.. 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_diamonds.py:
Diamonds Dataset Visualization
==========================================
Regression on the classical diamond dataset.
.. rst-class:: sphx-glr-horizontal
*
.. image:: /auto_examples/plot/images/sphx_glr_plot_diamonds_001.png
:alt: Target distribution
:class: sphx-glr-multi-img
*
.. image:: /auto_examples/plot/images/sphx_glr_plot_diamonds_002.png
:alt: Continuous Feature vs Target, F=3.04E+05, F=1.94E+05, F=1.61E+05, F=1.55E+05, F=8.86E+02, F=6.12E+00
:class: sphx-glr-multi-img
*
.. image:: /auto_examples/plot/images/sphx_glr_plot_diamonds_003.png
:alt: Categorical Feature vs Target, F=3.61E-01, F=2.86E-01, F=1.01E-01
:class: sphx-glr-multi-img
.. rst-class:: sphx-glr-script-out
Out:
.. code-block:: none
Target looks like regression
/home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 13 outliers in column carat.
warn("Dropped {} outliers in column {}.".format(
/home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 9 outliers in column x.
warn("Dropped {} outliers in column {}.".format(
/home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 10 outliers in column y.
warn("Dropped {} outliers in column {}.".format(
/home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 25 outliers in column z.
warn("Dropped {} outliers in column {}.".format(
/home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 19 outliers in column table.
warn("Dropped {} outliers in column {}.".format(
/home/circleci/project/dabl/plot/utils.py:629: UserWarning: Dropped 52 outliers in column depth.
warn("Dropped {} outliers in column {}.".format(
/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
import matplotlib.pyplot as plt
from sklearn.datasets import fetch_openml
from dabl import plot
X, y = fetch_openml('diamonds', as_frame=True, return_X_y=True)
plot(X, y)
plt.show()
.. rst-class:: sphx-glr-timing
**Total running time of the script:** ( 0 minutes 6.470 seconds)
.. _sphx_glr_download_auto_examples_plot_plot_diamonds.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_diamonds.py `
.. container:: sphx-glr-download sphx-glr-download-jupyter
:download:`Download Jupyter notebook: plot_diamonds.ipynb `
.. only:: html
.. rst-class:: sphx-glr-signature
`Gallery generated by Sphinx-Gallery `_