.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "auto_examples\0_data\plot_1_data_summary.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_auto_examples_0_data_plot_1_data_summary.py>`
        to download the full example code or to run this example in your browser via Binder

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_auto_examples_0_data_plot_1_data_summary.py:


Data Summary
=====================================

Showing data summary result using the BikeSharing dataset as example.

.. GENERATED FROM PYTHON SOURCE LINES 10-11

Experiment initialization and data preparation

.. GENERATED FROM PYTHON SOURCE LINES 11-16

.. code-block:: default

    from piml import Experiment

    exp = Experiment(highcode_only=True)
    exp.data_loader(data="BikeSharing", silent=True)








.. GENERATED FROM PYTHON SOURCE LINES 17-18

Feature removal

.. GENERATED FROM PYTHON SOURCE LINES 18-20

.. code-block:: default

    exp.data_summary(feature_exclude=["yr", "mnth", "temp"], silent=True)








.. GENERATED FROM PYTHON SOURCE LINES 21-22

Change feature types

.. GENERATED FROM PYTHON SOURCE LINES 22-23

.. code-block:: default

    exp.data_summary(feature_exclude=["yr", "mnth", "temp"], feature_type={"weekday": "categorical"}, silent=True)








.. rst-class:: sphx-glr-timing

   **Total running time of the script:** ( 0 minutes  24.096 seconds)

**Estimated memory usage:**  14 MB


.. _sphx_glr_download_auto_examples_0_data_plot_1_data_summary.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example


    .. container:: binder-badge

      .. image:: images/binder_badge_logo.svg
        :target: https://mybinder.org/v2/gh/selfexplainml/piml-toolbox/main?urlpath=lab/tree/./docs/_build/html/notebooks/auto_examples/0_data/plot_1_data_summary.ipynb
        :alt: Launch binder
        :width: 150 px



    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: plot_1_data_summary.py <plot_1_data_summary.py>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download Jupyter notebook: plot_1_data_summary.ipynb <plot_1_data_summary.ipynb>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_