.. 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 `_