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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 9877efd7b..04190d1e4 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 b0de586d4..0273e063f 100644
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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
index 6af31dc6e..7da0f590d 100644
--- 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={'G', 'PSH', 'I', 'S', 'L'}, latent_variables=set(), state_variables={}, init_graph=, included_edges=, excluded_edges=, 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={'PSH', 'G', 'S', 'I', 'L'}, latent_variables=set(), state_variables={}, init_graph=, included_edges=, excluded_edges=, 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={'G', 'PSH', 'I', 'S', 'L'}, latent_variables=set(), state_variables={}, init_graph=, included_edges=, excluded_edges=, 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={'PSH', 'G', 'S', 'I', 'L'}, latent_variables=set(), state_variables={}, init_graph=, included_edges=, excluded_edges=, 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 1.184 seconds)
+ **Total running time of the script:** (0 minutes 1.438 seconds)
**Estimated memory usage:** 165 MB
diff --git a/dev/_sources/auto_examples/intro/inducing_path.rst.txt b/dev/_sources/auto_examples/intro/inducing_path.rst.txt
index 6c0ee8a0f..646884c2e 100644
--- 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 1.268 seconds)
+ **Total running time of the script:** (0 minutes 1.356 seconds)
-**Estimated memory usage:** 164 MB
+**Estimated memory usage:** 163 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
index b0c00302a..d219d6474 100644
--- 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, 815.38it/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, 623.15it/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
-
+
@@ -427,9 +427,9 @@ References
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 2.506 seconds)
+ **Total running time of the script:** (0 minutes 3.048 seconds)
-**Estimated memory usage:** 250 MB
+**Estimated memory usage:** 248 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
index 26fdaaf62..f42410d7a 100644
--- 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
=================
-**00:04.958** total execution time for 3 files **from auto_examples/intro**:
+**00:05.842** 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``)
- - 00:02.506
- - 250.0
- * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``inducing_path.py``)
- - 00:01.268
- - 164.0
+ - 00:03.048
+ - 247.7
* - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``checking_validity_of_a_pag.py``)
- - 00:01.184
- - 165.1
+ - 00:01.438
+ - 164.6
+ * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``inducing_path.py``)
+ - 00:01.356
+ - 163.2
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 fad5fabb9..538e14351 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: ['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
@@ -312,7 +312,7 @@ class properties. Moreover, one can specify the edge type.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 1.466 seconds)
+ **Total running time of the script:** (0 minutes 1.702 seconds)
**Estimated memory usage:** 170 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 a0f8d5e8a..8d74698f1 100644
--- 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
=================
-**00:01.466** total execution time for 1 file **from auto_examples/mixededge**:
+**00:01.702** 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``)
- - 00:01.466
- - 170.0
+ - 00:01.702
+ - 169.7
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 264a47a5d..f211e8fa6 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
@@ -139,9 +139,9 @@ such as `Dagitty `_.
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 0.440 seconds)
+ **Total running time of the script:** (0 minutes 0.497 seconds)
-**Estimated memory usage:** 164 MB
+**Estimated memory usage:** 163 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
index e79af3d00..a305ac6d9 100644
--- 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 1.108 seconds)
+ **Total running time of the script:** (0 minutes 1.125 seconds)
-**Estimated memory usage:** 164 MB
+**Estimated memory usage:** 163 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
index e04834cdc..329a60f53 100644
--- 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
=================
-**00:01.548** total execution time for 2 files **from auto_examples/visualization**:
+**00:01.622** 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``)
- - 00:01.108
- - 163.7
+ - 00:01.125
+ - 163.2
* - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``draw_and_compare_graphs_with_same_layout.py``)
- - 00:00.440
- - 163.7
+ - 00:00.497
+ - 163.2
diff --git a/dev/_sources/sg_execution_times.rst.txt b/dev/_sources/sg_execution_times.rst.txt
index 33484f889..aaae96baf 100644
--- a/dev/_sources/sg_execution_times.rst.txt
+++ b/dev/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:07.972** total execution time for 6 files **from all galleries**:
+**00:09.165** 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``)
- - 00:02.506
- - 250.0
+ - 00:03.048
+ - 247.7
* - :ref:`sphx_glr_auto_examples_mixededge_plot_mixed_edge_graph.py` (``../examples/mixededge/plot_mixed_edge_graph.py``)
- - 00:01.466
- - 170.0
- * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``../examples/intro/inducing_path.py``)
- - 00:01.268
- - 164.0
+ - 00:01.702
+ - 169.7
* - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``../examples/intro/checking_validity_of_a_pag.py``)
- - 00:01.184
- - 165.1
+ - 00:01.438
+ - 164.6
+ * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``../examples/intro/inducing_path.py``)
+ - 00:01.356
+ - 163.2
* - :ref:`sphx_glr_auto_examples_visualization_plot_timeseries_graphs.py` (``../examples/visualization/plot_timeseries_graphs.py``)
- - 00:01.108
- - 163.7
+ - 00:01.125
+ - 163.2
* - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``../examples/visualization/draw_and_compare_graphs_with_same_layout.py``)
- - 00:00.440
- - 163.7
+ - 00:00.497
+ - 163.2
diff --git a/dev/auto_examples/intro/checking_validity_of_a_pag.html b/dev/auto_examples/intro/checking_validity_of_a_pag.html
index f09f4cc0f..acc7ccf70 100644
--- 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 @@ Validity of a PAG
+Total running time of the script: (0 minutes 1.438 seconds)
Estimated memory usage: 165 MB