:orphan:

Examples with TSA
-----------------

The examples presented in the gallery below show how to use some of the
tools provided in this module to forecast trend. The forecast methods
supported are:

  - ``WLS``: Weighted Linear Squares
  - ``ARIMA``: Auto Regressive Integrated Moving Average
  - ``SARIMAX``: Seasonal ``ARIMA`` with eXogenous regressors


.. raw:: html

    <div class="sphx-glr-thumbnails">


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="ARIMA - Basic">

.. only:: html

  .. image:: /_examples/forecasting/images/thumb/sphx_glr_plot_arima_basic_thumb.png
    :alt:

  :ref:`sphx_glr__examples_forecasting_plot_arima_basic.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">ARIMA - Basic</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="ARIMA - Search">

.. only:: html

  .. image:: /_examples/forecasting/images/thumb/sphx_glr_plot_arima_search_thumb.png
    :alt:

  :ref:`sphx_glr__examples_forecasting_plot_arima_search.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">ARIMA - Search</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="See SARIMAX">

.. only:: html

  .. image:: /_examples/forecasting/images/thumb/sphx_glr_plot_sarimax_basic_thumb.png
    :alt:

  :ref:`sphx_glr__examples_forecasting_plot_sarimax_basic.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">SARIMAX - Basic</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="See SARIMAX">

.. only:: html

  .. image:: /_examples/forecasting/images/thumb/sphx_glr_plot_sarimax_search_thumb.png
    :alt:

  :ref:`sphx_glr__examples_forecasting_plot_sarimax_search.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">SARIMAX - Search</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="WLS - Basic">

.. only:: html

  .. image:: /_examples/forecasting/images/thumb/sphx_glr_plot_wls_basic_thumb.png
    :alt:

  :ref:`sphx_glr__examples_forecasting_plot_wls_basic.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">WLS - Basic</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="WLS - Search">

.. only:: html

  .. image:: /_examples/forecasting/images/thumb/sphx_glr_plot_wls_search_thumb.png
    :alt:

  :ref:`sphx_glr__examples_forecasting_plot_wls_search.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">WLS - Search</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /_examples/forecasting/plot_arima_basic
   /_examples/forecasting/plot_arima_search
   /_examples/forecasting/plot_sarimax_basic
   /_examples/forecasting/plot_sarimax_search
   /_examples/forecasting/plot_wls_basic
   /_examples/forecasting/plot_wls_search



.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_