Index

Symbols

2SLS

_

__init__() (causalpy.checks.bandwidth.BandwidthSensitivity method), [1] (causalpy.checks.base.Check method), [1] (causalpy.checks.base.CheckResult method), [1] (causalpy.checks.convex_hull.ConvexHullCheck method), [1] (causalpy.checks.leave_one_out.LeaveOneOut method), [1] (causalpy.checks.mccrary.McCraryDensityTest method), [1] (causalpy.checks.persistence.PersistenceCheck method), [1] (causalpy.checks.placebo_in_space.PlaceboInSpace method), [1] (causalpy.checks.placebo_in_time.AssuranceResult method), [1] (causalpy.checks.placebo_in_time.PlaceboFoldResult method), [1] (causalpy.checks.placebo_in_time.PlaceboInTime method), [1] (causalpy.checks.pre_treatment_placebo.PreTreatmentPlaceboCheck method), [1] (causalpy.checks.prior_sensitivity.PriorSensitivity method), [1] (causalpy.experiments.base.BaseExperiment method), [1] (causalpy.experiments.diff_in_diff.DifferenceInDifferences method), [1] (causalpy.experiments.instrumental_variable.InstrumentalVariable method), [1] (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method), [1] (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method), [1] (causalpy.experiments.piecewise_its.PiecewiseITS method), [1] (causalpy.experiments.prepostnegd.PrePostNEGD method), [1] (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method), [1] (causalpy.experiments.regression_kink.RegressionKink method), [1] (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method), [1] (causalpy.experiments.synthetic_control.SyntheticControl method), [1] (causalpy.pipeline.Pipeline method), [1] (causalpy.pipeline.PipelineContext method), [1] (causalpy.pipeline.PipelineResult method), [1] (causalpy.pipeline.Step method), [1] (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method), [1] (causalpy.pymc_models.InstrumentalVariableRegression method), [1] (causalpy.pymc_models.LinearRegression method), [1] (causalpy.pymc_models.PropensityScore method), [1] (causalpy.pymc_models.PyMCModel method), [1] (causalpy.pymc_models.StateSpaceTimeSeries method), [1] (causalpy.pymc_models.WeightedSumFitter method), [1] (causalpy.skl_models.ScikitLearnAdaptor method), [1] (causalpy.skl_models.WeightedProportion method), [1] (causalpy.steps.estimate_effect.EstimateEffect method), [1] (causalpy.steps.report.GenerateReport method), [1] (causalpy.steps.sensitivity.SensitivityAnalysis method), [1] (causalpy.steps.sensitivity.SensitivitySummary method), [1]

__new__() (causalpy.checks.bandwidth.BandwidthSensitivity class method) (causalpy.checks.base.Check class method) (causalpy.checks.base.CheckResult class method) (causalpy.checks.convex_hull.ConvexHullCheck class method) (causalpy.checks.leave_one_out.LeaveOneOut class method) (causalpy.checks.mccrary.McCraryDensityTest class method) (causalpy.checks.persistence.PersistenceCheck class method) (causalpy.checks.placebo_in_space.PlaceboInSpace class method) (causalpy.checks.placebo_in_time.AssuranceResult class method) (causalpy.checks.placebo_in_time.PlaceboFoldResult class method) (causalpy.checks.placebo_in_time.PlaceboInTime class method) (causalpy.checks.pre_treatment_placebo.PreTreatmentPlaceboCheck class method) (causalpy.checks.prior_sensitivity.PriorSensitivity class method) (causalpy.experiments.base.BaseExperiment class method) (causalpy.experiments.diff_in_diff.DifferenceInDifferences class method) (causalpy.experiments.instrumental_variable.InstrumentalVariable class method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries class method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting class method) (causalpy.experiments.piecewise_its.PiecewiseITS class method) (causalpy.experiments.prepostnegd.PrePostNEGD class method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity class method) (causalpy.experiments.regression_kink.RegressionKink class method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences class method) (causalpy.experiments.synthetic_control.SyntheticControl class method) (causalpy.pipeline.Pipeline class method) (causalpy.pipeline.PipelineContext class method) (causalpy.pipeline.PipelineResult class method) (causalpy.pipeline.Step class method) (causalpy.pymc_models.BayesianBasisExpansionTimeSeries class method) (causalpy.pymc_models.InstrumentalVariableRegression class method) (causalpy.pymc_models.LinearRegression class method) (causalpy.pymc_models.PropensityScore class method) (causalpy.pymc_models.PyMCModel class method) (causalpy.pymc_models.StateSpaceTimeSeries class method) (causalpy.pymc_models.WeightedSumFitter class method) (causalpy.skl_models.ScikitLearnAdaptor class method) (causalpy.skl_models.WeightedProportion class method) (causalpy.steps.estimate_effect.EstimateEffect class method) (causalpy.steps.report.GenerateReport class method) (causalpy.steps.sensitivity.SensitivityAnalysis class method) (causalpy.steps.sensitivity.SensitivitySummary class method)

A

Absorbing treatment add_coord() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) add_coords() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) add_named_variable() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method)

algorithm() (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method) all_passed (causalpy.steps.sensitivity.SensitivitySummary attribute) alt_decisions (causalpy.checks.placebo_in_time.AssuranceResult attribute) alt_indeterminate_rate (causalpy.checks.placebo_in_time.AssuranceResult attribute) analyze_persistence() (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) ANCOVA applicable_methods (causalpy.checks.base.Check attribute) AssuranceResult (class in causalpy.checks.placebo_in_time) ATE ATT att_event_time_ (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences attribute) att_group_time_ (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences attribute) Average treatment effect Average treatment effect on the treated

B

BandwidthSensitivity (class in causalpy.checks.bandwidth) BaseExperiment (class in causalpy.experiments.base) bayesian_rope_decision() (causalpy.checks.placebo_in_time.PlaceboInTime static method) BayesianBasisExpansionTimeSeries (class in causalpy.pymc_models) build_model() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method)

C

calculate_cumulative_impact() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) (causalpy.skl_models.ScikitLearnAdaptor method) (causalpy.skl_models.WeightedProportion method) calculate_impact() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) (causalpy.skl_models.ScikitLearnAdaptor method) (causalpy.skl_models.WeightedProportion method) Causal impact causalpy.checks module causalpy.checks.bandwidth module causalpy.checks.base module causalpy.checks.convex_hull module causalpy.checks.leave_one_out module causalpy.checks.mccrary module causalpy.checks.persistence module causalpy.checks.placebo_in_space module causalpy.checks.placebo_in_time module causalpy.checks.pre_treatment_placebo module causalpy.checks.prior_sensitivity module causalpy.data module causalpy.data.datasets module causalpy.data.simulate_data module causalpy.experiments module causalpy.experiments.base module causalpy.experiments.diff_in_diff module causalpy.experiments.instrumental_variable module causalpy.experiments.interrupted_time_series module causalpy.experiments.inverse_propensity_weighting module causalpy.experiments.piecewise_its module causalpy.experiments.prepostnegd module causalpy.experiments.regression_discontinuity module causalpy.experiments.regression_kink module causalpy.experiments.staggered_did module causalpy.experiments.synthetic_control module causalpy.pipeline module causalpy.pymc_models module causalpy.skl_models module

causalpy.steps module causalpy.steps.estimate_effect module causalpy.steps.report module causalpy.steps.sensitivity module Change score analysis Check (class in causalpy.checks.base) check_name (causalpy.checks.base.CheckResult attribute) check_start_vals() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) CheckResult (class in causalpy.checks.base) CI CITS clone_model() (in module causalpy.checks.base) Comparative interrupted time-series compile_d2logp() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) compile_dlogp() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) compile_fn() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) compile_logp() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) Confidence interval Confound Convex hull condition ConvexHullCheck (class in causalpy.checks.convex_hull) copy() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) Counterfactual create_causalpy_compatible_class() (in module causalpy.skl_models) create_series() (in module causalpy.data.simulate_data) create_value_var() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) Credible interval cumulative_effect (causalpy.experiments.piecewise_its.PiecewiseITS attribute) cumulative_impact_samples (causalpy.checks.placebo_in_time.PlaceboFoldResult attribute)

D

d2logp() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) data (causalpy.pipeline.PipelineContext attribute) data_ (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences attribute) debug() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method)

default_for() (causalpy.steps.sensitivity.SensitivityAnalysis class method) DiD Difference in differences DifferenceInDifferences (class in causalpy.experiments.diff_in_diff) dlogp() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) Donor pool Donor pool selection Donut RDD Donut regression discontinuity

E

effect (causalpy.experiments.piecewise_its.PiecewiseITS attribute) Effect decay Effect persistence effect_summary (causalpy.pipeline.PipelineContext attribute) (causalpy.pipeline.PipelineResult attribute) effect_summary() (causalpy.experiments.base.BaseExperiment method) (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) (causalpy.experiments.piecewise_its.PiecewiseITS method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method)

Endogenous Variable EstimateEffect (class in causalpy.steps.estimate_effect) eval_rv_shapes() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) Event study Event-time effects experiment (causalpy.checks.placebo_in_time.PlaceboFoldResult attribute) (causalpy.pipeline.PipelineContext attribute) (causalpy.pipeline.PipelineResult attribute) experiment_config (causalpy.pipeline.PipelineContext attribute)

F

false_negative_rate (causalpy.checks.placebo_in_time.AssuranceResult attribute) false_positive_rate (causalpy.checks.placebo_in_time.AssuranceResult attribute) figures (causalpy.checks.base.CheckResult attribute) fit() (causalpy.experiments.base.BaseExperiment method) (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) (causalpy.experiments.piecewise_its.PiecewiseITS method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method) (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) (causalpy.skl_models.WeightedProportion method)

fit_outcome_model() (causalpy.pymc_models.PropensityScore method) fold (causalpy.checks.placebo_in_time.PlaceboFoldResult attribute) fold_mean (causalpy.checks.placebo_in_time.PlaceboFoldResult attribute) fold_sd (causalpy.checks.placebo_in_time.PlaceboFoldResult attribute) formula (causalpy.experiments.piecewise_its.PiecewiseITS attribute) from_context() (causalpy.pipeline.PipelineResult class method) from_results() (causalpy.steps.sensitivity.SensitivitySummary class method)

G

generate_ancova_data() (in module causalpy.data.simulate_data) generate_did() (in module causalpy.data.simulate_data) generate_geolift_data() (in module causalpy.data.simulate_data) generate_multicell_geolift_data() (in module causalpy.data.simulate_data) generate_piecewise_its_data() (in module causalpy.data.simulate_data) generate_regression_discontinuity_data() (in module causalpy.data.simulate_data) generate_report() (causalpy.experiments.base.BaseExperiment method) (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) (causalpy.experiments.piecewise_its.PiecewiseITS method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method) generate_seasonality() (in module causalpy.data.simulate_data) generate_staggered_did_data() (in module causalpy.data.simulate_data) generate_synthetic_control_data() (in module causalpy.data.simulate_data) generate_time_series_data() (in module causalpy.data.simulate_data) generate_time_series_data_seasonal() (in module causalpy.data.simulate_data) generate_time_series_data_simple() (in module causalpy.data.simulate_data) GenerateReport (class in causalpy.steps.report) get_2SLS_fit() (causalpy.experiments.instrumental_variable.InstrumentalVariable method) get_ate() (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) get_coeffs() (causalpy.skl_models.ScikitLearnAdaptor method) (causalpy.skl_models.WeightedProportion method) get_context() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries class method) (causalpy.pymc_models.InstrumentalVariableRegression class method) (causalpy.pymc_models.LinearRegression class method) (causalpy.pymc_models.PropensityScore class method) (causalpy.pymc_models.PyMCModel class method) (causalpy.pymc_models.StateSpaceTimeSeries class method) (causalpy.pymc_models.WeightedSumFitter class method)

get_metadata_routing() (causalpy.skl_models.WeightedProportion method) get_naive_OLS_fit() (causalpy.experiments.instrumental_variable.InstrumentalVariable method) get_params() (causalpy.skl_models.WeightedProportion method) get_plot_data() (causalpy.experiments.base.BaseExperiment method) (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) (causalpy.experiments.piecewise_its.PiecewiseITS method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method) get_plot_data_bayesian() (causalpy.experiments.base.BaseExperiment method) (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) (causalpy.experiments.piecewise_its.PiecewiseITS method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method) get_plot_data_ols() (causalpy.experiments.base.BaseExperiment method) (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) (causalpy.experiments.piecewise_its.PiecewiseITS method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method)

H

HDI	Heaping Highest Density Interval

I

initial_point() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) input_validation() (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method)

Instrumental Variable regression InstrumentalVariable (class in causalpy.experiments.instrumental_variable) InstrumentalVariableRegression (class in causalpy.pymc_models) Interrupted time series design InterruptedTimeSeries (class in causalpy.experiments.interrupted_time_series) interruption_times (causalpy.experiments.piecewise_its.PiecewiseITS attribute) Intervention period InversePropensityWeighting (class in causalpy.experiments.inverse_propensity_weighting) ITS IV

L

labels (causalpy.experiments.piecewise_its.PiecewiseITS attribute) LATE LeaveOneOut (class in causalpy.checks.leave_one_out) LinearRegression (class in causalpy.pymc_models) load_data() (in module causalpy.data.datasets) Local Average Treatment effect logp() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method)

logp_dlogp_function() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) loss() (causalpy.skl_models.WeightedProportion method)

M

make_doubly_robust_adjustment() (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) make_obs_var() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) make_overlap_adjustments() (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) make_raw_adjustments() (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) make_robust_adjustments() (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) Manipulation McCraryDensityTest (class in causalpy.checks.mccrary) metadata (causalpy.checks.base.CheckResult attribute) module causalpy.checks causalpy.checks.bandwidth causalpy.checks.base causalpy.checks.convex_hull causalpy.checks.leave_one_out causalpy.checks.mccrary causalpy.checks.persistence causalpy.checks.placebo_in_space causalpy.checks.placebo_in_time causalpy.checks.pre_treatment_placebo causalpy.checks.prior_sensitivity causalpy.data causalpy.data.datasets causalpy.data.simulate_data causalpy.experiments causalpy.experiments.base causalpy.experiments.diff_in_diff causalpy.experiments.instrumental_variable causalpy.experiments.interrupted_time_series causalpy.experiments.inverse_propensity_weighting causalpy.experiments.piecewise_its causalpy.experiments.prepostnegd causalpy.experiments.regression_discontinuity causalpy.experiments.regression_kink causalpy.experiments.staggered_did causalpy.experiments.synthetic_control causalpy.pipeline causalpy.pymc_models causalpy.skl_models causalpy.steps causalpy.steps.estimate_effect causalpy.steps.report causalpy.steps.sensitivity

N

name_for() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) name_of() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method)

NEGD Non-equivalent group designs null_decisions (causalpy.checks.placebo_in_time.AssuranceResult attribute) null_indeterminate_rate (causalpy.checks.placebo_in_time.AssuranceResult attribute)

O

One-group posttest-only design

P

p-value Panel data Parallel trends assumption passed (causalpy.checks.base.CheckResult attribute) periodic_kernel() (in module causalpy.data.simulate_data) PersistenceCheck (class in causalpy.checks.persistence) PiecewiseITS (class in causalpy.experiments.piecewise_its) Pipeline (class in causalpy.pipeline) PipelineContext (class in causalpy.pipeline) PipelineResult (class in causalpy.pipeline) PlaceboFoldResult (class in causalpy.checks.placebo_in_time) PlaceboInSpace (class in causalpy.checks.placebo_in_space) PlaceboInTime (class in causalpy.checks.placebo_in_time) plot() (causalpy.experiments.base.BaseExperiment method) (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) (causalpy.experiments.piecewise_its.PiecewiseITS method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method) plot_ate() (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) plot_balance_ecdf() (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) point_logps() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) Posterior probability Potential outcomes predict() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) (causalpy.skl_models.WeightedProportion method)

PrePostNEGD (class in causalpy.experiments.prepostnegd) Pretest-posttest design PreTreatmentPlaceboCheck (class in causalpy.checks.pre_treatment_placebo) print_coefficients() (causalpy.experiments.base.BaseExperiment method) (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) (causalpy.experiments.piecewise_its.PiecewiseITS method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method) (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) (causalpy.skl_models.ScikitLearnAdaptor method) (causalpy.skl_models.WeightedProportion method) priors_from_data() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) PriorSensitivity (class in causalpy.checks.prior_sensitivity) Probabilistic Programming profile() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) Propensity scores PropensityScore (class in causalpy.pymc_models) pseudo_treatment_time (causalpy.checks.placebo_in_time.PlaceboFoldResult attribute) PyMCModel (class in causalpy.pymc_models)

Q

Quasi-experiment

R

Random assignment Randomized experiment RDD Region of Practical Equivalence register_data_var() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) register_default_check() (in module causalpy.steps.sensitivity) register_rv() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) Regression discontinuity design Regression kink design RegressionDiscontinuity (class in causalpy.experiments.regression_discontinuity) RegressionKink (class in causalpy.experiments.regression_kink) replace_rvs_by_values() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method)

report (causalpy.pipeline.PipelineContext attribute) (causalpy.pipeline.PipelineResult attribute) results (causalpy.steps.sensitivity.SensitivitySummary attribute) ROPE Rounding in running variable run() (causalpy.checks.bandwidth.BandwidthSensitivity method) (causalpy.checks.base.Check method) (causalpy.checks.convex_hull.ConvexHullCheck method) (causalpy.checks.leave_one_out.LeaveOneOut method) (causalpy.checks.mccrary.McCraryDensityTest method) (causalpy.checks.persistence.PersistenceCheck method) (causalpy.checks.placebo_in_space.PlaceboInSpace method) (causalpy.checks.placebo_in_time.PlaceboInTime method) (causalpy.checks.pre_treatment_placebo.PreTreatmentPlaceboCheck method) (causalpy.checks.prior_sensitivity.PriorSensitivity method) (causalpy.pipeline.Pipeline method) (causalpy.pipeline.Step method) (causalpy.steps.estimate_effect.EstimateEffect method) (causalpy.steps.report.GenerateReport method) (causalpy.steps.sensitivity.SensitivityAnalysis method) Running variable

S

sample_predictive_distribution() (causalpy.pymc_models.InstrumentalVariableRegression method) ScikitLearnAdaptor (class in causalpy.skl_models) score() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) (causalpy.skl_models.WeightedProportion method) sensitivity_results (causalpy.pipeline.PipelineContext attribute) (causalpy.pipeline.PipelineResult attribute) SensitivityAnalysis (class in causalpy.steps.sensitivity) SensitivitySummary (class in causalpy.steps.sensitivity) set_data() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) set_dim() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) set_initval() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) set_maketables_options() (causalpy.experiments.base.BaseExperiment method) (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) (causalpy.experiments.piecewise_its.PiecewiseITS method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method)

set_params() (causalpy.skl_models.WeightedProportion method) set_score_request() (causalpy.skl_models.WeightedProportion method) shape_from_dims() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method) Sharp regression discontinuity design Sorting at the threshold Staggered Difference-in-Differences StaggeredDifferenceInDifferences (class in causalpy.experiments.staggered_did) StateSpaceTimeSeries (class in causalpy.pymc_models) Step (class in causalpy.pipeline) summary() (causalpy.experiments.diff_in_diff.DifferenceInDifferences method) (causalpy.experiments.instrumental_variable.InstrumentalVariable method) (causalpy.experiments.interrupted_time_series.InterruptedTimeSeries method) (causalpy.experiments.piecewise_its.PiecewiseITS method) (causalpy.experiments.prepostnegd.PrePostNEGD method) (causalpy.experiments.regression_discontinuity.RegressionDiscontinuity method) (causalpy.experiments.regression_kink.RegressionKink method) (causalpy.experiments.staggered_did.StaggeredDifferenceInDifferences method) (causalpy.experiments.synthetic_control.SyntheticControl method) Synthetic control SyntheticControl (class in causalpy.experiments.synthetic_control)

T

table (causalpy.checks.base.CheckResult attribute) text (causalpy.checks.base.CheckResult attribute) (causalpy.steps.sensitivity.SensitivitySummary attribute) to_graphviz() (causalpy.pymc_models.BayesianBasisExpansionTimeSeries method) (causalpy.pymc_models.InstrumentalVariableRegression method) (causalpy.pymc_models.LinearRegression method) (causalpy.pymc_models.PropensityScore method) (causalpy.pymc_models.PyMCModel method) (causalpy.pymc_models.StateSpaceTimeSeries method) (causalpy.pymc_models.WeightedSumFitter method)

TOT Treatment effect Treatment on the treated effect true_negative_rate (causalpy.checks.placebo_in_time.AssuranceResult attribute) true_positive_rate (causalpy.checks.placebo_in_time.AssuranceResult attribute) Two Stage Least Squares

V

validate() (causalpy.checks.bandwidth.BandwidthSensitivity method) (causalpy.checks.base.Check method) (causalpy.checks.convex_hull.ConvexHullCheck method) (causalpy.checks.leave_one_out.LeaveOneOut method) (causalpy.checks.mccrary.McCraryDensityTest method) (causalpy.checks.persistence.PersistenceCheck method) (causalpy.checks.placebo_in_space.PlaceboInSpace method) (causalpy.checks.placebo_in_time.PlaceboInTime method) (causalpy.checks.pre_treatment_placebo.PreTreatmentPlaceboCheck method) (causalpy.checks.prior_sensitivity.PriorSensitivity method) (causalpy.pipeline.Step method) (causalpy.steps.estimate_effect.EstimateEffect method) (causalpy.steps.report.GenerateReport method) (causalpy.steps.sensitivity.SensitivityAnalysis method)

W

weighted_percentile() (causalpy.experiments.inverse_propensity_weighting.InversePropensityWeighting method) WeightedProportion (class in causalpy.skl_models)

WeightedSumFitter (class in causalpy.pymc_models) Wilkinson notation