Index

A

AbstractCausalTestCase (class in causal_testing.generation.abstract_causal_test_case) add_edge() (causal_testing.specification.causal_dag.CausalDAG method) add_modelling_assumptions() (causal_testing.testing.estimators.CausalForestEstimator method) (causal_testing.testing.estimators.Estimator method) (causal_testing.testing.estimators.LinearRegressionEstimator method) add_product_term_to_df() (causal_testing.testing.estimators.LinearRegressionEstimator method) add_squared_term_to_df() (causal_testing.testing.estimators.LinearRegressionEstimator method)

add_variable() (causal_testing.specification.scenario.Scenario method) adjustment_set_is_minimal() (causal_testing.specification.causal_dag.CausalDAG method) apply() (causal_testing.testing.causal_test_outcome.CausalTestOutcome method) (causal_testing.testing.causal_test_outcome.ExactValue method) (causal_testing.testing.causal_test_outcome.Negative method) (causal_testing.testing.causal_test_outcome.NoEffect method) (causal_testing.testing.causal_test_outcome.Positive method) (causal_testing.testing.intervention.Intervention method)

C

cast() (causal_testing.specification.variable.Variable method) causal_testing module causal_testing.data_collection.data_collector module causal_testing.generation.abstract_causal_test_case module causal_testing.specification module causal_testing.specification.causal_dag module causal_testing.specification.causal_specification module causal_testing.specification.scenario module causal_testing.specification.variable module causal_testing.testing module causal_testing.testing.causal_test_case module causal_testing.testing.causal_test_engine module causal_testing.testing.causal_test_outcome module

causal_testing.testing.estimators module causal_testing.testing.intervention module CausalDAG (class in causal_testing.specification.causal_dag) CausalForestEstimator (class in causal_testing.testing.estimators) CausalSpecification (class in causal_testing.specification.causal_specification) CausalTestCase (class in causal_testing.testing.causal_test_case) CausalTestEngine (class in causal_testing.testing.causal_test_engine) CausalTestOutcome (class in causal_testing.testing.causal_test_outcome) CausalTestResult (class in causal_testing.testing.causal_test_outcome) ci_high() (causal_testing.testing.causal_test_outcome.CausalTestResult method) ci_low() (causal_testing.testing.causal_test_outcome.CausalTestResult method) close_separator() (in module causal_testing.specification.causal_dag) collect_data() (causal_testing.data_collection.data_collector.DataCollector method) (causal_testing.data_collection.data_collector.ExperimentalDataCollector method) (causal_testing.data_collection.data_collector.ObservationalDataCollector method) compute_confidence_intervals() (causal_testing.testing.estimators.Estimator method) constructive_backdoor_criterion() (causal_testing.specification.causal_dag.CausalDAG method) copy() (causal_testing.specification.variable.Input method) (causal_testing.specification.variable.Meta method) (causal_testing.specification.variable.Output method) (causal_testing.specification.variable.Variable method)

D

DataCollector (class in causal_testing.data_collection.data_collector) datatype (causal_testing.specification.variable.Variable attribute)

depends_on_outputs() (causal_testing.specification.causal_dag.CausalDAG method) distribution (causal_testing.specification.variable.Variable attribute)

E

enumerate_minimal_adjustment_sets() (causal_testing.specification.causal_dag.CausalDAG method) estimate_ate() (causal_testing.testing.estimators.CausalForestEstimator method) (causal_testing.testing.estimators.Estimator method) (causal_testing.testing.estimators.LinearRegressionEstimator method) estimate_cates() (causal_testing.testing.estimators.CausalForestEstimator method)

estimate_unit_ate() (causal_testing.testing.estimators.LinearRegressionEstimator method) Estimator (class in causal_testing.testing.estimators) ExactValue (class in causal_testing.testing.causal_test_outcome) execute_test() (causal_testing.testing.causal_test_engine.CausalTestEngine method) ExperimentalDataCollector (class in causal_testing.data_collection.data_collector)

F

filter_valid_data() (causal_testing.data_collection.data_collector.DataCollector method)

G

generate_concrete_tests() (causal_testing.generation.abstract_causal_test_case.AbstractCausalTestCase method) get_ancestor_graph() (causal_testing.specification.causal_dag.CausalDAG method) get_backdoor_graph() (causal_testing.specification.causal_dag.CausalDAG method) get_control_values() (causal_testing.testing.causal_test_case.CausalTestCase method)

get_outcome_variables() (causal_testing.testing.causal_test_case.CausalTestCase method) get_proper_backdoor_graph() (causal_testing.specification.causal_dag.CausalDAG method) get_treatment_values() (causal_testing.testing.causal_test_case.CausalTestCase method) get_treatment_variables() (causal_testing.testing.causal_test_case.CausalTestCase method)

I

Input (class in causal_testing.specification.variable) inputs() (causal_testing.specification.scenario.Scenario method)

Intervention (class in causal_testing.testing.intervention) is_acyclic() (causal_testing.specification.causal_dag.CausalDAG method)

L

LinearRegressionEstimator (class in causal_testing.testing.estimators)

list_all_min_sep() (in module causal_testing.specification.causal_dag) load_data() (causal_testing.testing.causal_test_engine.CausalTestEngine method)

M

Meta (class in causal_testing.specification.variable) metas() (causal_testing.specification.scenario.Scenario method) module causal_testing causal_testing.data_collection.data_collector causal_testing.generation.abstract_causal_test_case causal_testing.specification causal_testing.specification.causal_dag causal_testing.specification.causal_specification causal_testing.specification.scenario causal_testing.specification.variable causal_testing.testing causal_testing.testing.causal_test_case causal_testing.testing.causal_test_engine causal_testing.testing.causal_test_outcome causal_testing.testing.estimators causal_testing.testing.intervention

N

name (causal_testing.specification.variable.Variable attribute)

Negative (class in causal_testing.testing.causal_test_outcome) NoEffect (class in causal_testing.testing.causal_test_outcome)

O

ObservationalDataCollector (class in causal_testing.data_collection.data_collector)

Output (class in causal_testing.specification.variable) outputs() (causal_testing.specification.scenario.Scenario method)

P

populate (causal_testing.specification.variable.Meta attribute)

Positive (class in causal_testing.testing.causal_test_outcome) proper_causal_pathway() (causal_testing.specification.causal_dag.CausalDAG method)

R

run_system_with_input_configuration() (causal_testing.data_collection.data_collector.ExperimentalDataCollector method)

S

sample() (causal_testing.specification.variable.Variable method) Scenario (class in causal_testing.specification.scenario)

setup_treatment_variables() (causal_testing.specification.scenario.Scenario method) summary() (causal_testing.testing.causal_test_outcome.CausalTestResult method)

T

typestring() (causal_testing.specification.variable.Input method) (causal_testing.specification.variable.Meta method) (causal_testing.specification.variable.Output method) (causal_testing.specification.variable.Variable method)

V

Variable (class in causal_testing.specification.variable)

variables_of_type() (causal_testing.specification.scenario.Scenario method)