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

.. only:: html

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

        :ref:`Go to the end <sphx_glr_download_examples_dataset_visualization_plot_scatter_matrix.py>`
        to download the full example code

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

.. _sphx_glr_examples_dataset_visualization_plot_scatter_matrix.py:


Scatter matrix
==============

.. GENERATED FROM PYTHON SOURCE LINES 26-36

.. code-block:: Python


    from __future__ import annotations

    from gemseo import configure_logger
    from gemseo import create_benchmark_dataset
    from gemseo.post.dataset.scatter_plot_matrix import ScatterMatrix

    configure_logger()






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

 .. code-block:: none


    <RootLogger root (INFO)>



.. GENERATED FROM PYTHON SOURCE LINES 37-39

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

.. GENERATED FROM PYTHON SOURCE LINES 39-41

.. code-block:: Python

    iris = create_benchmark_dataset("IrisDataset")








.. GENERATED FROM PYTHON SOURCE LINES 42-48

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 48-49

.. code-block:: Python

    ScatterMatrix(iris, classifier="specy").execute(save=False, show=True)



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


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

 .. code-block:: none


    [<Figure size 640x480 with 16 Axes>]




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

   **Total running time of the script:** (0 minutes 0.553 seconds)


.. _sphx_glr_download_examples_dataset_visualization_plot_scatter_matrix.py:

.. only:: html

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

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

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

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

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


.. only:: html

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

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