.. only:: html .. note:: :class: sphx-glr-download-link-note Click :ref:`here ` to download the full example code .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_plot_plot_adult.py: Adult Census Dataset Visualization ==================================== .. rst-class:: sphx-glr-horizontal * .. image:: /auto_examples/plot/images/sphx_glr_plot_adult_001.png :alt: Target distribution :class: sphx-glr-multi-img * .. image:: /auto_examples/plot/images/sphx_glr_plot_adult_002.png :alt: Continuous features pairplot :class: sphx-glr-multi-img * .. image:: /auto_examples/plot/images/sphx_glr_plot_adult_003.png :alt: Discriminating PCA directions, 0.587, Scree plot (PCA explained variance) :class: sphx-glr-multi-img * .. image:: /auto_examples/plot/images/sphx_glr_plot_adult_004.png :alt: Linear Discriminant :class: sphx-glr-multi-img * .. image:: /auto_examples/plot/images/sphx_glr_plot_adult_005.png :alt: Categorical Features vs Target, relationship, marital-status, education-num, education, occupation, hours-per-week, gender, workclass, native-country, race :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: ['capital-loss'] warn("Discarding near-constant features: {}".format( Target looks like classification Linear Discriminant Analysis training set score: 0.530 /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 = 2 from dabl import plot from dabl.datasets import load_adult import matplotlib.pyplot as plt # load the adult census housing dataset # returns a plain dataframe data = load_adult() plot(data, 'income', scatter_alpha=.1) plt.show() .. rst-class:: sphx-glr-timing **Total running time of the script:** ( 0 minutes 3.587 seconds) .. _sphx_glr_download_auto_examples_plot_plot_adult.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_adult.py ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: plot_adult.ipynb ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_