diff --git a/cu_cat/__init__.py b/cu_cat/__init__.py
index c81a06de9..8c3448880 100644
--- a/cu_cat/__init__.py
+++ b/cu_cat/__init__.py
@@ -18,7 +18,7 @@
 from ._datetime_encoder import DatetimeEncoder
 from ._dep_manager import DepManager
 from ._gap_encoder import GapEncoder  # type: ignore
-from ._table_vectorizer import SuperVectorizer, TableVectorizer
+from ._table_vectorizer import TableVectorizer
 
 from ._version import get_versions
 
@@ -29,7 +29,7 @@
 __all__ = [
     "DatetimeEncoder",
     "GapEncoder",
-    "SuperVectorizer",
+    "TableVectorizer",
     "TableVectorizer",
     "DepManager",
     "deduplicate",
diff --git a/cu_cat/_dep_manager.py b/cu_cat/_dep_manager.py
index b9eff79a4..49923ce55 100644
--- a/cu_cat/_dep_manager.py
+++ b/cu_cat/_dep_manager.py
@@ -2,6 +2,21 @@
 
 
 class DepManager:
+    """Easily keep track of dependencies in a project.
+    Parameters
+    ----------
+    package : str
+        The name of the package to import.
+    
+    Attributes
+    ----------
+    pkgs : dict
+        A dictionary of the imported packages.
+        
+    Examples
+    --------
+    >>> numpy = deps.numpy
+    """
     def __init__(self):
         self.pkgs = {}
 
diff --git a/cu_cat/_gap_encoder.py b/cu_cat/_gap_encoder.py
index 9a21d7194..c44417977 100644
--- a/cu_cat/_gap_encoder.py
+++ b/cu_cat/_gap_encoder.py
@@ -760,11 +760,7 @@ class GapEncoder(BaseEstimator, TransformerMixin):
 
     See Also
     --------
-    :class:`~cu_cat.MinHashEncoder` :
-        Encode string columns as a numeric array with the minhash method.
-    :class:`~cu_cat.SimilarityEncoder` :
-        Encode string columns as a numeric array with n-gram string similarity.
-    :class:`~cu_cat.deduplicate` :
+        :class:`~cu_cat.deduplicate` :
         Deduplicate data by hierarchically clustering similar strings.
 
     References
diff --git a/cu_cat/_table_vectorizer.py b/cu_cat/_table_vectorizer.py
index e22cbcc5d..fc24827b8 100644
--- a/cu_cat/_table_vectorizer.py
+++ b/cu_cat/_table_vectorizer.py
@@ -372,6 +372,47 @@ class TableVectorizer(ColumnTransformer):
     columns might be shuffled, e.g., ['job', 'year', 'name'], but every call
     to :func:`TableVectorizer.transform` on this instance will return this
     order.
+    
+    Examples
+    --------
+    
+    First we can import the necessary modules and create a sample dataset:
+    
+    >>> from time import time
+    >>> from cu_cat._table_vectorizer import TableVectorizer as cu_TableVectorizer
+    >>> from sklearn.datasets import fetch_20newsgroups
+    
+    Let's subsample from the newsgroup, non-normalized data:
+    
+    >>> n_samples = 2000  # speed boost improves as n_samples increases, to the limit of gpu mem
+
+    >>> news, _ = fetch_20newsgroups(
+            shuffle=True,
+            random_state=1,
+            remove=("headers", "footers", "quotes"),
+            return_X_y=True,
+        )
+
+    For fun, lets time the :class:`~cu_cat.TableVectorizer.fit_transform`
+    
+    >>> news = news[:n_samples]
+    >>> news=pd.DataFrame(news)
+    >>> table_vec = cu_TableVectorizer()
+    >>> t = time()
+    >>> aa = table_vec.fit_transform((news))
+    >>> ct = time() - t
+
+    Now let's compare with the same operation on the CPU:
+
+    >>> from dirty_cat._table_vectorizer import TableVectorizer as dirty_TableVectorizer
+
+    >>> t = time()
+    >>> bb = dirty_TableVectorizer().fit_transform(news)
+    >>> dt = time() - t
+
+    >>> print(f"cu_cat: {ct:.2f}s, dirty_cat: {dt:.2f}s, speedup: {dt/ct:.2f}x")
+    
+    cu_cat: 58.76s, dirty_cat: 84.54s, speedup: 1.44x
     """
 
     transformers_: List[Tuple[str, Union[str, TransformerMixin], List[str]]]
@@ -874,9 +915,3 @@ def get_feature_names(self, input_features=None) -> List[str]:
         return self.get_feature_names_out(input_features)
     
     #### AttributeError: Transformer numeric (type StandardScaler) does not provide get_feature_names.
-
-@deprecated("use TableVectorizer instead.")
-class SuperVectorizer(TableVectorizer):
-    """Deprecated name of TableVectorizer."""
-
-    pass
diff --git a/docs/source/cu_cat.rst b/docs/source/cu_cat.rst
index 2bba5d6d4..603a9fc22 100644
--- a/docs/source/cu_cat.rst
+++ b/docs/source/cu_cat.rst
@@ -1,31 +1,32 @@
-Dependency_Manager
+
+Gap_Encoder
 ==================
 
-.. automodule:: cu_cat._dep_manager
+.. automodule:: cu_cat._gap_encoder
     :members:
     :undoc-members:
     :show-inheritance:
 
-Gap_Encoder
+Table_Vectorizer
 ==================
 
-.. automodule:: cu_cat._gap_encoder
+.. automodule:: cu_cat._table_vectorizer
     :members:
     :undoc-members:
     :show-inheritance:
 
-Table_Vectorizer
+DeDuplicater
 ==================
 
-.. automodule:: cu_cat._table_vectorizer
+.. automodule:: cu_cat._deduplicater
     :members:
     :undoc-members:
     :show-inheritance:
 
-Versioneer
+Dependency_Manager
 ==================
 
-.. automodule:: cu_cat._version
+.. automodule:: cu_cat._dep_manager
     :members:
     :undoc-members:
     :show-inheritance: