.. 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_auto_reliability_sensitivity_design_of_experiments_plot_plot_design.py:
The PlotDesign method
=====================
The goal of this example is to present the features of the PlotDesign static method.
Distribution
------------
.. code-block:: default
import openturns as ot
import openturns.viewer as otv
import pylab as pl
import openturns.viewer as viewer
from matplotlib import pylab as plt
ot.Log.Show(ot.Log.NONE)
In two dimensions
-----------------
.. code-block:: default
dim = 2
X = [ot.Uniform()] * dim
distribution = ot.ComposedDistribution(X)
.. code-block:: default
sampleSize = 10
sample = distribution.getSample(sampleSize)
With default parameters the bounds are computed from the sample.
.. code-block:: default
fig = otv.PlotDesign(sample);
.. image:: /auto_reliability_sensitivity/design_of_experiments/images/sphx_glr_plot_plot_design_001.png
:alt: plot plot design
:class: sphx-glr-single-img
Set the bounds.
.. code-block:: default
bounds = distribution.getRange()
.. code-block:: default
fig = otv.PlotDesign(sample, bounds);
.. image:: /auto_reliability_sensitivity/design_of_experiments/images/sphx_glr_plot_plot_design_002.png
:alt: plot plot design
:class: sphx-glr-single-img
Configure the size of the plot.
.. code-block:: default
fig = otv.PlotDesign(sample)
fig.set_size_inches(10, 10)
.. image:: /auto_reliability_sensitivity/design_of_experiments/images/sphx_glr_plot_plot_design_003.png
:alt: plot plot design
:class: sphx-glr-single-img
Configure the number of subdivisions in each direction.
.. code-block:: default
fig = otv.PlotDesign(sample, subdivisions = [10, 5]);
.. image:: /auto_reliability_sensitivity/design_of_experiments/images/sphx_glr_plot_plot_design_004.png
:alt: plot plot design
:class: sphx-glr-single-img
Disable the ticks.
.. code-block:: default
fig = otv.PlotDesign(sample, enableTicks = False);
.. image:: /auto_reliability_sensitivity/design_of_experiments/images/sphx_glr_plot_plot_design_005.png
:alt: plot plot design
:class: sphx-glr-single-img
Configure the marker.
.. code-block:: default
fig = otv.PlotDesign(sample, plot_kw =
{"marker":'.', "color": "red"});
.. image:: /auto_reliability_sensitivity/design_of_experiments/images/sphx_glr_plot_plot_design_006.png
:alt: plot plot design
:class: sphx-glr-single-img
Create the figure beforehand.
.. code-block:: default
import matplotlib.pyplot as plt
fig = plt.figure()
fig.suptitle("My suptitle")
fig = otv.PlotDesign(sample, figure = fig);
.. image:: /auto_reliability_sensitivity/design_of_experiments/images/sphx_glr_plot_plot_design_007.png
:alt: My suptitle
:class: sphx-glr-single-img
In three dimensions
-------------------
.. code-block:: default
dim = 3
X = [ot.Uniform()] * dim
distribution = ot.ComposedDistribution(X)
.. code-block:: default
sampleSize = 10
sample = distribution.getSample(sampleSize)
.. code-block:: default
fig = otv.PlotDesign(sample);
fig.set_size_inches(10, 10)
.. image:: /auto_reliability_sensitivity/design_of_experiments/images/sphx_glr_plot_plot_design_008.png
:alt: plot plot design
:class: sphx-glr-single-img
Configure the number of subdivisions.
.. code-block:: default
fig = otv.PlotDesign(sample, subdivisions = [12, 6, 3]);
fig.set_size_inches(10, 10)
.. image:: /auto_reliability_sensitivity/design_of_experiments/images/sphx_glr_plot_plot_design_009.png
:alt: plot plot design
:class: sphx-glr-single-img
Configure the bounds.
.. code-block:: default
bounds = distribution.getRange()
fig = otv.PlotDesign(sample, bounds);
fig.set_size_inches(10, 10)
.. image:: /auto_reliability_sensitivity/design_of_experiments/images/sphx_glr_plot_plot_design_010.png
:alt: plot plot design
:class: sphx-glr-single-img
.. rst-class:: sphx-glr-timing
**Total running time of the script:** ( 0 minutes 1.536 seconds)
.. _sphx_glr_download_auto_reliability_sensitivity_design_of_experiments_plot_plot_design.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: plot_plot_design.py `
.. container:: sphx-glr-download sphx-glr-download-jupyter
:download:`Download Jupyter notebook: plot_plot_design.ipynb `
.. only:: html
.. rst-class:: sphx-glr-signature
`Gallery generated by Sphinx-Gallery `_