.. _sphx_glr_gallery_statistics_histogram_histtypes.py:


================================================================
Demo of the histogram function's different ``histtype`` settings
================================================================

* Histogram with step curve that has a color fill.
* Histogram with custom and unequal bin widths.

Selecting different bin counts and sizes can significantly affect the
shape of a histogram. The Astropy docs have a great section on how to
select these parameters:
http://docs.astropy.org/en/stable/visualization/histogram.html




.. image:: /gallery/statistics/images/sphx_glr_histogram_histtypes_001.png
    :align: center





.. code-block:: python


    import numpy as np
    import matplotlib.pyplot as plt

    np.random.seed(19680801)

    mu = 200
    sigma = 25
    x = np.random.normal(mu, sigma, size=100)

    fig, (ax0, ax1) = plt.subplots(ncols=2, figsize=(8, 4))

    ax0.hist(x, 20, density=True, histtype='stepfilled', facecolor='g', alpha=0.75)
    ax0.set_title('stepfilled')

    # Create a histogram by providing the bin edges (unequally spaced).
    bins = [100, 150, 180, 195, 205, 220, 250, 300]
    ax1.hist(x, bins, density=True, histtype='bar', rwidth=0.8)
    ax1.set_title('unequal bins')

    fig.tight_layout()
    plt.show()



.. only :: html

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


  .. container:: binder-badge

    .. image:: https://static.mybinder.org/badge.svg
      :target: https://mybinder.org/v2/gh/choldgraf/matplotlib/gh-pages?filepath=_downloads/histogram_histtypes.ipynb
      :width: 150 px


  .. container:: sphx-glr-download

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



  .. container:: sphx-glr-download

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


.. only:: html

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

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