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.. _general_examples:

Examples
========

General examples
----------------

General-purpose and introductory examples for skoot. These examples are
designed to introduce you to the package style and layout.

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    <div class="sphx-glr-thumbcontainer" tooltip="This example walks through the package layout and where various transformers/classes can be loc...">

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    .. figure:: /auto_examples/images/thumb/sphx_glr_ex_getting_acquainted_thumb.png

        :ref:`sphx_glr_auto_examples_ex_getting_acquainted.py`

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    </div>


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   /auto_examples/ex_getting_acquainted

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    <div class="sphx-glr-thumbcontainer" tooltip="Sometimes you have a pre-processing stage that finds itself awkwardly positioned in the middle ...">

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    .. figure:: /auto_examples/images/thumb/sphx_glr_ex_anonymous_transformer_thumb.png

        :ref:`sphx_glr_auto_examples_ex_anonymous_transformer.py`

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    </div>


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   /auto_examples/ex_anonymous_transformer
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.. _balance_examples:

Class balancing examples
------------------------

Examples for how to use the :mod:`skoot.balance` module to balance
your imbalanced classification datasets.

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    <div class="sphx-glr-thumbcontainer" tooltip="This example creates an imbalanced classification dataset, and applies the `Synthetic Minority ...">

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    .. figure:: /auto_examples/balance/images/thumb/sphx_glr_ex_smote_thumb.png

        :ref:`sphx_glr_auto_examples_balance_ex_smote.py`

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    </div>


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   /auto_examples/balance/ex_smote

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    <div class="sphx-glr-thumbcontainer" tooltip=" This example creates an imbalanced classification dataset, and oversamples the minority class ...">

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    .. figure:: /auto_examples/balance/images/thumb/sphx_glr_ex_oversample_thumb.png

        :ref:`sphx_glr_auto_examples_balance_ex_oversample.py`

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    </div>


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   /auto_examples/balance/ex_oversample

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    <div class="sphx-glr-thumbcontainer" tooltip="This example creates an imbalanced classification dataset, and under-samples it to balance the ...">

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    .. figure:: /auto_examples/balance/images/thumb/sphx_glr_ex_undersample_thumb.png

        :ref:`sphx_glr_auto_examples_balance_ex_undersample.py`

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    </div>


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   /auto_examples/balance/ex_undersample
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    <div style='clear:both'></div>

.. _datasets_examples:

Datasets examples
-----------------

Examples for how to use the :mod:`skoot.datasets` module to load pre-bundled
datasets for modeling in skoot.

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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to use the ``datasets`` module to load pre-bundled datasets for m...">

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    .. figure:: /auto_examples/datasets/images/thumb/sphx_glr_ex_datasets_thumb.png

        :ref:`sphx_glr_auto_examples_datasets_ex_datasets.py`

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    </div>


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   /auto_examples/datasets/ex_datasets
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.. _exploration_examples:

Exploratory data analysis examples
----------------------------------

Examples for how to use the :mod:`skoot.exploration` module to quickly
explore your data and learn its characteristics.

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    <div class="sphx-glr-thumbcontainer" tooltip="Demonstrates how to use the ``summarize`` function to get a quick summary of your dataset.">

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    .. figure:: /auto_examples/exploration/images/thumb/sphx_glr_ex_summarize_thumb.png

        :ref:`sphx_glr_auto_examples_exploration_ex_summarize.py`

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    </div>


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   /auto_examples/exploration/ex_summarize
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.. _feature_extraction_examples:

Feature extraction examples
---------------------------

Examples for how to use the :mod:`skoot.feature_extraction` module to discover
new features in your dataset for better modeling.

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    <div class="sphx-glr-thumbcontainer" tooltip="Demonstrates how to automatically extract factor-level features from datetime fields.">

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    .. figure:: /auto_examples/feature_extraction/images/thumb/sphx_glr_ex_date_extraction_thumb.png

        :ref:`sphx_glr_auto_examples_feature_extraction_ex_date_extraction.py`

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    </div>


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   /auto_examples/feature_extraction/ex_date_extraction
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.. _model_validation_examples:

Model validation examples
-------------------------

Examples for how to use the :mod:`skoot.model_validation` module to safeguard
your models from covariate shift.

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    <div class="sphx-glr-thumbcontainer" tooltip="Demonstrates how to use hypothesis testing for model monitoring and validation.">

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    .. figure:: /auto_examples/model_validation/images/thumb/sphx_glr_ex_hypothesis_validation_thumb.png

        :ref:`sphx_glr_auto_examples_model_validation_ex_hypothesis_validation.py`

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    </div>


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   /auto_examples/model_validation/ex_hypothesis_validation
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.. _preprocessing_examples:

Preprocessing examples
----------------------

Examples for how to use the :mod:`skoot.preprocessing` module to transform
features in your dataset for better modeling.

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    <div class="sphx-glr-thumbcontainer" tooltip="Demonstrates how to bin continuous features in your dataset.">

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    .. figure:: /auto_examples/preprocessing/images/thumb/sphx_glr_ex_binning_thumb.png

        :ref:`sphx_glr_auto_examples_preprocessing_ex_binning.py`

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    </div>


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   /auto_examples/preprocessing/ex_binning

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    <div class="sphx-glr-thumbcontainer" tooltip="Demonstrates how to automatically transform string date-representation fields into datetime typ...">

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    .. figure:: /auto_examples/preprocessing/images/thumb/sphx_glr_ex_date_transformation_thumb.png

        :ref:`sphx_glr_auto_examples_preprocessing_ex_date_transformation.py`

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    </div>


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   /auto_examples/preprocessing/ex_date_transformation

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    <div class="sphx-glr-thumbcontainer" tooltip="Demonstrates how to use the DummyEncoder. For a more comprehensive explanation, take a look at ...">

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    .. figure:: /auto_examples/preprocessing/images/thumb/sphx_glr_ex_one_hot_thumb.png

        :ref:`sphx_glr_auto_examples_preprocessing_ex_one_hot.py`

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.. _utils_examples:

Utilities examples
------------------

Examples for how to use the :mod:`skoot.utils` module to enhance your
modeling, write better transformers, and profile your estimators.

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    <div class="sphx-glr-thumbcontainer" tooltip="Skoot provides a convenient mechanism for profiling estimators and determining whether they&#x27;re ...">

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    .. figure:: /auto_examples/utils/images/thumb/sphx_glr_ex_profiling_thumb.png

        :ref:`sphx_glr_auto_examples_utils_ex_profiling.py`

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    </div>


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   /auto_examples/utils/ex_profiling
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  .. container:: sphx-glr-download

    :download:`Download all examples in Python source code: auto_examples_python.zip <//root/skoot/doc/auto_examples/auto_examples_python.zip>`



  .. container:: sphx-glr-download

    :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip <//root/skoot/doc/auto_examples/auto_examples_jupyter.zip>`


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

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