diff --git a/dev/.buildinfo b/dev/.buildinfo index 60d261ed..0a91ce85 100644 --- a/dev/.buildinfo +++ b/dev/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: b5811e5cb2dc2263b254251e9096b586 +config: 226f1c9c6e40744263ba314d43924651 tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip index 03c12a6f..c1e994e8 100644 Binary files a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip and b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip differ diff --git a/dev/_downloads/10530a43ac11630eed6537826e6cfb1c/intro_causal_graphs.zip b/dev/_downloads/10530a43ac11630eed6537826e6cfb1c/intro_causal_graphs.zip index 843ffd80..a86105d1 100644 Binary files a/dev/_downloads/10530a43ac11630eed6537826e6cfb1c/intro_causal_graphs.zip and b/dev/_downloads/10530a43ac11630eed6537826e6cfb1c/intro_causal_graphs.zip differ diff --git a/dev/_downloads/12ba5a8584767889bb8e73507ddec9b8/inducing_path.zip b/dev/_downloads/12ba5a8584767889bb8e73507ddec9b8/inducing_path.zip index c3da5309..4389dc9e 100644 Binary files a/dev/_downloads/12ba5a8584767889bb8e73507ddec9b8/inducing_path.zip and b/dev/_downloads/12ba5a8584767889bb8e73507ddec9b8/inducing_path.zip differ diff --git a/dev/_downloads/31332546815c10107083eb780f2415e1/plot_timeseries_graphs.zip b/dev/_downloads/31332546815c10107083eb780f2415e1/plot_timeseries_graphs.zip index dc1cdf98..d1b6e5de 100644 Binary files a/dev/_downloads/31332546815c10107083eb780f2415e1/plot_timeseries_graphs.zip and b/dev/_downloads/31332546815c10107083eb780f2415e1/plot_timeseries_graphs.zip differ diff --git a/dev/_downloads/452d11d46ae43bdbd389ae3a69d72818/plot_timeseries_graphs.ipynb b/dev/_downloads/452d11d46ae43bdbd389ae3a69d72818/plot_timeseries_graphs.ipynb index 139913bb..4509a19b 100644 --- a/dev/_downloads/452d11d46ae43bdbd389ae3a69d72818/plot_timeseries_graphs.ipynb +++ b/dev/_downloads/452d11d46ae43bdbd389ae3a69d72818/plot_timeseries_graphs.ipynb @@ -71,7 +71,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/dev/_downloads/57ddf7f10e7765791565f8e95db0ebe3/plot_mixed_edge_graph.zip b/dev/_downloads/57ddf7f10e7765791565f8e95db0ebe3/plot_mixed_edge_graph.zip index 1107aa7f..825a8874 100644 Binary files a/dev/_downloads/57ddf7f10e7765791565f8e95db0ebe3/plot_mixed_edge_graph.zip and b/dev/_downloads/57ddf7f10e7765791565f8e95db0ebe3/plot_mixed_edge_graph.zip differ diff --git a/dev/_downloads/5c63eea3ed158f1594832d5ff49e86ee/draw_and_compare_graphs_with_same_layout.ipynb b/dev/_downloads/5c63eea3ed158f1594832d5ff49e86ee/draw_and_compare_graphs_with_same_layout.ipynb index 8ddcec72..5262c711 100644 --- a/dev/_downloads/5c63eea3ed158f1594832d5ff49e86ee/draw_and_compare_graphs_with_same_layout.ipynb +++ b/dev/_downloads/5c63eea3ed158f1594832d5ff49e86ee/draw_and_compare_graphs_with_same_layout.ipynb @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/dev/_downloads/5f927be0252fc0d8c3167ec4c832cbc7/checking_validity_of_a_pag.ipynb b/dev/_downloads/5f927be0252fc0d8c3167ec4c832cbc7/checking_validity_of_a_pag.ipynb index 3c819563..65bf2888 100644 --- a/dev/_downloads/5f927be0252fc0d8c3167ec4c832cbc7/checking_validity_of_a_pag.ipynb +++ b/dev/_downloads/5f927be0252fc0d8c3167ec4c832cbc7/checking_validity_of_a_pag.ipynb @@ -96,7 +96,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/dev/_downloads/6486e11b2b08016e1da22d99fc87866e/checking_validity_of_a_pag.zip b/dev/_downloads/6486e11b2b08016e1da22d99fc87866e/checking_validity_of_a_pag.zip index cd141db1..a29ae5af 100644 Binary files a/dev/_downloads/6486e11b2b08016e1da22d99fc87866e/checking_validity_of_a_pag.zip and b/dev/_downloads/6486e11b2b08016e1da22d99fc87866e/checking_validity_of_a_pag.zip differ diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip index ae98d276..ffdb9e6e 100644 Binary files a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip and b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip differ diff --git a/dev/_downloads/8259499c2b052354bd5dc54791c0d957/inducing_path.ipynb b/dev/_downloads/8259499c2b052354bd5dc54791c0d957/inducing_path.ipynb index fac67544..60ef26c4 100644 --- a/dev/_downloads/8259499c2b052354bd5dc54791c0d957/inducing_path.ipynb +++ b/dev/_downloads/8259499c2b052354bd5dc54791c0d957/inducing_path.ipynb @@ -114,7 +114,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/dev/_downloads/d79fadb808ffdffb00260c1139c586b6/plot_mixed_edge_graph.ipynb b/dev/_downloads/d79fadb808ffdffb00260c1139c586b6/plot_mixed_edge_graph.ipynb index 5d619fbb..47c563d1 100644 --- a/dev/_downloads/d79fadb808ffdffb00260c1139c586b6/plot_mixed_edge_graph.ipynb +++ b/dev/_downloads/d79fadb808ffdffb00260c1139c586b6/plot_mixed_edge_graph.ipynb @@ -125,7 +125,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/dev/_downloads/e92c7413422dfa4591a10ac31b2b0f4d/intro_causal_graphs.ipynb b/dev/_downloads/e92c7413422dfa4591a10ac31b2b0f4d/intro_causal_graphs.ipynb index e5d9604e..219370c9 100644 --- a/dev/_downloads/e92c7413422dfa4591a10ac31b2b0f4d/intro_causal_graphs.ipynb +++ b/dev/_downloads/e92c7413422dfa4591a10ac31b2b0f4d/intro_causal_graphs.ipynb @@ -132,7 +132,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/dev/_downloads/f07f8c066c17b7e0cc44cf5f674bfc87/draw_and_compare_graphs_with_same_layout.zip b/dev/_downloads/f07f8c066c17b7e0cc44cf5f674bfc87/draw_and_compare_graphs_with_same_layout.zip index 4c334499..c4332467 100644 Binary files a/dev/_downloads/f07f8c066c17b7e0cc44cf5f674bfc87/draw_and_compare_graphs_with_same_layout.zip and b/dev/_downloads/f07f8c066c17b7e0cc44cf5f674bfc87/draw_and_compare_graphs_with_same_layout.zip differ 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 a89c2706..94f29a8e 100644 Binary files a/dev/_images/sphx_glr_plot_mixed_edge_graph_001.png and b/dev/_images/sphx_glr_plot_mixed_edge_graph_001.png differ 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 58b0030b..8f1e379b 100644 Binary files a/dev/_images/sphx_glr_plot_mixed_edge_graph_thumb.png and b/dev/_images/sphx_glr_plot_mixed_edge_graph_thumb.png differ 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 53fbd477..767369e1 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={'L', 'I', 'S', 'PSH', 'G'}, 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={'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=[]) 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={'L', 'I', 'S', 'PSH', 'G'}, 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={'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=[]) False @@ -195,9 +195,9 @@ References .. rst-class:: sphx-glr-timing - **Total running time of the script:** (0 minutes 1.000 seconds) + **Total running time of the script:** (0 minutes 1.188 seconds) -**Estimated memory usage:** 166 MB +**Estimated memory usage:** 164 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 5a42971a..04e1d366 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 1.199 seconds) + **Total running time of the script:** (0 minutes 1.248 seconds) -**Estimated memory usage:** 164 MB +**Estimated memory usage:** 162 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 ada9e32f..f5862e1e 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 + @@ -427,9 +427,9 @@ References .. rst-class:: sphx-glr-timing - **Total running time of the script:** (0 minutes 2.316 seconds) + **Total running time of the script:** (0 minutes 2.338 seconds) -**Estimated memory usage:** 248 MB +**Estimated memory usage:** 246 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 ef8e6684..66e87179 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 ================= -**00:04.515** total execution time for 3 files **from auto_examples/intro**: +**00:04.774** 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``) - - 00:02.316 - - 248.2 + - 00:02.338 + - 246.2 * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``inducing_path.py``) - - 00:01.199 - - 164.1 + - 00:01.248 + - 161.8 * - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``checking_validity_of_a_pag.py``) - - 00:01.000 - - 165.8 + - 00:01.188 + - 163.5 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 587f5abc..b4054423 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 @@ -312,9 +312,9 @@ class properties. Moreover, one can specify the edge type. .. rst-class:: sphx-glr-timing - **Total running time of the script:** (0 minutes 1.232 seconds) + **Total running time of the script:** (0 minutes 1.460 seconds) -**Estimated memory usage:** 170 MB +**Estimated memory usage:** 168 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 4e01411d..4c474bc2 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 ================= -**00:01.232** total execution time for 1 file **from auto_examples/mixededge**: +**00:01.460** 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``) - - 00:01.232 - - 170.4 + - 00:01.460 + - 168.1 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 77e35dc4..f005541e 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 0.415 seconds) + **Total running time of the script:** (0 minutes 0.458 seconds) -**Estimated memory usage:** 164 MB +**Estimated memory usage:** 162 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 773e1b20..227164ab 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 0.960 seconds) + **Total running time of the script:** (0 minutes 1.147 seconds) -**Estimated memory usage:** 164 MB +**Estimated memory usage:** 162 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 e08c6ea5..f8b95ba9 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 ================= -**00:01.375** total execution time for 2 files **from auto_examples/visualization**: +**00:01.605** 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``) - - 00:00.960 - - 164.1 + - 00:01.147 + - 161.8 * - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``draw_and_compare_graphs_with_same_layout.py``) - - 00:00.415 - - 164.1 + - 00:00.458 + - 161.8 diff --git a/dev/_sources/sg_execution_times.rst.txt b/dev/_sources/sg_execution_times.rst.txt index 7c0aed02..f408f4fd 100644 --- a/dev/_sources/sg_execution_times.rst.txt +++ b/dev/_sources/sg_execution_times.rst.txt @@ -6,7 +6,7 @@ Computation times ================= -**00:07.123** total execution time for 6 files **from all galleries**: +**00:07.839** 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``) - - 00:02.316 - - 248.2 + - 00:02.338 + - 246.2 * - :ref:`sphx_glr_auto_examples_mixededge_plot_mixed_edge_graph.py` (``../examples/mixededge/plot_mixed_edge_graph.py``) - - 00:01.232 - - 170.4 + - 00:01.460 + - 168.1 * - :ref:`sphx_glr_auto_examples_intro_inducing_path.py` (``../examples/intro/inducing_path.py``) - - 00:01.199 - - 164.1 + - 00:01.248 + - 161.8 * - :ref:`sphx_glr_auto_examples_intro_checking_validity_of_a_pag.py` (``../examples/intro/checking_validity_of_a_pag.py``) - - 00:01.000 - - 165.8 + - 00:01.188 + - 163.5 * - :ref:`sphx_glr_auto_examples_visualization_plot_timeseries_graphs.py` (``../examples/visualization/plot_timeseries_graphs.py``) - - 00:00.960 - - 164.1 + - 00:01.147 + - 161.8 * - :ref:`sphx_glr_auto_examples_visualization_draw_and_compare_graphs_with_same_layout.py` (``../examples/visualization/draw_and_compare_graphs_with_same_layout.py``) - - 00:00.415 - - 164.1 + - 00:00.458 + - 161.8 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 8e59ba78..ecf57574 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
ConditioningSetSelection.PDS
-Context(observed_variables={'L', 'I', 'S', 'PSH', 'G'}, latent_variables=set(), state_variables={}, init_graph=<networkx.classes.graph.Graph object at 0x7c2cc2231490>, included_edges=<networkx.classes.graph.Graph object at 0x7c2cc2231b90>, excluded_edges=<networkx.classes.graph.Graph object at 0x7c2cc2231fd0>, 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={'I', 'L', 'S', 'G', 'PSH'}, latent_variables=set(), state_variables={}, init_graph=<networkx.classes.graph.Graph object at 0x793544621e10>, included_edges=<networkx.classes.graph.Graph object at 0x793544622510>, excluded_edges=<networkx.classes.graph.Graph object at 0x793544622950>, num_distributions=1, obs_distribution=True, intervention_targets=[], symmetric_diff_map={}, sigma_map={}, f_nodes=[], num_domains=1, domain_map={}, s_nodes=[])
 True
@@ -552,7 +552,7 @@

Validity of a PAG
ConditioningSetSelection.PDS
-Context(observed_variables={'L', 'I', 'S', 'PSH', 'G'}, latent_variables=set(), state_variables={}, init_graph=<networkx.classes.graph.Graph object at 0x7c2cc2241910>, included_edges=<networkx.classes.graph.Graph object at 0x7c2cc2242010>, excluded_edges=<networkx.classes.graph.Graph object at 0x7c2cc2242450>, 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={'I', 'L', 'S', 'G', 'PSH'}, latent_variables=set(), state_variables={}, init_graph=<networkx.classes.graph.Graph object at 0x793544635f10>, included_edges=<networkx.classes.graph.Graph object at 0x793544636610>, excluded_edges=<networkx.classes.graph.Graph object at 0x793544636a50>, num_distributions=1, obs_distribution=True, intervention_targets=[], symmetric_diff_map={}, sigma_map={}, f_nodes=[], num_domains=1, domain_map={}, s_nodes=[])
 False
@@ -568,8 +568,8 @@

ReferencesTotal running time of the script: (0 minutes 1.000 seconds)

-

Estimated memory usage: 166 MB

+

Total running time of the script: (0 minutes 1.188 seconds)

+

Estimated memory usage: 164 MB