diff --git a/sklearn/datasets/_samples_generator.py b/sklearn/datasets/_samples_generator.py
index bf040ba11f486..f02c31654f3ed 100644
--- a/sklearn/datasets/_samples_generator.py
+++ b/sklearn/datasets/_samples_generator.py
@@ -839,7 +839,7 @@ def make_blobs(
         See :term:`Glossary <random_state>`.
 
     return_centers : bool, default=False
-        If True, then return the centers of each cluster
+        If True, then return the centers of each cluster.
 
         .. versionadded:: 0.23
 
@@ -855,6 +855,10 @@ def make_blobs(
         The centers of each cluster. Only returned if
         ``return_centers=True``.
 
+    See Also
+    --------
+    make_classification : A more intricate variant.
+
     Examples
     --------
     >>> from sklearn.datasets import make_blobs
@@ -870,10 +874,6 @@ def make_blobs(
     (10, 2)
     >>> y
     array([0, 1, 2, 0, 2, 2, 2, 1, 1, 0])
-
-    See Also
-    --------
-    make_classification : A more intricate variant.
     """
     generator = check_random_state(random_state)
 
diff --git a/sklearn/tests/test_docstrings.py b/sklearn/tests/test_docstrings.py
index 50e1ad7376089..8bfce2702e19d 100644
--- a/sklearn/tests/test_docstrings.py
+++ b/sklearn/tests/test_docstrings.py
@@ -27,7 +27,6 @@
     "sklearn.datasets._olivetti_faces.fetch_olivetti_faces",
     "sklearn.datasets._openml.fetch_openml",
     "sklearn.datasets._samples_generator.make_biclusters",
-    "sklearn.datasets._samples_generator.make_blobs",
     "sklearn.datasets._samples_generator.make_checkerboard",
     "sklearn.datasets._samples_generator.make_classification",
     "sklearn.datasets._samples_generator.make_gaussian_quantiles",