Index A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W A absolute_score_weights (cleverly.fluctuation.Fluctuation attribute) accepts_random_state (cleverly.AssessmentCapability attribute) adjusted_pvalue (cleverly.VariableImportanceEntry attribute) adjustment (cleverly.BackdoorMeanContrast attribute) (cleverly.PointTreatment attribute) adjustment() (cleverly.validation.GaussianAdjustmentOutcome method) adjustment_function (cleverly.validation.GaussianAdjustmentOutcome attribute) (cleverly.validation.GaussianIndependentOutcome attribute) adjustment_scale (cleverly.validation.GaussianAdjustmentOutcome attribute) adjustment_set (cleverly.VariableImportanceEntry attribute) algorithm (cleverly.Targeting attribute) alias (cleverly.ParameterKey attribute) alpha (cleverly.Inference attribute) (cleverly.inference.SimultaneousBands attribute) (cleverly.ParameterEstimate attribute) (cleverly.validation.EmpiricalInclusionRule attribute) (cleverly.validation.ReplicationRecord attribute) (cleverly.validation.StudyResult attribute) alpha_sig (cleverly.validation.ScoreCheck attribute) alternative (cleverly.exceptions.Refusal attribute) API_REDIRECTION (cleverly.exceptions.RefusalReason attribute) apply (cleverly.interventions.ModifiedPolicy attribute) apply() (cleverly.interventions.Scale method) (cleverly.interventions.Shift method) approximate (cleverly.sensitivity.EValue attribute) assess() (cleverly.CausalResult method) (cleverly.estimators.TMLEResult method) (cleverly.longitudinal.LongitudinalResult method) assessment_cache (cleverly.CausalResult attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) assessment_family (cleverly.CausalResult attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) AssessmentCapability (class in cleverly) AssessmentReport (class in cleverly) AssessmentStatus (class in cleverly) assignment (cleverly.learners.Folds attribute) assignment() (cleverly.longitudinal.DynamicRegimen method) assignments (cleverly.SplitPlan attribute) association_population (cleverly.sensitivity.SimulatedConfoundingResult attribute) assumption_rationale (cleverly.StudyProtocol attribute) assumptions (cleverly.targets.Interpretation attribute) at() (cleverly.interventions.IPSISet method) ATC (class in cleverly) ATE (class in cleverly) ate (cleverly.estimators.TMLEResult attribute) atom_mass (cleverly.interventions.PolicySupport attribute) ATT (class in cleverly) attention (cleverly.AssessmentReport attribute) available (cleverly.AssessmentCapability attribute) (cleverly.MethodAvailability attribute) available() (in module cleverly.datasets) available_methods() (cleverly.IdentifiedEffect method) axis (cleverly.BackdoorMeanContrast attribute) (cleverly.ParameterKey attribute) B BackdoorMeanContrast (class in cleverly) backend (cleverly.AssessmentReport attribute) (cleverly.DiagnosticReport attribute) (cleverly.interventions.SupportReport attribute) (cleverly.sensitivity.PositivityReport attribute) (cleverly.sensitivity.SimulatedConfoundingResult attribute) (cleverly.validation.NuisanceDiagnostics attribute) (cleverly.validation.RefutationResult attribute) (cleverly.validation.ScoreCheck attribute) (cleverly.ValidationReport attribute) (cleverly.VariableImportanceResult attribute) bands (cleverly.inference.SimultaneousBands attribute) bandwidth (cleverly.interventions.DoseQuantile attribute) (cleverly.interventions.SupportBoundary attribute) baseline (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.TimeToEvent attribute) benchmark() (cleverly.assessment.SensitivityFacade method) (in module cleverly.sensitivity) BenchmarkResult (class in cleverly.sensitivity) best (cleverly.learners.SuperLearnerDiagnostics attribute) best_iterate (cleverly.fluctuation.Fluctuation attribute) (cleverly.fluctuation.FoldFluctuation attribute) bias (cleverly.sensitivity.SensitivityBounds attribute) bin_of() (cleverly.learners.ConditionalDensity method) bin_probabilities (cleverly.learners.ConditionalDensity attribute) binary_derivative (cleverly.interventions.IPSISet attribute) blip_quantiles (cleverly.interventions.LearnedRuleRecord attribute) bootstrap (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) (cleverly.ParameterEstimate attribute) bootstrap_band (cleverly.longitudinal.LongitudinalResult attribute) bootstrap_resampling (cleverly.Inference attribute) BootstrapMeasurementError (class in cleverly.validation) BootstrapResult (class in cleverly.inference) bounds (cleverly.sensitivity.PositivityReport attribute) bounds() (cleverly.interventions.Support method) C calibration (cleverly.validation.NuisanceModelReport attribute) calibration_frame() (cleverly.sensitivity.SimulatedConfoundingResult method) (cleverly.validation.NuisanceDiagnostics method) calibration_omission (cleverly.validation.NuisanceModelReport attribute) calibration_population (cleverly.sensitivity.SimulatedConfoundingResult attribute) calibrations (cleverly.sensitivity.SimulatedConfoundingResult attribute) call (cleverly.validation.ReplicationFailure attribute) candidate (cleverly.VariableImportanceEntry attribute) candidates (cleverly.CollaborativeTMLEMethod attribute) canonical_json (cleverly.StudyProtocol attribute) cap (cleverly.interventions.Scale attribute) (cleverly.interventions.Shift attribute) CapabilityError capped (cleverly.interventions.PolicySet attribute) capped_fraction (cleverly.interventions.PolicySupport attribute) carried (cleverly.fluctuation.Fluctuation attribute) categorical_change_probability (cleverly.validation.BootstrapMeasurementError attribute) CausalResult (class in cleverly) CausalStudy (class in cleverly) cause (cleverly.ParameterKey attribute) causes (cleverly.longitudinal.PanelLayout attribute) (cleverly.TimeToEvent attribute) cells (cleverly.sensitivity.SimulatedConfoundingResult attribute) censoring (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) censoring_learner (cleverly.ModelSpec attribute) censoring_probabilities (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) cf_d (cleverly.sensitivity.BenchmarkResult attribute) (cleverly.sensitivity.SensitivityBounds attribute) cf_y (cleverly.sensitivity.BenchmarkResult attribute) (cleverly.sensitivity.SensitivityBounds attribute) check_incremental_support() (in module cleverly.interventions) check_policy_support() (in module cleverly.interventions) check_support() (in module cleverly.interventions) child_seeds (cleverly.validation.RefutationTest attribute) ci (cleverly.ParameterEstimate attribute) ci_lower (cleverly.sensitivity.SensitivityBounds attribute) ci_upper (cleverly.sensitivity.SensitivityBounds attribute) classes_ (cleverly.learners.ParametricMechanism attribute) (cleverly.learners.ParametricOutcome attribute) (cleverly.SuperLearner attribute) clever_covariate_max (cleverly.sensitivity.PositivityReport attribute) cleverly_version (cleverly.Provenance attribute) CleverlyError closed (cleverly.interventions.Piece attribute) (cleverly.interventions.Piecewise attribute) cluster (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.PointTreatment attribute) (cleverly.TimeToEvent attribute) cluster_labels (cleverly.longitudinal.PanelLayout attribute) codes (cleverly.interventions.IPSISet attribute) (cleverly.interventions.PolicySet attribute) (cleverly.interventions.RegimeSet attribute) coef (cleverly.learners.ParametricFitDiagnostics attribute) coef_ (cleverly.learners.ParametricMechanism attribute) (cleverly.learners.ParametricOutcome attribute) coefficients() (cleverly.estimators.TMLEResult method) (cleverly.fluctuation.Fluctuation method) (cleverly.longitudinal.LongitudinalResult method) CollaborativeTMLEMethod (class in cleverly) column() (cleverly.interventions.RegimeSet method) columns (cleverly.Repeated attribute) complete (cleverly.sensitivity.SimulatedConfoundingResult attribute) COMPLETED (cleverly.AssessmentStatus attribute) component (cleverly.sensitivity.ObservedConfounderCalibration attribute) component_codes (cleverly.interventions.PolicySet attribute) component_keys (cleverly.interventions.PolicySet attribute) component_rows (cleverly.interventions.PolicySet attribute) components (cleverly.interventions.JointPolicy attribute) (cleverly.sensitivity.ConfounderStrengthGrid attribute) composed_excluded (cleverly.sensitivity.PositivityReport attribute) condition (cleverly.exceptions.Refusal attribute) ConditionalDensity (class in cleverly.learners) conditioning_arm (cleverly.sensitivity.SimulatedConfoundingResult attribute) config (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) ConfounderStrengthGrid (class in cleverly.sensitivity) confounding_strength (cleverly.sensitivity.SensitivityBounds attribute) continuous_treatment (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.PointTreatment attribute) (cleverly.TimeToEvent attribute) contour() (cleverly.assessment.SensitivityFacade method) contrast (cleverly.ControlledDirectEffect attribute) contrast() (cleverly.CausalResult method) (cleverly.estimators.TMLEResult method) (cleverly.longitudinal.LongitudinalResult method) ControlledDirectEffect (class in cleverly) converged (cleverly.fluctuation.Fluctuation attribute) (cleverly.fluctuation.FoldFluctuation attribute) (cleverly.learners.ParametricFitDiagnostics attribute) (cleverly.longitudinal.LongitudinalResult attribute) (cleverly.validation.ScoreCheckRow attribute) ConvergenceWarning corrected (cleverly.validation.ScoreCheck attribute) corrections (cleverly.validation.ScoreCheck attribute) corrections() (cleverly.assessment.DiagnosticsFacade method) CorrelationScreener (class in cleverly.learners) cost (cleverly.AssessmentCapability attribute) CounterfactualMean (class in cleverly) covariance() (cleverly.CausalResult method) (cleverly.estimators.TMLEResult method) (cleverly.longitudinal.LongitudinalResult method) covariance_rule (cleverly.ParameterEstimate attribute) covariate (cleverly.sensitivity.ObservedConfounderCalibration attribute) covariate_learner (cleverly.ParametricGFormulaMethod attribute) covariate_types (cleverly.ParametricGFormulaMethod attribute) covariates (cleverly.sensitivity.BenchmarkResult attribute) coverage_bound (cleverly.validation.ScoreCheckRow attribute) CoverageStudy (class in cleverly.validation) covered (cleverly.validation.ReplicationRecord attribute) created_utc (cleverly.Provenance attribute) critical_value (cleverly.inference.SimultaneousBands attribute) cross_fit (cleverly.learners.CrossFitPlan attribute) cross_fitting (cleverly.TMLEMethod attribute) CrossFitPlan (class in cleverly.learners) CrossFitting (class in cleverly) crossing_fraction() (cleverly.learners.ConditionalDensity method) ctmle_selection (cleverly.estimators.TMLEResult attribute) CURRENT_SCHEMA_VERSION (cleverly.StudyProtocol attribute) curve() (cleverly.longitudinal.LongitudinalResult method) curve_terms (cleverly.interventions.PolicySet attribute) cv_risk (cleverly.learners.SuperLearnerDiagnostics attribute) cv_targeting (cleverly.estimators.TMLEResult attribute) D data (cleverly.CausalStudy attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) data_fingerprint (cleverly.Provenance attribute) DataError decision_times (cleverly.longitudinal.PanelLayout attribute) declaration (cleverly.validation.RefutationTest attribute) declared (cleverly.validation.ScoreCheck attribute) declared_effect (cleverly.validation.RefutationTest attribute) default_library() (in module cleverly.learners) DEFERRED (cleverly.AssessmentStatus attribute) definition (cleverly.ATC attribute) (cleverly.ATE attribute) (cleverly.ATT attribute) (cleverly.ControlledDirectEffect attribute) (cleverly.CounterfactualMean attribute) (cleverly.Estimand attribute) (cleverly.IncrementalEffect attribute) (cleverly.IncrementalMean attribute) (cleverly.LearnedRuleValue attribute) (cleverly.ModifiedTreatmentPolicy attribute) (cleverly.ModifiedTreatmentPolicyEffect attribute) (cleverly.MSMProjection attribute) (cleverly.NaturalCourseMean attribute) (cleverly.OddsRatio attribute) (cleverly.PopulationAttributableFraction attribute) (cleverly.PopulationAttributableRisk attribute) (cleverly.RegimeContrast attribute) (cleverly.RegimeMean attribute) (cleverly.RiskRatio attribute) delta (cleverly.interventions.Incremental attribute) (cleverly.interventions.IncrementalSupport attribute) (cleverly.interventions.RiskRatioTilt attribute) (cleverly.interventions.Shift attribute) delta_method() (in module cleverly.inference) delta_psi (cleverly.sensitivity.BenchmarkResult attribute) density() (cleverly.interventions.Intervention method) (cleverly.interventions.Rule method) (cleverly.interventions.Static method) (cleverly.interventions.Stochastic method) density_at() (cleverly.learners.ConditionalDensity method) density_bins (cleverly.ModelSpec attribute) density_fn (cleverly.interventions.Stochastic attribute) density_kind (cleverly.interventions.Intervention attribute) (cleverly.interventions.Rule attribute) (cleverly.interventions.Static attribute) (cleverly.interventions.Stochastic attribute) DensityDiagnostics (class in cleverly.learners) derivative (cleverly.interventions.Piece attribute) derivative() (cleverly.learners.ParametricMechanism method) describe() (cleverly.interventions.LearnedRuleRecord method) (cleverly.learners.CrossFitPlan method) (cleverly.longitudinal.PanelLayout method) (cleverly.Provenance method) describe_failure() (cleverly.fluctuation.Fluctuation method) descriptions (cleverly.interventions.PolicySet attribute) design (cleverly.CausalStudy attribute) (cleverly.interventions.PolicySet attribute) design_at() (cleverly.interventions.PolicySet method) design_matrix() (cleverly.learners.ParametricMechanism method) (cleverly.learners.ParametricOutcome method) detail (cleverly.validation.RefutationTest attribute) deterministic_from_saved (cleverly.AssessmentCapability attribute) DiagnosticReport (class in cleverly) diagnostics (cleverly.AssessmentReport attribute) (cleverly.CausalResult attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) diagnostics_ (cleverly.learners.ParametricMechanism attribute) (cleverly.learners.ParametricOutcome attribute) DiagnosticsFacade (class in cleverly.assessment) DIFFERENT_ESTIMAND (cleverly.exceptions.RefusalReason attribute) directory (cleverly.validation.DirectoryCheckpoint attribute) DirectoryCheckpoint (class in cleverly.validation) displacement (cleverly.sensitivity.SimulatedConfoundingCell attribute) dose_atoms (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.PointTreatment attribute) (cleverly.TimeToEvent attribute) DoseQuantile (class in cleverly.interventions) draw() (cleverly.validation.GaussianAdjustmentOutcome method) (cleverly.validation.GaussianIndependentOutcome method) (cleverly.validation.GaussianNoise method) (cleverly.validation.RelativeGaussianNoise method) draws (cleverly.inference.BootstrapResult attribute) draws_frame() (cleverly.validation.RefutationResult method) DRTMLEMethod (class in cleverly) DynamicRegimen (class in cleverly.longitudinal) E each_node() (in module cleverly.longitudinal) edges (cleverly.learners.ConditionalDensity attribute) (cleverly.learners.DensityDiagnostics attribute) effect (cleverly.validation.GaussianAdjustmentOutcome attribute) effective_sample_size (cleverly.interventions.IncrementalSupport attribute) (cleverly.interventions.PolicySupport attribute) (cleverly.interventions.RegimeSupport attribute) (cleverly.sensitivity.PositivityReport attribute) elements() (cleverly.assessment.SensitivityFacade method) eligibility (cleverly.StudyProtocol attribute) empirical_pvalue (cleverly.validation.RefutationTest attribute) EmpiricalInclusionRule (class in cleverly.validation) EmpiricalRefitRecord (class in cleverly.validation) enabled (cleverly.CrossFitting attribute) ensemble_cv_risk (cleverly.learners.SuperLearnerDiagnostics attribute) entries (cleverly.VariableImportanceResult attribute) epsilon (cleverly.fluctuation.Fluctuation attribute) (cleverly.fluctuation.FoldFluctuation attribute) epsilon_std_error (cleverly.fluctuation.Fluctuation attribute) error_type (cleverly.validation.ReplicationFailure attribute) ess_ratio (cleverly.interventions.IncrementalSupport attribute) (cleverly.interventions.PolicySupport attribute) (cleverly.interventions.RegimeSupport attribute) Estimand (class in cleverly) estimand (cleverly.IdentifiedEffect attribute) (cleverly.ParameterKey attribute) (cleverly.sensitivity.BenchmarkResult attribute) (cleverly.sensitivity.EValue attribute) (cleverly.sensitivity.SensitivityBounds attribute) (cleverly.sensitivity.SensitivityElements attribute) (cleverly.sensitivity.SimulatedConfoundingResult attribute) (cleverly.validation.EmpiricalRefitRecord attribute) (cleverly.validation.RefutationResult attribute) (cleverly.validation.RefutationTest attribute) (cleverly.validation.RepeatSpreadRow attribute) (cleverly.validation.ReplicationRecord attribute) estimate (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) (cleverly.sensitivity.SimulatedConfoundingCell attribute) (cleverly.validation.EmpiricalRefitRecord attribute) (cleverly.validation.ReplicationRecord attribute) (cleverly.VariableImportanceEntry attribute) estimate() (cleverly.CausalStudy method) (cleverly.IdentifiedEffect method) estimates (cleverly.CausalResult attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) EstimationMethod (class in cleverly) estimator (cleverly.estimators.TMLEResult attribute) estimator_kwargs() (cleverly.CollaborativeTMLEMethod method) (cleverly.DRTMLEMethod method) (cleverly.EstimationMethod method) (cleverly.IPSIMethod method) (cleverly.IPWMethod method) (cleverly.ParametricGFormulaMethod method) (cleverly.SDRMethod method) (cleverly.TMLEMethod method) evaluate() (cleverly.interventions.IPSISet class method) (cleverly.interventions.PolicySet class method) (cleverly.interventions.RegimeSet class method) (cleverly.validation.EmpiricalInclusionRule method) evaluate_by_classifier() (cleverly.interventions.PolicySet class method) evaluate_new_data (cleverly.Replayability attribute) evaluate_stored_representer (cleverly.Replayability attribute) evaluate_vector_density() (cleverly.interventions.PolicySet class method) evaluation (cleverly.DRTMLEMethod attribute) (cleverly.validation.NuisanceDiagnostics attribute) EValue (class in cleverly.sensitivity) evalue() (cleverly.assessment.SensitivityFacade method) (in module cleverly.sensitivity.evalue) event (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongPanel attribute) (cleverly.TimeToEvent attribute) execution (cleverly.AssessmentCapability attribute) expectation (cleverly.validation.RefutationTest attribute) ExplicitAdjustmentProvider (class in cleverly) expression (cleverly.BackdoorMeanContrast attribute) extra (cleverly.estimators.TMLEResult attribute) F factor (cleverly.interventions.Scale attribute) factors (cleverly.interventions.IPSISet attribute) factors() (cleverly.interventions.Incremental method) FAILED (cleverly.AssessmentStatus attribute) failed (cleverly.learners.SuperLearnerDiagnostics attribute) failure (cleverly.fluctuation.Fluctuation attribute) (cleverly.sensitivity.SimulatedConfoundingCell attribute) (cleverly.validation.ScoreCheckRow attribute) failure_policy (cleverly.validation.EmpiricalInclusionRule attribute) failures (cleverly.sensitivity.SimulatedConfoundingResult attribute) (cleverly.validation.RefutationTest attribute) (cleverly.validation.ScoreCheck attribute) (cleverly.validation.StudyResult attribute) family (cleverly.sensitivity.ObservedConfounderCalibration attribute) (cleverly.validation.EmpiricalRefitRecord attribute) (cleverly.validation.GaussianAdjustmentOutcome attribute) (cleverly.validation.GaussianIndependentOutcome attribute) (cleverly.validation.RefutationTest attribute) feature_names (cleverly.interventions.SupportBoundary attribute) features (cleverly.interventions.LinearQuantileRegression attribute) (cleverly.interventions.SupportBoundary attribute) findings (cleverly.validation.NuisanceDiagnostics attribute) fingerprint (cleverly.SplitPlan attribute) (cleverly.StudyProtocol attribute) finite_dimensional (cleverly.interventions.SupportBoundary attribute) fit() (cleverly.learners.CorrelationScreener method) (cleverly.SuperLearner method) fits (cleverly.longitudinal.LongitudinalResult attribute) (cleverly.VariableImportanceResult attribute) fitted_method (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) Fluctuation (class in cleverly.fluctuation) fluctuation (cleverly.Targeting attribute) fluctuations (cleverly.estimators.TMLEResult attribute) fold_estimates (cleverly.interventions.LearnedRuleRecord attribute) fold_evaluation (cleverly.CrossFitting attribute) fold_fingerprint (cleverly.Provenance attribute) fold_mean_ratio (cleverly.interventions.PolicySupport attribute) fold_mechanisms (cleverly.longitudinal.LongitudinalResult attribute) fold_sizes (cleverly.interventions.LearnedRuleRecord attribute) fold_weights (cleverly.interventions.LearnedRuleRecord attribute) FoldFluctuation (class in cleverly.fluctuation) FoldOrigin (class in cleverly.learners) Folds (class in cleverly.learners) folds (cleverly.fluctuation.Fluctuation attribute) (cleverly.longitudinal.LongitudinalResult attribute) folds_converged (cleverly.validation.ScoreCheckRow attribute) from_dict() (cleverly.Provenance class method) (cleverly.StudyProtocol class method) from_folds() (cleverly.SplitPlan class method) from_long_panel() (cleverly.longitudinal.LongitudinalData class method) functional (cleverly.IdentifiedEffect attribute) G g_bounds (cleverly.Targeting attribute) gain_d (cleverly.sensitivity.BenchmarkResult attribute) gain_y (cleverly.sensitivity.BenchmarkResult attribute) GaussianAdjustmentOutcome (class in cleverly.validation) GaussianIndependentOutcome (class in cleverly.validation) GaussianNoise (class in cleverly.validation) GComputationMethod (class in cleverly) generator (cleverly.learners.FoldOrigin attribute) get_thread_limit() (in module cleverly.learners) grid (cleverly.sensitivity.SimulatedConfoundingResult attribute) (cleverly.TimeToEvent attribute) group_score_load (cleverly.sensitivity.PositivityReport attribute) group_score_load_omissions (cleverly.sensitivity.PositivityReport attribute) guaranteed (cleverly.interventions.IncrementalSupport attribute) guard (cleverly.DRTMLEMethod attribute) H has_mtp (cleverly.longitudinal.DynamicRegimen attribute) has_policy (cleverly.longitudinal.DynamicRegimen attribute) has_rule (cleverly.longitudinal.DynamicRegimen attribute) has_tilt (cleverly.longitudinal.DynamicRegimen attribute) hazard_learner (cleverly.ParametricGFormulaMethod attribute) hessian_condition (cleverly.fluctuation.Fluctuation attribute) (cleverly.validation.ScoreCheckRow attribute) history (cleverly.BackdoorMeanContrast attribute) horizon (cleverly.ParameterKey attribute) (cleverly.StudyProtocol attribute) horizons (cleverly.BackdoorMeanContrast attribute) (cleverly.IncrementalEffect attribute) (cleverly.IncrementalMean attribute) (cleverly.MSMProjection attribute) (cleverly.RegimeContrast attribute) (cleverly.RegimeMean attribute) I identification (cleverly.IdentifiedEffect attribute) IdentificationProvider (class in cleverly) identified_effect (cleverly.CausalResult attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) IdentifiedEffect (class in cleverly) identify() (cleverly.CausalStudy method) (cleverly.ExplicitAdjustmentProvider method) (cleverly.IdentificationProvider method) identity_failures (cleverly.validation.ScoreCheck attribute) IMPLEMENTATION_GAP (cleverly.exceptions.RefusalReason attribute) incidence_total() (cleverly.longitudinal.LongitudinalResult method) include_refits (cleverly.DiagnosticReport attribute) include_retargets (cleverly.DiagnosticReport attribute) Incremental (class in cleverly.interventions) IncrementalEffect (class in cleverly) IncrementalMean (class in cleverly) IncrementalSupport (class in cleverly.interventions) index (cleverly.fluctuation.FoldFluctuation attribute) induced_treatment_association (cleverly.sensitivity.SimulatedConfoundingCell attribute) Inference (class in cleverly) inference (cleverly.ParameterEstimate attribute) (cleverly.sensitivity.SensitivityBounds attribute) (cleverly.TMLEMethod attribute) (cleverly.validation.NuisanceDiagnostics attribute) (cleverly.validation.RefutationTest attribute) (cleverly.validation.ReplicationRecord attribute) (cleverly.validation.ScoreCheck attribute) inference_estimate (cleverly.validation.ReplicationRecord attribute) INFERENCE_GAP (cleverly.exceptions.RefusalReason attribute) inference_note (cleverly.validation.NuisanceDiagnostics attribute) inference_status (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) inference_value (cleverly.ParameterEstimate attribute) influence() (cleverly.assessment.DiagnosticsFacade method) influence_covariance() (in module cleverly.inference) influence_curve (cleverly.ParameterEstimate attribute) influence_curves (cleverly.CausalResult attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) influence_frame() (cleverly.estimators.TMLEResult method) influence_variance() (in module cleverly.inference) initial_hazards (cleverly.longitudinal.LongitudinalResult attribute) initial_score_norm (cleverly.fluctuation.Fluctuation attribute) integrated (cleverly.learners.DensityDiagnostics attribute) integrated() (cleverly.learners.ConditionalDensity method) intercurrent_event_handling (cleverly.StudyProtocol attribute) interference_unit (cleverly.StudyProtocol attribute) intermediate (cleverly.BackdoorMeanContrast attribute) (cleverly.ControlledDirectEffect attribute) (cleverly.PointTreatment attribute) intermediate_learner (cleverly.ModelSpec attribute) intermediate_name (cleverly.BackdoorMeanContrast attribute) intermediate_value (cleverly.estimators.TMLEResult attribute) Interpretation (class in cleverly.targets) interpretation (cleverly.AssessmentCapability attribute) Intervention (class in cleverly.interventions) interventions (cleverly.BackdoorMeanContrast attribute) (cleverly.IncrementalEffect attribute) (cleverly.IncrementalMean attribute) INVALID_DECLARATION (cleverly.exceptions.RefusalReason attribute) inverse (cleverly.interventions.Piece attribute) IPSIMethod (class in cleverly) IPSISet (class in cleverly.interventions) IPWMethod (class in cleverly) is_discrete (cleverly.interventions.PolicySet attribute) is_identity (cleverly.interventions.Piece attribute) is_mtp() (cleverly.longitudinal.DynamicRegimen method) is_multiclass (cleverly.SuperLearner attribute) is_policy() (cleverly.longitudinal.DynamicRegimen method) is_rule() (cleverly.longitudinal.DynamicRegimen method) is_single (cleverly.learners.Folds attribute) is_static (cleverly.interventions.RegimeSet attribute) is_tilt() (cleverly.longitudinal.DynamicRegimen method) isotonic (cleverly.Targeting attribute) isotonic_moves (cleverly.longitudinal.LongitudinalResult attribute) items (cleverly.DiagnosticReport attribute) (cleverly.ValidationReport attribute) iterate (cleverly.Targeting attribute) iterations (cleverly.learners.ParametricFitDiagnostics attribute) J joint (cleverly.interventions.PolicySet attribute) JointPolicy (class in cleverly.interventions) K kind (cleverly.inference.SimultaneousBands attribute) (cleverly.validation.NuisanceModelReport attribute) (cleverly.validation.ScoreCheckRow attribute) known_effect (cleverly.validation.GaussianAdjustmentOutcome attribute) (cleverly.validation.GaussianIndependentOutcome attribute) known_mechanism_carried (cleverly.sensitivity.SimulatedConfoundingResult attribute) L label (cleverly.longitudinal.DynamicRegimen attribute) (cleverly.targets.Interpretation attribute) (cleverly.validation.StudyResult attribute) label() (cleverly.interventions.IPSISet method) (cleverly.interventions.PolicySet method) (cleverly.interventions.RegimeSet method) labels (cleverly.interventions.IPSISet attribute) (cleverly.interventions.PolicySet attribute) (cleverly.interventions.RegimeSet attribute) lambdas (cleverly.CollaborativeTMLEMethod attribute) latent_seed (cleverly.sensitivity.SimulatedConfoundingResult attribute) LearnedRule (class in cleverly.interventions) LearnedRuleRecord (class in cleverly.interventions) LearnedRuleValue (class in cleverly) learner (cleverly.interventions.SupportBoundary attribute) (cleverly.learners.DensityDiagnostics attribute) (cleverly.learners.ParametricFitDiagnostics attribute) learner_folds (cleverly.CrossFitting attribute) (cleverly.learners.CrossFitPlan attribute) learner_risks (cleverly.validation.NuisanceModelReport attribute) learner_weights (cleverly.validation.NuisanceModelReport attribute) level (cleverly.interventions.Static attribute) (cleverly.sensitivity.SensitivityBounds attribute) limit (cleverly.sensitivity.EValue attribute) LinearQuantileRegression (class in cleverly.interventions) load() (cleverly.validation.DirectoryCheckpoint method) (cleverly.validation.ReplicationCheckpoint method) (in module cleverly) log_psi (cleverly.ParameterEstimate attribute) loglik (cleverly.fluctuation.Fluctuation attribute) longitudinal (cleverly.BackdoorMeanContrast attribute) longitudinal_navigation_protocol() (in module cleverly.datasets) LongitudinalResult (class in cleverly.longitudinal) LongitudinalTreatment (class in cleverly) LongPanel (class in cleverly) loss (cleverly.CollaborativeTMLEMethod attribute) (cleverly.learners.SuperLearnerDiagnostics attribute) lower (cleverly.interventions.Piece attribute) (cleverly.interventions.Support attribute) (cleverly.sensitivity.SensitivityBounds attribute) M make_biased_sample() (in module cleverly.datasets) make_binary_outcome() (in module cleverly.datasets) make_cde() (in module cleverly.datasets) make_clustered() (in module cleverly.datasets) make_folds() (in module cleverly.learners) make_heterogeneous() (in module cleverly.datasets) make_instrument() (in module cleverly.datasets) make_linear_ate() (in module cleverly.datasets) make_longitudinal() (in module cleverly.datasets) make_longitudinal_competing() (in module cleverly.datasets) make_longitudinal_repeated() (in module cleverly.datasets) make_longitudinal_survival() (in module cleverly.datasets) make_longitudinal_weighted() (in module cleverly.datasets) make_missing_outcome() (in module cleverly.datasets) make_missing_outcome_binary() (in module cleverly.datasets) make_missing_outcome_bounded() (in module cleverly.datasets) make_multi_arm() (in module cleverly.datasets) make_nonlinear_ate() (in module cleverly.datasets) make_nonlinear_bounded() (in module cleverly.datasets) make_point_survival() (in module cleverly.datasets) make_sequential_offers() (in module cleverly.datasets) make_sequential_pricing() (in module cleverly.datasets) make_shift_dose() (in module cleverly.datasets) make_weak_overlap() (in module cleverly.datasets) map (cleverly.interventions.Piece attribute) max_bias (cleverly.sensitivity.SensitivityBounds attribute) (cleverly.sensitivity.SensitivityElements attribute) max_iter (cleverly.Targeting attribute) max_ratio (cleverly.interventions.IncrementalSupport attribute) (cleverly.interventions.PolicySupport attribute) (cleverly.interventions.RegimeSupport attribute) mean (cleverly.validation.GaussianNoise attribute) (cleverly.validation.RefutationTest attribute) mean_kind (cleverly.validation.RefutationTest attribute) mean_ratio (cleverly.interventions.PolicySupport attribute) meaning (cleverly.targets.Interpretation attribute) mechanism (cleverly.fluctuation.Fluctuation attribute) (cleverly.longitudinal.LongitudinalResult attribute) mechanism_known (cleverly.interventions.IPSISet attribute) mechanisms (cleverly.sensitivity.PositivityReport attribute) message (cleverly.validation.ReplicationFailure attribute) message() (cleverly.exceptions.Refusal method) method (cleverly.CausalResult attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.fluctuation.Fluctuation attribute) (cleverly.longitudinal.LongitudinalResult attribute) (cleverly.sensitivity.ObservedConfounderCalibration attribute) (cleverly.validation.ScoreCheckRow attribute) (cleverly.VariableImportanceResult attribute) MethodAvailability (class in cleverly) MethodConfigurationError methods (cleverly.AssessmentCapability attribute) metrics (cleverly.validation.NuisanceModelReport attribute) min_density (cleverly.interventions.PolicySupport attribute) (cleverly.learners.DensityDiagnostics attribute) min_mechanism (cleverly.interventions.PolicySupport attribute) min_propensity (cleverly.interventions.IncrementalSupport attribute) min_retain (cleverly.ModelSpec attribute) min_support_propensity (cleverly.interventions.RegimeSupport attribute) minimum_draw_count (cleverly.validation.EmpiricalInclusionRule attribute) minimum_draws (cleverly.validation.EmpiricalInclusionRule attribute) missingness (cleverly.BackdoorMeanContrast attribute) (cleverly.PointTreatment attribute) missingness() (cleverly.assessment.SensitivityFacade method) missingness_learner (cleverly.ModelSpec attribute) missingness_tilt() (in module cleverly.sensitivity) mixing (cleverly.interventions.PolicySet attribute) model (cleverly.MSMProjection attribute) models (cleverly.TMLEMethod attribute) (cleverly.validation.NuisanceDiagnostics attribute) ModelSpec (class in cleverly) ModifiedPolicy (class in cleverly.interventions) ModifiedTreatmentPolicy (class in cleverly) ModifiedTreatmentPolicyEffect (class in cleverly) MonteCarloWarning moved (cleverly.interventions.PolicySet attribute) moved_fraction (cleverly.interventions.PolicySupport attribute) movement_scale (cleverly.sensitivity.SimulatedConfoundingResult attribute) msm (cleverly.BackdoorMeanContrast attribute) (cleverly.longitudinal.LongitudinalResult attribute) msm_fits (cleverly.longitudinal.LongitudinalResult attribute) MSMProjection (class in cleverly) multiplier_critical_value() (in module cleverly.inference) multiplier_kind (cleverly.Inference attribute) N n (cleverly.estimators.TMLEResult attribute) (cleverly.fluctuation.FoldFluctuation attribute) (cleverly.interventions.IPSISet attribute) (cleverly.interventions.PolicySet attribute) (cleverly.interventions.RegimeSet attribute) (cleverly.interventions.SupportReport attribute) (cleverly.learners.ConditionalDensity attribute) (cleverly.learners.Folds attribute) (cleverly.longitudinal.LongitudinalResult attribute) (cleverly.ParameterEstimate attribute) (cleverly.Provenance attribute) (cleverly.sensitivity.PositivityReport attribute) (cleverly.SplitPlan attribute) (cleverly.validation.ScoreCheck attribute) (cleverly.validation.StudyResult attribute) n_arms (cleverly.interventions.IPSISet attribute) (cleverly.interventions.RegimeSet attribute) n_bins (cleverly.learners.ConditionalDensity attribute) (cleverly.learners.DensityDiagnostics attribute) n_bootstrap (cleverly.Inference attribute) n_clusters (cleverly.ParameterEstimate attribute) (cleverly.Provenance attribute) n_components (cleverly.interventions.PolicySet attribute) n_covariates (cleverly.Provenance attribute) n_derivative_draws (cleverly.ParametricGFormulaMethod attribute) n_draws (cleverly.ParametricGFormulaMethod attribute) n_failed (cleverly.inference.BootstrapResult attribute) (cleverly.validation.RefutationTest attribute) (cleverly.validation.StudyResult attribute) n_folds (cleverly.CrossFitting attribute) (cleverly.interventions.LearnedRuleRecord attribute) (cleverly.learners.CrossFitPlan attribute) (cleverly.learners.Folds attribute) (cleverly.SplitPlan attribute) n_iter (cleverly.fluctuation.Fluctuation attribute) (cleverly.fluctuation.FoldFluctuation attribute) (cleverly.validation.ScoreCheckRow attribute) n_jobs (cleverly.Runtime attribute) n_multiplier (cleverly.Inference attribute) n_policies (cleverly.interventions.PolicySet attribute) n_regimes (cleverly.interventions.RegimeSet attribute) n_repeats (cleverly.estimators.TMLEResult attribute) (cleverly.sensitivity.PositivityReport attribute) (cleverly.sensitivity.SimulatedConfoundingResult attribute) (cleverly.SplitPlan attribute) (cleverly.validation.NuisanceDiagnostics attribute) (cleverly.validation.RepeatSpreadRow attribute) n_replicates (cleverly.inference.SimultaneousBands attribute) (cleverly.validation.RefutationTest attribute) (cleverly.validation.StudyResult attribute) n_requested (cleverly.inference.BootstrapResult attribute) n_solver_calls (cleverly.fluctuation.Fluctuation attribute) n_tilts (cleverly.interventions.IPSISet attribute) n_times (cleverly.longitudinal.DynamicRegimen attribute) name (cleverly.ATC attribute) (cleverly.ATE attribute) (cleverly.ATT attribute) (cleverly.CollaborativeTMLEMethod attribute) (cleverly.ControlledDirectEffect attribute) (cleverly.CounterfactualMean attribute) (cleverly.DRTMLEMethod attribute) (cleverly.Estimand attribute) (cleverly.EstimationMethod attribute) (cleverly.ExplicitAdjustmentProvider attribute) (cleverly.GComputationMethod attribute) (cleverly.IdentificationProvider attribute) (cleverly.IncrementalEffect attribute) (cleverly.IncrementalMean attribute) (cleverly.interventions.Incremental attribute) (cleverly.interventions.IncrementalSupport attribute) (cleverly.interventions.Intervention attribute) (cleverly.interventions.JointPolicy attribute) (cleverly.interventions.LearnedRule attribute) (cleverly.interventions.LearnedRuleRecord attribute) (cleverly.interventions.ModifiedPolicy attribute) (cleverly.interventions.Piecewise attribute) (cleverly.interventions.PolicySupport attribute) (cleverly.interventions.RegimeSupport attribute) (cleverly.interventions.RiskRatioTilt attribute) (cleverly.interventions.Rule attribute) (cleverly.interventions.Scale attribute) (cleverly.interventions.Shift attribute) (cleverly.interventions.Static attribute) (cleverly.interventions.Stochastic attribute) (cleverly.IPSIMethod attribute) (cleverly.IPWMethod attribute) (cleverly.LearnedRuleValue attribute) (cleverly.MethodAvailability attribute) (cleverly.ModifiedTreatmentPolicy attribute) (cleverly.ModifiedTreatmentPolicyEffect attribute) (cleverly.MSMProjection attribute) (cleverly.NaturalCourseMean attribute) (cleverly.OddsRatio attribute) (cleverly.ParameterEstimate attribute) (cleverly.ParametricGFormulaMethod attribute) (cleverly.PopulationAttributableFraction attribute) (cleverly.PopulationAttributableRisk attribute) (cleverly.RegimeContrast attribute) (cleverly.RegimeMean attribute) (cleverly.RiskRatio attribute) (cleverly.SDRMethod attribute) (cleverly.TMLEMethod attribute) (cleverly.validation.GaussianAdjustmentOutcome attribute) (cleverly.validation.GaussianIndependentOutcome attribute) (cleverly.validation.NuisanceModelReport attribute) (cleverly.validation.RefutationTest attribute) (cleverly.validation.ScoreCheckRow attribute) names (cleverly.fluctuation.Fluctuation attribute) (cleverly.interventions.IPSISet attribute) (cleverly.interventions.PolicySet attribute) (cleverly.interventions.RegimeSet attribute) (cleverly.learners.SuperLearnerDiagnostics attribute) NaturalCourseMean (class in cleverly) navigation_data() (in module cleverly.datasets) navigation_protocol() (in module cleverly.datasets) next_steps() (cleverly.AssessmentReport method) (cleverly.DiagnosticReport method) NodeRule (class in cleverly.longitudinal) noise (cleverly.validation.GaussianAdjustmentOutcome attribute) (cleverly.validation.GaussianIndependentOutcome attribute) noise_law (cleverly.validation.GaussianAdjustmentOutcome attribute) (cleverly.validation.GaussianIndependentOutcome attribute) normaliser (cleverly.interventions.IPSISet attribute) normalization (cleverly.IPWMethod attribute) NOT_APPLICABLE (cleverly.AssessmentStatus attribute) note (cleverly.sensitivity.EValue attribute) NotFittedError nu2 (cleverly.sensitivity.SensitivityElements attribute) nu2_estimator (cleverly.sensitivity.SensitivityBounds attribute) (cleverly.sensitivity.SensitivityElements attribute) nu2_long (cleverly.sensitivity.BenchmarkResult attribute) nu2_short (cleverly.sensitivity.BenchmarkResult attribute) nuisance (cleverly.estimators.TMLEResult attribute) nuisance_bound (cleverly.sensitivity.PositivityReport attribute) (cleverly.Targeting attribute) nuisance_diagnostics() (in module cleverly.validation) nuisance_models() (cleverly.assessment.DiagnosticsFacade method) NuisanceDiagnostics (class in cleverly.validation) NuisanceModelReport (class in cleverly.validation) nuisances (cleverly.estimators.TMLEResult attribute) null_hypothesis (cleverly.sensitivity.SensitivityBounds attribute) numeric_noise (cleverly.validation.BootstrapMeasurementError attribute) O oat_design (cleverly.CollaborativeTMLEMethod attribute) observed() (cleverly.interventions.IPSISet method) observed_codes (cleverly.interventions.PolicySet attribute) ObservedConfounderCalibration (class in cleverly.sensitivity) OddsRatio (class in cleverly) offers_protocol() (in module cleverly.datasets) offers_truth() (in module cleverly.datasets) omissions (cleverly.AssessmentReport attribute) omitted (cleverly.longitudinal.PanelLayout attribute) omitted_confounding() (cleverly.assessment.SensitivityFacade method) omitted_variable_bounds() (in module cleverly.sensitivity) one_line() (cleverly.validation.ScoreCheck method) operation (cleverly.AssessmentCapability attribute) order (cleverly.interventions.JointPolicy attribute) ordering (cleverly.CollaborativeTMLEMethod attribute) origin (cleverly.learners.Folds attribute) original (cleverly.validation.RefutationTest attribute) original_estimate (cleverly.sensitivity.SimulatedConfoundingResult attribute) outcome (cleverly.BackdoorMeanContrast attribute) (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.PointTreatment attribute) (cleverly.sensitivity.ConfounderStrengthGrid attribute) (cleverly.StudyProtocol attribute) (cleverly.TimeToEvent attribute) outcome_by_arm (cleverly.ModelSpec attribute) outcome_family (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.PointTreatment attribute) (cleverly.sensitivity.SimulatedConfoundingResult attribute) outcome_law (cleverly.sensitivity.SimulatedConfoundingResult attribute) outcome_learner (cleverly.ModelSpec attribute) outcome_role (cleverly.LongPanel attribute) outcome_strength (cleverly.sensitivity.SimulatedConfoundingCell attribute) outside_declared_support (cleverly.interventions.PolicySupport attribute) P package_versions (cleverly.Provenance attribute) PanelLayout (class in cleverly.longitudinal) parameter (cleverly.VariableImportanceEntry attribute) parameter_index (cleverly.longitudinal.LongitudinalResult attribute) parameter_keys (cleverly.CausalResult attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) ParameterEstimate (class in cleverly) ParameterKey (class in cleverly) ParameterSpaceWarning ParametricFitDiagnostics (class in cleverly.learners) ParametricGFormulaMethod (class in cleverly) ParametricMechanism (class in cleverly.learners) ParametricOutcome (class in cleverly.learners) PASSED (cleverly.AssessmentStatus attribute) passed (cleverly.validation.RefutationResult attribute) (cleverly.validation.RefutationTest attribute) (cleverly.validation.ScoreCheck attribute) (cleverly.validation.ScoreCheckRow attribute) (cleverly.ValidationReport attribute) patience (cleverly.CollaborativeTMLEMethod attribute) penalty (cleverly.CollaborativeTMLEMethod attribute) Piece (class in cleverly.interventions) pieces (cleverly.interventions.ModifiedPolicy attribute) (cleverly.interventions.Piecewise attribute) Piecewise (class in cleverly.interventions) plan (cleverly.longitudinal.DynamicRegimen attribute) platform (cleverly.Provenance attribute) plugin_interval (cleverly.ParameterEstimate attribute) plugin_interval_lower (cleverly.sensitivity.SensitivityBounds attribute) plugin_interval_upper (cleverly.sensitivity.SensitivityBounds attribute) plugin_std_error (cleverly.ParameterEstimate attribute) point (cleverly.sensitivity.EValue attribute) point_survival_truth() (in module cleverly.datasets) PointTreatment (class in cleverly) pointwise_critical_value (cleverly.inference.SimultaneousBands attribute) policies (cleverly.ModifiedTreatmentPolicy attribute) (cleverly.ModifiedTreatmentPolicyEffect attribute) policy (cleverly.interventions.PolicySupport attribute) policy_density() (cleverly.longitudinal.DynamicRegimen method) policy_kind (cleverly.interventions.JointPolicy attribute) (cleverly.interventions.ModifiedPolicy attribute) policy_ratio (cleverly.interventions.PolicySet attribute) PolicySet (class in cleverly.interventions) PolicySupport (class in cleverly.interventions) population (cleverly.sensitivity.SimulatedConfoundingResult attribute) population_lines() (cleverly.sensitivity.SimulatedConfoundingResult method) PopulationAttributableFraction (class in cleverly) PopulationAttributableRisk (class in cleverly) positivity_report() (in module cleverly.sensitivity) PositivityReport (class in cleverly.sensitivity) PositivityWarning predict() (cleverly.SuperLearner method) predict_proba() (cleverly.SuperLearner method) preorder (cleverly.CollaborativeTMLEMethod attribute) prepare() (cleverly.LongitudinalTreatment method) (cleverly.LongPanel method) (cleverly.PointTreatment method) (cleverly.TimeToEvent method) price_rise() (in module cleverly.datasets) pricing_protocol() (in module cleverly.datasets) pricing_truth() (in module cleverly.datasets) probabilities (cleverly.interventions.Randomizer attribute) process (cleverly.validation.RefutationTest attribute) projection (cleverly.fluctuation.Fluctuation attribute) propensity (cleverly.interventions.IPSISet attribute) propensity_quantiles (cleverly.sensitivity.PositivityReport attribute) protocol (cleverly.CausalStudy attribute) (cleverly.IdentifiedEffect attribute) protocol_fingerprint (cleverly.Provenance attribute) Provenance (class in cleverly) provenance (cleverly.CausalResult attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) (cleverly.SplitPlan attribute) provider (cleverly.IdentifiedEffect attribute) pseudo_learner (cleverly.ModelSpec attribute) psi (cleverly.ParameterEstimate attribute) (cleverly.sensitivity.SensitivityBounds attribute) psi() (cleverly.CausalResult method) (cleverly.estimators.TMLEResult method) (cleverly.longitudinal.LongitudinalResult method) psi_long (cleverly.sensitivity.BenchmarkResult attribute) psi_max_bias (cleverly.sensitivity.SensitivityElements attribute) psi_nu2 (cleverly.sensitivity.SensitivityElements attribute) psi_short (cleverly.sensitivity.BenchmarkResult attribute) psi_sigma2 (cleverly.sensitivity.SensitivityElements attribute) pvalue (cleverly.ParameterEstimate attribute) pvalue() (cleverly.validation.EmpiricalInclusionRule method) python_version (cleverly.Provenance attribute) Q q (cleverly.interventions.DoseQuantile attribute) (cleverly.interventions.SupportBoundary attribute) q_bounds (cleverly.Targeting attribute) quantile_levels (cleverly.interventions.LearnedRuleRecord attribute) R raise_if_failed() (cleverly.validation.ScoreCheck method) random_partition() (in module cleverly.learners) random_state (cleverly.learners.CrossFitPlan attribute) (cleverly.Provenance attribute) (cleverly.Runtime attribute) (cleverly.sensitivity.BenchmarkResult attribute) (cleverly.validation.RefutationResult attribute) randomized (cleverly.DRTMLEMethod attribute) (cleverly.PointTreatment attribute) Randomizer (class in cleverly.interventions) randomizer (cleverly.interventions.JointPolicy attribute) (cleverly.interventions.ModifiedPolicy attribute) ratio (cleverly.interventions.PolicySet attribute) (cleverly.ModelSpec attribute) (cleverly.validation.ScoreCheckRow attribute) ratio() (cleverly.CausalResult method) (cleverly.estimators.TMLEResult method) (cleverly.longitudinal.LongitudinalResult method) ratio_at (cleverly.interventions.PolicySet attribute) ratio_quantiles (cleverly.interventions.PolicySupport attribute) (cleverly.interventions.RegimeSupport attribute) ratio_to_standard_error (cleverly.validation.RepeatSpreadRow attribute) reason (cleverly.AssessmentCapability attribute) (cleverly.exceptions.Refusal attribute) (cleverly.MethodAvailability attribute) reciprocal_condition (cleverly.learners.ParametricFitDiagnostics attribute) records (cleverly.validation.RefutationTest attribute) reduced_crossfit (cleverly.DRTMLEMethod attribute) reduced_outcome_learner (cleverly.DRTMLEMethod attribute) reduced_treatment_learner (cleverly.DRTMLEMethod attribute) reduction (cleverly.DRTMLEMethod attribute) (cleverly.fluctuation.Fluctuation attribute) (cleverly.validation.ScoreCheckRow attribute) reference (cleverly.ATC attribute) (cleverly.ATE attribute) (cleverly.ATT attribute) (cleverly.BackdoorMeanContrast attribute) (cleverly.IncrementalEffect attribute) (cleverly.IncrementalMean attribute) (cleverly.interventions.IPSISet attribute) (cleverly.interventions.PolicySet attribute) (cleverly.interventions.RegimeSet attribute) (cleverly.ModifiedTreatmentPolicy attribute) (cleverly.ModifiedTreatmentPolicyEffect attribute) (cleverly.OddsRatio attribute) (cleverly.ParameterKey attribute) (cleverly.PopulationAttributableFraction attribute) (cleverly.PopulationAttributableRisk attribute) (cleverly.RegimeContrast attribute) (cleverly.RegimeMean attribute) (cleverly.RiskRatio attribute) reference_arm (cleverly.BackdoorMeanContrast attribute) reference_df (cleverly.ParameterEstimate attribute) references (cleverly.targets.Interpretation attribute) refit_nuisances (cleverly.Replayability attribute) refit_population (cleverly.sensitivity.SimulatedConfoundingResult attribute) refit_seed (cleverly.sensitivity.SimulatedConfoundingResult attribute) Refusal (class in cleverly.exceptions) refusal (cleverly.AssessmentCapability attribute) (cleverly.MethodAvailability attribute) RefusalReason (class in cleverly.exceptions) RefutationResult (class in cleverly.validation) RefutationTest (class in cleverly.validation) refute() (cleverly.assessment.DiagnosticsFacade method) (in module cleverly.validation) RegimeContrast (class in cleverly) RegimeMean (class in cleverly) regimen (cleverly.ParameterKey attribute) regimens (cleverly.MSMProjection attribute) (cleverly.RegimeContrast attribute) (cleverly.RegimeMean attribute) regimes (cleverly.interventions.SupportReport attribute) RegimeSet (class in cleverly.interventions) RegimeSupport (class in cleverly.interventions) rejected (cleverly.validation.ReplicationRecord attribute) relative_score_norm (cleverly.fluctuation.Fluctuation attribute) (cleverly.fluctuation.FoldFluctuation attribute) RelativeGaussianNoise (class in cleverly.validation) repeat_aggregation (cleverly.sensitivity.SimulatedConfoundingResult attribute) repeat_spread (cleverly.validation.NuisanceDiagnostics attribute) repeat_spread() (cleverly.estimators.TMLEResult method) repeat_spread_frame() (cleverly.validation.NuisanceDiagnostics method) repeat_spread_omission (cleverly.validation.NuisanceDiagnostics attribute) Repeated (class in cleverly) repeated (cleverly.learners.CrossFitPlan attribute) repeats (cleverly.CrossFitting attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.learners.CrossFitPlan attribute) RepeatSpreadRow (class in cleverly.validation) replay_recipe (cleverly.longitudinal.LongitudinalResult attribute) Replayability (class in cleverly) replayability (cleverly.CausalResult attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) replicate (cleverly.validation.EmpiricalRefitRecord attribute) (cleverly.validation.ReplicationFailure attribute) (cleverly.validation.ReplicationRecord attribute) ReplicationCheckpoint (class in cleverly.validation) ReplicationFailure (class in cleverly.validation) ReplicationRecord (class in cleverly.validation) replications (cleverly.validation.StudyResult attribute) report() (cleverly.AssessmentReport method) (cleverly.DiagnosticReport method) reported_repeat (cleverly.validation.NuisanceDiagnostics attribute) reported_standard_error (cleverly.validation.RepeatSpreadRow attribute) reports() (cleverly.DiagnosticReport method) requested_draws (cleverly.validation.RefutationTest attribute) requested_n_folds (cleverly.learners.FoldOrigin attribute) required_artifacts (cleverly.AssessmentCapability attribute) requires_arguments (cleverly.AssessmentCapability attribute) requires_replay (cleverly.AssessmentCapability attribute) resampling (cleverly.inference.BootstrapResult attribute) (cleverly.validation.BootstrapMeasurementError attribute) (cleverly.validation.RefutationTest attribute) residual_se (cleverly.validation.ScoreCheckRow attribute) result_family (cleverly.AssessmentCapability attribute) retarget_cached_nuisances (cleverly.Replayability attribute) rho (cleverly.sensitivity.BenchmarkResult attribute) (cleverly.sensitivity.SensitivityBounds attribute) riesz_representer (cleverly.sensitivity.SensitivityElements attribute) risk_ratio (cleverly.sensitivity.EValue attribute) risk_ratio_ci (cleverly.sensitivity.EValue attribute) RiskRatio (class in cleverly) RiskRatioTilt (class in cleverly.interventions) rmst() (cleverly.longitudinal.LongitudinalResult method) rmtl() (cleverly.longitudinal.LongitudinalResult method) roadmap (cleverly.exceptions.Refusal attribute) robustness_value (cleverly.sensitivity.SensitivityBounds attribute) robustness_value() (cleverly.assessment.SensitivityFacade method) (in module cleverly.sensitivity) robustness_value_ci (cleverly.sensitivity.SensitivityBounds attribute) robustness_value_plugin_interval (cleverly.sensitivity.SensitivityBounds attribute) role (cleverly.sensitivity.ObservedConfounderCalibration attribute) root_seed (cleverly.sensitivity.SimulatedConfoundingResult attribute) row() (cleverly.validation.NuisanceModelReport method) (cleverly.validation.RepeatSpreadRow method) rows (cleverly.validation.ScoreCheck attribute) Rule (class in cleverly.interventions) rule (cleverly.interventions.LearnedRuleRecord attribute) (cleverly.interventions.Rule attribute) (cleverly.LearnedRuleValue attribute) (cleverly.longitudinal.NodeRule attribute) (cleverly.validation.RefutationTest attribute) rule_bound_se (cleverly.validation.ScoreCheckRow attribute) rule_failure_line() (cleverly.validation.ScoreCheck method) rule_failures (cleverly.validation.ScoreCheck attribute) rule_kind (cleverly.interventions.Rule attribute) (cleverly.longitudinal.DynamicRegimen attribute) rule_line() (cleverly.validation.ScoreCheck method) rule_ratio (cleverly.fluctuation.Fluctuation attribute) (cleverly.fluctuation.FoldFluctuation attribute) run() (cleverly.validation.CoverageStudy method) run_all() (cleverly.assessment.DiagnosticsFacade method) (cleverly.assessment.SensitivityFacade method) run_bootstrap() (in module cleverly.inference) run_id (cleverly.Provenance attribute) (cleverly.Runtime attribute) run_replication() (cleverly.validation.CoverageStudy method) Runtime (class in cleverly) runtime (cleverly.TMLEMethod attribute) S save() (cleverly.CausalResult method) (cleverly.estimators.TMLEResult method) (cleverly.longitudinal.LongitudinalResult method) (cleverly.validation.DirectoryCheckpoint method) (cleverly.validation.ReplicationCheckpoint method) Scale (class in cleverly.interventions) scale (cleverly.ParameterEstimate attribute) (cleverly.sensitivity.EValue attribute) scaler (cleverly.longitudinal.LongitudinalResult attribute) schema_version (cleverly.StudyProtocol attribute) scheme (cleverly.learners.CrossFitPlan attribute) (cleverly.learners.FoldOrigin attribute) score (cleverly.fluctuation.Fluctuation attribute) (cleverly.fluctuation.FoldFluctuation attribute) (cleverly.ParameterEstimate attribute) (cleverly.validation.ScoreCheckRow attribute) score_check() (in module cleverly.validation) score_equations() (cleverly.assessment.DiagnosticsFacade method) score_initial (cleverly.fluctuation.Fluctuation attribute) (cleverly.validation.ScoreCheckRow attribute) score_load (cleverly.interventions.IncrementalSupport attribute) (cleverly.interventions.PolicySupport attribute) (cleverly.interventions.RegimeSupport attribute) score_load_omission (cleverly.interventions.IncrementalSupport attribute) (cleverly.interventions.PolicySupport attribute) (cleverly.interventions.RegimeSupport attribute) score_norm (cleverly.fluctuation.Fluctuation attribute) (cleverly.fluctuation.FoldFluctuation attribute) (cleverly.learners.ParametricFitDiagnostics attribute) score_scale (cleverly.fluctuation.Fluctuation attribute) (cleverly.fluctuation.FoldFluctuation attribute) score_verdict (cleverly.estimators.TMLEResult attribute) ScoreCheck (class in cleverly.validation) ScoreCheckRow (class in cleverly.validation) screen_threshold (cleverly.ModelSpec attribute) screen_treatment (cleverly.ModelSpec attribute) SDRMethod (class in cleverly) seed (cleverly.learners.FoldOrigin attribute) (cleverly.validation.EmpiricalRefitRecord attribute) (cleverly.validation.ReplicationFailure attribute) (cleverly.validation.ReplicationRecord attribute) seeds() (cleverly.learners.CrossFitPlan method) selected_arm (cleverly.BackdoorMeanContrast attribute) selection (cleverly.validation.NuisanceDiagnostics attribute) selection_estimand (cleverly.CollaborativeTMLEMethod attribute) selection_folds (cleverly.CollaborativeTMLEMethod attribute) selection_inner_folds (cleverly.CollaborativeTMLEMethod attribute) selection_omission (cleverly.validation.NuisanceDiagnostics attribute) selection_split (cleverly.CollaborativeTMLEMethod attribute) sensitivity (cleverly.AssessmentReport attribute) (cleverly.CausalResult attribute) (cleverly.estimators.TMLEResult attribute) (cleverly.longitudinal.LongitudinalResult attribute) SensitivityBounds (class in cleverly.sensitivity) SensitivityElements (class in cleverly.sensitivity) SensitivityFacade (class in cleverly.assessment) set_fit_request() (cleverly.learners.CorrelationScreener method) (cleverly.learners.ParametricMechanism method) (cleverly.learners.ParametricOutcome method) (cleverly.SuperLearner method) set_predict_proba_request() (cleverly.learners.ParametricMechanism method) (cleverly.learners.ParametricOutcome method) set_predict_request() (cleverly.learners.ParametricMechanism method) (cleverly.learners.ParametricOutcome method) set_thread_limit() (in module cleverly.learners) severity (cleverly.sensitivity.PositivityReport attribute) Shift (class in cleverly.interventions) shifted (cleverly.interventions.PolicySet attribute) sigma2 (cleverly.sensitivity.SensitivityElements attribute) sigma2_long (cleverly.sensitivity.BenchmarkResult attribute) sigma2_short (cleverly.sensitivity.BenchmarkResult attribute) simplex_deviation (cleverly.sensitivity.PositivityReport attribute) simulated_confounding() (cleverly.assessment.SensitivityFacade method) (in module cleverly.sensitivity) SimulatedConfoundingCell (class in cleverly.sensitivity) SimulatedConfoundingResult (class in cleverly.sensitivity) simulation (cleverly.longitudinal.LongitudinalResult attribute) simultaneous (cleverly.estimators.TMLEResult attribute) (cleverly.Inference attribute) (cleverly.longitudinal.LongitudinalResult attribute) simultaneous_bands() (in module cleverly.inference) SimultaneousBands (class in cleverly.inference) single() (cleverly.learners.Folds class method) solved_corrections (cleverly.estimators.TMLEResult attribute) source_estimand (cleverly.sensitivity.EValue attribute) source_fingerprint (cleverly.SplitPlan attribute) SparseInfluenceWarning split_plan (cleverly.CrossFitting attribute) (cleverly.estimators.TMLEResult attribute) SplitPlan (class in cleverly) spread (cleverly.validation.RefutationTest attribute) spread_columns() (cleverly.ParameterEstimate method) spread_kind (cleverly.validation.RefutationTest attribute) standard_deviation (cleverly.validation.GaussianNoise attribute) (cleverly.validation.RelativeGaussianNoise attribute) (cleverly.validation.RepeatSpreadRow attribute) standard_errors (cleverly.validation.RefutationTest attribute) Static (class in cleverly.interventions) status (cleverly.AssessmentCapability attribute) std_error (cleverly.ParameterEstimate attribute) (cleverly.validation.EmpiricalRefitRecord attribute) (cleverly.validation.ReplicationRecord attribute) (cleverly.validation.ScoreCheckRow attribute) std_errors (cleverly.inference.BootstrapResult attribute) step_bound (cleverly.Targeting attribute) step_search (cleverly.Targeting attribute) step_size (cleverly.Targeting attribute) Stochastic (class in cleverly.interventions) stopping (cleverly.fluctuation.Fluctuation attribute) (cleverly.Targeting attribute) (cleverly.validation.ScoreCheck attribute) (cleverly.validation.ScoreCheckRow attribute) strata (cleverly.PointTreatment attribute) strata_names (cleverly.sensitivity.SimulatedConfoundingResult attribute) strategy (cleverly.CollaborativeTMLEMethod attribute) stratified (cleverly.fluctuation.Fluctuation attribute) stratify_by (cleverly.CrossFitting attribute) (cleverly.learners.CrossFitPlan attribute) stratum (cleverly.ParameterKey attribute) (cleverly.sensitivity.SimulatedConfoundingResult attribute) strength (cleverly.sensitivity.ObservedConfounderCalibration attribute) StudyProtocol (class in cleverly) StudyResult (class in cleverly.validation) submodel_alpha (cleverly.Targeting attribute) subset() (cleverly.interventions.IPSISet method) (cleverly.interventions.PolicySet method) (cleverly.interventions.RegimeSet method) (cleverly.learners.ConditionalDensity method) successful_cells (cleverly.sensitivity.SimulatedConfoundingResult attribute) summaries (cleverly.validation.StudyResult attribute) summarize_existing_artifacts (cleverly.Replayability attribute) summary() (cleverly.AssessmentReport method) (cleverly.CausalResult method) (cleverly.DiagnosticReport method) (cleverly.estimators.TMLEResult method) (cleverly.IdentifiedEffect method) (cleverly.inference.BootstrapResult method) (cleverly.interventions.IncrementalSupport method) (cleverly.interventions.PolicySupport method) (cleverly.interventions.SupportReport method) (cleverly.longitudinal.LongitudinalResult method) (cleverly.sensitivity.BenchmarkResult method) (cleverly.sensitivity.EValue method) (cleverly.sensitivity.PositivityReport method) (cleverly.sensitivity.SensitivityBounds method) (cleverly.sensitivity.SimulatedConfoundingResult method) (cleverly.validation.NuisanceDiagnostics method) (cleverly.validation.RefutationResult method) (cleverly.validation.ScoreCheck method) (cleverly.validation.StudyResult method) (cleverly.ValidationReport method) summary_lines() (cleverly.IdentifiedEffect method) (cleverly.StudyProtocol method) SuperLearner (class in cleverly) SuperLearnerDiagnostics (class in cleverly.learners) supplies_inference (cleverly.ParameterEstimate attribute) Support (class in cleverly.interventions) support (cleverly.inference.SimultaneousBands attribute) (cleverly.learners.ConditionalDensity attribute) (cleverly.ParameterEstimate attribute) (cleverly.PointTreatment attribute) (cleverly.sensitivity.EValue attribute) (cleverly.validation.ReplicationRecord attribute) support() (cleverly.assessment.DiagnosticsFacade method) SupportBoundary (class in cleverly.interventions) SupportReport (class in cleverly.interventions) survival_model (cleverly.ModelSpec attribute) T tail_mass (cleverly.interventions.RegimeSupport attribute) (cleverly.sensitivity.PositivityReport attribute) target (cleverly.BackdoorMeanContrast attribute) (cleverly.interventions.LearnedRuleRecord attribute) (cleverly.interventions.Scale attribute) (cleverly.interventions.Shift attribute) target_measure (cleverly.sensitivity.SimulatedConfoundingResult attribute) target_population (cleverly.StudyProtocol attribute) target_population_fraction (cleverly.sensitivity.SimulatedConfoundingCell attribute) target_weights (cleverly.Targeting attribute) targeted (cleverly.fluctuation.Fluctuation attribute) Targeting (class in cleverly) targeting (cleverly.TMLEMethod attribute) targeting_scheme (cleverly.CrossFitting attribute) term (cleverly.ParameterKey attribute) test_index() (cleverly.learners.Folds method) tests (cleverly.validation.RefutationResult attribute) thread_limit() (in module cleverly.learners) threshold (cleverly.validation.ScoreCheckRow attribute) thresholds (cleverly.fluctuation.Fluctuation attribute) (cleverly.fluctuation.FoldFluctuation attribute) time (cleverly.longitudinal.NodeRule attribute) (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongPanel attribute) (cleverly.TimeToEvent attribute) time_varying (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.TimeToEvent attribute) time_zero (cleverly.StudyProtocol attribute) times (cleverly.LongPanel attribute) TimeToEvent (class in cleverly) tipping_gamma() (cleverly.assessment.SensitivityFacade method) (in module cleverly.sensitivity) TMLEMethod (class in cleverly) TMLEResult (class in cleverly.estimators) to_atom (cleverly.interventions.Piece attribute) to_dict() (cleverly.learners.SuperLearnerDiagnostics method) (cleverly.ParameterEstimate method) (cleverly.Provenance method) (cleverly.sensitivity.BenchmarkResult method) (cleverly.sensitivity.EValue method) (cleverly.sensitivity.SensitivityBounds method) (cleverly.StudyProtocol method) to_folds() (cleverly.SplitPlan method) to_frame() (cleverly.AssessmentReport method) (cleverly.CausalResult method) (cleverly.DiagnosticReport method) (cleverly.estimators.TMLEResult method) (cleverly.interventions.SupportReport method) (cleverly.longitudinal.LongitudinalResult method) (cleverly.sensitivity.PositivityReport method) (cleverly.sensitivity.SimulatedConfoundingResult method) (cleverly.validation.NuisanceDiagnostics method) (cleverly.validation.RefutationResult method) (cleverly.validation.RefutationTest method) (cleverly.validation.ScoreCheck method) (cleverly.validation.StudyResult method) (cleverly.ValidationReport method) (cleverly.VariableImportanceResult method) to_long_panel() (cleverly.longitudinal.LongitudinalData method) tol (cleverly.Targeting attribute) tolerance (cleverly.validation.ScoreCheck attribute) trace (cleverly.fluctuation.Fluctuation attribute) (cleverly.fluctuation.FoldFluctuation attribute) transform (cleverly.ParameterEstimate attribute) treated_shares (cleverly.interventions.LearnedRuleRecord attribute) treatment (cleverly.BackdoorMeanContrast attribute) (cleverly.CounterfactualMean attribute) (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.PointTreatment attribute) (cleverly.sensitivity.ConfounderStrengthGrid attribute) (cleverly.TimeToEvent attribute) treatment_adjustment (cleverly.PointTreatment attribute) treatment_candidates (cleverly.CollaborativeTMLEMethod attribute) treatment_columns (cleverly.PointTreatment attribute) treatment_components (cleverly.sensitivity.SimulatedConfoundingResult attribute) treatment_family (cleverly.sensitivity.SimulatedConfoundingResult attribute) treatment_kind (cleverly.PointTreatment attribute) treatment_law (cleverly.sensitivity.SimulatedConfoundingResult attribute) treatment_learner (cleverly.ModelSpec attribute) treatment_levels (cleverly.BackdoorMeanContrast attribute) treatment_mechanism (cleverly.sensitivity.PositivityReport attribute) treatment_missingness (cleverly.BackdoorMeanContrast attribute) (cleverly.PointTreatment attribute) treatment_name (cleverly.PointTreatment attribute) treatment_points (cleverly.sensitivity.ConfounderStrengthGrid attribute) treatment_probabilities (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.PointTreatment attribute) (cleverly.TimeToEvent attribute) treatment_role (cleverly.validation.NuisanceDiagnostics attribute) treatment_strategies (cleverly.StudyProtocol attribute) treatment_strength (cleverly.sensitivity.SimulatedConfoundingCell attribute) treatment_support (cleverly.LongPanel attribute) (cleverly.PointTreatment attribute) (cleverly.TimeToEvent attribute) treatment_term (cleverly.validation.GaussianAdjustmentOutcome attribute) (cleverly.validation.GaussianIndependentOutcome attribute) treatment_value (cleverly.BackdoorMeanContrast attribute) treatment_versions (cleverly.StudyProtocol attribute) truncated (cleverly.sensitivity.PositivityReport attribute) truncated_bound (cleverly.sensitivity.EValue attribute) truncation_curve() (cleverly.assessment.DiagnosticsFacade method) (in module cleverly.sensitivity) truth (cleverly.validation.ReplicationRecord attribute) U UNAVAILABLE (cleverly.AssessmentStatus attribute) unbound() (cleverly.SplitPlan method) unit (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongPanel attribute) unreconstructible (cleverly.Replayability attribute) unsupported (cleverly.interventions.PolicySupport attribute) (cleverly.interventions.RegimeSupport attribute) update_order (cleverly.DRTMLEMethod attribute) upper (cleverly.interventions.Piece attribute) (cleverly.interventions.Support attribute) (cleverly.sensitivity.SensitivityBounds attribute) V validate() (cleverly.CausalResult method) (cleverly.estimators.TMLEResult method) (cleverly.longitudinal.LongitudinalResult method) (cleverly.SplitPlan method) validation (cleverly.AssessmentReport attribute) ValidationReport (class in cleverly) value (cleverly.ParameterKey attribute) values (cleverly.interventions.IPSISet attribute) (cleverly.interventions.Randomizer attribute) (cleverly.interventions.RegimeSet attribute) (cleverly.validation.RefutationTest attribute) variable_importance() (in module cleverly) VariableImportanceEntry (class in cleverly) VariableImportanceResult (class in cleverly) variables (cleverly.validation.BootstrapMeasurementError attribute) variance (cleverly.ParameterEstimate attribute) verdict() (cleverly.sensitivity.PositivityReport method) (cleverly.validation.NuisanceDiagnostics method) (cleverly.validation.StudyResult method) verify() (cleverly.SplitPlan method) VersionMismatchWarning W wald_test() (cleverly.ParameterEstimate method) WARNING (cleverly.AssessmentStatus attribute) weight_report (cleverly.sensitivity.SimulatedConfoundingResult attribute) weight_share (cleverly.sensitivity.PositivityReport attribute) WeightingWarning weights (cleverly.interventions.IPSISet attribute) (cleverly.interventions.PolicySet attribute) (cleverly.learners.SuperLearnerDiagnostics attribute) (cleverly.longitudinal.PanelLayout attribute) (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.PointTreatment attribute) (cleverly.SuperLearner attribute) (cleverly.TimeToEvent attribute) weights_estimated (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.PointTreatment attribute) (cleverly.TimeToEvent attribute) weights_type (cleverly.LongitudinalTreatment attribute) (cleverly.LongPanel attribute) (cleverly.PointTreatment attribute) (cleverly.TimeToEvent attribute) widths (cleverly.learners.ConditionalDensity attribute) win_back() (in module cleverly.datasets) win_back_then_ship() (in module cleverly.datasets) with_bootstrap() (cleverly.ParameterEstimate method) with_overrides() (cleverly.EstimationMethod method) (cleverly.TMLEMethod method) worst (cleverly.interventions.SupportReport attribute)