.. 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 28-37

.. code-block:: default

    from __future__ import division, unicode_literals

    from matplotlib import pyplot as plt

    from gemseo.api import configure_logger, load_dataset

    configure_logger()






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

 Out:

 .. code-block:: none


    <RootLogger root (INFO)>



.. GENERATED FROM PYTHON SOURCE LINES 38-40

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

.. GENERATED FROM PYTHON SOURCE LINES 40-42

.. code-block:: default

    iris = load_dataset("IrisDataset")








.. GENERATED FROM PYTHON SOURCE LINES 43-49

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 49-52

.. code-block:: default

    iris.plot("ScatterMatrix", classifier="specy", kde=True, show=False)
    # Workaround for HTML rendering, instead of ``show=True``
    plt.show()



.. 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

    /home/docs/checkouts/readthedocs.org/user_builds/gemseo/conda/3.2.0/lib/python3.8/site-packages/gemseo/post/dataset/scatter_plot_matrix.py:135: FutureWarning: In a future version of pandas all arguments of DataFrame.drop except for the argument 'labels' will be keyword-only
      dataframe = dataframe.drop(varname, 1)





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

   **Total running time of the script:** ( 0 minutes  0.829 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>`_