.. _api.machine_learning.vertica.text:

===============
Text Analytics
===============
______


TFIDF
~~~~~~


.. currentmodule:: verticapy.machine_learning.vertica.feature_extraction
   
.. autosummary::
   :toctree: api/

   text.TfidfVectorizer


.. currentmodule:: verticapy.machine_learning.vertica.feature_extraction.text

**Methods:**

.. autosummary::
   :toctree: api/

   TfidfVectorizer.contour
   TfidfVectorizer.deploySQL
   TfidfVectorizer.does_model_exists
   TfidfVectorizer.drop
   TfidfVectorizer.export_models
   TfidfVectorizer.fit
   TfidfVectorizer.get_attributes
   TfidfVectorizer.get_match_index
   TfidfVectorizer.get_params
   TfidfVectorizer.get_plotting_lib
   TfidfVectorizer.get_vertica_attributes
   TfidfVectorizer.import_models
   TfidfVectorizer.register
   TfidfVectorizer.set_params
   TfidfVectorizer.summarize
   TfidfVectorizer.to_pmml
   TfidfVectorizer.to_python
   TfidfVectorizer.to_sql
   TfidfVectorizer.to_tf
   TfidfVectorizer.transform

**Attributes:**

.. autosummary::
   :toctree: api/

   TfidfVectorizer.object_type

_____

Count Vectorizor (Beta)
~~~~~~~~~~~~~~~~~~~~~~~~~~

.. currentmodule:: verticapy.machine_learning.vertica
   
.. autosummary::
   :toctree: api/

   preprocessing.CountVectorizer

.. currentmodule:: verticapy.machine_learning.vertica.preprocessing

**Methods:**

.. autosummary::
   :toctree: api/

   CountVectorizer.contour
   CountVectorizer.deploySQL
   CountVectorizer.does_model_exists
   CountVectorizer.drop
   CountVectorizer.export_models
   CountVectorizer.fit
   CountVectorizer.get_attributes
   CountVectorizer.get_match_index
   CountVectorizer.get_params
   CountVectorizer.get_plotting_lib
   CountVectorizer.get_vertica_attributes
   CountVectorizer.import_models
   CountVectorizer.register
   CountVectorizer.set_params
   CountVectorizer.summarize
   CountVectorizer.to_pmml
   CountVectorizer.to_python
   CountVectorizer.to_sql
   CountVectorizer.to_tf
   CountVectorizer.transform

**Attributes:**

.. autosummary::
   :toctree: api/

   CountVectorizer.object_type