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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 2ab5b3ef..7dce3697 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 7ce17f9d..6f185209 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 8995395a..a2d95a90 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={'I', 'L', 'S', 'G', 'PSH'}, 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={'G', 'PSH', '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={'I', 'L', 'S', 'G', 'PSH'}, 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={'G', 'PSH', '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
@@ -195,9 +195,9 @@ References
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 1.135 seconds)
+ **Total running time of the script:** (0 minutes 0.971 seconds)
-**Estimated memory usage:** 166 MB
+**Estimated memory usage:** 167 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 db3e5526..7f6904a6 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 1.201 seconds)
+ **Total running time of the script:** (0 minutes 0.950 seconds)
**Estimated memory usage:** 165 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 8d4a1ea1..d3b717c4 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, 797.79it/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, 675.35it/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 2.538 seconds)
+ **Total running time of the script:** (0 minutes 2.392 seconds)
-**Estimated memory usage:** 251 MB
+**Estimated memory usage:** 252 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 0202acef..6c2d7d88 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
=================
-**00:04.873** total execution time for 3 files **from auto_examples/intro**:
+**00:04.313** 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``)
- - 00:02.538
- - 251.3
- * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``inducing_path.py``)
- - 00:01.201
- - 164.9
+ - 00:02.392
+ - 251.7
* - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``checking_validity_of_a_pag.py``)
- - 00:01.135
- - 166.3
+ - 00:00.971
+ - 166.6
+ * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``inducing_path.py``)
+ - 00:00.950
+ - 165.2
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 7bcc4f29..9e7ee233 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: ['Y', 'X', 'Z']
+ MixedEdgeGraph named 'IV Graph' with 3 nodes and 3 edges and 2 edge types has nodes: ['X', 'Z', 'Y']
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 1.390 seconds)
+ **Total running time of the script:** (0 minutes 1.228 seconds)
**Estimated memory usage:** 171 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 9c1ee965..d2134105 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
=================
-**00:01.390** total execution time for 1 file **from auto_examples/mixededge**:
+**00:01.228** 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``)
- - 00:01.390
- - 171.2
+ - 00:01.228
+ - 171.4
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 3f6136a6..62a000f7 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 0.461 seconds)
+ **Total running time of the script:** (0 minutes 0.387 seconds)
**Estimated memory usage:** 165 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 de8cbc3d..7f6a4b52 100644
--- a/dev/_sources/auto_examples/visualization/plot_timeseries_graphs.rst.txt
+++ b/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 1.089 seconds)
+ **Total running time of the script:** (0 minutes 0.929 seconds)
**Estimated memory usage:** 165 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 176db089..c6146466 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
=================
-**00:01.550** total execution time for 2 files **from auto_examples/visualization**:
+**00:01.315** 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``)
- - 00:01.089
- - 164.9
+ - 00:00.929
+ - 165.2
* - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``draw_and_compare_graphs_with_same_layout.py``)
- - 00:00.461
- - 164.9
+ - 00:00.387
+ - 165.2
diff --git a/dev/_sources/sg_execution_times.rst.txt b/dev/_sources/sg_execution_times.rst.txt
index 7b750ef2..d6100169 100644
--- a/dev/_sources/sg_execution_times.rst.txt
+++ b/dev/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:07.812** total execution time for 6 files **from all galleries**:
+**00:06.857** 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``)
- - 00:02.538
- - 251.3
+ - 00:02.392
+ - 251.7
* - :ref:`sphx_glr_auto_examples_mixededge_plot_mixed_edge_graph.py` (``../examples/mixededge/plot_mixed_edge_graph.py``)
- - 00:01.390
- - 171.2
- * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``../examples/intro/inducing_path.py``)
- - 00:01.201
- - 164.9
+ - 00:01.228
+ - 171.4
* - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``../examples/intro/checking_validity_of_a_pag.py``)
- - 00:01.135
- - 166.3
+ - 00:00.971
+ - 166.6
+ * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``../examples/intro/inducing_path.py``)
+ - 00:00.950
+ - 165.2
* - :ref:`sphx_glr_auto_examples_visualization_plot_timeseries_graphs.py` (``../examples/visualization/plot_timeseries_graphs.py``)
- - 00:01.089
- - 164.9
+ - 00:00.929
+ - 165.2
* - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``../examples/visualization/draw_and_compare_graphs_with_same_layout.py``)
- - 00:00.461
- - 164.9
+ - 00:00.387
+ - 165.2
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 facb19ed..6b4d8a71 100644
--- a/dev/auto_examples/intro/checking_validity_of_a_pag.html
+++ b/dev/auto_examples/intro/checking_validity_of_a_pag.html
@@ -566,7 +566,7 @@ Validity of a PAG
-Estimated memory usage: 166 MB
+Total running time of the script: (0 minutes 0.971 seconds)
+Estimated memory usage: 167 MB