diff --git a/docs/advanced_examples.rst b/docs/advanced_examples.rst
index 1107b9233..16e2dab95 100644
--- a/docs/advanced_examples.rst
+++ b/docs/advanced_examples.rst
@@ -14,7 +14,7 @@ Repeated transformations
 
 .. versionadded:: 2.1.0
 
-If you use the same transform, using the :class:`pyproj.Transformer` can help
+If you use the same transform, using the :class:`pyproj.transformer.Transformer` can help
 optimize your transformations.
 
 .. code-block:: python
@@ -22,7 +22,7 @@ optimize your transformations.
     import numpy as np                                                      
     from pyproj import Transformer, transform
     
-    transformer = Transformer.from_proj(2263, 4326)
+    transformer = Transformer.from_crs(2263, 4326)
     x_coords = np.random.randint(80000, 120000)                            
     y_coords = np.random.randint(200000, 250000) 
 
diff --git a/pyproj/transformer.py b/pyproj/transformer.py
index 52914efea..d07b65f20 100644
--- a/pyproj/transformer.py
+++ b/pyproj/transformer.py
@@ -82,6 +82,7 @@ def __init__(
             The area of interest to help order the transformations based on the
             best operation for the area.
 
+
         Example:
 
         >>> from pyproj.transformer import TransformerGroup
@@ -105,7 +106,7 @@ def __init__(
     @property
     def transformers(self):
         """
-        list[:obj:`pyproj.crs.CoordinateOperation`]:
+        list[:obj:`Transformer`]:
             List of available :obj:`Transformer`
             associated with the transformation.
         """