feature-engine · solegalli · Feb 23, 2026 · Feb 9, 2026 · Feb 9, 2026 · Feb 11, 2026
diff --git a/README.md b/README.md
@@ -70,6 +70,7 @@ Please share your story by answering 1 quick question
 * Variable Creation
 * Variable Selection
 * Datetime Features
+* Text Features
 * Time Series
 * Preprocessing
 * Scaling
@@ -146,6 +147,9 @@ Please share your story by answering 1 quick question
  * DatetimeFeatures
  * DatetimeSubtraction
  * DatetimeOrdinal
+
+### Text Features
+ * TextFeatures
 
 ### Time Series
  * LagFeatures

diff --git a/docs/api_doc/index.rst b/docs/api_doc/index.rst
@@ -25,6 +25,7 @@ Creation
 
    creation/index
    datetime/index
+   text/index
 
 
 Selection

diff --git a/docs/api_doc/text/TextFeatures.rst b/docs/api_doc/text/TextFeatures.rst
@@ -0,0 +1,6 @@
+TextFeatures
+============
+
+.. autoclass:: feature_engine.text.TextFeatures
+    :members:
+
diff --git a/docs/api_doc/text/index.rst b/docs/api_doc/text/index.rst
@@ -0,0 +1,13 @@
+.. -*- mode: rst -*-
+
+Text Features
+=============
+
+Feature-engine's text transformers extract numerical features from text/string
+variables.
+
+.. toctree::
+   :maxdepth: 1
+
+   TextFeatures
+
diff --git a/docs/index.rst b/docs/index.rst
@@ -65,6 +65,7 @@ Feature-engine includes transformers for:
 - Creation of new features
 - Feature selection
 - Datetime features
+- Text features
 - Time series
 - Preprocessing
 - Scaling
@@ -260,6 +261,11 @@ extract many new features from the date and time parts of the datetime variable:
 - :doc:`api_doc/datetime/DatetimeSubtraction`: computes subtractions between datetime variables
 - :doc:`api_doc/datetime/DatetimeOrdinal`: converts datetime variables into ordinal numbers
 
+Text:
+~~~~~
+
+- :doc:`api_doc/text/TextFeatures`: extracts numerical features from text/string variables
+
 Feature Selection:
 ~~~~~~~~~~~~~~~~~~
 

diff --git a/docs/user_guide/index.rst b/docs/user_guide/index.rst
@@ -28,6 +28,7 @@ Creation
 
    creation/index
    datetime/index
+   text/index
 
 
 Selection