Index

Symbols

--version y0 command line option

A

add_ci_undirected_edges() (in module y0.algorithm.conditional_independencies) add_directed_edge() (NxMixedGraph method) add_edge() (HierarchicalCausalModel method) (HierarchicalStructuralCausalModel method) add_node() (NxMixedGraph method) add_observed_node() (HierarchicalCausalModel method) (HierarchicalStructuralCausalModel method) add_subunits() (HierarchicalCausalModel method) add_undirected_edge() (NxMixedGraph method)

add_unobserved_node() (HierarchicalCausalModel method) (HierarchicalStructuralCausalModel method) admg (Result attribute) ancestors_inclusive() (NxMixedGraph method) are_d_separated() (in module y0.algorithm.conditional_independencies) are_sigma_separated() (in module y0.algorithm.separation.sigma_separation) augment_collapsed_model() (in module y0.hierarchical) augment_from_mechanism() (in module y0.hierarchical) augmentation_mechanism() (in module y0.hierarchical)

B

bayes_expand() (in module y0.mutate)

C

canonical_expr_equal() (in module y0.mutate) canonicalize() (in module y0.mutate) CausalEffectGraph (in module y0.graph) CFTDomain (class in y0.algorithm.counterfactual_transport) chain_expand() (in module y0.mutate) children (Probability property) collapse_hcm() (in module y0.hierarchical) compute_ancestral_set_q_value() (in module y0.algorithm.tian_id) compute_c_factor() (in module y0.algorithm.tian_id) compute_c_factor_conditioning_on_topological_predecessors() (in module y0.algorithm.tian_id) compute_c_factor_marginalizing_over_topological_successors() (in module y0.algorithm.tian_id)

compute_q_value_of_variables_with_low_topological_ordering_indices() (in module y0.algorithm.tian_id) conditional() (Expression method) (Probability method) conditional_cft() (in module y0.algorithm.counterfactual_transport) ConditionalCFTResult (class in y0.algorithm.counterfactual_transport) conditions (Identification property) copy() (NxMixedGraph method) copy_hcm() (HierarchicalCausalModel method) CounterfactualVariable (class in y0.dsl) create() (DSeparationJudgement class method) cyclic_id() (in module y0.algorithm.identify)

D

DEFAULT_TAG (in module y0.graph) DEFULT_PREFIX (in module y0.graph) delete_edge() (HierarchicalCausalModel method) delete_node() (HierarchicalCausalModel method) denominator (Fraction attribute) descendants_inclusive() (NxMixedGraph method) directed (NxMixedGraph attribute) disorient() (NxMixedGraph method)

display() (ConditionalCFTResult method) (UnconditionalCFTResult method) Distribution (class in y0.dsl) distribution (Probability attribute) districts() (NxMixedGraph method) draw() (NxMixedGraph method) draw_results() (in module y0.algorithm.taheri_design) DSeparationJudgement (class in y0.struct)

E

edges() (HierarchicalCausalModel method) Element (class in y0.dsl) ensure_ordering() (in module y0.dsl) estimand (Result attribute) evans_simplify() (in module y0.algorithm.simplify_latent) event (ConditionalCFTResult attribute) Event (in module y0.dsl) event (UnconditionalCFTResult attribute) evidence (Falsifications attribute) Example (class in y0.examples)

example_queries (Example attribute) exchange_action_with_observation() (Identification method) (Query method) exchange_observation_with_action() (Identification method) (Query method) Expression (class in y0.dsl) expression (ConditionalCFTResult attribute) (Query property) (Sum attribute) (UnconditionalCFTResult attribute)

F

failures (Falsifications attribute) Falsifications (class in y0.algorithm.falsification) flip() (Fraction method) Fraction (class in y0.dsl) fraction_expand() (in module y0.mutate) from_adj() (NxMixedGraph class method) from_admg() (NxMixedGraph class method) from_causaleffect() (NxMixedGraph class method) from_causalfusion_json() (NxMixedGraph class method) from_causalfusion_path() (NxMixedGraph class method)

from_edges() (NxMixedGraph class method) from_element() (VermaConstraint class method) from_expression() (Identification class method) (Query class method) from_latent_variable_dag() (NxMixedGraph class method) from_lists() (HierarchicalCausalModel class method) from_parts() (Identification class method) from_str() (Query class method) from_str_edges() (NxMixedGraph class method) frontdoor (in module y0.examples)

G

generate_ate() (Example method) get_all() (QVariable method) get_base() (Variable method) get_c_components() (NxMixedGraph method) get_conditional_independencies() (in module y0.algorithm.conditional_independencies) get_direct_unit_descendants() (HierarchicalCausalModel method) get_district() (NxMixedGraph method) get_equivalence_classes() (in module y0.algorithm.separation.sigma_separation) get_exogenous_noise() (HierarchicalStructuralCausalModel method) get_falsifications() (in module y0.algorithm.falsification) get_graph_falsifications() (in module y0.algorithm.falsification) get_intervened_ancestors() (NxMixedGraph method) get_lhs() (QVariable method)

get_markov_blanket() (NxMixedGraph method) get_markov_pillow() (NxMixedGraph method) get_no_effect_on_outcomes() (NxMixedGraph method) get_observed() (HierarchicalCausalModel method) get_parents() (HierarchicalCausalModel method) get_subunit_graph() (HierarchicalCausalModel method) get_subunits() (HierarchicalCausalModel method) get_units() (HierarchicalCausalModel method) get_unobserved() (HierarchicalCausalModel method) get_variables() (Element method) given() (Distribution method) (Variable method) graph (CFTDomain attribute) (SimplifyResults attribute)

H

has_tautology() (CounterfactualVariable method)

HierarchicalCausalModel (class in y0.hierarchical) HierarchicalStructuralCausalModel (class in y0.hierarchical)

I

id_star() (in module y0.algorithm.identify) idc() (in module y0.algorithm.identify) idc_star() (in module y0.algorithm.identify) identifiable (Result attribute) Identification (class in y0.algorithm.identify) identify() (in module y0.algorithm.identify) identify_district_variables() (in module y0.algorithm.tian_id) identify_outcomes() (in module y0.algorithm.identify) identify_target_outcomes() (in module y0.algorithm.transport) intervene() (CounterfactualVariable method) (Distribution method) (NxMixedGraph method) (Probability method) (Variable method)

Intervention (class in y0.dsl) interventions (CounterfactualVariable attribute) invert() (CounterfactualVariable method) (Variable method) is_canonical (DSeparationJudgement property) is_conditioned() (Distribution method) (Probability method) is_connected() (NxMixedGraph method) is_counterfactual() (NxMixedGraph method) is_event() (CounterfactualVariable method) is_inconsistent() (CounterfactualVariable method) is_markov_kernel() (Distribution method) (Probability method) is_node_observed() (HierarchicalCausalModel method) is_z_sigma_open() (in module y0.algorithm.separation.sigma_separation)

J

joint() (Distribution method) (NxMixedGraph method) (Variable method)

joint_probability() (NxMixedGraph method)

L

latents (Result attribute) lhs_cfactor (VermaConstraint attribute)

lhs_expr (VermaConstraint attribute) lvdag (Result attribute)

M

marginalize() (Expression method) marginalize_augmented_model() (in module y0.hierarchical) minimal() (in module y0.algorithm.conditional_independencies) module y0.algorithm.conditional_independencies y0.algorithm.counterfactual_transport y0.algorithm.do_calculus y0.algorithm.falsification y0.algorithm.identify y0.algorithm.separation y0.algorithm.separation.sigma_separation y0.algorithm.simplify_latent y0.algorithm.taheri_design y0.algorithm.tian_id y0.algorithm.transport y0.dsl y0.examples y0.graph y0.hierarchical y0.mutate y0.parser y0.struct

moralize() (NxMixedGraph method)

N

name (QVariable attribute) (Variable attribute) napkin (in module y0.examples) nodes() (HierarchicalCausalModel method) (NxMixedGraph method)

norm() (Variable class method) normalize_marginalize() (Expression method) numerator (Fraction attribute) NxMixedGraph (class in y0.graph)

O

observed (Result attribute) One (class in y0.dsl)

ordering (CFTDomain attribute) outcomes (Identification property)

P

P (in module y0.dsl) parents (Probability property) (QVariable attribute) parse_causaleffect() (in module y0.parser) parse_str() (QVariable class method) parse_y0() (in module y0.parser) pgv_str() (QVariable method) Policy (in module y0.algorithm.conditional_independencies) policy_variables (CFTDomain attribute) population (CFTDomain attribute)

Population (in module y0.dsl) PopulationProbability (class in y0.dsl) post_edges (Result attribute) post_nodes (Result attribute) PP (in module y0.dsl) pre() (NxMixedGraph method) pre_edges (Result attribute) pre_nodes (Result attribute) predecessors() (HierarchicalCausalModel method) Probability (class in y0.dsl) Product (class in y0.dsl)

Q

Q (in module y0.dsl) QFactor (class in y0.dsl)

Query (class in y0.algorithm.identify) QVariable (class in y0.hierarchical)

R

raise_on_counterfactual() (NxMixedGraph method) ranges (Sum attribute) redundant (SimplifyResults attribute) remove_in_edges() (NxMixedGraph method) remove_nodes_from() (NxMixedGraph method) remove_out_edges() (NxMixedGraph method)

remove_redundant_latents() (in module y0.algorithm.simplify_latent) remove_unidirectional_latents() (in module y0.algorithm.simplify_latent) remove_widow_latents() (in module y0.algorithm.simplify_latent) Result (class in y0.algorithm.taheri_design) rhs_cfactor (VermaConstraint attribute) rhs_expr (VermaConstraint attribute) rule_2_of_do_calculus_applies() (in module y0.algorithm.do_calculus)

S

safe() (Distribution class method) (Probability class method) (Product class method) (QFactor class method) (Sum class method) set_latent() (in module y0.graph) simplify() (Expression method) (Fraction method) (Product method) (Sum method)

simplify_latent_dag() (in module y0.algorithm.simplify_latent) SimplifyResults (class in y0.algorithm.simplify_latent) star (QVariable attribute) (Variable attribute) subgraph() (NxMixedGraph method) subgraph_without() (NxMixedGraph method) successors() (HierarchicalCausalModel method) Sum (class in y0.dsl)

T

taheri_design_admg() (in module y0.algorithm.taheri_design) taheri_design_dag() (in module y0.algorithm.taheri_design) test() (DSeparationJudgement method) test_conditional_independencies() (in module y0.algorithm.conditional_independencies) to_admg() (HierarchicalCausalModel method) (HierarchicalStructuralCausalModel method) (NxMixedGraph method) to_causaleffect() (NxMixedGraph method) to_causaleffect_str() (NxMixedGraph method) to_hcgm() (HierarchicalCausalModel method) (HierarchicalStructuralCausalModel method) to_hcm() (HierarchicalStructuralCausalModel method) to_hscm() (HierarchicalCausalModel method) to_latent_variable_dag() (NxMixedGraph method) to_latex() (CounterfactualVariable method) (Distribution method) (Element method) (Fraction method) (One method) (PopulationProbability method) (Probability method) (Product method) (QFactor method) (QVariable method) (Sum method) (Variable method) (Zero method) to_linear_scm_latex() (NxMixedGraph method) to_linear_scm_sympy() (NxMixedGraph method) to_mermaid_block() (NxMixedGraph method) to_mermaid_str() (NxMixedGraph method) to_pgmpy_bayesian_network() (NxMixedGraph method) to_pgmpy_causal_inference() (NxMixedGraph method) to_pygraphviz() (HierarchicalCausalModel method) (HierarchicalStructuralCausalModel method)

to_sympy() (Variable method) to_text() (CounterfactualVariable method) (Distribution method) (Element method) (Fraction method) (One method) (PopulationProbability method) (Probability method) (Product method) (QFactor method) (QVariable method) (Sum method) (Variable method) (Zero method) to_y0() (CounterfactualVariable method) (Distribution method) (Element method) (Fraction method) (One method) (PopulationProbability method) (Probability method) (Product method) (QFactor method) (QVariable method) (Sum method) (Variable method) (Zero method) topological_sort() (NxMixedGraph method) transform_latents_with_parents() (in module y0.algorithm.simplify_latent) transport_conditional_counterfactual_query() (in module y0.algorithm.counterfactual_transport) transport_unconditional_counterfactual_query() (in module y0.algorithm.counterfactual_transport) TransportQuery (class in y0.algorithm.transport) treatments (Identification property) trso() (in module y0.algorithm.transport)

U

uncondition() (Distribution method) (Identification method) (Probability method) (Query method)

unconditional_cft() (in module y0.algorithm.counterfactual_transport) UnconditionalCFTResult (class in y0.algorithm.counterfactual_transport) undirected (NxMixedGraph attribute) Unidentifiable unidirectional_latents (SimplifyResults attribute)

V

Variable (class in y0.dsl) variables (VermaConstraint attribute) verma_1 (in module y0.examples)

VermaConstraint (class in y0.struct) vmap_adj() (in module y0.dsl) vmap_pairs() (in module y0.dsl)

W

widows (SimplifyResults attribute)

with_treatments() (Identification method) (Query method)

Y

y0 command line option --version y0.algorithm.conditional_independencies module y0.algorithm.counterfactual_transport module y0.algorithm.do_calculus module y0.algorithm.falsification module y0.algorithm.identify module y0.algorithm.separation module y0.algorithm.separation.sigma_separation module y0.algorithm.simplify_latent module y0.algorithm.taheri_design module

y0.algorithm.tian_id module y0.algorithm.transport module y0.dsl module y0.examples module y0.graph module y0.hierarchical module y0.mutate module y0.parser module y0.struct module

Z

Zero (class in y0.dsl)