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

.. only:: html

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

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

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

.. _sphx_glr_auto_examples_advanced_plot_clustering.py:


=================
Communities
=================

Compute and draw communities.

.. GENERATED FROM PYTHON SOURCE LINES 8-28



.. image-sg:: /auto_examples/advanced/images/sphx_glr_plot_clustering_001.png
   :alt: plot clustering
   :srcset: /auto_examples/advanced/images/sphx_glr_plot_clustering_001.png
   :class: sphx-glr-single-img





.. code-block:: Python


    import matplotlib.pyplot as plt

    import xgi

    # generate clustered hypergraph
    H1 = xgi.uniform_HPPM(100, 2, 3, 0.9, seed=0)
    H2 = xgi.uniform_HPPM(100, 3, 2, 0.9, seed=0)
    H = H1 << H2
    H.cleanup()

    # compute communities with spectral clustering
    node_labels = xgi.spectral_clustering(H, k=2, max_iter=100, seed=0)
    H.set_node_attributes(node_labels, "group")

    # draw hypergraph
    pos = xgi.pca_transform(xgi.pairwise_spring_layout(H, seed=0))
    xgi.draw(H, pos=pos, node_fc=H.nodes.attrs("group"))

    plt.show()


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

   **Total running time of the script:** (0 minutes 0.185 seconds)


.. _sphx_glr_download_auto_examples_advanced_plot_clustering.py:

.. only:: html

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

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

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

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

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

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

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


.. only:: html

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

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