Index

_

__all__ (in module causalis._version) (in module causalis.data_contracts) (in module causalis.dgp) (in module causalis.dgp.causaldata) (in module causalis.dgp.causaldata_instrumental) (in module causalis.dgp.multicausaldata) (in module causalis.dgp.panel_data_scm) (in module causalis.scenarios) (in module causalis.scenarios.classic_rct) (in module causalis.scenarios.classic_rct.inference) (in module causalis.scenarios.cuped) (in module causalis.scenarios.cuped.diagnostics) (in module causalis.scenarios.gate) (in module causalis.scenarios.gate.gate_plot) (in module causalis.scenarios.multi_unconfoundedness) (in module causalis.scenarios.multi_unconfoundedness.refutation) (in module causalis.scenarios.multi_unconfoundedness.refutation.overlap) (in module causalis.scenarios.multi_unconfoundedness.refutation.overlap.overlap_plot) (in module causalis.scenarios.multi_unconfoundedness.refutation.overlap.overlap_validation) (in module causalis.scenarios.multi_unconfoundedness.refutation.score) (in module causalis.scenarios.multi_unconfoundedness.refutation.score.residual_plots) (in module causalis.scenarios.multi_unconfoundedness.refutation.score.score_validation) (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness) (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity) (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.unconfoundedness_validation) (in module causalis.scenarios.synthetic_control) (in module causalis.scenarios.synthetic_control.refutation) (in module causalis.scenarios.synthetic_control.refutation.diagnostic_plots) (in module causalis.scenarios.synthetic_control.refutation.donors_diagnostics) (in module causalis.scenarios.synthetic_control.refutation.outcome_panel_plot) (in module causalis.scenarios.synthetic_control.refutation.placebo) (in module causalis.scenarios.synthetic_control.refutation.scm_diagnostics) (in module causalis.scenarios.synthetic_control.refutation.sensitivity) (in module causalis.scenarios.unconfoundedness) (in module causalis.scenarios.unconfoundedness.refutation) (in module causalis.scenarios.unconfoundedness.refutation.overlap) (in module causalis.scenarios.unconfoundedness.refutation.overlap.overlap_validation) (in module causalis.scenarios.unconfoundedness.refutation.overlap.reliability_plot) (in module causalis.scenarios.unconfoundedness.refutation.score) (in module causalis.scenarios.unconfoundedness.refutation.score.influence_plot) (in module causalis.scenarios.unconfoundedness.refutation.score.residual_plots) (in module causalis.scenarios.unconfoundedness.refutation.score.score_validation) (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness) (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.love_plot) (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.sensitivity) (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.unconfoundedness_validation) (in module causalis.shared) (in module causalis.shared.rct_design) (in module causalis.shared.srm) (in module causalis.shared.sutva_validation)

__commit_id__ (in module causalis._version) __dir__() (in module causalis.scenarios.unconfoundedness) __getattr__() (in module causalis.data_contracts) (in module causalis.scenarios.gate) (in module causalis.scenarios.unconfoundedness) __post_init__() (causalis.dgp.causaldata.base.CausalDatasetGenerator method) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator method) __repr__() (causalis.data_contracts.causaldata.CausalData method) (causalis.data_contracts.causaldata_instrumental.CausalDataInstrumental method) (causalis.data_contracts.multicausaldata.MultiCausalData method) (causalis.data_contracts.panel_data_scm.PanelDataSCM method) (causalis.data_contracts.sensitivity_analysis_result.SensitivityAnalysisResult method) (causalis.scenarios.classic_rct.model.DiffInMeans method) (causalis.scenarios.cuped.model.CUPEDModel method) (causalis.scenarios.synthetic_control.model.AugmentedSyntheticControl method) (causalis.shared.srm.SRMResult method) __str__() (causalis.data_contracts.multicausaldata.MultiCausalData method) (causalis.data_contracts.sensitivity_analysis_result.SensitivityAnalysisResult method) __version__ (in module causalis._version) __version_tuple__ (in module causalis._version)

A

accepted_segments() (in module causalis.scenarios.synthetic_control._utils) add_preperiod_covariate() (in module causalis.dgp.causaldata.preperiod) adj_type (causalis.data_contracts.causal_diagnostic_data.CUPEDDiagnosticData attribute) alpha (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.gate_estimate.GateEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) (causalis.data_contracts.panel_estimate.PanelEstimate attribute) (causalis.shared.srm.SRMResult attribute) alpha_d (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) alpha_y (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) alpha_zi (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) alternative (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) analysis_times() (causalis.data_contracts.panel_data_scm.PanelDataSCM method) ASCM (in module causalis.scenarios.synthetic_control.model) assign_variants_df() (in module causalis.shared.rct_design.split)

assumption_ate_gap() (in module causalis.scenarios.cuped.diagnostics.regression_checks) assumption_condition_number() (in module causalis.scenarios.cuped.diagnostics.regression_checks) assumption_cooks() (in module causalis.scenarios.cuped.diagnostics.regression_checks) assumption_design_rank() (in module causalis.scenarios.cuped.diagnostics.regression_checks) assumption_hc23_stability() (in module causalis.scenarios.cuped.diagnostics.regression_checks) assumption_leverage() (in module causalis.scenarios.cuped.diagnostics.regression_checks) assumption_near_duplicates() (in module causalis.scenarios.cuped.diagnostics.regression_checks) assumption_residual_tails() (in module causalis.scenarios.cuped.diagnostics.regression_checks) assumption_vif() (in module causalis.scenarios.cuped.diagnostics.regression_checks) assumption_winsor_sensitivity() (in module causalis.scenarios.cuped.diagnostics.regression_checks) assumptions_table() (causalis.scenarios.cuped.model.CUPEDModel method) ate_adj (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) ate_adj_winsor (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) ate_adj_winsor_gap (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) ate_gap (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) ate_gap_over_se_naive (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) ate_naive (causalis.data_contracts.causal_diagnostic_data.CUPEDDiagnosticData attribute) (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) AugmentedSyntheticControl (class in causalis.scenarios.synthetic_control.model)

B

beta_covariates (causalis.data_contracts.causal_diagnostic_data.CUPEDDiagnosticData attribute) beta_d (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) beta_y (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute)

beta_zi (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) bootstrap_diff_means() (in module causalis.scenarios.classic_rct.inference.bootstrap_diff_in_means) build_average_att_blocks() (in module causalis.scenarios.synthetic_control._utils)

C

calculate_mde() (in module causalis.shared.rct_design.mde) calendar_start (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) calibrate_sigma_for_target_corr() (in module causalis.dgp.causaldata.preperiod) CausalData (class in causalis.data_contracts.causaldata) CausalDataInstrumental (class in causalis.data_contracts.causaldata_instrumental) CausalDatasetGenerator (class in causalis.dgp.causaldata.base) CausalEstimate (class in causalis.data_contracts.causal_estimate) causalis module causalis._version module causalis.data_contracts module causalis.data_contracts.causal_diagnostic_data module causalis.data_contracts.causal_estimate module causalis.data_contracts.causaldata module causalis.data_contracts.causaldata_instrumental module causalis.data_contracts.gate_contrast_estimate module causalis.data_contracts.gate_estimate module causalis.data_contracts.multicausal_estimate module causalis.data_contracts.multicausaldata module causalis.data_contracts.panel_data_scm module causalis.data_contracts.panel_estimate module causalis.data_contracts.sensitivity_analysis_result module causalis.dgp module causalis.dgp.base module causalis.dgp.causaldata module causalis.dgp.causaldata.base module causalis.dgp.causaldata.functional module causalis.dgp.causaldata.preperiod module causalis.dgp.causaldata_instrumental module causalis.dgp.causaldata_instrumental.base module causalis.dgp.causaldata_instrumental.functional module causalis.dgp.multicausaldata module causalis.dgp.multicausaldata.base module causalis.dgp.multicausaldata.functional module causalis.dgp.panel_data_scm module causalis.dgp.panel_data_scm.base module causalis.dgp.panel_data_scm.functional module causalis.scenarios module causalis.scenarios.classic_rct module causalis.scenarios.classic_rct.dgp module causalis.scenarios.classic_rct.inference module causalis.scenarios.classic_rct.inference.bootstrap_diff_in_means module causalis.scenarios.classic_rct.inference.conversion_ztest module causalis.scenarios.classic_rct.inference.ttest module causalis.scenarios.classic_rct.model module causalis.scenarios.cuped module causalis.scenarios.cuped.dgp module causalis.scenarios.cuped.diagnostics module causalis.scenarios.cuped.diagnostics.forest_plot module causalis.scenarios.cuped.diagnostics.regression_checks module causalis.scenarios.cuped.model module causalis.scenarios.gate module causalis.scenarios.gate.gate_plot module causalis.scenarios.gate.model module causalis.scenarios.multi_unconfoundedness module causalis.scenarios.multi_unconfoundedness._utils module causalis.scenarios.multi_unconfoundedness.dgp module causalis.scenarios.multi_unconfoundedness.model module causalis.scenarios.multi_unconfoundedness.refutation module causalis.scenarios.multi_unconfoundedness.refutation.overlap module causalis.scenarios.multi_unconfoundedness.refutation.overlap.overlap_plot module causalis.scenarios.multi_unconfoundedness.refutation.overlap.overlap_validation module causalis.scenarios.multi_unconfoundedness.refutation.score module causalis.scenarios.multi_unconfoundedness.refutation.score.residual_plots module causalis.scenarios.multi_unconfoundedness.refutation.score.score_validation module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.unconfoundedness_validation module causalis.scenarios.synthetic_control module causalis.scenarios.synthetic_control._utils module causalis.scenarios.synthetic_control.dgp module causalis.scenarios.synthetic_control.model module causalis.scenarios.synthetic_control.refutation module

causalis.scenarios.synthetic_control.refutation.diagnostic_plots module causalis.scenarios.synthetic_control.refutation.donors_diagnostics module causalis.scenarios.synthetic_control.refutation.outcome_panel_plot module causalis.scenarios.synthetic_control.refutation.placebo module causalis.scenarios.synthetic_control.refutation.scm_diagnostics module causalis.scenarios.synthetic_control.refutation.sensitivity module causalis.scenarios.unconfoundedness module causalis.scenarios.unconfoundedness._diagnostic_utils module causalis.scenarios.unconfoundedness._score_utils module causalis.scenarios.unconfoundedness._utils module causalis.scenarios.unconfoundedness.dgp module causalis.scenarios.unconfoundedness.model module causalis.scenarios.unconfoundedness.refutation module causalis.scenarios.unconfoundedness.refutation._shared module causalis.scenarios.unconfoundedness.refutation.overlap module causalis.scenarios.unconfoundedness.refutation.overlap.overlap_plot module causalis.scenarios.unconfoundedness.refutation.overlap.overlap_validation module causalis.scenarios.unconfoundedness.refutation.overlap.reliability_plot module causalis.scenarios.unconfoundedness.refutation.score module causalis.scenarios.unconfoundedness.refutation.score.influence_plot module causalis.scenarios.unconfoundedness.refutation.score.residual_plots module causalis.scenarios.unconfoundedness.refutation.score.score_validation module causalis.scenarios.unconfoundedness.refutation.unconfoundedness module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.love_plot module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.sensitivity module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.unconfoundedness_validation module causalis.shared module causalis.shared.confounders_balance module causalis.shared.outcome_outliers module causalis.shared.outcome_plots module causalis.shared.outcome_stats module causalis.shared.rct_design module causalis.shared.rct_design.mde module causalis.shared.rct_design.split module causalis.shared.srm module causalis.shared.sutva_validation module check_srm() (in module causalis.shared.srm) chi2 (causalis.shared.srm.SRMResult attribute) ci_lower (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.gate_estimate.GateEstimate attribute) ci_lower_absolute (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) ci_lower_by_time (causalis.data_contracts.panel_estimate.PanelEstimate attribute) ci_lower_relative (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) ci_upper (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.gate_estimate.GateEstimate attribute) ci_upper_absolute (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) ci_upper_by_time (causalis.data_contracts.panel_estimate.PanelEstimate attribute) ci_upper_relative (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) circular_shift_indices() (in module causalis.scenarios.synthetic_control._utils) classic_rct_gamma() (in module causalis.dgp.causaldata.functional) classic_rct_gamma_26() (in module causalis.scenarios.classic_rct.dgp) coef (causalis.scenarios.multi_unconfoundedness.model.MultiTreatmentIRM property) (causalis.scenarios.unconfoundedness.model.IRM property) combine_nu2() (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity) commit_id (in module causalis._version) common_factor_std (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) common_factor_std_log (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) compute_bias_aware_ci() (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity) (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.sensitivity) compute_irm_sensitivity_elements() (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.sensitivity) compute_sensitivity_bias() (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity) compute_sensitivity_bias_local() (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity) condition_number (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) confidence_set_by_time (causalis.data_contracts.panel_estimate.PanelEstimate attribute) confint() (causalis.scenarios.multi_unconfoundedness.model.MultiTreatmentIRM method) (causalis.scenarios.unconfoundedness.model.IRM method) confounder_names_ (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) confounder_specs (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) confounders (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.causaldata.CausalData property) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) (causalis.data_contracts.multicausaldata.MultiCausalData attribute) confounders_balance() (in module causalis.shared.confounders_balance) confounders_names (causalis.data_contracts.causaldata.CausalData attribute) contrast() (causalis.data_contracts.gate_estimate.GateEstimate method) contrast_label (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) contrast_labels (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) control_mean (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) control_mean_by_arm (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) control_treatment (causalis.data_contracts.multicausaldata.MultiCausalData attribute) conversion_ztest() (in module causalis.scenarios.classic_rct.inference.conversion_ztest) cooks_cutoff (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) copula_corr (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) copy() (causalis.data_contracts.sensitivity_analysis_result.SensitivityAnalysisResult method) corr_on_scale() (in module causalis.dgp.causaldata.preperiod) CorrMethod (in module causalis.dgp.causaldata.preperiod) covariance (causalis.data_contracts.gate_estimate.GateEstimate attribute) covariate_outcome_corr (causalis.data_contracts.causal_diagnostic_data.CUPEDDiagnosticData attribute) covariates (causalis.data_contracts.causal_diagnostic_data.CUPEDDiagnosticData attribute) created_at (causalis.data_contracts.panel_estimate.PanelEstimate attribute) cuped_forest_plot() (in module causalis.scenarios.cuped.diagnostics.forest_plot) CUPEDDiagnosticData (class in causalis.data_contracts.causal_diagnostic_data) CUPEDModel (class in causalis.scenarios.cuped.model) cwz_stat_from_residuals() (in module causalis.scenarios.synthetic_control._utils)

D

d (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) d_names (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) design_matrix_checks() (in module causalis.scenarios.cuped.diagnostics.regression_checks) df (causalis.data_contracts.causaldata.CausalData attribute) (causalis.data_contracts.multicausaldata.MultiCausalData attribute) (causalis.data_contracts.panel_data_scm.PanelDataSCM attribute) df_analysis() (causalis.data_contracts.panel_data_scm.PanelDataSCM method) diagnostic_data (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.gate_estimate.GateEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute)

DiagnosticData (class in causalis.data_contracts.causal_diagnostic_data) diagnostics (causalis.data_contracts.panel_estimate.PanelEstimate attribute) diagnostics_ (causalis.scenarios.multi_unconfoundedness.model.MultiTreatmentIRM property) (causalis.scenarios.unconfoundedness.model.IRM property) DiffInMeans (class in causalis.scenarios.classic_rct.model) DiffInMeansDiagnosticData (class in causalis.data_contracts.causal_diagnostic_data) dirichlet_alpha (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) donor_noise_std (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) donor_noise_std_log (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) donor_pool() (causalis.data_contracts.panel_data_scm.PanelDataSCM method) donor_prefix (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) donor_weights_augmented (causalis.data_contracts.panel_estimate.PanelEstimate attribute) donors_diagnostics() (in module causalis.scenarios.synthetic_control.refutation.donors_diagnostics)

E

effect_by_time (causalis.data_contracts.panel_estimate.PanelEstimate attribute) estimand (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.gate_estimate.GateEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) (causalis.data_contracts.panel_estimate.PanelEstimate attribute) estimate() (causalis.scenarios.classic_rct.model.DiffInMeans method) (causalis.scenarios.cuped.model.CUPEDModel method) (causalis.scenarios.multi_unconfoundedness.model.MultiTreatmentIRM method) (causalis.scenarios.synthetic_control.model.AugmentedSyntheticControl method) (causalis.scenarios.unconfoundedness.model.IRM method)

estimate_gate_from_irm() (in module causalis.scenarios.gate.model) estimate_gatet_from_irm() (in module causalis.scenarios.gate.model) estimate_gaussian_copula_corr() (in module causalis.dgp.base) expected (causalis.shared.srm.SRMResult attribute)

F

fit() (causalis.scenarios.classic_rct.model.DiffInMeans method) (causalis.scenarios.cuped.model.CUPEDModel method) (causalis.scenarios.multi_unconfoundedness.model.MultiTreatmentIRM method) (causalis.scenarios.synthetic_control.model.AugmentedSyntheticControl method) (causalis.scenarios.unconfoundedness.model.IRM method) FLAG_COLOR (in module causalis.scenarios.cuped.diagnostics.regression_checks) FLAG_GREEN (in module causalis.scenarios.cuped.diagnostics.regression_checks) FLAG_LEVEL (in module causalis.scenarios.cuped.diagnostics.regression_checks) FLAG_RED (in module causalis.scenarios.cuped.diagnostics.regression_checks)

FLAG_YELLOW (in module causalis.scenarios.cuped.diagnostics.regression_checks) FLOAT_TOL (causalis.data_contracts.multicausaldata.MultiCausalData attribute) folds (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) format_bias_aware_summary() (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity) (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.sensitivity) from_df() (causalis.data_contracts.causaldata.CausalData class method) (causalis.data_contracts.causaldata_instrumental.CausalDataInstrumental class method) (causalis.data_contracts.multicausaldata.MultiCausalData class method) full_rank (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute)

G

g0_hat (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) g1_hat (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) g_d (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) g_hat (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) g_y (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) g_zi (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) gamma_interactions (causalis.data_contracts.causal_diagnostic_data.CUPEDDiagnosticData attribute) gamma_shape (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) gap_over_time_plot() (in module causalis.scenarios.synthetic_control.refutation.diagnostic_plots) gate() (causalis.scenarios.unconfoundedness.model.IRM method) gate_plot() (in module causalis.scenarios.gate.gate_plot) GateContrastEstimate (class in causalis.data_contracts.gate_contrast_estimate) GateEstimate (class in causalis.data_contracts.gate_estimate) gatet() (causalis.scenarios.unconfoundedness.model.IRM method) generate() (causalis.dgp.causaldata.base.CausalDatasetGenerator method) (causalis.dgp.causaldata_instrumental.base.InstrumentalGenerator method) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator method) (causalis.dgp.panel_data_scm.base.PanelSCMGenerator method) generate_classic_rct() (in module causalis.dgp.causaldata.functional) generate_classic_rct_26() (in module causalis.scenarios.classic_rct.dgp) generate_cuped_binary() (in module causalis.dgp.causaldata.functional) generate_cuped_tweedie_26() (in module causalis.scenarios.cuped.dgp)

generate_iv_data() (in module causalis.dgp.causaldata_instrumental.functional) generate_multi_dml_cx_26() (in module causalis.dgp.multicausaldata) (in module causalis.scenarios.multi_unconfoundedness.dgp) generate_multitreatment() (in module causalis.dgp.multicausaldata.functional) generate_multitreatment_binary_26() (in module causalis.dgp.multicausaldata) (in module causalis.scenarios.multi_unconfoundedness.dgp) generate_multitreatment_gamma_26() (in module causalis.dgp.multicausaldata) (in module causalis.scenarios.multi_unconfoundedness.dgp) generate_multitreatment_irm_26() (in module causalis.dgp.multicausaldata) (in module causalis.scenarios.multi_unconfoundedness.dgp) generate_obs_hte_26() (in module causalis.scenarios.unconfoundedness.dgp) generate_obs_hte_26_rich() (in module causalis.scenarios.unconfoundedness.dgp) generate_obs_hte_binary_26() (in module causalis.scenarios.unconfoundedness.dgp) generate_rct() (in module causalis.dgp.causaldata.functional) generate_scm_data() (in module causalis.dgp.panel_data_scm.functional) generate_scm_gamma_26() (in module causalis.scenarios.synthetic_control.dgp) generate_scm_gamma_26_data() (in module causalis.dgp.panel_data_scm.functional) generate_scm_gamma_data() (in module causalis.dgp.panel_data_scm.functional) generate_scm_poisson_26() (in module causalis.scenarios.synthetic_control.dgp) generate_scm_poisson_26_data() (in module causalis.dgp.panel_data_scm.functional) generate_scm_poisson_data() (in module causalis.dgp.panel_data_scm.functional) get_df() (causalis.data_contracts.causaldata.CausalData method) (causalis.data_contracts.causaldata_instrumental.CausalDataInstrumental method) (causalis.data_contracts.multicausaldata.MultiCausalData method) get_sensitivity_summary() (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity) (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.sensitivity) group_names (causalis.data_contracts.gate_estimate.GateEstimate attribute)

I

include_oracle (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) instrument (causalis.data_contracts.causaldata_instrumental.CausalDataInstrumental property) instrument_name (causalis.data_contracts.causaldata_instrumental.CausalDataInstrumental attribute) InstrumentalGenerator (class in causalis.dgp.causaldata_instrumental.base) interpret_sensitivity_analysis() (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.sensitivity)

IRM (class in causalis.scenarios.unconfoundedness.model) is_significant (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) is_significant_by_time (causalis.data_contracts.panel_estimate.PanelEstimate attribute) is_srm (causalis.shared.srm.SRMResult attribute)

K

k (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute)

L

last_post_period (causalis.data_contracts.panel_data_scm.PanelDataSCM property) latent_factor_std (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) latent_factor_std_log (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) latent_loading_std (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) leave_one_donor_out_sensitivity() (in module causalis.scenarios.synthetic_control.refutation.sensitivity)

left_group (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) left_value (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) leverage_and_cooks() (in module causalis.scenarios.cuped.diagnostics.regression_checks) leverage_cutoff (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) lognormal_sigma (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) love_plot() (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.love_plot)

M

m_alpha (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) m_hat (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) m_hat_raw (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) make_cuped_binary_26() (in module causalis.scenarios.cuped.dgp) make_cuped_tweedie() (in module causalis.dgp.causaldata.functional) make_gold_linear() (in module causalis.dgp.causaldata.functional) max_abs_std_resid (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) max_cooks (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) max_iter (causalis.dgp.causaldata.preperiod.PreCorrSpec attribute) max_leverage (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) max_propensity (causalis.data_contracts.gate_estimate.GateEstimate attribute) MAX_TREATMENTS (causalis.data_contracts.multicausaldata.MultiCausalData attribute) mean_phi (causalis.data_contracts.gate_estimate.GateEstimate attribute) mean_propensity (causalis.data_contracts.gate_estimate.GateEstimate attribute) method (causalis.dgp.causaldata.preperiod.PreCorrSpec attribute) min_one_minus_h (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) min_propensity (causalis.data_contracts.gate_estimate.GateEstimate attribute) model (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.gate_estimate.GateEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) (causalis.data_contracts.panel_estimate.PanelEstimate attribute) model_config (causalis.data_contracts.causal_diagnostic_data.DiagnosticData attribute) (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.causaldata.CausalData attribute) (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.gate_estimate.GateEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) (causalis.data_contracts.multicausaldata.MultiCausalData attribute) (causalis.data_contracts.panel_data_scm.PanelDataSCM attribute) (causalis.data_contracts.panel_estimate.PanelEstimate attribute) model_options (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.gate_estimate.GateEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) module causalis causalis._version causalis.data_contracts causalis.data_contracts.causal_diagnostic_data causalis.data_contracts.causal_estimate causalis.data_contracts.causaldata causalis.data_contracts.causaldata_instrumental causalis.data_contracts.gate_contrast_estimate causalis.data_contracts.gate_estimate causalis.data_contracts.multicausal_estimate causalis.data_contracts.multicausaldata causalis.data_contracts.panel_data_scm causalis.data_contracts.panel_estimate causalis.data_contracts.sensitivity_analysis_result causalis.dgp causalis.dgp.base causalis.dgp.causaldata causalis.dgp.causaldata.base causalis.dgp.causaldata.functional causalis.dgp.causaldata.preperiod causalis.dgp.causaldata_instrumental causalis.dgp.causaldata_instrumental.base causalis.dgp.causaldata_instrumental.functional causalis.dgp.multicausaldata causalis.dgp.multicausaldata.base causalis.dgp.multicausaldata.functional causalis.dgp.panel_data_scm causalis.dgp.panel_data_scm.base causalis.dgp.panel_data_scm.functional causalis.scenarios causalis.scenarios.classic_rct causalis.scenarios.classic_rct.dgp causalis.scenarios.classic_rct.inference causalis.scenarios.classic_rct.inference.bootstrap_diff_in_means causalis.scenarios.classic_rct.inference.conversion_ztest causalis.scenarios.classic_rct.inference.ttest causalis.scenarios.classic_rct.model causalis.scenarios.cuped causalis.scenarios.cuped.dgp causalis.scenarios.cuped.diagnostics causalis.scenarios.cuped.diagnostics.forest_plot causalis.scenarios.cuped.diagnostics.regression_checks causalis.scenarios.cuped.model causalis.scenarios.gate causalis.scenarios.gate.gate_plot causalis.scenarios.gate.model causalis.scenarios.multi_unconfoundedness causalis.scenarios.multi_unconfoundedness._utils causalis.scenarios.multi_unconfoundedness.dgp causalis.scenarios.multi_unconfoundedness.model causalis.scenarios.multi_unconfoundedness.refutation causalis.scenarios.multi_unconfoundedness.refutation.overlap causalis.scenarios.multi_unconfoundedness.refutation.overlap.overlap_plot causalis.scenarios.multi_unconfoundedness.refutation.overlap.overlap_validation causalis.scenarios.multi_unconfoundedness.refutation.score causalis.scenarios.multi_unconfoundedness.refutation.score.residual_plots causalis.scenarios.multi_unconfoundedness.refutation.score.score_validation causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.unconfoundedness_validation causalis.scenarios.synthetic_control causalis.scenarios.synthetic_control._utils causalis.scenarios.synthetic_control.dgp causalis.scenarios.synthetic_control.model causalis.scenarios.synthetic_control.refutation causalis.scenarios.synthetic_control.refutation.diagnostic_plots causalis.scenarios.synthetic_control.refutation.donors_diagnostics causalis.scenarios.synthetic_control.refutation.outcome_panel_plot causalis.scenarios.synthetic_control.refutation.placebo causalis.scenarios.synthetic_control.refutation.scm_diagnostics causalis.scenarios.synthetic_control.refutation.sensitivity causalis.scenarios.unconfoundedness causalis.scenarios.unconfoundedness._diagnostic_utils causalis.scenarios.unconfoundedness._score_utils causalis.scenarios.unconfoundedness._utils causalis.scenarios.unconfoundedness.dgp causalis.scenarios.unconfoundedness.model causalis.scenarios.unconfoundedness.refutation causalis.scenarios.unconfoundedness.refutation._shared causalis.scenarios.unconfoundedness.refutation.overlap causalis.scenarios.unconfoundedness.refutation.overlap.overlap_plot causalis.scenarios.unconfoundedness.refutation.overlap.overlap_validation causalis.scenarios.unconfoundedness.refutation.overlap.reliability_plot causalis.scenarios.unconfoundedness.refutation.score causalis.scenarios.unconfoundedness.refutation.score.influence_plot causalis.scenarios.unconfoundedness.refutation.score.residual_plots causalis.scenarios.unconfoundedness.refutation.score.score_validation causalis.scenarios.unconfoundedness.refutation.unconfoundedness causalis.scenarios.unconfoundedness.refutation.unconfoundedness.love_plot causalis.scenarios.unconfoundedness.refutation.unconfoundedness.sensitivity causalis.scenarios.unconfoundedness.refutation.unconfoundedness.unconfoundedness_validation causalis.shared causalis.shared.confounders_balance causalis.shared.outcome_outliers causalis.shared.outcome_plots causalis.shared.outcome_stats causalis.shared.rct_design causalis.shared.rct_design.mde causalis.shared.rct_design.split causalis.shared.srm causalis.shared.sutva_validation

multi_dml_cx_26 (in module causalis.scenarios.multi_unconfoundedness.dgp) MultiCausalData (class in causalis.data_contracts.multicausaldata) MultiCausalDatasetGenerator (class in causalis.dgp.multicausaldata.base) MultiCausalEstimate (class in causalis.data_contracts.multicausal_estimate) MultiTreatmentIRM (class in causalis.scenarios.multi_unconfoundedness.model) MultiUnconfoundednessDiagnosticData (class in causalis.data_contracts.causal_diagnostic_data)

N

n_control (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.gate_estimate.GateEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) n_donors (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) n_group (causalis.data_contracts.gate_estimate.GateEstimate attribute) n_high_cooks (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) n_high_leverage (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) n_latent_factors (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) n_left (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) n_post_periods (causalis.data_contracts.panel_data_scm.PanelDataSCM property) (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) n_pre_periods (causalis.data_contracts.panel_data_scm.PanelDataSCM property) (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) n_right (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute)

n_std_resid_gt_3 (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) n_std_resid_gt_4 (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) n_tiny_one_minus_h (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) n_treated (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.gate_estimate.GateEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) n_treated_by_arm (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) n_treatments (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) near_duplicate_corr_pairs() (in module causalis.scenarios.cuped.diagnostics.regression_checks) near_duplicate_pairs (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) normalize_ipw (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) nu2 (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) Number (in module causalis.shared.srm)

O

obs_linear_26_dataset() (in module causalis.scenarios.unconfoundedness.dgp) obs_linear_effect() (in module causalis.dgp.causaldata.functional) observed (causalis.shared.srm.SRMResult attribute) observed_outcome (causalis.data_contracts.panel_estimate.PanelEstimate attribute) observed_vs_synthetic_plot() (in module causalis.scenarios.synthetic_control.refutation.diagnostic_plots) oracle_nuisance() (causalis.dgp.causaldata.base.CausalDatasetGenerator method) orth_signal (causalis.scenarios.multi_unconfoundedness.model.MultiTreatmentIRM property) (causalis.scenarios.unconfoundedness.model.IRM property) outcome (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.causaldata.CausalData property) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) (causalis.data_contracts.multicausaldata.MultiCausalData attribute)

outcome_distribution (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) outcome_name (causalis.data_contracts.causaldata.CausalData attribute) outcome_outliers() (in module causalis.shared.outcome_outliers) outcome_panel_plot() (in module causalis.scenarios.synthetic_control.refutation.outcome_panel_plot) outcome_plot_boxplot() (in module causalis.shared.outcome_plots) outcome_plot_dist() (in module causalis.shared.outcome_plots) outcome_plots() (in module causalis.shared.outcome_plots) outcome_stats() (in module causalis.shared.outcome_stats) outcome_type (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) overall_assumption_flag() (in module causalis.scenarios.cuped.diagnostics.regression_checks) overlap_plot() (in module causalis.scenarios.multi_unconfoundedness.refutation.overlap.overlap_plot)

P

p_main_covariates (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) p_value (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) (causalis.shared.srm.SRMResult attribute) p_value_by_time (causalis.data_contracts.panel_estimate.PanelEstimate attribute) p_values (causalis.data_contracts.gate_estimate.GateEstimate attribute) pairwise_summary() (causalis.data_contracts.gate_estimate.GateEstimate method) PanelDataSCM (class in causalis.data_contracts.panel_data_scm) PanelEstimate (class in causalis.data_contracts.panel_estimate) PanelOutput (in module causalis.dgp.panel_data_scm.functional) (in module causalis.scenarios.synthetic_control.dgp) PanelSCMGenerator (class in causalis.dgp.panel_data_scm.base) PanelSCMGeneratorConfig (class in causalis.dgp.panel_data_scm.base) placebo_in_space_table() (in module causalis.scenarios.synthetic_control.refutation.placebo) placebo_in_time_table() (in module causalis.scenarios.synthetic_control.refutation.placebo) plot_gate_estimate (in module causalis.scenarios.gate.gate_plot) plot_influence_instability() (in module causalis.scenarios.unconfoundedness.refutation.score.influence_plot) plot_m_overlap() (in module causalis.scenarios.multi_unconfoundedness.refutation.overlap.overlap_plot) (in module causalis.scenarios.unconfoundedness.refutation.overlap.overlap_plot) plot_propensity_reliability() (in module causalis.scenarios.unconfoundedness.refutation.overlap.reliability_plot) plot_residual_diagnostics() (in module causalis.scenarios.multi_unconfoundedness.refutation.score.residual_plots) (in module causalis.scenarios.unconfoundedness.refutation.score.residual_plots)

pos_dist (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) post_times (causalis.data_contracts.panel_estimate.PanelEstimate attribute) post_times() (causalis.data_contracts.panel_data_scm.PanelDataSCM method) pre_times (causalis.data_contracts.panel_estimate.PanelEstimate attribute) pre_times() (causalis.data_contracts.panel_data_scm.PanelDataSCM method) PreCorrSpec (class in causalis.dgp.causaldata.preperiod) prefit_mismatch_std (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) prefit_mismatch_std_log (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) print_sutva_questions() (in module causalis.shared.sutva_validation) project_to_simplex() (in module causalis.scenarios.synthetic_control._utils) propensity_sharpness (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) psi (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) psi_b (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) psi_nu2 (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) psi_sigma2 (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) pulltheta_se_ci() (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity) pvalues (causalis.scenarios.multi_unconfoundedness.model.MultiTreatmentIRM property) (causalis.scenarios.unconfoundedness.model.IRM property)

Q

QUESTIONS (in module causalis.shared.sutva_validation)

R

r2_adj (causalis.data_contracts.causal_diagnostic_data.CUPEDDiagnosticData attribute) r2_naive (causalis.data_contracts.causal_diagnostic_data.CUPEDDiagnosticData attribute) random_state (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) rank (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) regression_assumption_rows_from_checks() (in module causalis.scenarios.cuped.diagnostics.regression_checks) regression_assumptions_table_from_checks() (in module causalis.scenarios.cuped.diagnostics.regression_checks) regression_assumptions_table_from_data() (in module causalis.scenarios.cuped.diagnostics.regression_checks) regression_assumptions_table_from_diagnostic_data() (in module causalis.scenarios.cuped.diagnostics.regression_checks) regression_assumptions_table_from_estimate() (in module causalis.scenarios.cuped.diagnostics.regression_checks) regression_checks (causalis.data_contracts.causal_diagnostic_data.CUPEDDiagnosticData attribute) RegressionChecks (class in causalis.scenarios.cuped.diagnostics.regression_checks) resid_scale_mad (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) residual_plot_cache (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) return_panel_data (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) rho_common (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) rho_donor (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) rho_latent (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute)

rho_prefit_mismatch (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) riesz_rep (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) right_group (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) right_value (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) rmse() (in module causalis.scenarios.synthetic_control._utils) rng (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) run_overlap_diagnostics() (in module causalis.scenarios.multi_unconfoundedness.refutation.overlap.overlap_validation) (in module causalis.scenarios.unconfoundedness.refutation.overlap.overlap_validation) run_placebo_tests() (in module causalis.scenarios.synthetic_control.refutation.placebo) run_regression_checks() (in module causalis.scenarios.cuped.diagnostics.regression_checks) run_scm_diagnostics() (in module causalis.scenarios.synthetic_control.refutation.scm_diagnostics) run_scm_feasibility() (in module causalis.scenarios.synthetic_control.refutation.donors_diagnostics) run_score_diagnostics() (in module causalis.scenarios.multi_unconfoundedness.refutation.score.score_validation) (in module causalis.scenarios.unconfoundedness.refutation.score.score_validation) run_unconfoundedness_diagnostics() (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.unconfoundedness_validation) (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.unconfoundedness_validation)

S

score (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) score_bounding (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) score_plot_cache (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) se (causalis.scenarios.multi_unconfoundedness.model.MultiTreatmentIRM property) (causalis.scenarios.unconfoundedness.model.IRM property) se_naive (causalis.data_contracts.causal_diagnostic_data.CUPEDDiagnosticData attribute) se_reduction_pct_same_cov (causalis.data_contracts.causal_diagnostic_data.CUPEDDiagnosticData attribute) seed (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.causaldata_instrumental.base.InstrumentalGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) sensitivity_analysis (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) sensitivity_analysis() (causalis.scenarios.multi_unconfoundedness.model.MultiTreatmentIRM method) (causalis.scenarios.unconfoundedness.model.IRM method) (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity) (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.sensitivity) sensitivity_benchmark() (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.sensitivity) (in module causalis.scenarios.unconfoundedness.refutation.unconfoundedness.sensitivity) SensitivityAnalysisResult (class in causalis.data_contracts.sensitivity_analysis_result) share_treated (causalis.data_contracts.gate_estimate.GateEstimate attribute) sigma2 (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute)

sigma_hi (causalis.dgp.causaldata.preperiod.PreCorrSpec attribute) sigma_lo (causalis.dgp.causaldata.preperiod.PreCorrSpec attribute) sigma_tol (causalis.dgp.causaldata.preperiod.PreCorrSpec attribute) sigma_y (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) solve_linear_system() (in module causalis.scenarios.synthetic_control._utils) SRMResult (class in causalis.shared.srm) std_error (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) std_errors (causalis.data_contracts.gate_estimate.GateEstimate attribute) std_phi (causalis.data_contracts.gate_estimate.GateEstimate attribute) style_regression_assumptions_table() (in module causalis.scenarios.cuped.diagnostics.regression_checks) summary (causalis.scenarios.multi_unconfoundedness.model.MultiTreatmentIRM property) (causalis.scenarios.unconfoundedness.model.IRM property) summary() (causalis.data_contracts.causal_estimate.CausalEstimate method) (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate method) (causalis.data_contracts.gate_estimate.GateEstimate method) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate method) (causalis.data_contracts.panel_estimate.PanelEstimate method) (causalis.data_contracts.sensitivity_analysis_result.SensitivityAnalysisResult method) summary_dict() (causalis.scenarios.cuped.model.CUPEDModel method) summary_poinwise() (causalis.data_contracts.panel_estimate.PanelEstimate method) summary_table (causalis.data_contracts.gate_estimate.GateEstimate attribute) synthetic_outcome (causalis.data_contracts.panel_estimate.PanelEstimate attribute)

T

target_corr (causalis.dgp.causaldata.preperiod.PreCorrSpec attribute) target_d_rate (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) tau (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) tau_zi (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) test_stat (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) test_stats (causalis.data_contracts.gate_estimate.GateEstimate attribute) text_summary() (causalis.data_contracts.sensitivity_analysis_result.SensitivityAnalysisResult method) theta (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) time (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.gate_estimate.GateEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) time_col (causalis.data_contracts.panel_data_scm.PanelDataSCM attribute) time_freq (causalis.data_contracts.panel_data_scm.PanelDataSCM property) (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) time_start (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) time_to_index() (causalis.data_contracts.panel_data_scm.PanelDataSCM method) TimeLike (in module causalis.data_contracts.panel_data_scm) to_causal_data() (causalis.dgp.causaldata.base.CausalDatasetGenerator method) to_multicausal_data() (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator method) transform (causalis.dgp.causaldata.preperiod.PreCorrSpec attribute)

Transform (in module causalis.dgp.causaldata.preperiod) treated_noise_std (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) treated_time (causalis.data_contracts.panel_data_scm.PanelDataSCM attribute) treated_unit (causalis.data_contracts.panel_data_scm.PanelDataSCM property) (causalis.data_contracts.panel_estimate.PanelEstimate attribute) (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) treatment (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.causaldata.CausalData property) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) (causalis.data_contracts.multicausaldata.MultiCausalData property) treatment_effect (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) treatment_effect_mode (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) treatment_effect_rate (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) treatment_effect_slope (causalis.dgp.panel_data_scm.base.PanelSCMGeneratorConfig attribute) treatment_mean (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) treatment_name (causalis.data_contracts.causaldata.CausalData attribute) treatment_names (causalis.data_contracts.multicausaldata.MultiCausalData attribute) treatment_start (causalis.data_contracts.panel_data_scm.PanelDataSCM property) (causalis.data_contracts.panel_estimate.PanelEstimate attribute) treatment_start_idx() (causalis.data_contracts.panel_data_scm.PanelDataSCM method) treatments (causalis.data_contracts.multicausaldata.MultiCausalData property) trimming_threshold (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) ttest() (in module causalis.scenarios.classic_rct.inference.ttest)

U

u_strength_d (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) u_strength_y (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) u_strength_zi (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) UnconfoundednessDiagnosticData (class in causalis.data_contracts.causal_diagnostic_data)

unit_col (causalis.data_contracts.panel_data_scm.PanelDataSCM attribute) use_copula (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute) user_id (causalis.data_contracts.causaldata.CausalData property) (causalis.data_contracts.multicausaldata.MultiCausalData attribute) user_id_name (causalis.data_contracts.causaldata.CausalData attribute)

V

validate_unconfoundedness_balance() (in module causalis.scenarios.multi_unconfoundedness.refutation.unconfoundedness.unconfoundedness_validation) value (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.gate_contrast_estimate.GateContrastEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute) value_relative (causalis.data_contracts.causal_estimate.CausalEstimate attribute) (causalis.data_contracts.multicausal_estimate.MultiCausalEstimate attribute)

values (causalis.data_contracts.gate_estimate.GateEstimate attribute) version (in module causalis._version) version_tuple (in module causalis._version) vif (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute) vif_from_corr() (in module causalis.scenarios.cuped.diagnostics.regression_checks)

W

w (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) w_bar (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) warning (causalis.shared.srm.SRMResult attribute)

winsor_fit_tau() (in module causalis.scenarios.cuped.diagnostics.regression_checks) winsor_q (causalis.dgp.causaldata.preperiod.PreCorrSpec attribute) (causalis.scenarios.cuped.diagnostics.regression_checks.RegressionChecks attribute)

X

x (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) X (causalis.data_contracts.causaldata.CausalData property) (causalis.data_contracts.multicausaldata.MultiCausalData property)

x_sampler (causalis.dgp.causaldata.base.CausalDatasetGenerator attribute) (causalis.dgp.multicausaldata.base.MultiCausalDatasetGenerator attribute)

Y

y (causalis.data_contracts.causal_diagnostic_data.MultiUnconfoundednessDiagnosticData attribute) (causalis.data_contracts.causal_diagnostic_data.UnconfoundednessDiagnosticData attribute) (causalis.data_contracts.panel_data_scm.PanelDataSCM attribute)