dowhy/.test_durations

376 строки
56 KiB
Plaintext

{
"tests/causal_estimators/test_causalml_estimator.py::TestCausalmlEstimator::test_causalml_LRSRegressor": 1.8709904220013414,
"tests/causal_estimators/test_causalml_estimator.py::TestCausalmlEstimator::test_causalml_MLPTRegressor": 0.3396745189966168,
"tests/causal_estimators/test_causalml_estimator.py::TestCausalmlEstimator::test_causalml_RLearner": 2.3262762230042426,
"tests/causal_estimators/test_causalml_estimator.py::TestCausalmlEstimator::test_causalml_XGBTRegressor": 0.473878592998517,
"tests/causal_estimators/test_causalml_estimator.py::TestCausalmlEstimator::test_causalml_XLearner": 0.9274584140002844,
"tests/causal_estimators/test_econml_estimator.py::TestEconMLEstimator::test_backdoor_estimators": 28.61218002500027,
"tests/causal_estimators/test_econml_estimator.py::TestEconMLEstimator::test_iv_estimators": 31.404631056000653,
"tests/causal_estimators/test_generalized_linear_model_estimator.py::TestGeneralizedLinearModelEstimator::test_average_treatment_effect[0.1-GeneralizedLinearModelEstimator-num_common_causes0-num_instruments0-num_effect_modifiers0-num_treatments0-treatment_is_binary0-outcome_is_binary0-backdoor]": 8.239595178001764,
"tests/causal_estimators/test_instrumental_variable_estimator.py::TestInstrumentalVariableEstimator::test_average_treatment_effect[0.4-InstrumentalVariableEstimator-num_common_causes0-num_instruments0-num_effect_modifiers0-num_treatments0-treatment_is_binary0-outcome_is_binary0-iv]": 19.130412003003585,
"tests/causal_estimators/test_linear_regression_estimator.py::TestLinearRegressionEstimator::test_average_treatment_effect[0.1-LinearRegressionEstimator-num_common_causes0-num_instruments0-num_effect_modifiers0-num_treatments0-treatment_is_binary0-treatment_is_category0-outcome_is_binary0]": 26.658716234000167,
"tests/causal_estimators/test_linear_regression_estimator.py::TestLinearRegressionEstimator::test_average_treatment_effect[0.1-LinearRegressionEstimator-num_common_causes1-num_instruments1-num_effect_modifiers1-num_treatments1-treatment_is_binary1-treatment_is_category1-outcome_is_binary1]": 31.03801075100273,
"tests/causal_estimators/test_linear_regression_estimator.py::TestLinearRegressionEstimator::test_average_treatment_effect[0.1-LinearRegressionEstimator-num_common_causes2-num_instruments2-num_effect_modifiers2-num_treatments2-treatment_is_binary2-treatment_is_category2-outcome_is_binary2]": 9.276061235999805,
"tests/causal_estimators/test_propensity_score_matching_estimator.py::TestPropensityScoreMatchingEstimator::test_average_treatment_effect[0.3-PropensityScoreMatchingEstimator-num_common_causes0-num_instruments0-num_effect_modifiers0-num_treatments0-treatment_is_binary0-outcome_is_binary0]": 31.91888126900085,
"tests/causal_estimators/test_propensity_score_stratification_estimator.py::TestPropensityScoreStratificationEstimator::test_average_treatment_effect[0.1-PropensityScoreStratificationEstimator-num_common_causes0-num_instruments0-num_effect_modifiers0-num_treatments0-treatment_is_binary0-outcome_is_binary0]": 138.48159910100003,
"tests/causal_estimators/test_propensity_score_weighting_estimator.py::TestPropensityScoreWeightingEstimator::test_average_treatment_effect[0.4-PropensityScoreWeightingEstimator-num_common_causes0-num_instruments0-num_effect_modifiers0-num_treatments0-treatment_is_binary0-outcome_is_binary0]": 4.26221863000319,
"tests/causal_estimators/test_regression_discontinuity_estimator.py::TestRegressionDiscontinuityEstimator::test_average_treatment_effect[0.2-RegressionDiscontinuityEstimator-num_common_causes0-num_instruments0-num_effect_modifiers0-num_treatments0-treatment_is_binary0-outcome_is_binary0-iv]": 1.4388477979991876,
"tests/causal_estimators/test_two_stage_regression_estimator.py::TestTwoStageRegressionEstimator::test_average_treatment_effect[0.1-TwoStageRegressionEstimator-num_common_causes0-num_instruments0-num_effect_modifiers0-num_treatments0-num_frontdoor_variables0-treatment_is_binary0-outcome_is_binary0]": 0.9643940740024846,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[book_of_why_game2]": 0.0014306690027297009,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[book_of_why_game5]": 0.0012191680034447927,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[book_of_why_game5_C_is_unobserved]": 0.0009748299999046139,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[common_cause_of_mediator1]": 0.0008750499982852489,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[common_cause_of_mediator2]": 0.0008238410009653307,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[iv]": 0.0008677469995745923,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[mbias_with_unobserved]": 0.001158308001322439,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[no_treatment_but_valid_maximal_set]": 0.0009303000006184448,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[pearl_backdoor_example_graph]": 0.0015849739975237753,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[pearl_simpsons_machine_lvl1]": 0.0014502840022032615,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[pearl_simpsons_paradox_1c]": 0.0008510210027452558,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[pearl_simpsons_paradox_1d]": 0.0007988319957803469,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[pearl_simpsons_paradox_2a]": 0.0007327519961108919,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[pearl_simpsons_paradox_2b]": 0.0008152410009643063,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[pearl_simpsons_paradox_2b_L_observed]": 0.0009078209986910224,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[simple_no_confounder_graph]": 0.0008009720004338305,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_maximal_adjustment[simple_selection_bias_graph]": 0.0006262339993554633,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[book_of_why_game2]": 0.0007835610049369279,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[book_of_why_game5]": 0.0013942850018793251,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[book_of_why_game5_C_is_unobserved]": 0.0010989290021825582,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[common_cause_of_mediator1]": 0.0012708910035144072,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[common_cause_of_mediator2]": 0.0008613020036136732,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[iv]": 0.0007903810001153033,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[mbias_with_unobserved]": 0.0007522919986513443,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[no_treatment_but_valid_maximal_set]": 0.0006968919988139533,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[pearl_backdoor_example_graph]": 0.0027513909990375396,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[pearl_simpsons_machine_lvl1]": 0.0007191530021373183,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[pearl_simpsons_paradox_1c]": 0.000729311999748461,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[pearl_simpsons_paradox_1d]": 0.0008954100012488198,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[pearl_simpsons_paradox_2a]": 0.0006999129946052562,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[pearl_simpsons_paradox_2b]": 0.0008020609966479242,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[pearl_simpsons_paradox_2b_L_observed]": 0.0010208290004811715,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[simple_no_confounder_graph]": 0.0006257239947444759,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_minimal_adjustment[simple_selection_bias_graph]": 0.0007188820018200204,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[book_of_why_game2]": 0.0038469469982373994,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[book_of_why_game5]": 0.0031662459987273905,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[book_of_why_game5_C_is_unobserved]": 0.00308589699852746,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[common_cause_of_mediator1]": 0.0011341090030327905,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[common_cause_of_mediator2]": 0.003449792999163037,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[iv]": 0.0015098440017027315,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[mbias_with_unobserved]": 0.001752481002768036,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[no_treatment_but_valid_maximal_set]": 0.0012205960010760464,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[pearl_backdoor_example_graph]": 0.011672910997731378,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[pearl_simpsons_machine_lvl1]": 0.002395045001321705,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[pearl_simpsons_paradox_1c]": 0.0011582170009205583,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[pearl_simpsons_paradox_1d]": 0.001117357998737134,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[pearl_simpsons_paradox_2a]": 0.000866992002556799,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[pearl_simpsons_paradox_2b]": 0.0010696089993871283,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[pearl_simpsons_paradox_2b_L_observed]": 0.0013814560006721877,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[simple_no_confounder_graph]": 0.0010535480032558553,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_no_biased_sets[simple_selection_bias_graph]": 0.001052767998771742,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[book_of_why_game2]": 0.0026418130000820383,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[book_of_why_game5]": 0.0016909120022319257,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[book_of_why_game5_C_is_unobserved]": 0.0011231769967707805,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[common_cause_of_mediator1]": 0.0008846720011206344,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[common_cause_of_mediator2]": 0.0008662520012876485,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[iv]": 0.00082448000102886,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[mbias_with_unobserved]": 0.0014589849997719284,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[no_treatment_but_valid_maximal_set]": 0.0008935509977163747,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[pearl_backdoor_example_graph]": 0.004645663000701461,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[pearl_simpsons_machine_lvl1]": 0.0015170339975156821,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[pearl_simpsons_paradox_1c]": 0.0009246910012734588,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[pearl_simpsons_paradox_1d]": 0.0008557020009902772,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[pearl_simpsons_paradox_2a]": 0.0006576430023415014,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[pearl_simpsons_paradox_2b]": 0.0007975809967319947,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[pearl_simpsons_paradox_2b_L_observed]": 0.0010628490017552394,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[simple_no_confounder_graph]": 0.0007228830036183354,
"tests/causal_identifiers/test_backdoor_identifier.py::TestBackdoorIdentification::test_identify_backdoor_unobserved_not_in_backdoor_set[simple_selection_bias_graph]": 0.0006180359996506013,
"tests/causal_identifiers/test_efficient_backdoor_identifier.py::test_fail_multivar_outcome_efficient_backdoor_algorithms": 0.0007458220025000628,
"tests/causal_identifiers/test_efficient_backdoor_identifier.py::test_fail_multivar_treat_efficient_backdoor_algorithms": 0.0007435719962813891,
"tests/causal_identifiers/test_efficient_backdoor_identifier.py::test_fail_negative_costs_efficient_backdoor_algorithms": 0.0009358400056953542,
"tests/causal_identifiers/test_efficient_backdoor_identifier.py::test_fail_unobserved_cond_vars_efficient_backdoor_algorithms": 0.0007732110025244765,
"tests/causal_identifiers/test_efficient_backdoor_identifier.py::test_identify_efficient_backdoor_algorithms": 0.6694562520024192,
"tests/causal_identifiers/test_id_identifier.py::TestIDIdentifier::test_1": 0.0017407909981557168,
"tests/causal_identifiers/test_id_identifier.py::TestIDIdentifier::test_2": 0.001019930001348257,
"tests/causal_identifiers/test_id_identifier.py::TestIDIdentifier::test_3": 0.0014090740005485713,
"tests/causal_identifiers/test_id_identifier.py::TestIDIdentifier::test_4": 0.0013240250009403098,
"tests/causal_identifiers/test_id_identifier.py::TestIDIdentifier::test_5": 0.0013728450030612294,
"tests/causal_identifiers/test_id_identifier.py::TestIDIdentifier::test_6": 0.0011200879998796154,
"tests/causal_identifiers/test_optimize_backdoor.py::TestOptimizeBackdoorIdentifier::test_1": 0.001310937001107959,
"tests/causal_identifiers/test_optimize_backdoor.py::TestOptimizeBackdoorIdentifier::test_2": 0.001268016996618826,
"tests/causal_identifiers/test_optimize_backdoor.py::TestOptimizeBackdoorIdentifier::test_3": 0.0015109139967535157,
"tests/causal_identifiers/test_optimize_backdoor.py::TestOptimizeBackdoorIdentifier::test_4": 0.0012465669969969895,
"tests/causal_identifiers/test_optimize_backdoor.py::TestOptimizeBackdoorIdentifier::test_5": 0.00135361599677708,
"tests/causal_identifiers/test_optimize_backdoor.py::TestOptimizeBackdoorIdentifier::test_6": 0.0013527060000342317,
"tests/causal_refuters/test_add_unobserved_common_cause.py::TestAddUnobservedCommonCauseRefuter::test_linear_sensitivity_dataset_without_confounders[backdoor.linear_regression-effect_strength_on_t0-benchmark_common_causes0-linear-partial-R2-0.95]": 2.850189850996685,
"tests/causal_refuters/test_add_unobserved_common_cause.py::TestAddUnobservedCommonCauseRefuter::test_linear_sensitivity_given_strength_of_confounding[backdoor.linear_regression-effect_strength_on_t0-benchmark_common_causes0-linear-partial-R2]": 2.7763720100010687,
"tests/causal_refuters/test_add_unobserved_common_cause.py::TestAddUnobservedCommonCauseRefuter::test_linear_sensitivity_with_confounders[backdoor.linear_regression-effect_strength_on_t0-benchmark_common_causes0-linear-partial-R2]": 2.8144416110008024,
"tests/causal_refuters/test_add_unobserved_common_cause.py::TestAddUnobservedCommonCauseRefuter::test_refutation_binary_treatment[0.01-backdoor.propensity_score_matching-0.01-0.02]": 43.11950718300068,
"tests/causal_refuters/test_add_unobserved_common_cause.py::TestAddUnobservedCommonCauseRefuter::test_refutation_continuous_treatment[0.01-iv.instrumental_variable-0.01-0.02]": 0.0784161240044341,
"tests/causal_refuters/test_add_unobserved_common_cause.py::TestAddUnobservedCommonCauseRefuter::test_refutation_continuous_treatment_range_both_treatment_outcome[0.01-iv.instrumental_variable-effect_strength_on_t0-effect_strength_on_y0]": 1.1829802219981502,
"tests/causal_refuters/test_add_unobserved_common_cause.py::TestAddUnobservedCommonCauseRefuter::test_refutation_continuous_treatment_range_outcome[0.01-iv.instrumental_variable-0.01-effect_strength_on_y0]": 0.18137515900525614,
"tests/causal_refuters/test_add_unobserved_common_cause.py::TestAddUnobservedCommonCauseRefuter::test_refutation_continuous_treatment_range_treatment[0.01-iv.instrumental_variable-effect_strength_on_t0-0.02]": 0.17905196800347767,
"tests/causal_refuters/test_bootstrap_refuter.py::TestDataSubsetRefuter::test_refutation_bootstrap_refuter_binary[0.05-backdoor.propensity_score_matching-1000]": 0.8577377189976687,
"tests/causal_refuters/test_bootstrap_refuter.py::TestDataSubsetRefuter::test_refutation_bootstrap_refuter_binary_integer_argument[0.1-backdoor.propensity_score_matching-5-3-5000]": 4.554001046999474,
"tests/causal_refuters/test_bootstrap_refuter.py::TestDataSubsetRefuter::test_refutation_bootstrap_refuter_binary_list_argument[0.1-backdoor.propensity_score_matching-5-required_variables0-5000]": 4.412829904998944,
"tests/causal_refuters/test_bootstrap_refuter.py::TestDataSubsetRefuter::test_refutation_bootstrap_refuter_binary_list_negative_argument[0.1-backdoor.propensity_score_matching-5-required_variables0-5000]": 4.431730446001893,
"tests/causal_refuters/test_bootstrap_refuter.py::TestDataSubsetRefuter::test_refutation_bootstrap_refuter_continuous[0.05-iv.instrumental_variable-1000]": 0.3983250860037515,
"tests/causal_refuters/test_bootstrap_refuter.py::TestDataSubsetRefuter::test_refutation_bootstrap_refuter_continuous_integer_argument[0.05-iv.instrumental_variable-5-3-1000]": 0.3220115190015349,
"tests/causal_refuters/test_bootstrap_refuter.py::TestDataSubsetRefuter::test_refutation_bootstrap_refuter_continuous_list_argument[0.05-iv.instrumental_variable-5-required_variables0-1000]": 0.3215620599949034,
"tests/causal_refuters/test_bootstrap_refuter.py::TestDataSubsetRefuter::test_refutation_bootstrap_refuter_continuous_list_negative_argument[0.1-iv.instrumental_variable-5-required_variables0-5000]": 0.5046643770001538,
"tests/causal_refuters/test_data_subset_refuter.py::TestDataSubsetRefuter::test_refutation_data_subset_refuter_binary[0.01-backdoor.propensity_score_matching]": 68.55800845900012,
"tests/causal_refuters/test_data_subset_refuter.py::TestDataSubsetRefuter::test_refutation_data_subset_refuter_continuous[0.01-iv.instrumental_variable]": 1.498870042996714,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_custom_function_linear_regression_with_noise_binary_treatment[0.2-backdoor.linear_regression-transformations0-1000]": 0.07436634000259801,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_custom_function_linear_regression_with_noise_continuous_treatment[0.2-iv.instrumental_variable-transformations0]": 0.3916881670047587,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_custom_function_linear_regression_with_permute_binary_treatment[0.2-backdoor.propensity_score_matching-transformations0-1000]": 0.49299202900147066,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_custom_function_linear_regression_with_permute_continuous_treatment[0.2-backdoor.linear_regression-transformations0]": 0.9126691839992418,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_default_binary_treatment[0.1-backdoor.propensity_score_matching-1000]": 0.4539793549993192,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_default_continuous_treatment[0.03-iv.instrumental_variable]": 2.1723163930000737,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_internal_knn_binary_treatment[0.2-backdoor.propensity_score_matching-transformations0-1000]": 0.46351385800517164,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_internal_knn_continuous_treatment[0.2-iv.instrumental_variable-transformations0]": 0.8979279530030908,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_internal_linear_regression_binary_treatment[0.2-backdoor.propensity_score_matching-transformations0-1000]": 0.47614499700284796,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_internal_linear_regression_continuous_treatment[0.01-iv.instrumental_variable-transformations0]": 0.6039230140013387,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_internal_neural_network_binary_treatment[0.1-backdoor.propensity_score_matching-transformations0-1000]": 0.5101833099979558,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_internal_neural_network_continuous_treatment[0.01-iv.instrumental_variable-transformations0]": 2.9238356690002547,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_internal_random_forest_binary_treatment[0.1-backdoor.propensity_score_matching-transformations0-1000]": 0.7357043550000526,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_internal_random_forest_continuous_treatment[0.01-iv.instrumental_variable-transformations0-10000]": 0.8158579579976504,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_internal_svm_binary_treatment[0.1-backdoor.propensity_score_matching-transformations0-1000]": 0.4558805480010051,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_internal_svm_continuous_treatment[0.01-iv.instrumental_variable-transformations0-10000]": 0.9708759800014377,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_permute_data_binary_treatment[0.1-backdoor.linear_regression-transformations0-1000]": 0.048296427994500846,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_permute_data_continuous_treatment[0.03-iv.instrumental_variable-transformations0]": 0.1175915969943162,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_randomly_generated_binary_treatment[0.05-backdoor.propensity_score_matching-transformations0-1000]": 0.4404820630006725,
"tests/causal_refuters/test_dummy_outcome_refuter.py::TestDummyOutcomeRefuter::test_refutation_dummy_outcome_refuter_randomly_generated_continuous_treatment[0.05-iv.instrumental_variable-transformations0]": 0.11266090500066639,
"tests/causal_refuters/test_placebo_refuter.py::TestPlaceboRefuter::test_refutation_placebo_refuter_binary[0.1-backdoor.propensity_score_matching-5000]": 7.487174318997859,
"tests/causal_refuters/test_placebo_refuter.py::TestPlaceboRefuter::test_refutation_placebo_refuter_category[0.1-backdoor.linear_regression-5000]": 1.8801709030012717,
"tests/causal_refuters/test_placebo_refuter.py::TestPlaceboRefuter::test_refutation_placebo_refuter_category_non_consecutive_index[0.1-backdoor.linear_regression-5000]": 0.4805744439981936,
"tests/causal_refuters/test_placebo_refuter.py::TestPlaceboRefuter::test_refutation_placebo_refuter_continuous[0.03-backdoor.linear_regression-1000]": 1.4750072509996244,
"tests/data_transformers/test_pca_reducer.py::TestPCAReducer::test_reduce": 0.002902270993217826,
"tests/do_sampler/test_pandas_do_api.py::TestPandasDoAPI::test_pandas_api_continuous_cause_continuous_confounder[10000-0.1]": 3.5036639429999923,
"tests/do_sampler/test_pandas_do_api.py::TestPandasDoAPI::test_pandas_api_continuous_cause_discrete_confounder[10000-0.1]": 27.219203676999314,
"tests/do_sampler/test_pandas_do_api.py::TestPandasDoAPI::test_pandas_api_discrete_cause_continuous_confounder[10000-0.1]": 0.09374719999686931,
"tests/do_sampler/test_pandas_do_api.py::TestPandasDoAPI::test_pandas_api_discrete_cause_discrete_confounder[10000-0.1]": 0.2661919879974448,
"tests/do_sampler/test_pandas_do_api.py::TestPandasDoAPI::test_pandas_api_with_dummy_data[1-variable_types0]": 0.011210563003260177,
"tests/do_sampler/test_pandas_do_api.py::TestPandasDoAPI::test_pandas_api_with_full_specification_of_type[10000-variable_types0]": 0.026649983003153466,
"tests/do_sampler/test_pandas_do_api.py::TestPandasDoAPI::test_pandas_api_with_no_specification_of_type[10000-variable_types0]": 0.023502381998696364,
"tests/do_sampler/test_pandas_do_api.py::TestPandasDoAPI::test_pandas_api_with_partial_specification_of_type[10000-variable_types0]": 0.02382615099850227,
"tests/gcm/independence_test/test_kernel.py::test_given_categorical_conditionally_dependent_data_when_perform_approx_kernel_based_test_then_reject": 0.29915133899703505,
"tests/gcm/independence_test/test_kernel.py::test_given_categorical_conditionally_dependent_data_when_perform_kernel_based_test_then_reject": 1.1452262070015422,
"tests/gcm/independence_test/test_kernel.py::test_given_categorical_conditionally_independent_data_when_perform_approx_kernel_based_test_then_not_reject": 0.27699546300209477,
"tests/gcm/independence_test/test_kernel.py::test_given_categorical_conditionally_independent_data_when_perform_kernel_based_test_then_not_reject": 1.538889437000762,
"tests/gcm/independence_test/test_kernel.py::test_given_categorical_dependent_data_when_perform_approx_kernel_based_test_then_reject": 0.2287549439970462,
"tests/gcm/independence_test/test_kernel.py::test_given_categorical_dependent_data_when_perform_kernel_based_test_then_reject": 0.08614612100063823,
"tests/gcm/independence_test/test_kernel.py::test_given_categorical_independent_data_when_perform_approx_kernel_based_test_then_not_reject": 0.20994599200275843,
"tests/gcm/independence_test/test_kernel.py::test_given_categorical_independent_data_when_perform_kernel_based_test_then_not_reject": 0.08014346700292663,
"tests/gcm/independence_test/test_kernel.py::test_given_constant_data_when_perform_approx_kernel_based_test_then_returns_expected_result": 0.08669152299989946,
"tests/gcm/independence_test/test_kernel.py::test_given_constant_data_when_perform_kernel_based_test_then_returns_expected_result": 0.002242487000330584,
"tests/gcm/independence_test/test_kernel.py::test_given_constant_inputs_when_perform_kernel_based_test_then_returns_non_nan_value": 0.0007114549953257665,
"tests/gcm/independence_test/test_kernel.py::test_given_continuous_conditionally_dependent_data_when_perform_approx_kernel_based_test_then_reject": 0.26513264200184494,
"tests/gcm/independence_test/test_kernel.py::test_given_continuous_conditionally_dependent_data_when_perform_kernel_based_test_then_reject": 1.8727134019973164,
"tests/gcm/independence_test/test_kernel.py::test_given_continuous_conditionally_independent_data_when_perform_approx_kernel_based_test_then_not_reject": 0.2970279729925096,
"tests/gcm/independence_test/test_kernel.py::test_given_continuous_conditionally_independent_data_when_perform_kernel_based_test_then_not_reject": 1.007309553995583,
"tests/gcm/independence_test/test_kernel.py::test_given_continuous_dependent_data_when_perform_approx_kernel_based_test_then_reject": 0.22697504900133936,
"tests/gcm/independence_test/test_kernel.py::test_given_continuous_dependent_data_when_perform_kernel_based_test_then_reject": 0.07577386800039676,
"tests/gcm/independence_test/test_kernel.py::test_given_continuous_independent_data_when_perform_approx_kernel_based_test_then_not_reject": 0.21268876300018746,
"tests/gcm/independence_test/test_kernel.py::test_given_continuous_independent_data_when_perform_kernel_based_test_then_not_reject": 0.058165056001598714,
"tests/gcm/independence_test/test_kernel.py::test_given_random_seed_when_perform_conditional_approx_kernel_based_test_then_return_deterministic_result": 0.1216843800029892,
"tests/gcm/independence_test/test_kernel.py::test_given_random_seed_when_perform_conditional_kernel_based_test_then_return_deterministic_result": 0.03439881699887337,
"tests/gcm/independence_test/test_kernel.py::test_given_random_seed_when_perform_pairwise_approx_kernel_based_test_then_return_deterministic_result": 0.07384701699629659,
"tests/gcm/independence_test/test_kernel.py::test_given_random_seed_when_perform_pairwise_kernel_based_test_then_return_deterministic_result": 0.031348867003544,
"tests/gcm/independence_test/test_kernel.py::test_given_too_few_samples_when_perform_kernel_based_test_then_raise_error": 0.0005369960053940304,
"tests/gcm/independence_test/test_kernel.py::test_given_weak_dependency_when_perform_kernel_based_test_then_returns_expected_result": 6.355862268999772,
"tests/gcm/independence_test/test_kernel.py::test_when_using_fast_centering_then_gives_expected_results": 0.05734733299686923,
"tests/gcm/independence_test/test_regression.py::test_regression_based_conditional_independence_parallelization": 0.8040251249985886,
"tests/gcm/independence_test/test_regression.py::test_regression_based_conditional_independence_test_categorical_dependent": 0.20517464200020186,
"tests/gcm/independence_test/test_regression.py::test_regression_based_conditional_independence_test_categorical_independent": 0.2127767899983155,
"tests/gcm/independence_test/test_regression.py::test_regression_based_conditional_independence_test_dependent": 0.3155361110002559,
"tests/gcm/independence_test/test_regression.py::test_regression_based_conditional_independence_test_independent": 0.1960459349975281,
"tests/gcm/independence_test/test_regression.py::test_regression_based_pairwise_independence_test_categorical_dependent": 0.2196950100005779,
"tests/gcm/independence_test/test_regression.py::test_regression_based_pairwise_independence_test_categorical_independent": 0.20847917899664026,
"tests/gcm/independence_test/test_regression.py::test_regression_based_pairwise_independence_test_dependent": 0.24657917199874646,
"tests/gcm/independence_test/test_regression.py::test_regression_based_pairwise_independence_test_independent": 0.24525637500119046,
"tests/gcm/test_anomaly.py::test_given_data_with_change_in_mechanism_when_estimate_distribution_change_score_then_returns_expected_result": 17.271205247998296,
"tests/gcm/test_anomaly.py::test_given_data_with_change_in_mechanism_when_estimate_distribution_change_score_using_difference_in_means_then_returns_expected_result": 18.573216941000283,
"tests/gcm/test_anomaly.py::test_given_data_with_change_in_mechanism_when_estimate_distribution_change_score_using_difference_in_variance_then_returns_expected_result": 30.12939289699716,
"tests/gcm/test_anomaly.py::test_given_data_with_change_in_root_node_when_estimate_distribution_change_score_using_difference_in_means_then_returns_expected_result": 17.02896168499865,
"tests/gcm/test_anomaly.py::test_given_graph_with_multiple_parents_when_estimate_distribution_change_scores_then_returns_expected_result": 6.83073560000048,
"tests/gcm/test_anomaly.py::test_given_multivariate_inputs_when_estimate_anomaly_scores_then_does_not_raise_error": 0.8354802380017645,
"tests/gcm/test_anomaly.py::test_given_outlier_observation_when_estimate_anomaly_scores_using_inverse_density_scorer_then_returns_expected_result": 14.157676802999049,
"tests/gcm/test_anomaly.py::test_given_outlier_observation_when_estimate_anomaly_scores_using_mean_deviation_scorer_then_returns_expected_result": 1.2811969299982593,
"tests/gcm/test_anomaly.py::test_given_outlier_observation_when_estimate_anomaly_scores_using_median_cdf_quantile_scorer_then_returns_expected_result": 1.3741463899968949,
"tests/gcm/test_anomaly.py::test_given_outlier_observation_when_estimate_anomaly_scores_using_median_deviation_scorer_then_returns_expected_result": 1.609633436997683,
"tests/gcm/test_anomaly.py::test_given_outlier_observation_when_estimate_anomaly_scores_using_rescaled_median_cdf_quantile_scorer_then_returns_expected_result": 1.4401765190013975,
"tests/gcm/test_anomaly.py::test_given_simple_linear_data_when_estimate_conditional_anomaly_scores_then_returns_expected_result": 0.0027797249967989046,
"tests/gcm/test_anomaly_attribution.py::test_given_non_trivial_graph_with_nonlinear_relationships_when_attribute_anomaly_scores_with_it_score_then_returns_qualitatively_correct_results": 2.0995102369997767,
"tests/gcm/test_anomaly_attribution.py::test_given_simple_causal_chain_with_linear_relationships_when_attribute_anomaly_scores_with_feature_relevance_then_returns_qualitatively_correct_results": 2.178279106003174,
"tests/gcm/test_anomaly_attribution.py::test_given_simple_causal_chain_with_linear_relationships_when_attribute_anomaly_scores_with_it_score_then_returns_qualitatively_correct_results": 1.3042352470038168,
"tests/gcm/test_anomaly_attribution.py::test_given_simple_gaussian_data_when_attribute_anomaly_scores_with_feature_relevance_then_returns_qualitatively_correct_results": 0.5284207230033644,
"tests/gcm/test_anomaly_attribution.py::test_given_simple_gaussian_data_when_attribute_anomaly_scores_with_it_score_then_returns_qualitatively_correct_results": 6.348568976001843,
"tests/gcm/test_anomaly_attribution.py::test_relative_frequency": 0.0002936099990620278,
"tests/gcm/test_anomaly_scorers.py::test_given_simple_toy_data_when_using_MedianCDFQuantileScorer_then_returns_expected_scores": 0.000498973997309804,
"tests/gcm/test_anomaly_scorers.py::test_given_simple_toy_data_when_using_MedianDeviationScorer_then_returns_expected_scores": 0.000577939998038346,
"tests/gcm/test_arrow_strength.py::test_given_categorical_target_node_when_estimate_arrow_strength_of_model_classifier_then_returns_expected_result": 1.073614480003016,
"tests/gcm/test_arrow_strength.py::test_given_continuous_data_with_default_attribution_func_when_estimate_arrow_strength_then_returns_expected_results": 0.10413893800432561,
"tests/gcm/test_arrow_strength.py::test_given_gcm_with_misspecified_mechanism_when_evaluate_arrow_strength_with__observational_data_then_gives_expected_results": 0.059819231002620654,
"tests/gcm/test_arrow_strength.py::test_given_kl_divergence_attribution_func_when_estimate_arrow_strength_then_returns_expected_results": 4.1209102970024105,
"tests/gcm/test_auto.py::test_given_linear_classification_problem_when_auto_assign_causal_models_with_better_quality_returns_linear_model": 0.5792933610027831,
"tests/gcm/test_auto.py::test_given_linear_classification_problem_when_auto_assign_causal_models_with_good_quality_returns_linear_model": 0.2876891730047646,
"tests/gcm/test_auto.py::test_given_linear_regression_problem_when_auto_assign_causal_models_with_better_quality_returns_linear_model": 0.8629348760005087,
"tests/gcm/test_auto.py::test_given_linear_regression_problem_when_auto_assign_causal_models_with_good_quality_returns_linear_model": 0.31510659000559826,
"tests/gcm/test_auto.py::test_given_non_linear_classification_problem_when_auto_assign_causal_models_with_better_quality_returns_non_linear_model": 0.5879168029969151,
"tests/gcm/test_auto.py::test_given_non_linear_classification_problem_when_auto_assign_causal_models_with_good_quality_returns_non_linear_model": 0.2784427689985023,
"tests/gcm/test_auto.py::test_given_non_linear_regression_problem_when_auto_assign_causal_models_with_better_quality_returns_non_linear_model": 1.1180348099951516,
"tests/gcm/test_auto.py::test_given_non_linear_regression_problem_when_auto_assign_causal_models_with_good_quality_returns_non_linear_model": 0.7233570249991317,
"tests/gcm/test_auto.py::test_when_auto_called_from_main_namespace_returns_no_attribute_error": 0.000274299003649503,
"tests/gcm/test_confidence_intervals.py::test_given_simple_counter_as_estimation_func_when_confidence_interval_then_returns_mean_and_interval_counter": 0.0018954930019390304,
"tests/gcm/test_confidence_intervals_cms.py::test_given_causal_graph_based_estimation_func_when_confidence_interval_then_can_use_bootstrap_training_and_sampling": 0.6973980469956587,
"tests/gcm/test_confidence_intervals_cms.py::test_given_parameterized_estimation_func_when_confidence_interval_then_can_use_bootstrap_sampling_to_bind_parameters": 0.0017940140023711137,
"tests/gcm/test_density_estimators.py::test_gaussian_mixture_density_estimator": 0.00399742500303546,
"tests/gcm/test_density_estimators.py::test_kernel_based_density_estimator_1d": 0.0006911870041221846,
"tests/gcm/test_distribution_change.py::test_distribution_change": 17.114309640997817,
"tests/gcm/test_distribution_change.py::test_distribution_change_of_graphs": 0.04189897299875156,
"tests/gcm/test_distribution_change.py::test_when_using_distribution_change_with_return_additional_info_then_returns_additional_info": 14.030528078998032,
"tests/gcm/test_distribution_change.py::test_when_using_distribution_change_without_fdrc_then_returns_valid_results": 17.78734955999971,
"tests/gcm/test_divergence.py::test_auto_estimate_kl_divergence_categorical": 0.0019550790020730346,
"tests/gcm/test_divergence.py::test_auto_estimate_kl_divergence_continuous": 0.22346158000436844,
"tests/gcm/test_divergence.py::test_auto_estimate_kl_divergence_probabilities": 0.0004078410020156298,
"tests/gcm/test_divergence.py::test_estimate_kl_divergence_categorical": 0.0016859440002008341,
"tests/gcm/test_divergence.py::test_estimate_kl_divergence_continuous": 0.23781509599939454,
"tests/gcm/test_divergence.py::test_estimate_kl_divergence_of_probabilities": 0.00036038400139659643,
"tests/gcm/test_fcms.py::test_classifier_sem_produces_strings": 0.0052253809953981545,
"tests/gcm/test_fcms.py::test_classifier_sem_throws_error_when_non_string_targets": 0.0012314030027482659,
"tests/gcm/test_fcms.py::test_classifier_sem_with_categorical_inputs": 0.008931514999858337,
"tests/gcm/test_fcms.py::test_clone_sem_model_with_scipy_distribution": 0.001158447004854679,
"tests/gcm/test_fcms.py::test_fit_causal_graph_using_additive_noise_model": 0.006898495001223637,
"tests/gcm/test_fcms.py::test_fit_causal_graph_using_post_nonlinear_models": 0.006813561001763446,
"tests/gcm/test_fcms.py::test_fit_causal_graph_using_post_nonlinear_models_with_categorical_features": 0.007516005000070436,
"tests/gcm/test_fcms.py::test_post_non_linear_sem_with_invertible_exponential": 0.0038756509966333397,
"tests/gcm/test_fcms.py::test_post_non_linear_sem_with_invertible_identity": 0.0038736210008210037,
"tests/gcm/test_fcms.py::test_post_non_linear_sem_with_invertible_logarithmic": 0.0035957540058007,
"tests/gcm/test_feature.py::test_feature_relevance_sample_mean_diff": 1.171173066002666,
"tests/gcm/test_feature.py::test_feature_relevance_sample_mean_diff_with_certain_batch_size": 0.1368202419980662,
"tests/gcm/test_feature.py::test_given_baseline_values_when_estimating_feature_relevance_sample_with_mean_diff_then_returns_expected_result": 0.3077509229951829,
"tests/gcm/test_feature.py::test_given_misspecified_graph_when_estimating_parent_relevance_with_observed_data_then_returns_correct_result": 3.776513219003391,
"tests/gcm/test_feature.py::test_when_using_feature_relevance_distribution_with_entropy_set_function_then_returns_correct_results": 0.8174488349977764,
"tests/gcm/test_feature.py::test_when_using_parent_relevance_with_categorical_data_then_returns_correct_results": 6.637920232002216,
"tests/gcm/test_feature.py::test_when_using_parent_relevance_with_confidence_intervals_then_returns_reasonable_bounds": 9.255171256001631,
"tests/gcm/test_feature.py::test_when_using_parent_relevance_with_continous_data_then_returns_correct_results": 0.9622846450001816,
"tests/gcm/test_graph.py::test_fit_and_draw_samples": 0.006282384998485213,
"tests/gcm/test_graph.py::test_is_root_node": 0.00025715499941725284,
"tests/gcm/test_graph.py::test_set_causal_model_raises_error": 0.00030884399529895745,
"tests/gcm/test_intrinsic_influence.py::test_given_only_categorical_data_when_estimate_icc_then_does_not_fail": 16.3624693510028,
"tests/gcm/test_intrinsic_influence.py::test_intrinsic_causal_influence_categorical": 10.063866736003547,
"tests/gcm/test_intrinsic_influence.py::test_intrinsic_causal_influence_categorical_2": 4.945753104999312,
"tests/gcm/test_intrinsic_influence.py::test_intrinsic_causal_influence_variance_linear": 8.015012635998573,
"tests/gcm/test_intrinsic_influence.py::test_when_calling_intrinsic_causal_influence_then_the_shape_of_inputs_in_the_attribution_function_should_be_equal": 1.692093040997861,
"tests/gcm/test_ml.py::test_categorical_features": 0.005635629004245857,
"tests/gcm/test_ml.py::test_categorical_inputs": 0.006445263999921735,
"tests/gcm/test_ml.py::test_when_cloning_sklearn_classification_model_then_returns_a_cloned_object": 0.0003863520032609813,
"tests/gcm/test_shapley.py::test_estimate_shapley_values_symmetry_approximation_via_early_stopping": 0.2916524889988068,
"tests/gcm/test_shapley.py::test_estimate_shapley_values_symmetry_approximation_via_early_stopping_with_random_seed": 2.206780909000372,
"tests/gcm/test_shapley.py::test_estimate_shapley_values_symmetry_approximation_via_permutation_with_random_seed": 3.5830478360003326,
"tests/gcm/test_shapley.py::test_estimate_shapley_values_symmetry_approximation_via_subset": 0.7485893240009318,
"tests/gcm/test_shapley.py::test_estimate_shapley_values_symmetry_approximation_via_subset_with_random_seed": 3.2098093750028056,
"tests/gcm/test_shapley.py::test_estimate_shapley_values_symmetry_exact": 8.105218070999399,
"tests/gcm/test_shapley.py::test_estimate_shapley_values_symmetry_exact_fast": 6.525596875999327,
"tests/gcm/test_shapley.py::test_evaluate_set_function_via_shapley_symmetry_approximation_via_permutation": 0.8665359029946558,
"tests/gcm/test_shapley.py::test_given_few_features_when_estimate_shapley_values_with_auto_approx_then_returns_correct_result": 0.003006461000040872,
"tests/gcm/test_shapley.py::test_given_many_features_when_estimate_shapley_values_with_auto_approx_then_returns_correct_result": 0.04127842900561518,
"tests/gcm/test_stats.py::test_estimate_geometric_median": 0.003749911000340944,
"tests/gcm/test_stats.py::test_given_different_batch_sizes_when_estimating_marginal_expectation_then_returns_expected_result": 0.12773612499950104,
"tests/gcm/test_stats.py::test_given_linear_dependent_data_when_estimate_ftest_pvalue_then_returns_expected_result": 0.0013709800005017314,
"tests/gcm/test_stats.py::test_given_multivariate_dependent_data_when_estimate_ftest_pvalue_then_returns_expected_result": 0.001504758998635225,
"tests/gcm/test_stats.py::test_given_p_values_with_nans_when_using_quantile_based_fwer_then_ignores_the_nan_values": 0.00038718799987691455,
"tests/gcm/test_stats.py::test_marginal_expectation_independent_categorical_linear": 0.19481896700017387,
"tests/gcm/test_stats.py::test_marginal_expectation_independent_categorical_nonlinear": 3.155934750004235,
"tests/gcm/test_stats.py::test_marginal_expectation_independent_continuous_linear": 0.229990669999097,
"tests/gcm/test_stats.py::test_marginal_expectation_independent_continuous_nonlinear": 3.869605367999611,
"tests/gcm/test_stats.py::test_marginal_expectation_returns_all_results": 0.016676576000463683,
"tests/gcm/test_stats.py::test_marginal_expectation_returns_reduced_results": 0.03466918100093608,
"tests/gcm/test_stats.py::test_quantile_based_fwer": 0.0008770439999352675,
"tests/gcm/test_stats.py::test_quantile_based_fwer_raises_error": 0.00033082900336012244,
"tests/gcm/test_stats.py::test_quantile_based_fwer_scaling": 0.0005289260006975383,
"tests/gcm/test_stochastic_models.py::test_bayesian_gaussian_mixture_distribution": 0.11869163300070795,
"tests/gcm/test_stochastic_models.py::test_bayesian_gaussian_mixture_distribution_runtime_error": 0.0005404119983722921,
"tests/gcm/test_stochastic_models.py::test_empirical_distribution": 0.3082659879983112,
"tests/gcm/test_stochastic_models.py::test_fitted_parameters_assigned_correctly_using_beta_distribution": 0.09166112499588053,
"tests/gcm/test_stochastic_models.py::test_fitted_parameters_assigned_correctly_using_normal_distribution": 0.000768283996876562,
"tests/gcm/test_stochastic_models.py::test_scipy_auto_select_continuous_parametric_distribution": 0.005523714000446489,
"tests/gcm/test_stochastic_models.py::test_scipy_fittable_parametric_distribution": 0.0005317560026014689,
"tests/gcm/test_stochastic_models.py::test_scipy_fixed_parametric_distribution": 0.0003344569995533675,
"tests/gcm/test_uncertainty.py::test_estimate_entropy_discrete": 0.0010040130036941264,
"tests/gcm/test_uncertainty.py::test_estimate_entropy_kmeans": 0.11172045399507624,
"tests/gcm/test_uncertainty.py::test_estimate_entropy_of_probabilities": 0.00047356600043713115,
"tests/gcm/test_uncertainty.py::test_estimate_entropy_using_discretization": 0.0017287959999521263,
"tests/gcm/test_uncertainty.py::test_estimate_gaussian_entropy": 0.0007188839954324067,
"tests/gcm/test_uncertainty.py::test_estimate_variance": 0.1497926180018112,
"tests/gcm/test_validation.py::test_given_non_linear_data_and_correct_dag_when_refute_invertible_model_then_not_reject_model": 5.803969453001628,
"tests/gcm/test_validation.py::test_given_non_linear_data_and_incorrect_dag_when_refute_invertible_model_then_reject_model": 5.037821076999535,
"tests/gcm/test_validation.py::test_given_non_linear_data_and_incorrect_dag_with_collider_when_refute_invertible_model_then_reject_model": 6.595124856998154,
"tests/gcm/test_validation.py::test_refute_causal_structure_adjusted_p_values": 0.9631542310016812,
"tests/gcm/test_validation.py::test_refute_causal_structure_chain": 0.20382860899917432,
"tests/gcm/test_validation.py::test_refute_causal_structure_collider": 0.029991837000125088,
"tests/gcm/test_validation.py::test_refute_causal_structure_fork": 0.5995468189976236,
"tests/gcm/test_validation.py::test_refute_causal_structure_general": 0.04577041499942425,
"tests/gcm/test_validation.py::test_when_using_refute_causal_structure_without_fdrc_then_nans_for_adjusted_p_values_are_returned": 0.33601710599759826,
"tests/gcm/test_whatif.py::test_counterfactual_samples_raises_error_all_parameter_none": 0.003792122002778342,
"tests/gcm/test_whatif.py::test_counterfactual_samples_raises_error_both_parameter_given": 0.0040026999995461665,
"tests/gcm/test_whatif.py::test_counterfactual_samples_with_noise_samples": 0.0053520000001299195,
"tests/gcm/test_whatif.py::test_counterfactual_samples_with_observed_samples": 0.007056922004267108,
"tests/gcm/test_whatif.py::test_given_binary_target_when_estimate_average_causal_effect_then_return_expected_result": 0.42823138600215316,
"tests/gcm/test_whatif.py::test_given_continuous_target_when_estimate_average_causal_effect_then_return_expected_result": 0.812088416001643,
"tests/gcm/test_whatif.py::test_interventional_samples_atomic": 0.008358578001207206,
"tests/gcm/test_whatif.py::test_interventional_samples_atomic_draw": 0.0109674770028505,
"tests/gcm/test_whatif.py::test_interventional_samples_atomic_multiple_interventions": 0.0057828280005196575,
"tests/gcm/test_whatif.py::test_interventional_samples_conditional": 0.008653826003865106,
"tests/gcm/test_whatif.py::test_interventional_samples_conditional_draw": 0.010875829004362458,
"tests/gcm/test_whatif.py::test_interventional_samples_raise_error_all_parameter_none": 0.003524371000821702,
"tests/gcm/test_whatif.py::test_interventional_samples_raise_error_both_parameter_given": 0.003893631997925695,
"tests/gcm/test_whatif.py::test_interventional_samples_with_categorical_variables_draw": 0.018410912998660933,
"tests/gcm/util/test_plotting.py::test_plot_adjacency_matrix": 0.017139122002845397,
"tests/gcm/util/test_plotting.py::test_when_plot_does_not_raise_exception": 0.06699552199643222,
"tests/gcm/util/test_pygraphviz.py::test_calc_arrow_width": 0.00036200900285621174,
"tests/test_causal_estimator.py::test_causal_estimator_placeholder_methods": 0.00047312800234067254,
"tests/test_causal_model.py::TestCausalModel::test_external_estimator[10-100-1]": 0.8277756619972934,
"tests/test_causal_model.py::TestCausalModel::test_graph_input2[10-1-100-1]": 0.004107875000045169,
"tests/test_causal_model.py::TestCausalModel::test_graph_input3[10-1-100-1]": 0.004984627998055657,
"tests/test_causal_model.py::TestCausalModel::test_graph_input4[10-1-100-1]": 0.004323232999013271,
"tests/test_causal_model.py::TestCausalModel::test_graph_input[10-1-100-1]": 0.00443547199756722,
"tests/test_causal_model.py::TestCausalModel::test_graph_refutation2[10-5000]": 2.546336801999132,
"tests/test_causal_model.py::TestCausalModel::test_graph_refutation[10-5000]": 0.38944244000231265,
"tests/test_causal_refuter.py::test_causal_refuter_bootstrap_test": 0.0005493779972312041,
"tests/test_causal_refuter.py::test_causal_refuter_placeholder_method": 0.00032829900010256097,
"tests/test_data_transformer.py::test_dimensionality_reducer_placeholder_methods": 0.00022748899937141687,
"tests/test_notebooks.py::test_notebook[DoWhy-The Causal Story Behind Hotel Booking Cancellations.ipynb]": 269.5888159609967,
"tests/test_notebooks.py::test_notebook[do_sampler_demo.ipynb]": 3.0448386579955695,
"tests/test_notebooks.py::test_notebook[dowhy-conditional-treatment-effects.ipynb]": 333.77691264999885,
"tests/test_notebooks.py::test_notebook[dowhy-simple-iv-example.ipynb]": 4.564906564999546,
"tests/test_notebooks.py::test_notebook[dowhy_causal_api.ipynb]": 3.4215711319993716,
"tests/test_notebooks.py::test_notebook[dowhy_causal_discovery_example.ipynb]": 3.559609330997773,
"tests/test_notebooks.py::test_notebook[dowhy_confounder_example.ipynb]": 9.348463070993603,
"tests/test_notebooks.py::test_notebook[dowhy_demo_dummy_outcome_refuter.ipynb]": 5.399920256997575,
"tests/test_notebooks.py::test_notebook[dowhy_efficient_backdoor_example.ipynb]": 2.960695682999358,
"tests/test_notebooks.py::test_notebook[dowhy_estimation_methods.ipynb]": 6.683948532001523,
"tests/test_notebooks.py::test_notebook[dowhy_example_effect_of_memberrewards_program.ipynb]": 21.221713907005324,
"tests/test_notebooks.py::test_notebook[dowhy_ihdp_data_example.ipynb]": 14.597732170997915,
"tests/test_notebooks.py::test_notebook[dowhy_interpreter.ipynb]": 6.791981726000813,
"tests/test_notebooks.py::test_notebook[dowhy_lalonde_example.ipynb]": 3.583001503997366,
"tests/test_notebooks.py::test_notebook[dowhy_mediation_analysis.ipynb]": 3.145783426003618,
"tests/test_notebooks.py::test_notebook[dowhy_multiple_treatments.ipynb]": 2.924541534997843,
"tests/test_notebooks.py::test_notebook[dowhy_optimize_backdoor_example.ipynb]": 2.357267290004529,
"tests/test_notebooks.py::test_notebook[dowhy_ranking_methods.ipynb]": 0.6213478449972172,
"tests/test_notebooks.py::test_notebook[dowhy_refutation_testing.ipynb]": 60.58798760599893,
"tests/test_notebooks.py::test_notebook[dowhy_refuter_notebook.ipynb]": 410.8002465810023,
"tests/test_notebooks.py::test_notebook[dowhy_simple_example.ipynb]": 107.64207525600068,
"tests/test_notebooks.py::test_notebook[dowhy_twins_example.ipynb]": 514.2033587900005,
"tests/test_notebooks.py::test_notebook[gcm_401k_analysis.ipynb]": 38.251963464001165,
"tests/test_notebooks.py::test_notebook[gcm_basic_example.ipynb]": 3.863724312999693,
"tests/test_notebooks.py::test_notebook[gcm_counterfactual_medical_dry_eyes.ipynb]": 3.8575890449974395,
"tests/test_notebooks.py::test_notebook[gcm_draw_samples.ipynb]": 3.8037730070027465,
"tests/test_notebooks.py::test_notebook[gcm_rca_microservice_architecture.ipynb]": 153.4997832049994,
"tests/test_notebooks.py::test_notebook[gcm_supply_chain_dist_change.ipynb]": 178.38158313500026,
"tests/test_notebooks.py::test_notebook[graph_conditional_independence_refuter.ipynb]": 4.069151714997133,
"tests/test_notebooks.py::test_notebook[identifying_effects_using_id_algorithm.ipynb]": 2.658960433000175,
"tests/test_notebooks.py::test_notebook[lalonde_pandas_api.ipynb]": 3.8229689540021354,
"tests/test_notebooks.py::test_notebook[load_graph_example.ipynb]": 2.4960804089969315,
"tests/test_notebooks.py::test_notebook[sensitivity_analysis_testing.ipynb]": 14.854635226998653,
"tests/test_notebooks.py::test_notebook[tutorial-causalinference-machinelearning-using-dowhy-econml.ipynb]": 196.1131719360019
}