.. 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:: /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=5.27E+03, F=2.79E+03, F=2.16E+03, F=2.08E+03, F=1.93E+03, F=1.82E+03, F=1.37E+03, F=1.20E+03, F=1.06E+03, F=9.98E+02
          :class: sphx-glr-multi-img

    *

      .. image:: /auto_examples/plot/images/sphx_glr_plot_ames_003.png
          :alt: Categorical Feature vs Target, F=5.76E-01, F=3.72E-01, F=3.27E-01, F=3.26E-01, F=2.95E-01, F=2.86E-01, F=2.63E-01, F=2.36E-01, F=2.35E-01, F=2.28E-01
          :class: sphx-glr-multi-img


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

 Out:

 .. code-block:: none

    /home/circleci/project/dabl/plot/supervised.py:546: 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'."
    Target looks like regression
    /home/circleci/project/dabl/plot/utils.py:632: UserWarning: Dropped 2 outliers in column SalePrice.
      warn("Dropped {} outliers in column {}.".format(
    Showing only top 10 of 26 continuous features
    /home/circleci/project/dabl/plot/utils.py:632: UserWarning: Dropped 3 outliers in column Gr Liv Area.
      warn("Dropped {} outliers in column {}.".format(
    /home/circleci/project/dabl/plot/utils.py:632: UserWarning: Dropped 1 outliers in column Garage Cars.
      warn("Dropped {} outliers in column {}.".format(
    /home/circleci/project/dabl/plot/utils.py:632: UserWarning: Dropped 2 outliers in column Total Bsmt SF.
      warn("Dropped {} outliers in column {}.".format(
    /home/circleci/project/dabl/plot/utils.py:632: UserWarning: Dropped 4 outliers in column 1st Flr SF.
      warn("Dropped {} outliers in column {}.".format(
    /home/circleci/project/dabl/plot/utils.py:632: UserWarning: Dropped 1 outliers in column Garage Yr Blt.
      warn("Dropped {} outliers in column {}.".format(
    /home/circleci/project/dabl/plot/utils.py:632: UserWarning: Dropped 6 outliers in column Mas Vnr Area.
      warn("Dropped {} outliers in column {}.".format(
    Showing only top 10 of 41 categorical features
    /home/circleci/project/dabl/plot/utils.py:374: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:374: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:374: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:374: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:374: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:374: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:374: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:374: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:374: UserWarning: FixedFormatter should only be used together with FixedLocator
      ax.set_xticklabels(
    /home/circleci/project/dabl/plot/utils.py:374: 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  5.640 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>`_