.. _api.machine_learning.vertica.time_series:

===============
Time Series
===============


Multi-Timeseries Model (Beta)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

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

   ensemble.TimeSeriesByCategory

.. currentmodule:: verticapy.machine_learning.vertica.tsa.ensemble

**Methods:**

.. autosummary::
   :toctree: api/

   TimeSeriesByCategory.contour
   TimeSeriesByCategory.deploySQL
   TimeSeriesByCategory.does_model_exists
   TimeSeriesByCategory.drop
   TimeSeriesByCategory.export_models
   TimeSeriesByCategory.features_importance
   TimeSeriesByCategory.fit
   TimeSeriesByCategory.get_attributes
   TimeSeriesByCategory.get_match_index
   TimeSeriesByCategory.get_params
   TimeSeriesByCategory.get_plotting_lib
   TimeSeriesByCategory.get_vertica_attributes
   TimeSeriesByCategory.import_models
   TimeSeriesByCategory.plot
   TimeSeriesByCategory.predict
   TimeSeriesByCategory.register
   TimeSeriesByCategory.regression_report
   TimeSeriesByCategory.report
   TimeSeriesByCategory.score
   TimeSeriesByCategory.set_params
   TimeSeriesByCategory.summarize
   TimeSeriesByCategory.to_binary
   TimeSeriesByCategory.to_pmml
   TimeSeriesByCategory.to_python
   TimeSeriesByCategory.to_sql
   TimeSeriesByCategory.to_tf


**Attributes:**

.. autosummary::
   :toctree: api/

   TimeSeriesByCategory.object_type
 
   
______

ARIMA
~~~~~

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

   tsa.ARIMA

.. currentmodule:: verticapy.machine_learning.vertica.tsa

**Methods:**

.. autosummary::
   :toctree: api/

   ARIMA.contour
   ARIMA.deploySQL
   ARIMA.does_model_exists
   ARIMA.drop
   ARIMA.export_models
   ARIMA.features_importance
   ARIMA.fit
   ARIMA.get_attributes
   ARIMA.get_match_index
   ARIMA.get_params
   ARIMA.get_plotting_lib
   ARIMA.get_vertica_attributes
   ARIMA.import_models
   ARIMA.plot
   ARIMA.predict
   ARIMA.register
   ARIMA.regression_report
   ARIMA.report
   ARIMA.score
   ARIMA.set_params
   ARIMA.summarize
   ARIMA.to_binary
   ARIMA.to_pmml
   ARIMA.to_python
   ARIMA.to_sql
   ARIMA.to_tf


**Attributes:**

.. autosummary::
   :toctree: api/

   ARIMA.object_type

______

ARMA
~~~~

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

   tsa.ARMA

.. currentmodule:: verticapy.machine_learning.vertica.tsa

**Methods:**

.. autosummary::
   :toctree: api/

   ARMA.contour
   ARMA.deploySQL
   ARMA.does_model_exists
   ARMA.drop
   ARMA.export_models
   ARMA.features_importance
   ARMA.fit
   ARMA.get_attributes
   ARMA.get_match_index
   ARMA.get_params
   ARMA.get_plotting_lib
   ARMA.get_vertica_attributes
   ARMA.import_models
   ARMA.plot
   ARMA.predict
   ARMA.register
   ARMA.regression_report
   ARMA.report
   ARMA.score
   ARMA.set_params
   ARMA.summarize
   ARMA.to_binary
   ARMA.to_pmml
   ARMA.to_python
   ARMA.to_sql
   ARMA.to_tf

**Attributes:**

.. autosummary::
   :toctree: api/

   ARMA.object_type


______



VAR
~~~~

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

   tsa.VAR

.. currentmodule:: verticapy.machine_learning.vertica.tsa

**Methods:**

.. autosummary::
   :toctree: api/

   VAR.contour
   VAR.deploySQL
   VAR.does_model_exists
   VAR.drop
   VAR.export_models
   VAR.features_importance
   VAR.fit
   VAR.get_attributes
   VAR.get_match_index
   VAR.get_params
   VAR.get_plotting_lib
   VAR.get_vertica_attributes
   VAR.import_models
   VAR.plot
   VAR.predict
   VAR.register
   VAR.regression_report
   VAR.report
   VAR.score
   VAR.set_params
   VAR.summarize
   VAR.to_binary
   VAR.to_pmml
   VAR.to_python
   VAR.to_sql
   VAR.to_tf


**Attributes:**

.. autosummary::
   :toctree: api/

   VAR.object_type 


______

AR
~~~

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

   tsa.AR

.. currentmodule:: verticapy.machine_learning.vertica.tsa

**Methods:**

.. autosummary::
   :toctree: api/

   AR.contour
   AR.deploySQL
   AR.does_model_exists
   AR.drop
   AR.export_models
   AR.features_importance
   AR.fit
   AR.get_attributes
   AR.get_match_index
   AR.get_params
   AR.get_plotting_lib
   AR.get_vertica_attributes
   AR.import_models
   AR.plot
   AR.predict
   AR.register
   AR.regression_report
   AR.report
   AR.score
   AR.set_params
   AR.summarize
   AR.to_binary
   AR.to_pmml
   AR.to_python
   AR.to_sql
   AR.to_tf

**Attributes:**

.. autosummary::
   :toctree: api/

   AR.object_type

______


MA
~~~~

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

   tsa.MA

.. currentmodule:: verticapy.machine_learning.vertica.tsa

**Methods:**

.. autosummary::
   :toctree: api/

   MA.contour
   MA.deploySQL
   MA.does_model_exists
   MA.drop
   MA.export_models
   MA.features_importance
   MA.fit
   MA.get_attributes
   MA.get_match_index
   MA.get_params
   MA.get_plotting_lib
   MA.get_vertica_attributes
   MA.import_models
   MA.plot
   MA.predict
   MA.register
   MA.regression_report
   MA.report
   MA.score
   MA.set_params
   MA.summarize
   MA.to_binary
   MA.to_pmml
   MA.to_python
   MA.to_sql
   MA.to_tf


**Attributes:**

.. autosummary::
   :toctree: api/

   MA.object_type