.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "examples/spread/ex_spread.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

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

        :ref:`Go to the end <sphx_glr_download_examples_spread_ex_spread.py>`
        to download the full example code.

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

.. _sphx_glr_examples_spread_ex_spread.py:


====================
spread example
====================

.. GENERATED FROM PYTHON SOURCE LINES 7-53



.. image-sg:: /examples/spread/images/sphx_glr_ex_spread_001.png
   :alt: ex spread
   :srcset: /examples/spread/images/sphx_glr_ex_spread_001.png
   :class: sphx-glr-single-img





.. code-block:: Python


    import pandas as pd
    import numpy as np
    import matplotlib.pyplot as plt
    import matplotlib as mpl
    import seaborn as sns

    # Create the data : copied from examples/kde_ridgeplot.py
    rs = np.random.RandomState(1979)
    x = rs.randn(500)
    g = np.tile(list("ABCDEFGHIJ"), 50)
    df = pd.DataFrame(dict(x=x, g=g))
    m = df.g.map(ord)
    df["x"] += m


    fig, ax = plt.subplots(1, 1, num=1, clear=True)

    sns.kdeplot(
        df,
        x="x",
        hue="g",
        ax=ax,
        fill=True,
        linewidth=2,
        clip_on=False,
        ec="w",
        alpha=1,
    )

    from mpl_visual_context.spreader import spready

    polys = ax.collections

    dy = 0.5 * max([p.get_datalim(p.axes.transData).height for p in polys])

    yindices = np.arange(len(polys))
    gg = df["g"].unique()
    yoffsets = spready(polys, yindices, dy=dy)

    ax.set_ylim(min(yoffsets), max(yoffsets) + dy)
    ax.set_yticks(yoffsets, labels=gg[::-1])

    ax.legend_.remove()

    plt.show()


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

   **Total running time of the script:** (0 minutes 0.126 seconds)


.. _sphx_glr_download_examples_spread_ex_spread.py:

.. only:: html

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

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

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

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

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

    .. container:: sphx-glr-download sphx-glr-download-zip

      :download:`Download zipped: ex_spread.zip <ex_spread.zip>`


.. only:: html

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

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