling_wordlist.txt
+++ b/doc/source/spelling_wordlist.txt
@@ -5,7 +5,16 @@ NumPy
 Reindexing
 reindexing
 ga
+pypy
+internet
 fe
+astype
+hexbin
+unparseable
+paramstyle
+ec
+Featuretools
+Hexbin
 reindexed
 automagic
 closedness
@@ -74,6 +83,11 @@ Groupby
 Unioning
 csv
 Upcase
+Unserialized
+rdk
+ri
+cr
+multivalue
 resampling
 Upcase
 Lowcase
diff --git a/doc/source/whatsnew/v0.23.1.txt b/doc/source/whatsnew/v0.23.1.txt
index af4eeffd87d01..b3f200a619a78 100644
--- a/doc/source/whatsnew/v0.23.1.txt
+++ b/doc/source/whatsnew/v0.23.1.txt
@@ -18,7 +18,7 @@ Fixed Regressions
 **Comparing Series with datetime.date**
 
 We've reverted a 0.23.0 change to comparing a :class:`Series` holding datetimes and a ``datetime.date`` object (:issue:`21152`).
-In pandas 0.22 and earlier, comparing a Series holding datetimes and ``datetime.date`` objects would coerce the ``datetime.date`` to a datetime before comapring.
+In pandas 0.22 and earlier, comparing a Series holding datetimes and ``datetime.date`` objects would coerce the ``datetime.date`` to a datetime before comparing.
 This was inconsistent with Python, NumPy, and :class:`DatetimeIndex`, which never consider a datetime and ``datetime.date`` equal.
 
 In 0.23.0, we unified operations between DatetimeIndex and Series, and in the process changed comparisons between a Series of datetimes and ``datetime.date`` without warning.
diff --git a/doc/source/whatsnew/v0.24.0.txt b/doc/source/whatsnew/v0.24.0.txt
index 90fc579ae69e5..5e5b908b92c68 100644
--- a/doc/source/whatsnew/v0.24.0.txt
+++ b/doc/source/whatsnew/v0.24.0.txt
@@ -128,10 +128,10 @@ Removal of prior version deprecations/changes
 Performance Improvements
 ~~~~~~~~~~~~~~~~~~~~~~~~
 
-- Improved performance of :func:`Series.describe` in case of numeric dtpyes (:issue:`21274`)
+- Improved performance of :func:`Series.describe` in case of numeric dtypes (:issue:`21274`)
 - Improved performance of :func:`pandas.core.groupby.GroupBy.rank` when dealing with tied rankings (:issue:`21237`)
 - Improved performance of :func:`DataFrame.set_index` with columns consisting of :class:`Period` objects (:issue:`21582`)
--
+
 
 .. _whatsnew_0240.docs:
 
diff --git a/scripts/announce.py b/scripts/announce.py
index 7b7933eba54dd..466e099a1d6b4 100755
--- a/scripts/announce.py
+++ b/scripts/announce.py
@@ -73,6 +73,31 @@ def get_authors(revision_range):
     return authors
 
 
+def update_name_wordlist():
+    # Update doc/source/names_wordlist.txt with the names of every author
+    all_names = set()
+
+    path = os.path.dirname(os.path.dirname(__file__))
+    wordlist_path = os.path.join(path, 'doc', 'source', 'names_wordlist.txt')
+
+    # Get all names from wordlist and add them to the set
+    with open(wordlist_path, encoding='utf-8') as namelist:
+        for name in namelist:
+            all_names.add(name.strip())
+
+    latest_tag = sorted(this_repo.tags,
+                        key=lambda t: t.commit.committed_datetime)[-1]
+    authors = get_authors('0.3.0..{}'.format(latest_tag))
+
+    # Add author names to set from version 0.3.0 until latest version
+    for author in authors:
+        all_names = all_names.union(re.sub('[.+\-!?]', ' ', author).split())
+
+    with open(wordlist_path, 'w', encoding='utf-8') as wordlist:
+        for name in all_names:
+            wordlist.write('{}\n'.format(name))
+
+
 def get_pull_requests(repo, revision_range):
     prnums = []
 
@@ -108,6 +133,7 @@ def main(revision_range, repo):
     print(heading)
     print(u"=" * len(heading))
     print(author_msg % len(authors))
+    update_name_wordlist()
 
     for s in authors:
         print(u'* ' + s)