:orphan:

..
   Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com

   This work is licensed under the Creative Commons Attribution-ShareAlike 4.0
   International License. To view a copy of this license, visit
   http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative
   Commons, PO Box 1866, Mountain View, CA 94042, USA.

Dataset
=======

Use a standard format to post-process data.

.. start-after-label


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..
   Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com

   This work is licensed under the Creative Commons Attribution-ShareAlike 4.0
   International License. To view a copy of this license, visit
   http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative
   Commons, PO Box 1866, Mountain View, CA 94042, USA.

Creation
~~~~~~~~


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we will see how to convert a cache to a .Dataset.">

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  .. image:: /examples/dataset/creation/images/thumb/sphx_glr_plot_dataset_from_cache_thumb.png
    :alt:

  :doc:`/examples/dataset/creation/plot_dataset_from_cache`

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      <div class="sphx-glr-thumbnail-title">Convert a cache to a dataset</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we will see how to convert a .Database to a .Dataset.">

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  .. image:: /examples/dataset/creation/images/thumb/sphx_glr_plot_dataset_from_optimization_problem_thumb.png
    :alt:

  :doc:`/examples/dataset/creation/plot_dataset_from_optimization_problem`

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      <div class="sphx-glr-thumbnail-title">Convert a database to a dataset</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we will see how to build and manipulate a .Dataset.">

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  .. image:: /examples/dataset/creation/images/thumb/sphx_glr_plot_dataset_thumb.png
    :alt:

  :doc:`/examples/dataset/creation/plot_dataset`

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      <div class="sphx-glr-thumbnail-title">Dataset</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we will see how to build a .Dataset from an NumPy array.">

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  .. image:: /examples/dataset/creation/images/thumb/sphx_glr_plot_dataset_from_array_thumb.png
    :alt:

  :doc:`/examples/dataset/creation/plot_dataset_from_array`

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      <div class="sphx-glr-thumbnail-title">Dataset from a NumPy array</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="The .IODataset proposes two particular group names, namely INPUT_GROUP and OUTPUT_GROUP. This particular .Dataset is useful for supervised machine learning and sensitivity analysis.">

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  .. image:: /examples/dataset/creation/images/thumb/sphx_glr_plot_io_dataset_thumb.png
    :alt:

  :doc:`/examples/dataset/creation/plot_io_dataset`

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      <div class="sphx-glr-thumbnail-title">The input-output dataset</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="The .OptimizationDataset proposes several particular group names, namely DESIGN_GROUP, OBJECTIVE_GROUP, OBSERVABLE_GROUP, CONSTRAINT_GROUP, EQUALITY_CONSTRAINT_GROUP, and INEQUALITY_CONSTRAINT_GROUP. This particular .Dataset is useful to post-process an optimization history.">

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  .. image:: /examples/dataset/creation/images/thumb/sphx_glr_plot_optimization_dataset_thumb.png
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  :doc:`/examples/dataset/creation/plot_optimization_dataset`

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.. toctree::
   :hidden:

   /examples/dataset/creation/plot_dataset_from_cache
   /examples/dataset/creation/plot_dataset_from_optimization_problem
   /examples/dataset/creation/plot_dataset
   /examples/dataset/creation/plot_dataset_from_array
   /examples/dataset/creation/plot_io_dataset
   /examples/dataset/creation/plot_optimization_dataset

..
   Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com

   This work is licensed under the Creative Commons Attribution-ShareAlike 4.0
   International License. To view a copy of this license, visit
   http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative
   Commons, PO Box 1866, Mountain View, CA 94042, USA.

Use cases
~~~~~~~~~


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    <div class="sphx-glr-thumbcontainer" tooltip="Dataset consisting of solutions to Burgers&#x27; equation.">

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  .. image:: /examples/dataset/use_cases/images/thumb/sphx_glr_plot_burgers_thumb.png
    :alt:

  :doc:`/examples/dataset/use_cases/plot_burgers`

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      <div class="sphx-glr-thumbnail-title">Burgers dataset</div>
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  .. image:: /examples/dataset/use_cases/images/thumb/sphx_glr_plot_iris_thumb.png
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  :doc:`/examples/dataset/use_cases/plot_iris`

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      <div class="sphx-glr-thumbnail-title">Iris dataset</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This .Dataset contains 100 evaluations of the well-known Rosenbrock function:">

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  .. image:: /examples/dataset/use_cases/images/thumb/sphx_glr_plot_rosenbrock_thumb.png
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  :doc:`/examples/dataset/use_cases/plot_rosenbrock`

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      <div class="sphx-glr-thumbnail-title">Rosenbrock dataset</div>
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.. toctree::
   :hidden:

   /examples/dataset/use_cases/plot_burgers
   /examples/dataset/use_cases/plot_iris
   /examples/dataset/use_cases/plot_rosenbrock

..
   Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com

   This work is licensed under the Creative Commons Attribution-ShareAlike 4.0
   International License. To view a copy of this license, visit
   http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative
   Commons, PO Box 1866, Mountain View, CA 94042, USA.

Visualization
~~~~~~~~~~~~~


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    <div class="sphx-glr-thumbcontainer" tooltip="Andrews curves">

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  .. image:: /examples/dataset/visualization/images/thumb/sphx_glr_plot_andrews_curves_thumb.png
    :alt:

  :doc:`/examples/dataset/visualization/plot_andrews_curves`

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      <div class="sphx-glr-thumbnail-title">Andrews curves</div>
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  .. image:: /examples/dataset/visualization/images/thumb/sphx_glr_plot_bars_thumb.png
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  :doc:`/examples/dataset/visualization/plot_bars`

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  :doc:`/examples/dataset/visualization/plot_boxplot`

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      <div class="sphx-glr-thumbnail-title">Boxplot</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we will see how to modify the matplotlib figures generated by a .DatasetPlot. This can be useful to finely tune a graph for a presentation or a paper.">

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  .. image:: /examples/dataset/visualization/images/thumb/sphx_glr_matplotlib_dataset_plot_thumb.png
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  :doc:`/examples/dataset/visualization/matplotlib_dataset_plot`

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      <div class="sphx-glr-thumbnail-title">Customize with matplotlib</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="By default, |g| uses matplotlib for data visualization. However, for web-based interactive visualizations, plotly can be appreciated. For this reason, |g| proposes plotly versions of some visualizations which can be generated using the option file_format=&quot;html&quot; of the method .DatasetPlot.execute. In that case, this method returns a list of plotly figures. When save=True (default), the figures are saved on the disk. When show=True, the figures are displayed in the web browser.">

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  :doc:`/examples/dataset/visualization/plot_radar_chart`

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      <div class="sphx-glr-thumbnail-title">Radar chart</div>
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  .. image:: /examples/dataset/visualization/images/thumb/sphx_glr_plot_scatter_thumb.png
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  :doc:`/examples/dataset/visualization/plot_scatter`

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      <div class="sphx-glr-thumbnail-title">Scatter</div>
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  :doc:`/examples/dataset/visualization/plot_scatter_matrix`

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.. toctree::
   :hidden:

   /examples/dataset/visualization/plot_andrews_curves
   /examples/dataset/visualization/plot_bars
   /examples/dataset/visualization/plot_boxplot
   /examples/dataset/visualization/matplotlib_dataset_plot
   /examples/dataset/visualization/plot_plotly_dataset_plot
   /examples/dataset/visualization/plot_lines
   /examples/dataset/visualization/plot_parallel_coordinates
   /examples/dataset/visualization/plot_radar_chart
   /examples/dataset/visualization/plot_scatter
   /examples/dataset/visualization/plot_scatter_matrix
   /examples/dataset/visualization/plot_yvsx
   /examples/dataset/visualization/plot_zvsxy


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

      :download:`Download all examples in Python source code: dataset_python.zip </examples/dataset/dataset_python.zip>`

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

      :download:`Download all examples in Jupyter notebooks: dataset_jupyter.zip </examples/dataset/dataset_jupyter.zip>`


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