--- /srv/reproducible-results/rbuild-debian/r-b-build.hq61bGvF/b1/python-igraph_0.11.9+ds-1_amd64.changes +++ /srv/reproducible-results/rbuild-debian/r-b-build.hq61bGvF/b2/python-igraph_0.11.9+ds-1_amd64.changes ├── Files │ @@ -1,4 +1,4 @@ │ │ - 5e03e6f2dac00bdb2531cfc35cd777d3 6233956 doc optional python-igraph-doc_0.11.9+ds-1_all.deb │ + b249457c1f7f58a1463a2ecf816a6e45 6233956 doc optional python-igraph-doc_0.11.9+ds-1_all.deb │ c8e80945547142c9321bb0b8034fa422 383080 debug optional python3-igraph-dbgsym_0.11.9+ds-1_amd64.deb │ a66a2cba269cffa1cb283adb23c2eeac 328100 python optional python3-igraph_0.11.9+ds-1_amd64.deb ├── python-igraph-doc_0.11.9+ds-1_all.deb │ ├── file list │ │ @@ -1,3 +1,3 @@ │ │ -rw-r--r-- 0 0 0 4 2025-06-15 18:33:32.000000 debian-binary │ │ --rw-r--r-- 0 0 0 13948 2025-06-15 18:33:32.000000 control.tar.xz │ │ --rw-r--r-- 0 0 0 6219816 2025-06-15 18:33:32.000000 data.tar.xz │ │ +-rw-r--r-- 0 0 0 13956 2025-06-15 18:33:32.000000 control.tar.xz │ │ +-rw-r--r-- 0 0 0 6219808 2025-06-15 18:33:32.000000 data.tar.xz │ ├── control.tar.xz │ │ ├── control.tar │ │ │ ├── ./md5sums │ │ │ │ ├── ./md5sums │ │ │ │ │┄ Files differ │ ├── data.tar.xz │ │ ├── data.tar │ │ │ ├── file list │ │ │ │ @@ -521,15 +521,15 @@ │ │ │ │ -rw-r--r-- 0 root (0) root (0) 18356 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/faq.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 31860 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/generation.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 4685 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/genindex.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 10542 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/index.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 25682 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/install.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 1965 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/objects.inv │ │ │ │ -rw-r--r-- 0 root (0) root (0) 5084 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/search.html │ │ │ │ --rw-r--r-- 0 root (0) root (0) 78952 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/searchindex.js │ │ │ │ +-rw-r--r-- 0 root (0) root (0) 78947 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/searchindex.js │ │ │ │ -rw-r--r-- 0 root (0) root (0) 128435 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorial.es.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 135766 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorial.html │ │ │ │ drwxr-xr-x 0 root (0) root (0) 0 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorials/ │ │ │ │ -rw-r--r-- 0 root (0) root (0) 17259 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorials/articulation_points.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 29793 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorials/betweenness.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 23921 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorials/bipartite_matching.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 27816 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorials/bipartite_matching_maxflow.html │ │ │ │ @@ -553,15 +553,15 @@ │ │ │ │ -rw-r--r-- 0 root (0) root (0) 21830 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorials/simplify.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 24428 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorials/spanning_trees.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 24116 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorials/topological_sort.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 27382 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorials/visual_style.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 23977 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorials/visualize_cliques.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 24099 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/tutorials/visualize_communities.html │ │ │ │ -rw-r--r-- 0 root (0) root (0) 33576 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/visualisation.html │ │ │ │ --rw-r--r-- 0 root (0) root (0) 1960632 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/igraph.pdf.gz │ │ │ │ +-rw-r--r-- 0 root (0) root (0) 1960622 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/igraph.pdf.gz │ │ │ │ drwxr-xr-x 0 root (0) root (0) 0 2025-06-15 18:33:32.000000 ./usr/share/doc-base/ │ │ │ │ -rw-r--r-- 0 root (0) root (0) 362 2024-05-10 15:38:04.000000 ./usr/share/doc-base/python-igraph-doc.igraph │ │ │ │ drwxr-xr-x 0 root (0) root (0) 0 2025-06-15 18:33:32.000000 ./usr/share/lintian/ │ │ │ │ drwxr-xr-x 0 root (0) root (0) 0 2025-06-15 18:33:32.000000 ./usr/share/lintian/overrides/ │ │ │ │ -rw-r--r-- 0 root (0) root (0) 154 2024-05-10 15:38:04.000000 ./usr/share/lintian/overrides/python-igraph-doc │ │ │ │ lrwxrwxrwx 0 root (0) root (0) 0 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/_static/css/badge_only.css -> ../../../../../sphinx_rtd_theme/static/css/badge_only.css │ │ │ │ lrwxrwxrwx 0 root (0) root (0) 0 2025-06-15 18:33:32.000000 ./usr/share/doc/python-igraph-doc/html/_static/css/theme.css -> ../../../../../sphinx_rtd_theme/static/css/theme.css │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/betweenness.rst.txt │ │ │ │ @@ -193,15 +193,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 3.152 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 3.129 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_betweenness.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/bipartite_matching.rst.txt │ │ │ │ @@ -161,22 +161,22 @@ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-script-out │ │ │ │ │ │ │ │ .. code-block:: none │ │ │ │ │ │ │ │ │ │ │ │ - │ │ │ │ + │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.198 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.194 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_bipartite_matching.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/bipartite_matching_maxflow.rst.txt │ │ │ │ @@ -176,15 +176,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.238 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.240 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_bipartite_matching_maxflow.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/bridges.rst.txt │ │ │ │ @@ -209,15 +209,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.597 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.591 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_bridges.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/cluster_contraction.rst.txt │ │ │ │ @@ -401,15 +401,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 2.188 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 2.156 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_cluster_contraction.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/complement.rst.txt │ │ │ │ @@ -173,15 +173,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.794 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.791 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_complement.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/configuration.rst.txt │ │ │ │ @@ -159,15 +159,15 @@ │ │ │ │ │ │ │ │ To use a consistent style between individual plots (e.g. vertex sizes, │ │ │ │ colors, layout etc.) check out :ref:`tutorials-visual-style`. │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 1.793 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 1.788 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_configuration.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/connected_components.rst.txt │ │ │ │ @@ -117,15 +117,15 @@ │ │ │ │ We use the integers from 0 to 200 instead of 0 to 255 in our vertex │ │ │ │ colors, since 255 in the :class:`igraph.drawing.colors.RainbowPalette` │ │ │ │ corresponds to looping back to red. This gives us nicely distinct hues. │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.901 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.902 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_connected_components.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/delaunay-triangulation.rst.txt │ │ │ │ @@ -140,15 +140,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-script-out │ │ │ │ │ │ │ │ .. code-block:: none │ │ │ │ │ │ │ │ │ │ │ │ - │ │ │ │ + │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. GENERATED FROM PYTHON SOURCE LINES 52-54 │ │ │ │ │ │ │ │ Finally, plotting the graph gives a good idea of what the triangulation looks │ │ │ │ like: │ │ │ │ @@ -244,15 +244,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.978 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.903 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_delaunay-triangulation.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/erdos_renyi.rst.txt │ │ │ │ @@ -186,15 +186,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 1.317 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 1.310 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_erdos_renyi.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/generate_dag.rst.txt │ │ │ │ @@ -147,15 +147,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.628 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.638 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_generate_dag.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/isomorphism.rst.txt │ │ │ │ @@ -154,15 +154,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.382 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.378 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_isomorphism.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/maxflow.rst.txt │ │ │ │ @@ -121,15 +121,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.149 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.147 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_maxflow.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/minimum_spanning_trees.rst.txt │ │ │ │ @@ -141,15 +141,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.530 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.526 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_minimum_spanning_trees.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/online_user_actions.rst.txt │ │ │ │ @@ -245,15 +245,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.596 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.565 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_online_user_actions.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/personalized_pagerank.rst.txt │ │ │ │ @@ -238,15 +238,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 1.043 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 1.050 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_personalized_pagerank.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/quickstart.rst.txt │ │ │ │ @@ -104,15 +104,15 @@ │ │ │ │ # Export and import a graph as a GML file. │ │ │ │ g.save("social_network.gml") │ │ │ │ g = ig.load("social_network.gml") │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.283 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.278 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_quickstart.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/ring_animation.rst.txt │ │ │ │ @@ -339,62 +339,62 @@ │ │ │ │ .anim-state input { │ │ │ │ margin: 0; │ │ │ │ vertical-align: middle; │ │ │ │ } │ │ │ │ │ │ │ │ │ │ │ │
│ │ │ │ - │ │ │ │ + │ │ │ │
│ │ │ │ - │ │ │ │ + oninput="anim00255fd993a74129af6e9b2b9316a011.set_frame(parseInt(this.value));"> │ │ │ │
│ │ │ │ - │ │ │ │ - │ │ │ │ - │ │ │ │ - │ │ │ │ - │ │ │ │ - │ │ │ │ - │ │ │ │ - │ │ │ │ - │ │ │ │
│ │ │ │ -
│ │ │ │ - │ │ │ │ - │ │ │ │ - Once │ │ │ │ + │ │ │ │ - │ │ │ │ - Loop │ │ │ │ + │ │ │ │ - │ │ │ │ + │ │ │ │
│ │ │ │
│ │ │ │
│ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ @@ -2946,15 +2946,15 @@ │ │ │ │ example, this approach is not very efficient. Thinking of more efficient │ │ │ │ approaches, e.g. vertices with zero radius, is a useful exercise to learn │ │ │ │ the combination of igraph and matplotlib. │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 3.563 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 3.150 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_ring_animation.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ │ ├── html2text {} │ │ │ │ │ @@ -41,15 +41,15 @@ │ │ │ │ │ oOnce #Loop oReflect │ │ │ │ │ .. GENERATED FROM PYTHON SOURCE LINES 82-90 .. note:: We use *igraph*'s :meth: │ │ │ │ │ `Graph.subgraph()` (see :meth:`igraph.GraphBase.induced_subgraph`) in order to │ │ │ │ │ obtain a section of the ring graph at a time for each frame. While sufficient │ │ │ │ │ for an easy example, this approach is not very efficient. Thinking of more │ │ │ │ │ efficient approaches, e.g. vertices with zero radius, is a useful exercise to │ │ │ │ │ learn the combination of igraph and matplotlib. .. rst-class:: sphx-glr-timing │ │ │ │ │ -**Total running time of the script:** (0 minutes 3.563 seconds) .. │ │ │ │ │ +**Total running time of the script:** (0 minutes 3.150 seconds) .. │ │ │ │ │ _sphx_glr_download_tutorials_ring_animation.py: .. only:: html .. container:: │ │ │ │ │ sphx-glr-footer sphx-glr-footer-example .. container:: sphx-glr-download sphx- │ │ │ │ │ glr-download-jupyter :download:`Download Jupyter notebook: ring_animation.ipynb │ │ │ │ │ ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download │ │ │ │ │ Python source code: ring_animation.py ` .. container:: sphx-glr-download sphx- │ │ │ │ │ glr-download-zip :download:`Download zipped: ring_animation.zip ` .. only:: │ │ │ │ │ html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/shortest_path_visualisation.rst.txt │ │ │ │ @@ -189,15 +189,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.162 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.154 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_shortest_path_visualisation.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/simplify.rst.txt │ │ │ │ @@ -88,15 +88,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-script-out │ │ │ │ │ │ │ │ .. code-block:: none │ │ │ │ │ │ │ │ │ │ │ │ - │ │ │ │ + │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. GENERATED FROM PYTHON SOURCE LINES 38-40 │ │ │ │ │ │ │ │ We can then proceed to plot both graphs to see the difference. First, let's │ │ │ │ choose a consistent visual style: │ │ │ │ @@ -161,15 +161,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.244 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.241 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_simplify.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/spanning_trees.rst.txt │ │ │ │ @@ -161,15 +161,15 @@ │ │ │ │ .. note:: │ │ │ │ To invert the y axis such that the root of the tree is on top of the plot, │ │ │ │ you can call `ax.invert_yaxis()` before `plt.show()`. │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.658 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.660 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_spanning_trees.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/topological_sort.rst.txt │ │ │ │ @@ -179,15 +179,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.160 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.158 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_topological_sort.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/visual_style.rst.txt │ │ │ │ @@ -212,15 +212,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 3.122 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 3.628 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_visual_style.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/visualize_cliques.rst.txt │ │ │ │ @@ -155,15 +155,15 @@ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 13.427 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 15.943 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_visualize_cliques.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/_sources/tutorials/visualize_communities.rst.txt │ │ │ │ @@ -153,15 +153,15 @@ │ │ │ │ │ │ │ │ For an example on how to generate the cluster graph from a vertex cluster, │ │ │ │ check out :ref:`tutorials-cluster-graph`. │ │ │ │ │ │ │ │ │ │ │ │ .. rst-class:: sphx-glr-timing │ │ │ │ │ │ │ │ - **Total running time of the script:** (0 minutes 0.696 seconds) │ │ │ │ + **Total running time of the script:** (0 minutes 0.702 seconds) │ │ │ │ │ │ │ │ │ │ │ │ .. _sphx_glr_download_tutorials_visualize_communities.py: │ │ │ │ │ │ │ │ .. only:: html │ │ │ │ │ │ │ │ .. container:: sphx-glr-footer sphx-glr-footer-example │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/searchindex.js │ │ │ │ ├── js-beautify {} │ │ │ │ │ @@ -457,128 +457,127 @@ │ │ │ │ │ "terms": { │ │ │ │ │ "": [0, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 18, 25, 26, 28, 29, 30, 33, 34, 35], │ │ │ │ │ "0": [0, 3, 4, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36], │ │ │ │ │ "000": 7, │ │ │ │ │ "0088ff": [7, 8], │ │ │ │ │ "01": [7, 8], │ │ │ │ │ "02": [7, 8], │ │ │ │ │ - "043": 26, │ │ │ │ │ "05": [7, 8], │ │ │ │ │ + "050": 26, │ │ │ │ │ "08f": [7, 8], │ │ │ │ │ - "0x7fc85ea5ad50": 11, │ │ │ │ │ - "0x7fc86d515250": 30, │ │ │ │ │ - "0x7fc86fec2350": 18, │ │ │ │ │ + "0x7fee91c7ed50": 11, │ │ │ │ │ + "0x7fee988c9050": 30, │ │ │ │ │ + "0x7fee9b5ae350": 18, │ │ │ │ │ "1": [0, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 32, 33, 34, 35, 36], │ │ │ │ │ "10": [0, 4, 5, 7, 8, 10, 12, 13, 14, 15, 25, 28], │ │ │ │ │ "100": [0, 7, 8, 14, 16, 18, 35, 36], │ │ │ │ │ "10000": 8, │ │ │ │ │ "11": [12, 13, 27, 28], │ │ │ │ │ "111223": 4, │ │ │ │ │ "112222": 4, │ │ │ │ │ "12": [7, 8, 13, 28], │ │ │ │ │ "1205": [7, 8], │ │ │ │ │ - "122": 33, │ │ │ │ │ "1252": 4, │ │ │ │ │ "126": [7, 8], │ │ │ │ │ "127": [7, 8], │ │ │ │ │ "1282": 27, │ │ │ │ │ - "13": [13, 27, 34], │ │ │ │ │ + "129": 10, │ │ │ │ │ + "13": [13, 27], │ │ │ │ │ "136": 24, │ │ │ │ │ "14": [10, 13], │ │ │ │ │ - "149": 23, │ │ │ │ │ - "15": [7, 8, 14, 16, 17, 19, 20, 22, 33], │ │ │ │ │ - "150": 10, │ │ │ │ │ - "152": 10, │ │ │ │ │ + "147": 23, │ │ │ │ │ + "15": [7, 8, 14, 16, 17, 19, 20, 22, 33, 34], │ │ │ │ │ + "150": [10, 28], │ │ │ │ │ + "154": 29, │ │ │ │ │ + "156": 14, │ │ │ │ │ + "158": 32, │ │ │ │ │ "16": 10, │ │ │ │ │ - "160": 32, │ │ │ │ │ - "162": 29, │ │ │ │ │ "1695": 5, │ │ │ │ │ "18": [7, 8, 19, 26], │ │ │ │ │ - "188": 14, │ │ │ │ │ - "198": 11, │ │ │ │ │ + "194": 11, │ │ │ │ │ "2": [0, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 18, 19, 22, 23, 25, 27, 28, 29, 30, 32, 33, 36], │ │ │ │ │ "20": [7, 8, 10, 14, 19, 24, 26, 30, 33, 35, 36], │ │ │ │ │ "200": [16, 17], │ │ │ │ │ "2006": 5, │ │ │ │ │ "2009": [7, 8], │ │ │ │ │ "201": 24, │ │ │ │ │ "2021": [7, 8], │ │ │ │ │ "2022": 3, │ │ │ │ │ "203": 9, │ │ │ │ │ "21": 19, │ │ │ │ │ "22": [7, 8], │ │ │ │ │ "222": 20, │ │ │ │ │ "23": [7, 8, 19], │ │ │ │ │ - "238": 12, │ │ │ │ │ "2386714": 8, │ │ │ │ │ - "244": 30, │ │ │ │ │ + "240": 12, │ │ │ │ │ + "241": 30, │ │ │ │ │ "25": [7, 8, 22, 32], │ │ │ │ │ "255": [7, 8, 14, 17, 33], │ │ │ │ │ "270": [7, 8], │ │ │ │ │ + "278": 27, │ │ │ │ │ "28": 19, │ │ │ │ │ - "283": 27, │ │ │ │ │ "29": [7, 8], │ │ │ │ │ "2d": [7, 8, 18, 28, 31, 36], │ │ │ │ │ "2r09ej221sk2k5": 25, │ │ │ │ │ "3": [0, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 18, 22, 23, 24, 27, 28, 29, 30, 31, 32, 33, 34, 36], │ │ │ │ │ "30": [7, 8, 9, 11, 12, 13, 18, 20, 27, 33], │ │ │ │ │ "300": [7, 8], │ │ │ │ │ "30745059034535": 10, │ │ │ │ │ "31": [7, 8], │ │ │ │ │ - "317": 19, │ │ │ │ │ + "310": 19, │ │ │ │ │ "3203ejew332323": 25, │ │ │ │ │ "320eljl3lk3239": 25, │ │ │ │ │ "34": [7, 8], │ │ │ │ │ "35": 19, │ │ │ │ │ "36": 31, │ │ │ │ │ "376": [7, 8], │ │ │ │ │ + "378": 22, │ │ │ │ │ "38": 22, │ │ │ │ │ - "382": 22, │ │ │ │ │ "3d": [7, 8, 36], │ │ │ │ │ "4": [0, 4, 7, 8, 9, 11, 12, 13, 14, 18, 22, 23, 27, 29, 30, 32, 33, 34, 36], │ │ │ │ │ "40": 26, │ │ │ │ │ "40m11919332msa": 25, │ │ │ │ │ - "427": 34, │ │ │ │ │ "44": 4, │ │ │ │ │ "45": 26, │ │ │ │ │ "47": [7, 8], │ │ │ │ │ "477": 10, │ │ │ │ │ "494": 27, │ │ │ │ │ "4r4320dkqpdokk": 25, │ │ │ │ │ "5": [0, 7, 8, 9, 10, 11, 12, 13, 14, 15, 22, 23, 24, 26, 27, 28, 29, 31, 32, 33, 34, 36], │ │ │ │ │ "50": [7, 8, 10, 17], │ │ │ │ │ "500": 28, │ │ │ │ │ "516": [7, 8], │ │ │ │ │ "517": 6, │ │ │ │ │ - "530": 24, │ │ │ │ │ - "563": 28, │ │ │ │ │ - "596": 25, │ │ │ │ │ - "597": 13, │ │ │ │ │ + "526": 24, │ │ │ │ │ + "565": 25, │ │ │ │ │ + "591": 13, │ │ │ │ │ "6": [0, 7, 8, 9, 10, 11, 12, 13, 14, 23, 29, 31], │ │ │ │ │ "600": [7, 8], │ │ │ │ │ - "628": 20, │ │ │ │ │ + "628": 33, │ │ │ │ │ + "638": 20, │ │ │ │ │ "65": [22, 26], │ │ │ │ │ - "658": 31, │ │ │ │ │ + "660": 31, │ │ │ │ │ "666": 29, │ │ │ │ │ - "696": 35, │ │ │ │ │ "7": [4, 7, 8, 9, 10, 11, 12, 13, 14, 17, 23, 27, 29], │ │ │ │ │ + "702": 35, │ │ │ │ │ "7142cf": 27, │ │ │ │ │ "753": 10, │ │ │ │ │ "78": [7, 8], │ │ │ │ │ + "788": 16, │ │ │ │ │ "789dsadafj32jj": 25, │ │ │ │ │ - "793": 16, │ │ │ │ │ - "794": 15, │ │ │ │ │ + "791": 15, │ │ │ │ │ "8": [7, 8, 9, 10, 11, 12, 13, 14, 18, 23, 26, 29, 36], │ │ │ │ │ "80": 33, │ │ │ │ │ "8235063912693": 10, │ │ │ │ │ "85": 26, │ │ │ │ │ "9": [4, 7, 8, 12, 13, 14, 27, 28], │ │ │ │ │ - "901": 17, │ │ │ │ │ + "902": 17, │ │ │ │ │ + "903": 18, │ │ │ │ │ + "943": 34, │ │ │ │ │ "951984126984126": 10, │ │ │ │ │ - "978": 18, │ │ │ │ │ "A": [0, 4, 6, 7, 32, 33, 36], │ │ │ │ │ "And": 30, │ │ │ │ │ "As": [0, 6, 7, 13, 28], │ │ │ │ │ "At": [3, 26], │ │ │ │ │ "But": 7, │ │ │ │ │ "By": 16, │ │ │ │ │ "For": [0, 4, 6, 7, 9, 12, 13, 14, 16, 19, 27, 28, 29, 31, 35, 36], │ │ │ ├── ./usr/share/doc/python-igraph-doc/html/tutorials/betweenness.html │ │ │ │ @@ -204,15 +204,15 @@ │ │ │ │ │ │ │ │ betweenness
vertices: 0.0 - 14.0
│ │ │ │  edges: 1.5 - 16.0
│ │ │ │  vertices: 0.0 - 753.8235063912693
│ │ │ │  edges: 8.951984126984126 - 477.30745059034535
│ │ │ │  
│ │ │ │
│ │ │ │ -

Total running time of the script: (0 minutes 3.152 seconds)

│ │ │ │ +

Total running time of the script: (0 minutes 3.129 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -bipartite matching
<igraph.drawing.matplotlib.graph.GraphArtist object at 0x7fc85ea5ad50>
│ │ │ │ +bipartite matching
<igraph.drawing.matplotlib.graph.GraphArtist object at 0x7fee91c7ed50>
│ │ │ │  
│ │ │ │
│ │ │ │ -

Total running time of the script: (0 minutes 0.198 seconds)

│ │ │ │ +

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│ │ │ │
│ │ │ │
│ │ │ │ -bipartite matching maxflow

Total running time of the script: (0 minutes 0.238 seconds)

│ │ │ │ +bipartite matching maxflow

Total running time of the script: (0 minutes 0.240 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -bridges

Total running time of the script: (0 minutes 0.597 seconds)

│ │ │ │ +bridges

Total running time of the script: (0 minutes 0.591 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -cluster contraction

Total running time of the script: (0 minutes 2.188 seconds)

│ │ │ │ +cluster contraction

Total running time of the script: (0 minutes 2.156 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -Original graph, Complement graph, Union graph, Complement of union graph

Total running time of the script: (0 minutes 0.794 seconds)

│ │ │ │ +Original graph, Complement graph, Union graph, Complement of union graph

Total running time of the script: (0 minutes 0.791 seconds)

│ │ │ │ │ │ │ │
│ │ │ │

Note

│ │ │ │

To use a consistent style between individual plots (e.g. vertex sizes, │ │ │ │ colors, layout etc.) check out Visual styling.

│ │ │ │
│ │ │ │ -

Total running time of the script: (0 minutes 1.793 seconds)

│ │ │ │ +

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│ │ │ │ │ │ │ │ connected components
│ │ │ │

Note

│ │ │ │

We use the integers from 0 to 200 instead of 0 to 255 in our vertex │ │ │ │ colors, since 255 in the igraph.drawing.colors.RainbowPalette │ │ │ │ corresponds to looping back to red. This gives us nicely distinct hues.

│ │ │ │
│ │ │ │ -

Total running time of the script: (0 minutes 0.901 seconds)

│ │ │ │ +

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│ │ │ │ │ │ │ │

Because adjacent triangles share an edge/side, the graph now contains some │ │ │ │ edges more than once. It’s useful to simplify the graph to get rid of those │ │ │ │ multiedges, keeping each side only once:

│ │ │ │
g.simplify()
│ │ │ │  
│ │ │ │
│ │ │ │ -
<igraph.Graph object at 0x7fc86fec2350>
│ │ │ │ +
<igraph.Graph object at 0x7fee9b5ae350>
│ │ │ │  
│ │ │ │
│ │ │ │

Finally, plotting the graph gives a good idea of what the triangulation looks │ │ │ │ like:

│ │ │ │
fig, ax = plt.subplots()
│ │ │ │  ig.plot(
│ │ │ │      g,
│ │ │ │ @@ -212,15 +212,15 @@
│ │ │ │      edge_width=0.2,
│ │ │ │      edge_color="white",
│ │ │ │  )
│ │ │ │  ax.set(xlim=(0, 1), ylim=(0, 1))
│ │ │ │  plt.show()
│ │ │ │  
│ │ │ │
│ │ │ │ -delaunay triangulation

Total running time of the script: (0 minutes 0.978 seconds)

│ │ │ │ +delaunay triangulation

Total running time of the script: (0 minutes 0.903 seconds)

│ │ │ │
│ │ │ │
│ │ │ │ -erdos renyi

Total running time of the script: (0 minutes 1.317 seconds)

│ │ │ │ +erdos renyi

Total running time of the script: (0 minutes 1.310 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -generate dag

Total running time of the script: (0 minutes 0.628 seconds)

│ │ │ │ +generate dag

Total running time of the script: (0 minutes 0.638 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -isomorphism

Total running time of the script: (0 minutes 0.382 seconds)

│ │ │ │ +isomorphism

Total running time of the script: (0 minutes 0.378 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -maxflow

Total running time of the script: (0 minutes 0.149 seconds)

│ │ │ │ +maxflow

Total running time of the script: (0 minutes 0.147 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -minimum spanning trees

Total running time of the script: (0 minutes 0.530 seconds)

│ │ │ │ +minimum spanning trees

Total running time of the script: (0 minutes 0.526 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -online user actions

Total running time of the script: (0 minutes 0.596 seconds)

│ │ │ │ +online user actions

Total running time of the script: (0 minutes 0.565 seconds)

│ │ │ │ │ │ │ │ -

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│ │ │ │ +

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│ │ │ │ │ │ │ │
│ │ │ │

Note

│ │ │ │

We use igraph’s Graph.subgraph() (see │ │ │ │ igraph.GraphBase.induced_subgraph()) in order to obtain a section of │ │ │ │ the ring graph at a time for each frame. While sufficient for an easy │ │ │ │ example, this approach is not very efficient. Thinking of more efficient │ │ │ │ approaches, e.g. vertices with zero radius, is a useful exercise to learn │ │ │ │ the combination of igraph and matplotlib.

│ │ │ │
│ │ │ │ -

Total running time of the script: (0 minutes 3.563 seconds)

│ │ │ │ +

Total running time of the script: (0 minutes 3.150 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -shortest path visualisation

Total running time of the script: (0 minutes 0.162 seconds)

│ │ │ │ +shortest path visualisation

Total running time of the script: (0 minutes 0.154 seconds)

│ │ │ │ │ │ │ │ -

Total running time of the script: (0 minutes 0.160 seconds)

│ │ │ │ +

Total running time of the script: (0 minutes 0.158 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -visual style

Total running time of the script: (0 minutes 3.122 seconds)

│ │ │ │ +visual style

Total running time of the script: (0 minutes 3.628 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ -visualize cliques

Total running time of the script: (0 minutes 13.427 seconds)

│ │ │ │ +visualize cliques

Total running time of the script: (0 minutes 15.943 seconds)

│ │ │ │ │ │ │ │ │ │ │ │ visualize communities

For an example on how to generate the cluster graph from a vertex cluster, │ │ │ │ check out Generating Cluster Graphs.

│ │ │ │ -

Total running time of the script: (0 minutes 0.696 seconds)

│ │ │ │ +

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│ │ │ │