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

.. only:: html

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

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

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

.. _sphx_glr_plot_types_statistical_violin.py:


Violin Plot
===========

Distribution comparison using :class:`ViolinPlot`.

.. GENERATED FROM PYTHON SOURCE LINES 7-36



.. image-sg:: /plot_types/statistical/images/sphx_glr_violin_001.png
   :alt: Violin Plot
   :srcset: /plot_types/statistical/images/sphx_glr_violin_001.png
   :class: sphx-glr-single-img





.. code-block:: Python

    import numpy as np

    from emcpy.plots.plots import ViolinPlot
    from emcpy.plots.create_plots import CreatePlot, CreateFigure

    rng = np.random.default_rng(0)
    n_samples = 400
    groups = [rng.normal(0.0, 1.0, n_samples),
              rng.normal(0.5, 0.8, n_samples),
              rng.normal(-0.3, 1.2, n_samples)]

    p = CreatePlot()
    layers = []

    vio = ViolinPlot(groups)
    vio.showmedians = True
    vio.alpha = 0.8
    layers.append(vio)

    p.plot_layers = layers
    p.add_title("Violin Plot")
    p.add_ylabel("value")
    p.set_xticks([0, 1, 2])
    p.set_xticklabels(["A", "B", "C"])

    fig = CreateFigure(1, 1, figsize=(7.2, 4))
    fig.plot_list = [p]
    fig.create_figure()
    fig.tight_layout()


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

   **Total running time of the script:** (0 minutes 0.068 seconds)


.. _sphx_glr_download_plot_types_statistical_violin.py:

.. only:: html

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

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

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

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

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

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

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


.. only:: html

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

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