:orphan:

Data Integrity
==============


.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the Mixed Nulls check.">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_mixed_nulls_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_mixed_nulls.py`

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      <div class="sphx-glr-thumbnail-title">Mixed Nulls</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using the Percent Of Nulls check.">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_percent_of_nulls_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_percent_of_nulls.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Percent Of Nulls</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the &quot;String Mismatch&quot; check.">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_string_mismatch_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_string_mismatch.py`

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      <div class="sphx-glr-thumbnail-title">String Mismatch</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the String Length Out Of Bounds ...">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_string_length_out_of_bounds_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_string_length_out_of_bounds.py`

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      <div class="sphx-glr-thumbnail-title">String Length Out Of Bounds</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the Feature Label Correlation ch...">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_feature_label_correlation_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_feature_label_correlation.py`

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      <div class="sphx-glr-thumbnail-title">Feature Label Correlation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the Is Single Value check.">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_is_single_value_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_is_single_value.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Is Single Value</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the feature-feature correlation ...">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_feature_feature_correlation_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_feature_feature_correlation.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Feature Feature Correlation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the columns info check.">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_columns_info_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_columns_info.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Columns Info</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the Class Imbalance check.">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_class_imbalance_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_class_imbalance.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Class Imbalance</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the Outlier Sample Detection che...">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_outlier_sample_detection_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_outlier_sample_detection.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Outlier Sample Detection</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the identifier-label correlation...">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_identifier_label_correlation_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_identifier_label_correlation.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Identifier Label Correlation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the conflicting labels check.">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_conflicting_labels_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_conflicting_labels.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Conflicting Labels</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the data duplicates check:">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_data_duplicates_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_data_duplicates.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Data Duplicates</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the Special Characters check.">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_special_chars_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_special_chars.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Special Characters</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the mixed data types check.">

.. only:: html

  .. image:: /tabular/auto_checks/data_integrity/images/thumb/sphx_glr_plot_mixed_data_types_thumb.png
    :alt:

  :ref:`sphx_glr_tabular_auto_checks_data_integrity_plot_mixed_data_types.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Mixed Data Types</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /tabular/auto_checks/data_integrity/plot_mixed_nulls
   /tabular/auto_checks/data_integrity/plot_percent_of_nulls
   /tabular/auto_checks/data_integrity/plot_string_mismatch
   /tabular/auto_checks/data_integrity/plot_string_length_out_of_bounds
   /tabular/auto_checks/data_integrity/plot_feature_label_correlation
   /tabular/auto_checks/data_integrity/plot_is_single_value
   /tabular/auto_checks/data_integrity/plot_feature_feature_correlation
   /tabular/auto_checks/data_integrity/plot_columns_info
   /tabular/auto_checks/data_integrity/plot_class_imbalance
   /tabular/auto_checks/data_integrity/plot_outlier_sample_detection
   /tabular/auto_checks/data_integrity/plot_identifier_label_correlation
   /tabular/auto_checks/data_integrity/plot_conflicting_labels
   /tabular/auto_checks/data_integrity/plot_data_duplicates
   /tabular/auto_checks/data_integrity/plot_special_chars
   /tabular/auto_checks/data_integrity/plot_mixed_data_types


.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: data_integrity_python.zip </tabular/auto_checks/data_integrity/data_integrity_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: data_integrity_jupyter.zip </tabular/auto_checks/data_integrity/data_integrity_jupyter.zip>`


.. only:: html

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

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