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

.. only:: html

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

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

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

.. _sphx_glr_auto_examples_plot_plot_ames.py:


Ames Housing Dataset Visualization
====================================

.. GENERATED FROM PYTHON SOURCE LINES 5-16



.. rst-class:: sphx-glr-horizontal


    *

      .. image-sg:: /auto_examples/plot/images/sphx_glr_plot_ames_001.png
         :alt: Target distribution
         :srcset: /auto_examples/plot/images/sphx_glr_plot_ames_001.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /auto_examples/plot/images/sphx_glr_plot_ames_002.png
         :alt: Continuous Feature vs Target, F=8.08E-01, F=7.23E-01, F=7.01E-01, F=6.81E-01, F=6.60E-01, F=6.38E-01, F=6.05E-01, F=6.02E-01, F=5.81E-01, F=4.98E-01
         :srcset: /auto_examples/plot/images/sphx_glr_plot_ames_002.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /auto_examples/plot/images/sphx_glr_plot_ames_003.png
         :alt: Categorical Feature vs Target, F=5.71E-01, F=3.64E-01, F=3.26E-01, F=3.25E-01, F=2.93E-01, F=2.77E-01, F=2.53E-01, F=2.37E-01, F=2.36E-01, F=2.25E-01
         :srcset: /auto_examples/plot/images/sphx_glr_plot_ames_003.png
         :class: sphx-glr-multi-img


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

 .. code-block:: none

    Target looks like regression
    /home/circleci/project/dabl/plot/utils.py:692: UserWarning: Dropped 2 outliers in column SalePrice.
      warn("Dropped {} outliers in column {}.".format(
    /home/circleci/project/dabl/plot/supervised.py:652: UserWarning: Discarding 2 outliers in target column.
      warn(f"Discarding {n_outliers} outliers in target column.",
    /home/circleci/project/dabl/plot/supervised.py:111: UserWarning: Showing only top 10 continuous features.
      warn("Showing only top 10 continuous features.")
    Showing only top 10 of 41 categorical features






|

.. code-block:: default

    # sphinx_gallery_thumbnail_number = 3
    from dabl import plot
    from dabl.datasets import load_ames
    import matplotlib.pyplot as plt

    # load the ames housing dataset
    # returns a plain dataframe
    data = load_ames()

    plot(data, target_col='SalePrice')
    plt.show()


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

   **Total running time of the script:** ( 0 minutes  20.215 seconds)


.. _sphx_glr_download_auto_examples_plot_plot_ames.py:

.. only:: html

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


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

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

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

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


.. only:: html

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

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