:orphan:
.. _general_examples:
Examples
========
General examples
----------------
General-purpose and introductory examples for ``pmdarima``. These examples are
designed to introduce you to the package style and layout.
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.. figure:: /auto_examples/images/thumb/sphx_glr_example_simple_fit_thumb.png
:ref:`sphx_glr_auto_examples_example_simple_fit.py`
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.. toctree::
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/auto_examples/example_simple_fit
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.. figure:: /auto_examples/images/thumb/sphx_glr_example_pipeline_thumb.png
:ref:`sphx_glr_auto_examples_example_pipeline.py`
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/auto_examples/example_pipeline
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.. _arima_examples:
ARIMA examples
--------------
Examples of how to use the :mod:`pmdarima.arima` module to fit timeseries
models.
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.. figure:: /auto_examples/arima/images/thumb/sphx_glr_example_persisting_a_model_thumb.png
:ref:`sphx_glr_auto_examples_arima_example_persisting_a_model.py`
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/auto_examples/arima/example_persisting_a_model
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.. figure:: /auto_examples/arima/images/thumb/sphx_glr_example_auto_arima_thumb.png
:ref:`sphx_glr_auto_examples_arima_example_auto_arima.py`
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.. toctree::
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/auto_examples/arima/example_auto_arima
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.. figure:: /auto_examples/arima/images/thumb/sphx_glr_example_add_new_samples_thumb.png
:ref:`sphx_glr_auto_examples_arima_example_add_new_samples.py`
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/auto_examples/arima/example_add_new_samples
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.. figure:: /auto_examples/arima/images/thumb/sphx_glr_example_seasonal_decomposition_thumb.png
:ref:`sphx_glr_auto_examples_arima_example_seasonal_decomposition.py`
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/auto_examples/arima/example_seasonal_decomposition
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.. _datasets_examples:
Datasets examples
-----------------
Examples of how to use the :mod:`pmdarima.datasets` module to conveniently load
toy time series data for model benchmarking and experimentation.
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.. figure:: /auto_examples/datasets/images/thumb/sphx_glr_example_load_data_thumb.png
:ref:`sphx_glr_auto_examples_datasets_example_load_data.py`
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/auto_examples/datasets/example_load_data
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.. _model_selection_examples:
Cross-validation examples
-------------------------
Examples of how to use the :mod:`pmdarima.model_selection` module to fit
timeseries models in a cross-validated fashion.
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.. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_example_cross_val_predict_thumb.png
:ref:`sphx_glr_auto_examples_model_selection_example_cross_val_predict.py`
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/auto_examples/model_selection/example_cross_val_predict
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.. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_example_cross_validation_thumb.png
:ref:`sphx_glr_auto_examples_model_selection_example_cross_validation.py`
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/auto_examples/model_selection/example_cross_validation
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.. _preprocessing_examples:
Preprocessing examples
----------------------
Examples of how to use the :mod:`pmdarima.preprocessing` module to transform
your time series or exog features inside or outside of a pipeline.
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.. figure:: /auto_examples/preprocessing/images/thumb/sphx_glr_example_date_featurizer_thumb.png
:ref:`sphx_glr_auto_examples_preprocessing_example_date_featurizer.py`
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/auto_examples/preprocessing/example_date_featurizer
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.. _utils_examples:
Utils examples
--------------
Examples of how to use the :mod:`pmdarima.utils` module to plot timeseries
data, difference arrays, and more.
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.. figure:: /auto_examples/utils/images/thumb/sphx_glr_example_array_concatenation_thumb.png
:ref:`sphx_glr_auto_examples_utils_example_array_concatenation.py`
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/auto_examples/utils/example_array_concatenation
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.. figure:: /auto_examples/utils/images/thumb/sphx_glr_example_tsdisplay_thumb.png
:ref:`sphx_glr_auto_examples_utils_example_tsdisplay.py`
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/auto_examples/utils/example_tsdisplay
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.. figure:: /auto_examples/utils/images/thumb/sphx_glr_example_array_differencing_thumb.png
:ref:`sphx_glr_auto_examples_utils_example_array_differencing.py`
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/auto_examples/utils/example_array_differencing
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.. container:: sphx-glr-footer
.. container:: sphx-glr-download
:download:`Download all examples in Python source code: auto_examples_python.zip /root/pmdarima/doc/auto_examples/auto_examples_python.zip>`
.. container:: sphx-glr-download
:download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip /root/pmdarima/doc/auto_examples/auto_examples_jupyter.zip>`
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.. rst-class:: sphx-glr-signature
`Gallery generated by Sphinx-Gallery `_