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



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


    *

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

    *

      .. image:: /auto_examples/plot/images/sphx_glr_plot_ames_002.png
          :alt: Continuous Feature vs Target, F=5.18E+03, F=2.92E+03, F=2.12E+03, F=2.04E+03, F=1.95E+03, F=1.84E+03, F=1.33E+03, F=1.16E+03, F=1.03E+03, F=1.01E+03
          :class: sphx-glr-multi-img

    *

      .. image:: /auto_examples/plot/images/sphx_glr_plot_ames_003.png
          :alt: Categorical Feature vs Target, F=5.77E-01, F=3.75E-01, F=3.33E-01, F=3.31E-01, F=2.98E-01, F=2.77E-01, F=2.65E-01, F=2.45E-01, F=2.32E-01, F=2.25E-01
          :class: sphx-glr-multi-img


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

 Out:

 .. code-block:: none

    /home/circleci/project/dabl/plot/supervised.py:538: FutureWarning: The second positional argument of plot is a Series 'y'. If passing a column name, use a keyword.
      warnings.warn("The second positional argument of plot is a Series 'y'."
    /home/circleci/project/dabl/preprocessing.py:351: 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']
      warn("Discarding near-constant features: {}".format(
    Target looks like regression
    Showing only top 10 of 26 continuous features
    /home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 5 outliers in column Gr Liv Area.
      warn("Dropped {} outliers in column {}.".format(
    /home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 1 outliers in column Garage Cars.
      warn("Dropped {} outliers in column {}.".format(
    /home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 2 outliers in column Total Bsmt SF.
      warn("Dropped {} outliers in column {}.".format(
    /home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 4 outliers in column 1st Flr SF.
      warn("Dropped {} outliers in column {}.".format(
    /home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 1 outliers in column Garage Yr Blt.
      warn("Dropped {} outliers in column {}.".format(
    /home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 7 outliers in column Mas Vnr Area.
      warn("Dropped {} outliers in column {}.".format(
    Showing only top 10 of 42 categorical features
    /home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:371: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(






|


.. 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  3.854 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 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>`_