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0.8.0
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  • data
    • datasets
      • load_data
    • simulate_data
      • create_series
      • generate_ancova_data
      • generate_did
      • generate_geolift_data
      • generate_multicell_geolift_data
      • generate_piecewise_its_data
      • generate_regression_discontinuity_data
      • generate_seasonality
      • generate_staggered_did_data
      • generate_synthetic_control_data
      • generate_time_series_data
      • generate_time_series_data_seasonal
      • generate_time_series_data_simple
      • periodic_kernel
  • pymc_models
    • BayesianBasisExpansionTimeSeries
      • BayesianBasisExpansionTimeSeries.__init__
      • BayesianBasisExpansionTimeSeries.add_coord
      • BayesianBasisExpansionTimeSeries.add_coords
      • BayesianBasisExpansionTimeSeries.add_named_variable
      • BayesianBasisExpansionTimeSeries.build_model
      • BayesianBasisExpansionTimeSeries.calculate_cumulative_impact
      • BayesianBasisExpansionTimeSeries.calculate_impact
      • BayesianBasisExpansionTimeSeries.check_start_vals
      • BayesianBasisExpansionTimeSeries.compile_d2logp
      • BayesianBasisExpansionTimeSeries.compile_dlogp
      • BayesianBasisExpansionTimeSeries.compile_fn
      • BayesianBasisExpansionTimeSeries.compile_logp
      • BayesianBasisExpansionTimeSeries.copy
      • BayesianBasisExpansionTimeSeries.create_value_var
      • BayesianBasisExpansionTimeSeries.d2logp
      • BayesianBasisExpansionTimeSeries.debug
      • BayesianBasisExpansionTimeSeries.dlogp
      • BayesianBasisExpansionTimeSeries.eval_rv_shapes
      • BayesianBasisExpansionTimeSeries.fit
      • BayesianBasisExpansionTimeSeries.get_context
      • BayesianBasisExpansionTimeSeries.initial_point
      • BayesianBasisExpansionTimeSeries.logp
      • BayesianBasisExpansionTimeSeries.logp_dlogp_function
      • BayesianBasisExpansionTimeSeries.make_obs_var
      • BayesianBasisExpansionTimeSeries.name_for
      • BayesianBasisExpansionTimeSeries.name_of
      • BayesianBasisExpansionTimeSeries.point_logps
      • BayesianBasisExpansionTimeSeries.predict
      • BayesianBasisExpansionTimeSeries.print_coefficients
      • BayesianBasisExpansionTimeSeries.priors_from_data
      • BayesianBasisExpansionTimeSeries.profile
      • BayesianBasisExpansionTimeSeries.register_data_var
      • BayesianBasisExpansionTimeSeries.register_rv
      • BayesianBasisExpansionTimeSeries.replace_rvs_by_values
      • BayesianBasisExpansionTimeSeries.score
      • BayesianBasisExpansionTimeSeries.set_data
      • BayesianBasisExpansionTimeSeries.set_dim
      • BayesianBasisExpansionTimeSeries.set_initval
      • BayesianBasisExpansionTimeSeries.shape_from_dims
      • BayesianBasisExpansionTimeSeries.to_graphviz
    • InstrumentalVariableRegression
      • InstrumentalVariableRegression.__init__
      • InstrumentalVariableRegression.add_coord
      • InstrumentalVariableRegression.add_coords
      • InstrumentalVariableRegression.add_named_variable
      • InstrumentalVariableRegression.build_model
      • InstrumentalVariableRegression.calculate_cumulative_impact
      • InstrumentalVariableRegression.calculate_impact
      • InstrumentalVariableRegression.check_start_vals
      • InstrumentalVariableRegression.compile_d2logp
      • InstrumentalVariableRegression.compile_dlogp
      • InstrumentalVariableRegression.compile_fn
      • InstrumentalVariableRegression.compile_logp
      • InstrumentalVariableRegression.copy
      • InstrumentalVariableRegression.create_value_var
      • InstrumentalVariableRegression.d2logp
      • InstrumentalVariableRegression.debug
      • InstrumentalVariableRegression.dlogp
      • InstrumentalVariableRegression.eval_rv_shapes
      • InstrumentalVariableRegression.fit
      • InstrumentalVariableRegression.get_context
      • InstrumentalVariableRegression.initial_point
      • InstrumentalVariableRegression.logp
      • InstrumentalVariableRegression.logp_dlogp_function
      • InstrumentalVariableRegression.make_obs_var
      • InstrumentalVariableRegression.name_for
      • InstrumentalVariableRegression.name_of
      • InstrumentalVariableRegression.point_logps
      • InstrumentalVariableRegression.predict
      • InstrumentalVariableRegression.print_coefficients
      • InstrumentalVariableRegression.priors_from_data
      • InstrumentalVariableRegression.profile
      • InstrumentalVariableRegression.register_data_var
      • InstrumentalVariableRegression.register_rv
      • InstrumentalVariableRegression.replace_rvs_by_values
      • InstrumentalVariableRegression.sample_predictive_distribution
      • InstrumentalVariableRegression.score
      • InstrumentalVariableRegression.set_data
      • InstrumentalVariableRegression.set_dim
      • InstrumentalVariableRegression.set_initval
      • InstrumentalVariableRegression.shape_from_dims
      • InstrumentalVariableRegression.to_graphviz
    • LinearRegression
      • LinearRegression.__init__
      • LinearRegression.add_coord
      • LinearRegression.add_coords
      • LinearRegression.add_named_variable
      • LinearRegression.build_model
      • LinearRegression.calculate_cumulative_impact
      • LinearRegression.calculate_impact
      • LinearRegression.check_start_vals
      • LinearRegression.compile_d2logp
      • LinearRegression.compile_dlogp
      • LinearRegression.compile_fn
      • LinearRegression.compile_logp
      • LinearRegression.copy
      • LinearRegression.create_value_var
      • LinearRegression.d2logp
      • LinearRegression.debug
      • LinearRegression.dlogp
      • LinearRegression.eval_rv_shapes
      • LinearRegression.fit
      • LinearRegression.get_context
      • LinearRegression.initial_point
      • LinearRegression.logp
      • LinearRegression.logp_dlogp_function
      • LinearRegression.make_obs_var
      • LinearRegression.name_for
      • LinearRegression.name_of
      • LinearRegression.point_logps
      • LinearRegression.predict
      • LinearRegression.print_coefficients
      • LinearRegression.priors_from_data
      • LinearRegression.profile
      • LinearRegression.register_data_var
      • LinearRegression.register_rv
      • LinearRegression.replace_rvs_by_values
      • LinearRegression.score
      • LinearRegression.set_data
      • LinearRegression.set_dim
      • LinearRegression.set_initval
      • LinearRegression.shape_from_dims
      • LinearRegression.to_graphviz
    • PropensityScore
      • PropensityScore.__init__
      • PropensityScore.add_coord
      • PropensityScore.add_coords
      • PropensityScore.add_named_variable
      • PropensityScore.build_model
      • PropensityScore.calculate_cumulative_impact
      • PropensityScore.calculate_impact
      • PropensityScore.check_start_vals
      • PropensityScore.compile_d2logp
      • PropensityScore.compile_dlogp
      • PropensityScore.compile_fn
      • PropensityScore.compile_logp
      • PropensityScore.copy
      • PropensityScore.create_value_var
      • PropensityScore.d2logp
      • PropensityScore.debug
      • PropensityScore.dlogp
      • PropensityScore.eval_rv_shapes
      • PropensityScore.fit
      • PropensityScore.fit_outcome_model
      • PropensityScore.get_context
      • PropensityScore.initial_point
      • PropensityScore.logp
      • PropensityScore.logp_dlogp_function
      • PropensityScore.make_obs_var
      • PropensityScore.name_for
      • PropensityScore.name_of
      • PropensityScore.point_logps
      • PropensityScore.predict
      • PropensityScore.print_coefficients
      • PropensityScore.priors_from_data
      • PropensityScore.profile
      • PropensityScore.register_data_var
      • PropensityScore.register_rv
      • PropensityScore.replace_rvs_by_values
      • PropensityScore.score
      • PropensityScore.set_data
      • PropensityScore.set_dim
      • PropensityScore.set_initval
      • PropensityScore.shape_from_dims
      • PropensityScore.to_graphviz
    • PyMCModel
      • PyMCModel.__init__
      • PyMCModel.add_coord
      • PyMCModel.add_coords
      • PyMCModel.add_named_variable
      • PyMCModel.build_model
      • PyMCModel.calculate_cumulative_impact
      • PyMCModel.calculate_impact
      • PyMCModel.check_start_vals
      • PyMCModel.compile_d2logp
      • PyMCModel.compile_dlogp
      • PyMCModel.compile_fn
      • PyMCModel.compile_logp
      • PyMCModel.copy
      • PyMCModel.create_value_var
      • PyMCModel.d2logp
      • PyMCModel.debug
      • PyMCModel.dlogp
      • PyMCModel.eval_rv_shapes
      • PyMCModel.fit
      • PyMCModel.get_context
      • PyMCModel.initial_point
      • PyMCModel.logp
      • PyMCModel.logp_dlogp_function
      • PyMCModel.make_obs_var
      • PyMCModel.name_for
      • PyMCModel.name_of
      • PyMCModel.point_logps
      • PyMCModel.predict
      • PyMCModel.print_coefficients
      • PyMCModel.priors_from_data
      • PyMCModel.profile
      • PyMCModel.register_data_var
      • PyMCModel.register_rv
      • PyMCModel.replace_rvs_by_values
      • PyMCModel.score
      • PyMCModel.set_data
      • PyMCModel.set_dim
      • PyMCModel.set_initval
      • PyMCModel.shape_from_dims
      • PyMCModel.to_graphviz
    • StateSpaceTimeSeries
      • StateSpaceTimeSeries.__init__
      • StateSpaceTimeSeries.add_coord
      • StateSpaceTimeSeries.add_coords
      • StateSpaceTimeSeries.add_named_variable
      • StateSpaceTimeSeries.build_model
      • StateSpaceTimeSeries.calculate_cumulative_impact
      • StateSpaceTimeSeries.calculate_impact
      • StateSpaceTimeSeries.check_start_vals
      • StateSpaceTimeSeries.compile_d2logp
      • StateSpaceTimeSeries.compile_dlogp
      • StateSpaceTimeSeries.compile_fn
      • StateSpaceTimeSeries.compile_logp
      • StateSpaceTimeSeries.copy
      • StateSpaceTimeSeries.create_value_var
      • StateSpaceTimeSeries.d2logp
      • StateSpaceTimeSeries.debug
      • StateSpaceTimeSeries.dlogp
      • StateSpaceTimeSeries.eval_rv_shapes
      • StateSpaceTimeSeries.fit
      • StateSpaceTimeSeries.get_context
      • StateSpaceTimeSeries.initial_point
      • StateSpaceTimeSeries.logp
      • StateSpaceTimeSeries.logp_dlogp_function
      • StateSpaceTimeSeries.make_obs_var
      • StateSpaceTimeSeries.name_for
      • StateSpaceTimeSeries.name_of
      • StateSpaceTimeSeries.point_logps
      • StateSpaceTimeSeries.predict
      • StateSpaceTimeSeries.print_coefficients
      • StateSpaceTimeSeries.priors_from_data
      • StateSpaceTimeSeries.profile
      • StateSpaceTimeSeries.register_data_var
      • StateSpaceTimeSeries.register_rv
      • StateSpaceTimeSeries.replace_rvs_by_values
      • StateSpaceTimeSeries.score
      • StateSpaceTimeSeries.set_data
      • StateSpaceTimeSeries.set_dim
      • StateSpaceTimeSeries.set_initval
      • StateSpaceTimeSeries.shape_from_dims
      • StateSpaceTimeSeries.to_graphviz
    • WeightedSumFitter
      • WeightedSumFitter.__init__
      • WeightedSumFitter.add_coord
      • WeightedSumFitter.add_coords
      • WeightedSumFitter.add_named_variable
      • WeightedSumFitter.build_model
      • WeightedSumFitter.calculate_cumulative_impact
      • WeightedSumFitter.calculate_impact
      • WeightedSumFitter.check_start_vals
      • WeightedSumFitter.compile_d2logp
      • WeightedSumFitter.compile_dlogp
      • WeightedSumFitter.compile_fn
      • WeightedSumFitter.compile_logp
      • WeightedSumFitter.copy
      • WeightedSumFitter.create_value_var
      • WeightedSumFitter.d2logp
      • WeightedSumFitter.debug
      • WeightedSumFitter.dlogp
      • WeightedSumFitter.eval_rv_shapes
      • WeightedSumFitter.fit
      • WeightedSumFitter.get_context
      • WeightedSumFitter.initial_point
      • WeightedSumFitter.logp
      • WeightedSumFitter.logp_dlogp_function
      • WeightedSumFitter.make_obs_var
      • WeightedSumFitter.name_for
      • WeightedSumFitter.name_of
      • WeightedSumFitter.point_logps
      • WeightedSumFitter.predict
      • WeightedSumFitter.print_coefficients
      • WeightedSumFitter.priors_from_data
      • WeightedSumFitter.profile
      • WeightedSumFitter.register_data_var
      • WeightedSumFitter.register_rv
      • WeightedSumFitter.replace_rvs_by_values
      • WeightedSumFitter.score
      • WeightedSumFitter.set_data
      • WeightedSumFitter.set_dim
      • WeightedSumFitter.set_initval
      • WeightedSumFitter.shape_from_dims
      • WeightedSumFitter.to_graphviz
  • skl_models
    • create_causalpy_compatible_class
    • ScikitLearnAdaptor
      • ScikitLearnAdaptor.__init__
      • ScikitLearnAdaptor.calculate_cumulative_impact
      • ScikitLearnAdaptor.calculate_impact
      • ScikitLearnAdaptor.get_coeffs
      • ScikitLearnAdaptor.print_coefficients
    • WeightedProportion
      • WeightedProportion.__init__
      • WeightedProportion.calculate_cumulative_impact
      • WeightedProportion.calculate_impact
      • WeightedProportion.fit
      • WeightedProportion.get_coeffs
      • WeightedProportion.get_metadata_routing
      • WeightedProportion.get_params
      • WeightedProportion.loss
      • WeightedProportion.predict
      • WeightedProportion.print_coefficients
      • WeightedProportion.score
      • WeightedProportion.set_params
      • WeightedProportion.set_score_request
  • experiments
    • base
      • BaseExperiment
        • BaseExperiment.__init__
        • BaseExperiment.effect_summary
        • BaseExperiment.fit
        • BaseExperiment.generate_report
        • BaseExperiment.get_plot_data
        • BaseExperiment.get_plot_data_bayesian
        • BaseExperiment.get_plot_data_ols
        • BaseExperiment.plot
        • BaseExperiment.print_coefficients
        • BaseExperiment.set_maketables_options
    • diff_in_diff
      • DifferenceInDifferences
        • DifferenceInDifferences.__init__
        • DifferenceInDifferences.algorithm
        • DifferenceInDifferences.effect_summary
        • DifferenceInDifferences.fit
        • DifferenceInDifferences.generate_report
        • DifferenceInDifferences.get_plot_data
        • DifferenceInDifferences.get_plot_data_bayesian
        • DifferenceInDifferences.get_plot_data_ols
        • DifferenceInDifferences.input_validation
        • DifferenceInDifferences.plot
        • DifferenceInDifferences.print_coefficients
        • DifferenceInDifferences.set_maketables_options
        • DifferenceInDifferences.summary
    • instrumental_variable
      • InstrumentalVariable
        • InstrumentalVariable.__init__
        • InstrumentalVariable.algorithm
        • InstrumentalVariable.effect_summary
        • InstrumentalVariable.fit
        • InstrumentalVariable.generate_report
        • InstrumentalVariable.get_2SLS_fit
        • InstrumentalVariable.get_naive_OLS_fit
        • InstrumentalVariable.get_plot_data
        • InstrumentalVariable.get_plot_data_bayesian
        • InstrumentalVariable.get_plot_data_ols
        • InstrumentalVariable.input_validation
        • InstrumentalVariable.plot
        • InstrumentalVariable.print_coefficients
        • InstrumentalVariable.set_maketables_options
        • InstrumentalVariable.summary
    • interrupted_time_series
      • InterruptedTimeSeries
        • InterruptedTimeSeries.__init__
        • InterruptedTimeSeries.algorithm
        • InterruptedTimeSeries.analyze_persistence
        • InterruptedTimeSeries.effect_summary
        • InterruptedTimeSeries.fit
        • InterruptedTimeSeries.generate_report
        • InterruptedTimeSeries.get_plot_data
        • InterruptedTimeSeries.get_plot_data_bayesian
        • InterruptedTimeSeries.get_plot_data_ols
        • InterruptedTimeSeries.input_validation
        • InterruptedTimeSeries.plot
        • InterruptedTimeSeries.print_coefficients
        • InterruptedTimeSeries.set_maketables_options
        • InterruptedTimeSeries.summary
    • inverse_propensity_weighting
      • InversePropensityWeighting
        • InversePropensityWeighting.__init__
        • InversePropensityWeighting.algorithm
        • InversePropensityWeighting.effect_summary
        • InversePropensityWeighting.fit
        • InversePropensityWeighting.generate_report
        • InversePropensityWeighting.get_ate
        • InversePropensityWeighting.get_plot_data
        • InversePropensityWeighting.get_plot_data_bayesian
        • InversePropensityWeighting.get_plot_data_ols
        • InversePropensityWeighting.input_validation
        • InversePropensityWeighting.make_doubly_robust_adjustment
        • InversePropensityWeighting.make_overlap_adjustments
        • InversePropensityWeighting.make_raw_adjustments
        • InversePropensityWeighting.make_robust_adjustments
        • InversePropensityWeighting.plot
        • InversePropensityWeighting.plot_ate
        • InversePropensityWeighting.plot_balance_ecdf
        • InversePropensityWeighting.print_coefficients
        • InversePropensityWeighting.set_maketables_options
        • InversePropensityWeighting.weighted_percentile
    • piecewise_its
      • PiecewiseITS
        • PiecewiseITS.__init__
        • PiecewiseITS.effect_summary
        • PiecewiseITS.fit
        • PiecewiseITS.generate_report
        • PiecewiseITS.get_plot_data
        • PiecewiseITS.get_plot_data_bayesian
        • PiecewiseITS.get_plot_data_ols
        • PiecewiseITS.plot
        • PiecewiseITS.print_coefficients
        • PiecewiseITS.set_maketables_options
        • PiecewiseITS.summary
    • prepostnegd
      • PrePostNEGD
        • PrePostNEGD.__init__
        • PrePostNEGD.algorithm
        • PrePostNEGD.effect_summary
        • PrePostNEGD.fit
        • PrePostNEGD.generate_report
        • PrePostNEGD.get_plot_data
        • PrePostNEGD.get_plot_data_bayesian
        • PrePostNEGD.get_plot_data_ols
        • PrePostNEGD.input_validation
        • PrePostNEGD.plot
        • PrePostNEGD.print_coefficients
        • PrePostNEGD.set_maketables_options
        • PrePostNEGD.summary
    • regression_discontinuity
      • RegressionDiscontinuity
        • RegressionDiscontinuity.__init__
        • RegressionDiscontinuity.algorithm
        • RegressionDiscontinuity.effect_summary
        • RegressionDiscontinuity.fit
        • RegressionDiscontinuity.generate_report
        • RegressionDiscontinuity.get_plot_data
        • RegressionDiscontinuity.get_plot_data_bayesian
        • RegressionDiscontinuity.get_plot_data_ols
        • RegressionDiscontinuity.input_validation
        • RegressionDiscontinuity.plot
        • RegressionDiscontinuity.print_coefficients
        • RegressionDiscontinuity.set_maketables_options
        • RegressionDiscontinuity.summary
    • regression_kink
      • RegressionKink
        • RegressionKink.__init__
        • RegressionKink.algorithm
        • RegressionKink.effect_summary
        • RegressionKink.fit
        • RegressionKink.generate_report
        • RegressionKink.get_plot_data
        • RegressionKink.get_plot_data_bayesian
        • RegressionKink.get_plot_data_ols
        • RegressionKink.input_validation
        • RegressionKink.plot
        • RegressionKink.print_coefficients
        • RegressionKink.set_maketables_options
        • RegressionKink.summary
    • staggered_did
      • StaggeredDifferenceInDifferences
        • StaggeredDifferenceInDifferences.__init__
        • StaggeredDifferenceInDifferences.algorithm
        • StaggeredDifferenceInDifferences.effect_summary
        • StaggeredDifferenceInDifferences.fit
        • StaggeredDifferenceInDifferences.generate_report
        • StaggeredDifferenceInDifferences.get_plot_data
        • StaggeredDifferenceInDifferences.get_plot_data_bayesian
        • StaggeredDifferenceInDifferences.get_plot_data_ols
        • StaggeredDifferenceInDifferences.input_validation
        • StaggeredDifferenceInDifferences.plot
        • StaggeredDifferenceInDifferences.print_coefficients
        • StaggeredDifferenceInDifferences.set_maketables_options
        • StaggeredDifferenceInDifferences.summary
    • synthetic_control
      • SyntheticControl
        • SyntheticControl.__init__
        • SyntheticControl.algorithm
        • SyntheticControl.effect_summary
        • SyntheticControl.fit
        • SyntheticControl.generate_report
        • SyntheticControl.get_plot_data
        • SyntheticControl.get_plot_data_bayesian
        • SyntheticControl.get_plot_data_ols
        • SyntheticControl.input_validation
        • SyntheticControl.plot
        • SyntheticControl.print_coefficients
        • SyntheticControl.set_maketables_options
        • SyntheticControl.summary
  • pipeline
    • Pipeline
      • Pipeline.__init__
      • Pipeline.run
    • PipelineContext
      • PipelineContext.__init__
    • PipelineResult
      • PipelineResult.__init__
      • PipelineResult.from_context
    • Step
      • Step.__init__
      • Step.run
      • Step.validate
  • steps
    • estimate_effect
      • EstimateEffect
        • EstimateEffect.__init__
        • EstimateEffect.run
        • EstimateEffect.validate
    • report
      • GenerateReport
        • GenerateReport.__init__
        • GenerateReport.run
        • GenerateReport.validate
    • sensitivity
      • register_default_check
      • SensitivityAnalysis
        • SensitivityAnalysis.__init__
        • SensitivityAnalysis.default_for
        • SensitivityAnalysis.run
        • SensitivityAnalysis.validate
      • SensitivitySummary
        • SensitivitySummary.__init__
        • SensitivitySummary.from_results
  • checks
    • bandwidth
      • BandwidthSensitivity
        • BandwidthSensitivity.__init__
        • BandwidthSensitivity.run
        • BandwidthSensitivity.validate
    • base
      • clone_model
      • Check
        • Check.__init__
        • Check.run
        • Check.validate
      • CheckResult
        • CheckResult.__init__
    • convex_hull
      • ConvexHullCheck
        • ConvexHullCheck.__init__
        • ConvexHullCheck.run
        • ConvexHullCheck.validate
    • leave_one_out
      • LeaveOneOut
        • LeaveOneOut.__init__
        • LeaveOneOut.run
        • LeaveOneOut.validate
    • mccrary
      • McCraryDensityTest
        • McCraryDensityTest.__init__
        • McCraryDensityTest.run
        • McCraryDensityTest.validate
    • persistence
      • PersistenceCheck
        • PersistenceCheck.__init__
        • PersistenceCheck.run
        • PersistenceCheck.validate
    • placebo_in_space
      • PlaceboInSpace
        • PlaceboInSpace.__init__
        • PlaceboInSpace.run
        • PlaceboInSpace.validate
    • placebo_in_time
      • AssuranceResult
        • AssuranceResult.__init__
      • PlaceboFoldResult
        • PlaceboFoldResult.__init__
      • PlaceboInTime
        • PlaceboInTime.__init__
        • PlaceboInTime.bayesian_rope_decision
        • PlaceboInTime.run
        • PlaceboInTime.validate
    • pre_treatment_placebo
      • PreTreatmentPlaceboCheck
        • PreTreatmentPlaceboCheck.__init__
        • PreTreatmentPlaceboCheck.run
        • PreTreatmentPlaceboCheck.validate
    • prior_sensitivity
      • PriorSensitivity
        • PriorSensitivity.__init__
        • PriorSensitivity.run
        • PriorSensitivity.validate
  • API
  • pipeline
  • Pipeline
  • Pipeline.__init__

Pipeline.__init__#

Pipeline.__init__(data, steps)[source]#
Parameters:

  • data (DataFrame)

  • steps (list[Step])

Return type:

None

On this page
  • Pipeline.__init__()
Consulting and training

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