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py-why · Dec 5, 2024 · af3a967 · af3a967
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diff --git a/dev/.buildinfo b/dev/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: b5811e5cb2dc2263b254251e9096b586
+config: 226f1c9c6e40744263ba314d43924651
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
diff --git a/dev/_downloads/10530a43ac11630eed6537826e6cfb1c/intro_causal_graphs.zip b/dev/_downloads/10530a43ac11630eed6537826e6cfb1c/intro_causal_graphs.zip
diff --git a/dev/_downloads/12ba5a8584767889bb8e73507ddec9b8/inducing_path.zip b/dev/_downloads/12ba5a8584767889bb8e73507ddec9b8/inducing_path.zip
diff --git a/dev/_downloads/31332546815c10107083eb780f2415e1/plot_timeseries_graphs.zip b/dev/_downloads/31332546815c10107083eb780f2415e1/plot_timeseries_graphs.zip
diff --git a/dev/_downloads/452d11d46ae43bdbd389ae3a69d72818/plot_timeseries_graphs.ipynb b/dev/_downloads/452d11d46ae43bdbd389ae3a69d72818/plot_timeseries_graphs.ipynb
@@ -71,7 +71,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.10"
+      "version": "3.11.11"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/57ddf7f10e7765791565f8e95db0ebe3/plot_mixed_edge_graph.zip b/dev/_downloads/57ddf7f10e7765791565f8e95db0ebe3/plot_mixed_edge_graph.zip
diff --git a/...downloads/5c63eea3ed158f1594832d5ff49e86ee/draw_and_compare_graphs_with_same_layout.ipynb b/...downloads/5c63eea3ed158f1594832d5ff49e86ee/draw_and_compare_graphs_with_same_layout.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.10"
+      "version": "3.11.11"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/5f927be0252fc0d8c3167ec4c832cbc7/checking_validity_of_a_pag.ipynb b/dev/_downloads/5f927be0252fc0d8c3167ec4c832cbc7/checking_validity_of_a_pag.ipynb
@@ -96,7 +96,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.10"
+      "version": "3.11.11"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/6486e11b2b08016e1da22d99fc87866e/checking_validity_of_a_pag.zip b/dev/_downloads/6486e11b2b08016e1da22d99fc87866e/checking_validity_of_a_pag.zip
diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
diff --git a/dev/_downloads/8259499c2b052354bd5dc54791c0d957/inducing_path.ipynb b/dev/_downloads/8259499c2b052354bd5dc54791c0d957/inducing_path.ipynb
@@ -114,7 +114,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.10"
+      "version": "3.11.11"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/d79fadb808ffdffb00260c1139c586b6/plot_mixed_edge_graph.ipynb b/dev/_downloads/d79fadb808ffdffb00260c1139c586b6/plot_mixed_edge_graph.ipynb
@@ -125,7 +125,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.10"
+      "version": "3.11.11"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/e92c7413422dfa4591a10ac31b2b0f4d/intro_causal_graphs.ipynb b/dev/_downloads/e92c7413422dfa4591a10ac31b2b0f4d/intro_causal_graphs.ipynb
@@ -132,7 +132,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.10"
+      "version": "3.11.11"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/f07f8c066c17b7e0cc44cf5f674bfc87/draw_and_compare_graphs_with_same_layout.zip b/dev/_downloads/f07f8c066c17b7e0cc44cf5f674bfc87/draw_and_compare_graphs_with_same_layout.zip
diff --git a/dev/_images/sphx_glr_plot_mixed_edge_graph_001.png b/dev/_images/sphx_glr_plot_mixed_edge_graph_001.png
diff --git a/dev/_images/sphx_glr_plot_mixed_edge_graph_thumb.png b/dev/_images/sphx_glr_plot_mixed_edge_graph_thumb.png
diff --git a/dev/_sources/auto_examples/intro/checking_validity_of_a_pag.rst.txt b/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', '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=[])
+    Context(observed_variables={'I', 'L', 'S', 'G', 'PSH'}, latent_variables=set(), state_variables={}, init_graph=<networkx.classes.graph.Graph object at 0x793544621e10>, included_edges=<networkx.classes.graph.Graph object at 0x793544622510>, excluded_edges=<networkx.classes.graph.Graph object at 0x793544622950>, 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', '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=[])
+    Context(observed_variables={'I', 'L', 'S', 'G', 'PSH'}, latent_variables=set(), state_variables={}, init_graph=<networkx.classes.graph.Graph object at 0x793544635f10>, included_edges=<networkx.classes.graph.Graph object at 0x793544636610>, excluded_edges=<networkx.classes.graph.Graph object at 0x793544636a50>, num_distributions=1, obs_distribution=True, intervention_targets=[], symmetric_diff_map={}, sigma_map={}, f_nodes=[], num_domains=1, domain_map={}, s_nodes=[])
     False
 
 
@@ -195,9 +195,9 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.000 seconds)
+   **Total running time of the script:** (0 minutes 1.188 seconds)
 
-**Estimated memory usage:**  166 MB
+**Estimated memory usage:**  164 MB
 
 
 .. _sphx_glr_download_auto_examples_intro_checking_validity_of_a_pag.py:

diff --git a/dev/_sources/auto_examples/intro/inducing_path.rst.txt b/dev/_sources/auto_examples/intro/inducing_path.rst.txt
@@ -241,9 +241,9 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.199 seconds)
+   **Total running time of the script:** (0 minutes 1.248 seconds)
 
-**Estimated memory usage:**  164 MB
+**Estimated memory usage:**  162 MB
 
 
 .. _sphx_glr_download_auto_examples_intro_inducing_path.py:

diff --git a/dev/_sources/auto_examples/intro/intro_causal_graphs.rst.txt b/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, 900.65it/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, 855.00it/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 0x7c2bf7ec6110>
+    <graphviz.graphs.Digraph object at 0x7934827caf10>
 
 
 
@@ -427,9 +427,9 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.316 seconds)
+   **Total running time of the script:** (0 minutes 2.338 seconds)
 
-**Estimated memory usage:**  248 MB
+**Estimated memory usage:**  246 MB
 
 
 .. _sphx_glr_download_auto_examples_intro_intro_causal_graphs.py:

diff --git a/dev/_sources/auto_examples/intro/sg_execution_times.rst.txt b/dev/_sources/auto_examples/intro/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:04.515** total execution time for 3 files **from auto_examples/intro**:
+**00:04.774** 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``)
-     - 00:02.316
-     - 248.2
+     - 00:02.338
+     - 246.2
    * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``inducing_path.py``)
-     - 00:01.199
-     - 164.1
+     - 00:01.248
+     - 161.8
    * - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``checking_validity_of_a_pag.py``)
-     - 00:01.000
-     - 165.8
+     - 00:01.188
+     - 163.5
diff --git a/dev/_sources/auto_examples/mixededge/plot_mixed_edge_graph.rst.txt b/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 0x7c2c441b5210>, 'bidirected': <networkx.classes.graph.Graph object at 0x7c2cc1846ed0>}
+    {'directed': <networkx.classes.digraph.DiGraph object at 0x793482b7da50>, 'bidirected': <networkx.classes.graph.Graph object at 0x7934827b3590>}
 
 
 
@@ -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: ['Z', 'Y', 'X']
+    MixedEdgeGraph named 'IV Graph' with 3 nodes and 3 edges and 2 edge types has nodes: ['Y', 'Z', 'X']
     Graph has node A: False
     Now graph has node A: True
     Graph has node A: False
@@ -312,9 +312,9 @@ class properties. Moreover, one can specify the edge type.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.232 seconds)
+   **Total running time of the script:** (0 minutes 1.460 seconds)
 
-**Estimated memory usage:**  170 MB
+**Estimated memory usage:**  168 MB
 
 
 .. _sphx_glr_download_auto_examples_mixededge_plot_mixed_edge_graph.py:

diff --git a/dev/_sources/auto_examples/mixededge/sg_execution_times.rst.txt b/dev/_sources/auto_examples/mixededge/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.232** total execution time for 1 file **from auto_examples/mixededge**:
+**00:01.460** 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``)
-     - 00:01.232
-     - 170.4
+     - 00:01.460
+     - 168.1
diff --git a/...es/auto_examples/visualization/draw_and_compare_graphs_with_same_layout.rst.txt b/...es/auto_examples/visualization/draw_and_compare_graphs_with_same_layout.rst.txt
@@ -139,9 +139,9 @@ such as `Dagitty <http://dagitty.net>`_.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.415 seconds)
+   **Total running time of the script:** (0 minutes 0.458 seconds)
 
-**Estimated memory usage:**  164 MB
+**Estimated memory usage:**  162 MB
 
 
 .. _sphx_glr_download_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py:

diff --git a/dev/_sources/auto_examples/visualization/plot_timeseries_graphs.rst.txt b/dev/_sources/auto_examples/visualization/plot_timeseries_graphs.rst.txt
@@ -136,9 +136,9 @@ which creates a nice default layout for time-series graphs.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.960 seconds)
+   **Total running time of the script:** (0 minutes 1.147 seconds)
 
-**Estimated memory usage:**  164 MB
+**Estimated memory usage:**  162 MB
 
 
 .. _sphx_glr_download_auto_examples_visualization_plot_timeseries_graphs.py:

diff --git a/dev/_sources/auto_examples/visualization/sg_execution_times.rst.txt b/dev/_sources/auto_examples/visualization/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.375** total execution time for 2 files **from auto_examples/visualization**:
+**00:01.605** 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``)
-     - 00:00.960
-     - 164.1
+     - 00:01.147
+     - 161.8
    * - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``draw_and_compare_graphs_with_same_layout.py``)
-     - 00:00.415
-     - 164.1
+     - 00:00.458
+     - 161.8
diff --git a/dev/_sources/sg_execution_times.rst.txt b/dev/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:07.123** total execution time for 6 files **from all galleries**:
+**00:07.839** 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``)
-     - 00:02.316
-     - 248.2
+     - 00:02.338
+     - 246.2
    * - :ref:`sphx_glr_auto_examples_mixededge_plot_mixed_edge_graph.py` (``../examples/mixededge/plot_mixed_edge_graph.py``)
-     - 00:01.232
-     - 170.4
+     - 00:01.460
+     - 168.1
    * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``../examples/intro/inducing_path.py``)
-     - 00:01.199
-     - 164.1
+     - 00:01.248
+     - 161.8
    * - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``../examples/intro/checking_validity_of_a_pag.py``)
-     - 00:01.000
-     - 165.8
+     - 00:01.188
+     - 163.5
    * - :ref:`sphx_glr_auto_examples_visualization_plot_timeseries_graphs.py` (``../examples/visualization/plot_timeseries_graphs.py``)
-     - 00:00.960
-     - 164.1
+     - 00:01.147
+     - 161.8
    * - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``../examples/visualization/draw_and_compare_graphs_with_same_layout.py``)
-     - 00:00.415
-     - 164.1
+     - 00:00.458
+     - 161.8
diff --git a/dev/auto_examples/intro/checking_validity_of_a_pag.html b/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;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=[])
+Context(observed_variables={&#39;I&#39;, &#39;L&#39;, &#39;S&#39;, &#39;G&#39;, &#39;PSH&#39;}, latent_variables=set(), state_variables={}, init_graph=&lt;networkx.classes.graph.Graph object at 0x793544621e10&gt;, included_edges=&lt;networkx.classes.graph.Graph object at 0x793544622510&gt;, excluded_edges=&lt;networkx.classes.graph.Graph object at 0x793544622950&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;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=[])
+Context(observed_variables={&#39;I&#39;, &#39;L&#39;, &#39;S&#39;, &#39;G&#39;, &#39;PSH&#39;}, latent_variables=set(), state_variables={}, init_graph=&lt;networkx.classes.graph.Graph object at 0x793544635f10&gt;, included_edges=&lt;networkx.classes.graph.Graph object at 0x793544636610&gt;, excluded_edges=&lt;networkx.classes.graph.Graph object at 0x793544636a50&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>
@@ -568,8 +568,8 @@ <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 1.000 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  166 MB</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.188 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-checking-validity-of-a-pag-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/5f927be0252fc0d8c3167ec4c832cbc7/checking_validity_of_a_pag.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">checking_validity_of_a_pag.ipynb</span></code></a></p>

diff --git a/dev/auto_examples/intro/inducing_path.html b/dev/auto_examples/intro/inducing_path.html
@@ -604,8 +604,8 @@ <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 1.199 seconds)</p>
-<p><strong>Estimated memory usage:</strong>  164 MB</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.248 seconds)</p>
+<p><strong>Estimated memory usage:</strong>  162 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">
 <p><a class="reference download internal" download="" href="../../_downloads/8259499c2b052354bd5dc54791c0d957/inducing_path.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">inducing_path.ipynb</span></code></a></p>

diff --git a/dev/auto_examples/intro/intro_causal_graphs.html b/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, 900.65it/s]
+Fitting causal mechanism of node xy: 100%|██████████| 5/5 [00:00&lt;00:00, 855.00it/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 0x7c2bf7ec6110&gt;
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 </pre></div>
 </div>
 </section>
@@ -768,8 +768,8 @@ <h3>References<a class="headerlink" href="#references" title="Link to this headi
 </aside>
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+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.338 seconds)</p>
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