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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 0fe8b5158..398e97f31 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 2ddeb329e..780a3e8e8 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 eaa0f4b11..cb64fba99 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', 'L', 'I', 'S'}, 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', 'L', 'S', 'I'}, 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', 'L', 'I', 'S'}, 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', 'L', 'S', 'I'}, 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
@@ -195,9 +195,9 @@ References
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 1.231 seconds)
+ **Total running time of the script:** (0 minutes 1.254 seconds)
-**Estimated memory usage:** 166 MB
+**Estimated memory usage:** 165 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
index f5529236d..d1a55ceeb 100644
--- a/dev/_sources/auto_examples/intro/inducing_path.rst.txt
+++ b/dev/_sources/auto_examples/intro/inducing_path.rst.txt
@@ -243,7 +243,7 @@ References
**Total running time of the script:** (0 minutes 1.247 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 9a4484c01..805e72593 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, 859.59it/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, 862.00it/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
-
+
@@ -427,7 +427,7 @@ References
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 2.546 seconds)
+ **Total running time of the script:** (0 minutes 2.385 seconds)
**Estimated memory usage:** 249 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 4d406f6b7..2c398408d 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
=================
-**00:05.023** total execution time for 3 files **from auto_examples/intro**:
+**00:04.885** 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``)
- - 00:02.546
- - 249.3
+ - 00:02.385
+ - 248.6
+ * - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``checking_validity_of_a_pag.py``)
+ - 00:01.254
+ - 164.7
* - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``inducing_path.py``)
- 00:01.247
- - 164.3
- * - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``checking_validity_of_a_pag.py``)
- - 00:01.231
- - 166.0
+ - 163.0
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 c25d2a6f3..fccc3dd7b 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': }
@@ -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 1.541 seconds)
+ **Total running time of the script:** (0 minutes 1.445 seconds)
-**Estimated memory usage:** 171 MB
+**Estimated memory usage:** 169 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
index 8aff1e816..abd391475 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
=================
-**00:01.541** total execution time for 1 file **from auto_examples/mixededge**:
+**00:01.445** 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``)
- - 00:01.541
- - 170.8
+ - 00:01.445
+ - 169.0
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 3bc627292..0e0ecf425 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 0.493 seconds)
+ **Total running time of the script:** (0 minutes 0.438 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 285bddda2..779de5ef2 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 1.140 seconds)
+ **Total running time of the script:** (0 minutes 1.141 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 e96018e68..280c80665 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
=================
-**00:01.634** total execution time for 2 files **from auto_examples/visualization**:
+**00:01.579** 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``)
- - 00:01.140
- - 164.3
+ - 00:01.141
+ - 163.0
* - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``draw_and_compare_graphs_with_same_layout.py``)
- - 00:00.493
- - 164.3
+ - 00:00.438
+ - 163.0
diff --git a/dev/_sources/sg_execution_times.rst.txt b/dev/_sources/sg_execution_times.rst.txt
index 87c8e42c7..656cfe142 100644
--- a/dev/_sources/sg_execution_times.rst.txt
+++ b/dev/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:08.198** total execution time for 6 files **from all galleries**:
+**00:07.910** 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``)
- - 00:02.546
- - 249.3
+ - 00:02.385
+ - 248.6
* - :ref:`sphx_glr_auto_examples_mixededge_plot_mixed_edge_graph.py` (``../examples/mixededge/plot_mixed_edge_graph.py``)
- - 00:01.541
- - 170.8
+ - 00:01.445
+ - 169.0
+ * - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``../examples/intro/checking_validity_of_a_pag.py``)
+ - 00:01.254
+ - 164.7
* - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``../examples/intro/inducing_path.py``)
- 00:01.247
- - 164.3
- * - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``../examples/intro/checking_validity_of_a_pag.py``)
- - 00:01.231
- - 166.0
+ - 163.0
* - :ref:`sphx_glr_auto_examples_visualization_plot_timeseries_graphs.py` (``../examples/visualization/plot_timeseries_graphs.py``)
- - 00:01.140
- - 164.3
+ - 00:01.141
+ - 163.0
* - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``../examples/visualization/draw_and_compare_graphs_with_same_layout.py``)
- - 00:00.493
- - 164.3
+ - 00:00.438
+ - 163.0
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 10938d68d..d15ae8a40 100644
--- a/dev/auto_examples/intro/checking_validity_of_a_pag.html
+++ b/dev/auto_examples/intro/checking_validity_of_a_pag.html
@@ -539,7 +539,7 @@ Validity of a PAG
-Estimated memory usage: 166 MB
+Total running time of the script: (0 minutes 1.254 seconds)
+Estimated memory usage: 165 MB