doc updates [skip ci]

dev/_sources/auto_examples/intro/checking_validity_of_a_pag.rst.txt

@@ -144,7 +144,7 @@ To check if the constructed PAG is a valid one in pywhy-graphs, we can simply do
  .. code-block:: none
 
     ConditioningSetSelection.PDS
-    Context(observed_variables={'L', 'S', 'PSH', 'G', 'I'}, latent_variables=set(), state_variables={}, init_graph=<networkx.classes.graph.Graph object at 0x7379de5e5d10>, included_edges=<networkx.classes.graph.Graph object at 0x7379de5e6410>, excluded_edges=<networkx.classes.graph.Graph object at 0x7379de5e6850>, num_distributions=1, obs_distribution=True, intervention_targets=[], symmetric_diff_map={}, sigma_map={}, f_nodes=[], num_domains=1, domain_map={}, s_nodes=[])
+    Context(observed_variables={'L', 'I', 'S', 'PSH', 'G'}, latent_variables=set(), state_variables={}, init_graph=<networkx.classes.graph.Graph object at 0x7c2cc2231490>, included_edges=<networkx.classes.graph.Graph object at 0x7c2cc2231b90>, excluded_edges=<networkx.classes.graph.Graph object at 0x7c2cc2231fd0>, num_distributions=1, obs_distribution=True, intervention_targets=[], symmetric_diff_map={}, sigma_map={}, f_nodes=[], num_domains=1, domain_map={}, s_nodes=[])
     True
 
 
@@ -180,7 +180,7 @@ relationship. As such, the resulting graph is no longer a valid PAG.
  .. code-block:: none
 
     ConditioningSetSelection.PDS
-    Context(observed_variables={'L', 'S', 'PSH', 'G', 'I'}, latent_variables=set(), state_variables={}, init_graph=<networkx.classes.graph.Graph object at 0x7379de5fa090>, included_edges=<networkx.classes.graph.Graph object at 0x7379de5fa790>, excluded_edges=<networkx.classes.graph.Graph object at 0x7379de5fabd0>, num_distributions=1, obs_distribution=True, intervention_targets=[], symmetric_diff_map={}, sigma_map={}, f_nodes=[], num_domains=1, domain_map={}, s_nodes=[])
+    Context(observed_variables={'L', 'I', 'S', 'PSH', 'G'}, latent_variables=set(), state_variables={}, init_graph=<networkx.classes.graph.Graph object at 0x7c2cc2241910>, included_edges=<networkx.classes.graph.Graph object at 0x7c2cc2242010>, excluded_edges=<networkx.classes.graph.Graph object at 0x7c2cc2242450>, num_distributions=1, obs_distribution=True, intervention_targets=[], symmetric_diff_map={}, sigma_map={}, f_nodes=[], num_domains=1, domain_map={}, s_nodes=[])
     False
 
 
@@ -195,7 +195,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.111 seconds)
+   **Total running time of the script:** (0 minutes 1.000 seconds)
 
 **Estimated memory usage:**  166 MB
 

dev/_sources/auto_examples/intro/inducing_path.rst.txt

@@ -241,7 +241,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.156 seconds)
+   **Total running time of the script:** (0 minutes 1.199 seconds)
 
 **Estimated memory usage:**  164 MB
 

dev/_sources/auto_examples/intro/intro_causal_graphs.rst.txt

@@ -169,7 +169,7 @@ Here, we will simulate some data to understand causal graphs in the context of S
 
  .. code-block:: none
 
-    Fitting causal models:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node x:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node y:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node z:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node w:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node xy:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node xy: 100%|██████████| 5/5 [00:00<00:00, 821.99it/s]
+    Fitting causal models:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node x:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node y:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node z:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node w:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node xy:   0%|          | 0/5 [00:00<?, ?it/s]    Fitting causal mechanism of node xy: 100%|██████████| 5/5 [00:00<00:00, 900.65it/s]
        z  xy  w  x  y
     0  1   1  1  1  1
     1  1   1  2  2  3
@@ -183,7 +183,7 @@ Here, we will simulate some data to understand causal graphs in the context of S
     y     [1, 3, 2, 0]
     dtype: object
 
-    <graphviz.graphs.Digraph object at 0x737919161f90>
+    <graphviz.graphs.Digraph object at 0x7c2bf7ec6110>
 
 
 
@@ -427,9 +427,9 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.267 seconds)
+   **Total running time of the script:** (0 minutes 2.316 seconds)
 
-**Estimated memory usage:**  249 MB
+**Estimated memory usage:**  248 MB
 
 
 .. _sphx_glr_download_auto_examples_intro_intro_causal_graphs.py:

dev/_sources/auto_examples/intro/sg_execution_times.rst.txt

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:04.533** total execution time for 3 files **from auto_examples/intro**:
+**00:04.515** total execution time for 3 files **from auto_examples/intro**:
 
 .. container::
 
@@ -33,11 +33,11 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_intro_intro_causal_graphs.py` (``intro_causal_graphs.py``)
-     - 00:02.267
-     - 249.1
+     - 00:02.316
+     - 248.2
    * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``inducing_path.py``)
-     - 00:01.156
-     - 164.3
+     - 00:01.199
+     - 164.1
    * - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``checking_validity_of_a_pag.py``)
-     - 00:01.111
-     - 166.0
+     - 00:01.000
+     - 165.8

dev/_sources/auto_examples/mixededge/plot_mixed_edge_graph.rst.txt

@@ -154,7 +154,7 @@ Mixed Edge Graph Properties
     MixedEdgeGraph named 'IV Graph' with 3 nodes and 3 edges and 2 edge types is directed: False because there are directed edges.
     False
     ['directed', 'bidirected']
-    {'directed': <networkx.classes.digraph.DiGraph object at 0x7379dd8f27d0>, 'bidirected': <networkx.classes.graph.Graph object at 0x7379dda2cbd0>}
+    {'directed': <networkx.classes.digraph.DiGraph object at 0x7c2c441b5210>, 'bidirected': <networkx.classes.graph.Graph object at 0x7c2cc1846ed0>}
 
 
 
@@ -194,7 +194,7 @@ Mixed Edge Graph Operations on Nodes
 
  .. code-block:: none
 
-    MixedEdgeGraph named 'IV Graph' with 3 nodes and 3 edges and 2 edge types has nodes: ['X', 'Y', 'Z']
+    MixedEdgeGraph named 'IV Graph' with 3 nodes and 3 edges and 2 edge types has nodes: ['Z', 'Y', 'X']
     Graph has node A: False
     Now graph has node A: True
     Graph has node A: False
@@ -312,7 +312,7 @@ class properties. Moreover, one can specify the edge type.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.364 seconds)
+   **Total running time of the script:** (0 minutes 1.232 seconds)
 
 **Estimated memory usage:**  170 MB
 

dev/_sources/auto_examples/mixededge/sg_execution_times.rst.txt

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.364** total execution time for 1 file **from auto_examples/mixededge**:
+**00:01.232** total execution time for 1 file **from auto_examples/mixededge**:
 
 .. container::
 
@@ -33,5 +33,5 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_mixededge_plot_mixed_edge_graph.py` (``plot_mixed_edge_graph.py``)
-     - 00:01.364
-     - 170.2
+     - 00:01.232
+     - 170.4

dev/_sources/auto_examples/visualization/draw_and_compare_graphs_with_same_layout.rst.txt

@@ -139,7 +139,7 @@ such as `Dagitty <http://dagitty.net>`_.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.409 seconds)
+   **Total running time of the script:** (0 minutes 0.415 seconds)
 
 **Estimated memory usage:**  164 MB
 

dev/_sources/auto_examples/visualization/plot_timeseries_graphs.rst.txt

@@ -136,7 +136,7 @@ which creates a nice default layout for time-series graphs.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.050 seconds)
+   **Total running time of the script:** (0 minutes 0.960 seconds)
 
 **Estimated memory usage:**  164 MB
 

dev/_sources/auto_examples/visualization/sg_execution_times.rst.txt

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.459** total execution time for 2 files **from auto_examples/visualization**:
+**00:01.375** total execution time for 2 files **from auto_examples/visualization**:
 
 .. container::
 
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_visualization_plot_timeseries_graphs.py` (``plot_timeseries_graphs.py``)
-     - 00:01.050
-     - 164.3
+     - 00:00.960
+     - 164.1
    * - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``draw_and_compare_graphs_with_same_layout.py``)
-     - 00:00.409
-     - 164.3
+     - 00:00.415
+     - 164.1

dev/_sources/sg_execution_times.rst.txt

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:07.357** total execution time for 6 files **from all galleries**:
+**00:07.123** total execution time for 6 files **from all galleries**:
 
 .. container::
 
@@ -33,20 +33,20 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_intro_intro_causal_graphs.py` (``../examples/intro/intro_causal_graphs.py``)
-     - 00:02.267
-     - 249.1
+     - 00:02.316
+     - 248.2
    * - :ref:`sphx_glr_auto_examples_mixededge_plot_mixed_edge_graph.py` (``../examples/mixededge/plot_mixed_edge_graph.py``)
-     - 00:01.364
-     - 170.2
+     - 00:01.232
+     - 170.4
    * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``../examples/intro/inducing_path.py``)
-     - 00:01.156
-     - 164.3
+     - 00:01.199
+     - 164.1
    * - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``../examples/intro/checking_validity_of_a_pag.py``)
-     - 00:01.111
-     - 166.0
+     - 00:01.000
+     - 165.8
    * - :ref:`sphx_glr_auto_examples_visualization_plot_timeseries_graphs.py` (``../examples/visualization/plot_timeseries_graphs.py``)
-     - 00:01.050
-     - 164.3
+     - 00:00.960
+     - 164.1
    * - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``../examples/visualization/draw_and_compare_graphs_with_same_layout.py``)
-     - 00:00.409
-     - 164.3
+     - 00:00.415
+     - 164.1

dev/auto_examples/intro/checking_validity_of_a_pag.html

@@ -533,7 +533,7 @@ <h2>Validity of a PAG<a class="headerlink" href="#validity-of-a-pag" title="Link
 </pre></div>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>ConditioningSetSelection.PDS
-Context(observed_variables={&#39;L&#39;, &#39;S&#39;, &#39;PSH&#39;, &#39;G&#39;, &#39;I&#39;}, latent_variables=set(), state_variables={}, init_graph=&lt;networkx.classes.graph.Graph object at 0x7379de5e5d10&gt;, included_edges=&lt;networkx.classes.graph.Graph object at 0x7379de5e6410&gt;, excluded_edges=&lt;networkx.classes.graph.Graph object at 0x7379de5e6850&gt;, num_distributions=1, obs_distribution=True, intervention_targets=[], symmetric_diff_map={}, sigma_map={}, f_nodes=[], num_domains=1, domain_map={}, s_nodes=[])
+Context(observed_variables={&#39;L&#39;, &#39;I&#39;, &#39;S&#39;, &#39;PSH&#39;, &#39;G&#39;}, latent_variables=set(), state_variables={}, init_graph=&lt;networkx.classes.graph.Graph object at 0x7c2cc2231490&gt;, included_edges=&lt;networkx.classes.graph.Graph object at 0x7c2cc2231b90&gt;, excluded_edges=&lt;networkx.classes.graph.Graph object at 0x7c2cc2231fd0&gt;, num_distributions=1, obs_distribution=True, intervention_targets=[], symmetric_diff_map={}, sigma_map={}, f_nodes=[], num_domains=1, domain_map={}, s_nodes=[])
 True
 </pre></div>
 </div>
@@ -552,7 +552,7 @@ <h2>Validity of a PAG<a class="headerlink" href="#validity-of-a-pag" title="Link
 </pre></div>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>ConditioningSetSelection.PDS
-Context(observed_variables={&#39;L&#39;, &#39;S&#39;, &#39;PSH&#39;, &#39;G&#39;, &#39;I&#39;}, latent_variables=set(), state_variables={}, init_graph=&lt;networkx.classes.graph.Graph object at 0x7379de5fa090&gt;, included_edges=&lt;networkx.classes.graph.Graph object at 0x7379de5fa790&gt;, excluded_edges=&lt;networkx.classes.graph.Graph object at 0x7379de5fabd0&gt;, num_distributions=1, obs_distribution=True, intervention_targets=[], symmetric_diff_map={}, sigma_map={}, f_nodes=[], num_domains=1, domain_map={}, s_nodes=[])
+Context(observed_variables={&#39;L&#39;, &#39;I&#39;, &#39;S&#39;, &#39;PSH&#39;, &#39;G&#39;}, latent_variables=set(), state_variables={}, init_graph=&lt;networkx.classes.graph.Graph object at 0x7c2cc2241910&gt;, included_edges=&lt;networkx.classes.graph.Graph object at 0x7c2cc2242010&gt;, excluded_edges=&lt;networkx.classes.graph.Graph object at 0x7c2cc2242450&gt;, num_distributions=1, obs_distribution=True, intervention_targets=[], symmetric_diff_map={}, sigma_map={}, f_nodes=[], num_domains=1, domain_map={}, s_nodes=[])
 False
 </pre></div>
 </div>
@@ -568,7 +568,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </aside>
 </aside>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.111 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.000 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  166 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-intro-checking-validity-of-a-pag-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">

dev/auto_examples/intro/inducing_path.html

@@ -604,7 +604,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </aside>
 </aside>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.156 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.199 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  164 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-intro-inducing-path-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">

dev/auto_examples/intro/intro_causal_graphs.html

@@ -585,7 +585,7 @@ <h2>Structural Causal Models: Simulating some data<a class="headerlink" href="#s
 Fitting causal mechanism of node z:   0%|          | 0/5 [00:00&lt;?, ?it/s]
 Fitting causal mechanism of node w:   0%|          | 0/5 [00:00&lt;?, ?it/s]
 Fitting causal mechanism of node xy:   0%|          | 0/5 [00:00&lt;?, ?it/s]
-Fitting causal mechanism of node xy: 100%|██████████| 5/5 [00:00&lt;00:00, 821.99it/s]
+Fitting causal mechanism of node xy: 100%|██████████| 5/5 [00:00&lt;00:00, 900.65it/s]
    z  xy  w  x  y
 0  1   1  1  1  1
 1  1   1  2  2  3
@@ -599,7 +599,7 @@ <h2>Structural Causal Models: Simulating some data<a class="headerlink" href="#s
 y     [1, 3, 2, 0]
 dtype: object
 
-&lt;graphviz.graphs.Digraph object at 0x737919161f90&gt;
+&lt;graphviz.graphs.Digraph object at 0x7c2bf7ec6110&gt;
 </pre></div>
 </div>
 </section>
@@ -768,8 +768,8 @@ <h3>References<a class="headerlink" href="#references" title="Link to this headi
 </aside>
 </aside>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.267 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  249 MB</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.316 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  248 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-intro-intro-causal-graphs-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/e92c7413422dfa4591a10ac31b2b0f4d/intro_causal_graphs.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">intro_causal_graphs.ipynb</span></code></a></p>

dev/auto_examples/intro/sg_execution_times.html

@@ -429,7 +429,7 @@
 
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-intro-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:04.533</strong> total execution time for 3 files <strong>from auto_examples/intro</strong>:</p>
+<p><strong>00:04.515</strong> total execution time for 3 files <strong>from auto_examples/intro</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -451,16 +451,16 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="intro_causal_graphs.html#sphx-glr-auto-examples-intro-intro-causal-graphs-py"><span class="std std-ref">An introduction to causal graphs and how to use them</span></a> (<code class="docutils literal notranslate"><span class="pre">intro_causal_graphs.py</span></code>)</p></td>
-<td><p>00:02.267</p></td>
-<td><p>249.1</p></td>
+<td><p>00:02.316</p></td>
+<td><p>248.2</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="inducing_path.html#sphx-glr-auto-examples-intro-inducing-path-py"><span class="std std-ref">An introduction to Inducing Paths and how to find them</span></a> (<code class="docutils literal notranslate"><span class="pre">inducing_path.py</span></code>)</p></td>
-<td><p>00:01.156</p></td>
-<td><p>164.3</p></td>
+<td><p>00:01.199</p></td>
+<td><p>164.1</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="checking_validity_of_a_pag.html#sphx-glr-auto-examples-intro-checking-validity-of-a-pag-py"><span class="std std-ref">On PAGs and their validity</span></a> (<code class="docutils literal notranslate"><span class="pre">checking_validity_of_a_pag.py</span></code>)</p></td>
-<td><p>00:01.111</p></td>
-<td><p>166.0</p></td>
+<td><p>00:01.000</p></td>
+<td><p>165.8</p></td>
 </tr>
 </tbody>
 </table>

dev/auto_examples/mixededge/plot_mixed_edge_graph.html

@@ -553,7 +553,7 @@ <h2>Mixed Edge Graph Properties<a class="headerlink" href="#mixed-edge-graph-pro
 MixedEdgeGraph named &#39;IV Graph&#39; with 3 nodes and 3 edges and 2 edge types is directed: False because there are directed edges.
 False
 [&#39;directed&#39;, &#39;bidirected&#39;]
-{&#39;directed&#39;: &lt;networkx.classes.digraph.DiGraph object at 0x7379dd8f27d0&gt;, &#39;bidirected&#39;: &lt;networkx.classes.graph.Graph object at 0x7379dda2cbd0&gt;}
+{&#39;directed&#39;: &lt;networkx.classes.digraph.DiGraph object at 0x7c2c441b5210&gt;, &#39;bidirected&#39;: &lt;networkx.classes.graph.Graph object at 0x7c2cc1846ed0&gt;}
 </pre></div>
 </div>
 </section>
@@ -577,7 +577,7 @@ <h2>Mixed Edge Graph Operations on Nodes<a class="headerlink" href="#mixed-edge-
 <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Graph has node A: </span><span class="si">{</span><a href="../../generated/pywhy_graphs.networkx.MixedEdgeGraph.html#pywhy_graphs.networkx.MixedEdgeGraph.has_node" title="pywhy_graphs.networkx.MixedEdgeGraph.has_node" class="sphx-glr-backref-module-pywhy_graphs-networkx sphx-glr-backref-type-py-method"><span class="n">G</span><span class="o">.</span><span class="n">has_node</span></a><span class="p">(</span><span class="s1">&#39;A&#39;</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>MixedEdgeGraph named &#39;IV Graph&#39; with 3 nodes and 3 edges and 2 edge types has nodes: [&#39;X&#39;, &#39;Y&#39;, &#39;Z&#39;]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>MixedEdgeGraph named &#39;IV Graph&#39; with 3 nodes and 3 edges and 2 edge types has nodes: [&#39;Z&#39;, &#39;Y&#39;, &#39;X&#39;]
 Graph has node A: False
 Now graph has node A: True
 Graph has node A: False
@@ -659,7 +659,7 @@ <h2>Mixed Edge Graph Key Differences<a class="headerlink" href="#mixed-edge-grap
 bidirected with degree: [(&#39;X&#39;, 1), (&#39;Y&#39;, 1), (&#39;Z&#39;, 0)]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.364 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.232 seconds)</p>
 <p><strong>Estimated memory usage:</strong>  170 MB</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-mixededge-plot-mixed-edge-graph-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">