diff --git a/.github/workflows/gh_pages.yml b/.github/workflows/gh_pages.yml
index e609405b..26208f2e 100644
--- a/.github/workflows/gh_pages.yml
+++ b/.github/workflows/gh_pages.yml
@@ -13,7 +13,7 @@ jobs:
       - name: select python version
         uses: actions/setup-python@v2
         with:
-          python-version: 3.9
+          python-version: 3.11
       - name: install dependencies
         run: |
           python -m pip install --upgrade pip
diff --git a/elm/web/website_crawl.py b/elm/web/website_crawl.py
index 01c6962d..09cccfcb 100644
--- a/elm/web/website_crawl.py
+++ b/elm/web/website_crawl.py
@@ -87,7 +87,7 @@ def __init__(self, keyword_points=None):
         keyword_points : dict, optional
             Dictionary mapping keywords to their associated point values
             for scoring URLs. If ``None``, uses
-            :obj:`BEST_ZONING_ORDINANCE_KEYWORDS`.
+            :obj:`elm.web.website_crawl.BEST_ZONING_ORDINANCE_KEYWORDS`.
             By default, ``None``.
         """
         self.keyword_points = keyword_points or BEST_ZONING_ORDINANCE_KEYWORDS
@@ -102,7 +102,7 @@ async def score(self, links):
 
         Parameters
         ----------
-        links : list of dicts
+        links : list of dict
             A list of dictionaries representing links to be scored.
             Each dictionary should contain at least the keys "text" and
             "href". The "text" key should contain the link title text,
@@ -110,7 +110,7 @@ async def score(self, links):
 
         Returns
         -------
-        links : list of dicts
+        links : list of dict
             The input list of links with an additional key "score" added
             to each dictionary. Each "score" key contains the calculated
             score for that link.