diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
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diff --git a/dev/_images/sphx_glr_plot_mixed_edge_graph_001.png b/dev/_images/sphx_glr_plot_mixed_edge_graph_001.png
index 510a8b140..2f2f8a4b4 100644
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diff --git a/dev/_images/sphx_glr_plot_mixed_edge_graph_thumb.png b/dev/_images/sphx_glr_plot_mixed_edge_graph_thumb.png
index 56482d518..64093ab2b 100644
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diff --git a/dev/_sources/auto_examples/intro/inducing_path.rst.txt b/dev/_sources/auto_examples/intro/inducing_path.rst.txt
index bbdebbb95..8d5b0357b 100644
--- a/dev/_sources/auto_examples/intro/inducing_path.rst.txt
+++ b/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 1.247 seconds)
+ **Total running time of the script:** ( 0 minutes 1.180 seconds)
**Estimated memory usage:** 8 MB
diff --git a/dev/_sources/auto_examples/intro/intro_causal_graphs.rst.txt b/dev/_sources/auto_examples/intro/intro_causal_graphs.rst.txt
index cb9fb2a31..8ca862c59 100644
--- a/dev/_sources/auto_examples/intro/intro_causal_graphs.rst.txt
+++ b/dev/_sources/auto_examples/intro/intro_causal_graphs.rst.txt
@@ -168,7 +168,7 @@ 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, 791.41it/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, 872.14it/s]
z ... y
0 1 ... 1
1 1 ... 3
@@ -184,7 +184,7 @@ Here, we will simulate some data to understand causal graphs in the context of S
y [1, 3, 2, 0]
dtype: object
-
+
@@ -304,8 +304,8 @@ in the graph. These unobserved confounders are graphically depicted with a bidir
.. code-block:: none
- ['z', 'x']
- The ADMG has confounded-components: [{'x', 'y'}, {'z'}, {'w'}]
+ ['x', 'z']
+ The ADMG has confounded-components: [{'y', 'x'}, {'z'}, {'w'}]
'z' is d-separated from 'x': True
'z' is d-separated from 'x' given 'y': False
'z' is d-separated from 'x' after adding a bidirected edge z<->x: False
@@ -424,7 +424,7 @@ References
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 0 minutes 2.666 seconds)
+ **Total running time of the script:** ( 0 minutes 2.484 seconds)
**Estimated memory usage:** 33 MB
diff --git a/dev/_sources/auto_examples/intro/sg_execution_times.rst.txt b/dev/_sources/auto_examples/intro/sg_execution_times.rst.txt
index fdbf9b47a..b8a70355f 100644
--- a/dev/_sources/auto_examples/intro/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/intro/sg_execution_times.rst.txt
@@ -5,10 +5,10 @@
Computation times
=================
-**00:03.913** total execution time for **auto_examples_intro** files:
+**00:03.664** total execution time for **auto_examples_intro** files:
+-----------------------------------------------------------------------------------------+-----------+---------+
-| :ref:`sphx_glr_auto_examples_intro_intro_causal_graphs.py` (``intro_causal_graphs.py``) | 00:02.666 | 33.3 MB |
+| :ref:`sphx_glr_auto_examples_intro_intro_causal_graphs.py` (``intro_causal_graphs.py``) | 00:02.484 | 33.3 MB |
+-----------------------------------------------------------------------------------------+-----------+---------+
-| :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``inducing_path.py``) | 00:01.247 | 8.3 MB |
+| :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``inducing_path.py``) | 00:01.180 | 8.3 MB |
+-----------------------------------------------------------------------------------------+-----------+---------+
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
index 250d3a472..ab06cbd1e 100644
--- 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': , 'bidirected': }
+ {'directed': , 'bidirected': }
@@ -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', 'Z', 'Y']
+ MixedEdgeGraph named 'IV Graph' with 3 nodes and 3 edges and 2 edge types has nodes: ['X', 'Y', 'Z']
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 1.610 seconds)
+ **Total running time of the script:** ( 0 minutes 1.449 seconds)
**Estimated memory usage:** 17 MB
diff --git a/dev/_sources/auto_examples/mixededge/sg_execution_times.rst.txt b/dev/_sources/auto_examples/mixededge/sg_execution_times.rst.txt
index 8ec1f5900..121f1bfff 100644
--- a/dev/_sources/auto_examples/mixededge/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/mixededge/sg_execution_times.rst.txt
@@ -5,8 +5,8 @@
Computation times
=================
-**00:01.610** total execution time for **auto_examples_mixededge** files:
+**00:01.449** total execution time for **auto_examples_mixededge** files:
+-------------------------------------------------------------------------------------------------+-----------+---------+
-| :ref:`sphx_glr_auto_examples_mixededge_plot_mixed_edge_graph.py` (``plot_mixed_edge_graph.py``) | 00:01.610 | 17.3 MB |
+| :ref:`sphx_glr_auto_examples_mixededge_plot_mixed_edge_graph.py` (``plot_mixed_edge_graph.py``) | 00:01.449 | 17.3 MB |
+-------------------------------------------------------------------------------------------------+-----------+---------+
diff --git a/dev/_sources/auto_examples/visualization/draw_and_compare_graphs_with_same_layout.rst.txt b/dev/_sources/auto_examples/visualization/draw_and_compare_graphs_with_same_layout.rst.txt
index 8fc8203ea..f908f3f16 100644
--- a/dev/_sources/auto_examples/visualization/draw_and_compare_graphs_with_same_layout.rst.txt
+++ b/dev/_sources/auto_examples/visualization/draw_and_compare_graphs_with_same_layout.rst.txt
@@ -139,7 +139,7 @@ such as `Dagitty `_.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 0 minutes 0.430 seconds)
+ **Total running time of the script:** ( 0 minutes 0.408 seconds)
**Estimated memory usage:** 8 MB
diff --git a/dev/_sources/auto_examples/visualization/plot_timeseries_graphs.rst.txt b/dev/_sources/auto_examples/visualization/plot_timeseries_graphs.rst.txt
index 64da0e373..1d1d40576 100644
--- a/dev/_sources/auto_examples/visualization/plot_timeseries_graphs.rst.txt
+++ b/dev/_sources/auto_examples/visualization/plot_timeseries_graphs.rst.txt
@@ -135,7 +135,7 @@ which creates a nice default layout for time-series graphs.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** ( 0 minutes 0.954 seconds)
+ **Total running time of the script:** ( 0 minutes 0.958 seconds)
**Estimated memory usage:** 8 MB
diff --git a/dev/_sources/auto_examples/visualization/sg_execution_times.rst.txt b/dev/_sources/auto_examples/visualization/sg_execution_times.rst.txt
index b38041b97..1bc798303 100644
--- a/dev/_sources/auto_examples/visualization/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/visualization/sg_execution_times.rst.txt
@@ -5,10 +5,10 @@
Computation times
=================
-**00:01.385** total execution time for **auto_examples_visualization** files:
+**00:01.366** total execution time for **auto_examples_visualization** files:
+-------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_visualization_plot_timeseries_graphs.py` (``plot_timeseries_graphs.py``) | 00:00.954 | 8.3 MB |
+| :ref:`sphx_glr_auto_examples_visualization_plot_timeseries_graphs.py` (``plot_timeseries_graphs.py``) | 00:00.958 | 8.3 MB |
+-------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``draw_and_compare_graphs_with_same_layout.py``) | 00:00.430 | 8.3 MB |
+| :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``draw_and_compare_graphs_with_same_layout.py``) | 00:00.408 | 8.3 MB |
+-------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/dev/auto_examples/intro/inducing_path.html b/dev/auto_examples/intro/inducing_path.html
index 9f501d416..04b07fa52 100644
--- a/dev/auto_examples/intro/inducing_path.html
+++ b/dev/auto_examples/intro/inducing_path.html
@@ -446,7 +446,7 @@ References
+Total running time of the script: ( 0 minutes 1.180 seconds)
Estimated memory usage: 8 MB
-['z', 'x']
-The ADMG has confounded-components: [{'x', 'y'}, {'z'}, {'w'}]
+['x', 'z']
+The ADMG has confounded-components: [{'y', 'x'}, {'z'}, {'w'}]
'z' is d-separated from 'x': True
'z' is d-separated from 'x' given 'y': False
'z' is d-separated from 'x' after adding a bidirected edge z<->x: False
@@ -615,7 +615,7 @@ References