.. 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_gallery_statistics_boxplot_color.py:
=================================
Box plots with custom fill colors
=================================
This plot illustrates how to create two types of box plots
(rectangular and notched), and how to fill them with custom
colors by accessing the properties of the artists of the
box plots. Additionally, the ``labels`` parameter is used to
provide x-tick labels for each sample.
A good general reference on boxplots and their history can be found
here: http://vita.had.co.nz/papers/boxplots.pdf
.. code-block:: default
import matplotlib.pyplot as plt
import numpy as np
# Random test data
np.random.seed(19680801)
all_data = [np.random.normal(0, std, size=100) for std in range(1, 4)]
labels = ['x1', 'x2', 'x3']
fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(9, 4))
# rectangular box plot
bplot1 = ax1.boxplot(all_data,
vert=True, # vertical box alignment
patch_artist=True, # fill with color
labels=labels) # will be used to label x-ticks
ax1.set_title('Rectangular box plot')
# notch shape box plot
bplot2 = ax2.boxplot(all_data,
notch=True, # notch shape
vert=True, # vertical box alignment
patch_artist=True, # fill with color
labels=labels) # will be used to label x-ticks
ax2.set_title('Notched box plot')
# fill with colors
colors = ['pink', 'lightblue', 'lightgreen']
for bplot in (bplot1, bplot2):
for patch, color in zip(bplot['boxes'], colors):
patch.set_facecolor(color)
# adding horizontal grid lines
for ax in [ax1, ax2]:
ax.yaxis.grid(True)
ax.set_xlabel('Three separate samples')
ax.set_ylabel('Observed values')
plt.show()
.. image:: /gallery/statistics/images/sphx_glr_boxplot_color_001.png
:alt: Rectangular box plot, Notched box plot
:class: sphx-glr-single-img
------------
References
""""""""""
The use of the following functions and methods is shown in this example:
.. code-block:: default
import matplotlib
matplotlib.axes.Axes.boxplot
matplotlib.pyplot.boxplot
.. rst-class:: sphx-glr-script-out
Out:
.. code-block:: none
.. _sphx_glr_download_gallery_statistics_boxplot_color.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: boxplot_color.py `
.. container:: sphx-glr-download sphx-glr-download-jupyter
:download:`Download Jupyter notebook: boxplot_color.ipynb `
.. only:: html
.. rst-class:: sphx-glr-signature
Keywords: matplotlib code example, codex, python plot, pyplot
`Gallery generated by Sphinx-Gallery
`_