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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 582cae00..07b1a1fc 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 e5ab621c..c19c7227 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 e5ba972c..4f647ede 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', 'S', 'I', 'PSH', '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', 'S', 'L', 'G', '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', 'S', 'I', 'PSH', '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', 'S', 'L', 'G', '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
@@ -195,7 +195,7 @@ References
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 1.257 seconds)
+ **Total running time of the script:** (0 minutes 1.206 seconds)
**Estimated memory usage:** 167 MB
diff --git a/dev/_sources/auto_examples/intro/inducing_path.rst.txt b/dev/_sources/auto_examples/intro/inducing_path.rst.txt
index d0f9c814..2ec0c0f3 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 1.323 seconds)
+ **Total running time of the script:** (0 minutes 1.294 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 e0fbd5d2..4e0ec013 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, 713.00it/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, 749.30it/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
-
+
@@ -307,8 +307,8 @@ in the graph. These unobserved confounders are graphically depicted with a bidir
.. code-block:: none
- ['z', 'x']
- The ADMG has confounded-components: [{'y', 'x'}, {'z'}, {'w'}]
+ ['x', 'z']
+ The ADMG has confounded-components: [{'x', 'y'}, {'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
@@ -427,7 +427,7 @@ References
.. rst-class:: sphx-glr-timing
- **Total running time of the script:** (0 minutes 2.607 seconds)
+ **Total running time of the script:** (0 minutes 2.782 seconds)
**Estimated memory usage:** 252 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 94c265a7..a0755e24 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
=================
-**00:05.186** total execution time for 3 files **from auto_examples/intro**:
+**00:05.282** 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``)
- - 00:02.607
- - 251.7
+ - 00:02.782
+ - 251.8
* - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``inducing_path.py``)
- - 00:01.323
+ - 00:01.294
- 165.1
* - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``checking_validity_of_a_pag.py``)
- - 00:01.257
+ - 00:01.206
- 166.7
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 f17a7f21..79c6eff5 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: ['Z', 'X', '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 1.522 seconds)
+ **Total running time of the script:** (0 minutes 1.466 seconds)
**Estimated memory usage:** 172 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 dc99af21..b1d6d693 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
=================
-**00:01.522** total execution time for 1 file **from auto_examples/mixededge**:
+**00:01.466** 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``)
- - 00:01.522
- - 171.7
+ - 00:01.466
+ - 171.6
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 68c2783d..cfd0772f 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 0.446 seconds)
+ **Total running time of the script:** (0 minutes 0.449 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 c4db0dde..ce29070f 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 1.218 seconds)
+ **Total running time of the script:** (0 minutes 1.098 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 7cd5f0fc..41b9ff8d 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
=================
-**00:01.664** total execution time for 2 files **from auto_examples/visualization**:
+**00:01.548** 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``)
- - 00:01.218
+ - 00:01.098
- 165.1
* - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``draw_and_compare_graphs_with_same_layout.py``)
- - 00:00.446
+ - 00:00.449
- 165.1
diff --git a/dev/_sources/sg_execution_times.rst.txt b/dev/_sources/sg_execution_times.rst.txt
index b23a9474..f1415e98 100644
--- a/dev/_sources/sg_execution_times.rst.txt
+++ b/dev/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
Computation times
=================
-**00:08.372** total execution time for 6 files **from all galleries**:
+**00:08.296** 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``)
- - 00:02.607
- - 251.7
+ - 00:02.782
+ - 251.8
* - :ref:`sphx_glr_auto_examples_mixededge_plot_mixed_edge_graph.py` (``../examples/mixededge/plot_mixed_edge_graph.py``)
- - 00:01.522
- - 171.7
+ - 00:01.466
+ - 171.6
* - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``../examples/intro/inducing_path.py``)
- - 00:01.323
+ - 00:01.294
- 165.1
* - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``../examples/intro/checking_validity_of_a_pag.py``)
- - 00:01.257
+ - 00:01.206
- 166.7
* - :ref:`sphx_glr_auto_examples_visualization_plot_timeseries_graphs.py` (``../examples/visualization/plot_timeseries_graphs.py``)
- - 00:01.218
+ - 00:01.098
- 165.1
* - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``../examples/visualization/draw_and_compare_graphs_with_same_layout.py``)
- - 00:00.446
+ - 00:00.449
- 165.1
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 42bd5b41..93bcef34 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
+Total running time of the script: (0 minutes 1.206 seconds)
Estimated memory usage: 167 MB