.. 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
====================================



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


    *

      .. image:: /auto_examples/plot/images/sphx_glr_plot_ames_001.png
            :class: sphx-glr-multi-img

    *

      .. image:: /auto_examples/plot/images/sphx_glr_plot_ames_002.png
            :class: sphx-glr-multi-img

    *

      .. image:: /auto_examples/plot/images/sphx_glr_plot_ames_003.png
            :class: sphx-glr-multi-img


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

 Out:

 .. code-block:: none

    /home/circleci/project/dabl/plot/supervised.py:526: FutureWarning: The second positional argument of plot is a Series 'y'. If passing a column name, use a keyword.
      FutureWarning)
    /home/circleci/project/dabl/preprocessing.py:318: UserWarning: Discarding near-constant features: ['Street', 'Utilities', 'Land Slope', 'Condition 2', 'Roof Matl', 'Heating', 'Low Qual Fin SF', 'Kitchen AbvGr', 'Garage Cond', '3Ssn Porch', 'Pool Area', 'Misc Val']
      near_constant.index[near_constant].tolist()))
    Target looks like regression
    Showing only top 10 of 26 continuous features
    /home/circleci/project/dabl/plot/utils.py:571: UserWarning: Dropped 5 outliers in column Gr Liv Area.
      int(dropped), series.name), UserWarning)
    /home/circleci/project/dabl/plot/utils.py:571: UserWarning: Dropped 1 outliers in column Garage Cars.
      int(dropped), series.name), UserWarning)
    /home/circleci/project/dabl/plot/utils.py:571: UserWarning: Dropped 2 outliers in column Total Bsmt SF.
      int(dropped), series.name), UserWarning)
    /home/circleci/project/dabl/plot/utils.py:571: UserWarning: Dropped 4 outliers in column 1st Flr SF.
      int(dropped), series.name), UserWarning)
    /home/circleci/project/dabl/plot/utils.py:571: UserWarning: Dropped 1 outliers in column Garage Yr Blt.
      int(dropped), series.name), UserWarning)
    /home/circleci/project/dabl/plot/utils.py:571: UserWarning: Dropped 7 outliers in column Mas Vnr Area.
      int(dropped), series.name), UserWarning)
    Showing only top 10 of 42 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, 'SalePrice')
    plt.show()


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

   **Total running time of the script:** ( 0 minutes  4.461 seconds)


.. _sphx_glr_download_auto_examples_plot_plot_ames.py:


.. only :: html

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



  .. container:: sphx-glr-download

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



  .. container:: sphx-glr-download

     :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>`_