diff --git a/ci/code_checks.sh b/ci/code_checks.sh
index 744f934142a24..823687cc20ca0 100755
--- a/ci/code_checks.sh
+++ b/ci/code_checks.sh
@@ -93,8 +93,8 @@ fi
 ### DOCSTRINGS ###
 if [[ -z "$CHECK" || "$CHECK" == "docstrings" ]]; then
 
-    MSG='Validate docstrings (GL02, GL03, GL04, GL05, GL06, GL07, GL09, GL10, SS01, SS02, SS03, SS04, SS05, PR03, PR04, PR05, PRO9, PR10, EX04, RT01, RT04, RT05, SA02, SA03)' ; echo $MSG
-    $BASE_DIR/scripts/validate_docstrings.py --format=actions --errors=GL02,GL03,GL04,GL05,GL06,GL07,GL09,GL10,SS02,SS03,SS04,SS05,PR03,PR04,PR05,PR09,PR10,EX04,RT01,RT04,RT05,SA02,SA03
+    MSG='Validate docstrings (GL01, GL02, GL03, GL04, GL05, GL06, GL07, GL09, GL10, SS01, SS02, SS03, SS04, SS05, PR03, PR04, PR05, PRO9, PR10, EX04, RT01, RT04, RT05, SA02, SA03)' ; echo $MSG
+    $BASE_DIR/scripts/validate_docstrings.py --format=actions --errors=GL01,GL02,GL03,GL04,GL05,GL06,GL07,GL09,GL10,SS02,SS03,SS04,SS05,PR03,PR04,PR05,PR09,PR10,EX04,RT01,RT04,RT05,SA02,SA03
     RET=$(($RET + $?)) ; echo $MSG "DONE"
 
 fi
diff --git a/pandas/core/window/doc.py b/pandas/core/window/doc.py
index 2cc7962c6bd7b..61f388c35df0f 100644
--- a/pandas/core/window/doc.py
+++ b/pandas/core/window/doc.py
@@ -11,7 +11,7 @@ def create_section_header(header: str) -> str:
     return "\n".join((header, "-" * len(header))) + "\n"
 
 
-template_header = "Calculate the {window_method} {aggregation_description}.\n\n"
+template_header = "\nCalculate the {window_method} {aggregation_description}.\n\n"
 
 template_returns = dedent(
     """
diff --git a/pandas/io/formats/style_render.py b/pandas/io/formats/style_render.py
index a94d9ee5416c4..de475d145f3a0 100644
--- a/pandas/io/formats/style_render.py
+++ b/pandas/io/formats/style_render.py
@@ -57,17 +57,23 @@ class CSSDict(TypedDict):
 Subset = Union[slice, Sequence, Index]
 
 
+def _gl01_adjust(obj: Any) -> Any:
+    """Adjust docstrings for Numpydoc GLO1."""
+    obj.__doc__ = "\n" + obj.__doc__
+    return obj
+
+
 class StylerRenderer:
     """
     Base class to process rendering a Styler with a specified jinja2 template.
     """
 
-    loader = jinja2.PackageLoader("pandas", "io/formats/templates")
-    env = jinja2.Environment(loader=loader, trim_blocks=True)
-    template_html = env.get_template("html.tpl")
-    template_html_table = env.get_template("html_table.tpl")
-    template_html_style = env.get_template("html_style.tpl")
-    template_latex = env.get_template("latex.tpl")
+    loader = _gl01_adjust(jinja2.PackageLoader("pandas", "io/formats/templates"))
+    env = _gl01_adjust(jinja2.Environment(loader=loader, trim_blocks=True))
+    template_html = _gl01_adjust(env.get_template("html.tpl"))
+    template_html_table = _gl01_adjust(env.get_template("html_table.tpl"))
+    template_html_style = _gl01_adjust(env.get_template("html_style.tpl"))
+    template_latex = _gl01_adjust(env.get_template("latex.tpl"))
 
     def __init__(
         self,