Skip to main content
Back to top
Ctrl
+
K
0.8.0
Knowledge base
API
Examples
About PyMC Labs
Search
Ctrl
+
K
Search
Ctrl
+
K
Knowledge base
API
Examples
About PyMC Labs
Section Navigation
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
Step
Step.__init__
Step.__init__
#
Step.
__init__
(
*
args
,
**
kwargs
)
#
On this page
Step.__init__()
Consulting and training
