.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "examples/dataset/plot_scatter_matrix.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        Click :ref:`here <sphx_glr_download_examples_dataset_plot_scatter_matrix.py>`
        to download the full example code

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_examples_dataset_plot_scatter_matrix.py:


Plot - Scatter matrix
=====================

.. GENERATED FROM PYTHON SOURCE LINES 28-38

.. code-block:: default

    from __future__ import absolute_import, division, print_function, unicode_literals

    from future import standard_library

    from gemseo.api import configure_logger, load_dataset

    configure_logger()

    standard_library.install_aliases()








.. GENERATED FROM PYTHON SOURCE LINES 39-41

Load a dataset
--------------

.. GENERATED FROM PYTHON SOURCE LINES 41-43

.. code-block:: default

    iris = load_dataset("IrisDataset")








.. GENERATED FROM PYTHON SOURCE LINES 44-50

Plot scatter matrix
-------------------
We can use the :class:`.ScatterMatrix` plot where each non-diagonal block
represents the samples according to the x- and y- coordinates names
while the diagonal ones approximate the probability distributions of the
variables, using either an histogram or a kernel-density estimator.

.. GENERATED FROM PYTHON SOURCE LINES 50-51

.. code-block:: default

    iris.plot("ScatterMatrix", classifier="specy", kde=True)



.. image:: /examples/dataset/images/sphx_glr_plot_scatter_matrix_001.png
    :alt: plot scatter matrix
    :class: sphx-glr-single-img


.. rst-class:: sphx-glr-script-out

 Out:

 .. code-block:: none


    <gemseo.post.dataset.scatter_plot_matrix.ScatterMatrix object at 0x7fc29de4f1f0>




.. rst-class:: sphx-glr-timing

   **Total running time of the script:** ( 0 minutes  0.752 seconds)


.. _sphx_glr_download_examples_dataset_plot_scatter_matrix.py:


.. only :: html

 .. container:: sphx-glr-footer
    :class: sphx-glr-footer-example



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

     :download:`Download Python source code: plot_scatter_matrix.py <plot_scatter_matrix.py>`



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

     :download:`Download Jupyter notebook: plot_scatter_matrix.ipynb <plot_scatter_matrix.ipynb>`


.. only:: html

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

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