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Knowledge base
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About PyMC Labs
Knowledge base
API
How-to
About PyMC Labs
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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_regression_discontinuity_data
generate_seasonality
generate_synthetic_control_data
generate_time_series_data
generate_time_series_data_seasonal
generate_time_series_data_simple
periodic_kernel
pymc_models
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.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
InterventionTimeEstimator
InterventionTimeEstimator.__init__
InterventionTimeEstimator.add_coord
InterventionTimeEstimator.add_coords
InterventionTimeEstimator.add_named_variable
InterventionTimeEstimator.build_model
InterventionTimeEstimator.calculate_cumulative_impact
InterventionTimeEstimator.calculate_impact
InterventionTimeEstimator.check_start_vals
InterventionTimeEstimator.compile_d2logp
InterventionTimeEstimator.compile_dlogp
InterventionTimeEstimator.compile_fn
InterventionTimeEstimator.compile_logp
InterventionTimeEstimator.copy
InterventionTimeEstimator.create_value_var
InterventionTimeEstimator.d2logp
InterventionTimeEstimator.debug
InterventionTimeEstimator.dlogp
InterventionTimeEstimator.eval_rv_shapes
InterventionTimeEstimator.fit
InterventionTimeEstimator.get_context
InterventionTimeEstimator.initial_point
InterventionTimeEstimator.logp
InterventionTimeEstimator.logp_dlogp_function
InterventionTimeEstimator.make_obs_var
InterventionTimeEstimator.name_for
InterventionTimeEstimator.name_of
InterventionTimeEstimator.point_logps
InterventionTimeEstimator.predict
InterventionTimeEstimator.print_coefficients
InterventionTimeEstimator.profile
InterventionTimeEstimator.register_data_var
InterventionTimeEstimator.register_rv
InterventionTimeEstimator.replace_rvs_by_values
InterventionTimeEstimator.score
InterventionTimeEstimator.set_data
InterventionTimeEstimator.set_dim
InterventionTimeEstimator.set_initval
InterventionTimeEstimator.set_time_range
InterventionTimeEstimator.shape_from_dims
InterventionTimeEstimator.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.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.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.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
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.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.get_plot_data
BaseExperiment.get_plot_data_bayesian
BaseExperiment.get_plot_data_ols
BaseExperiment.plot
BaseExperiment.print_coefficients
diff_in_diff
DifferenceInDifferences
DifferenceInDifferences.__init__
DifferenceInDifferences.get_plot_data
DifferenceInDifferences.get_plot_data_bayesian
DifferenceInDifferences.get_plot_data_ols
DifferenceInDifferences.input_validation
DifferenceInDifferences.plot
DifferenceInDifferences.print_coefficients
DifferenceInDifferences.summary
instrumental_variable
InstrumentalVariable
InstrumentalVariable.__init__
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.summary
interrupted_time_series
InterruptedTimeSeries
InterruptedTimeSeries.__init__
InterruptedTimeSeries.get_plot_data
InterruptedTimeSeries.get_plot_data_bayesian
InterruptedTimeSeries.get_plot_data_ols
InterruptedTimeSeries.input_validation
InterruptedTimeSeries.plot
InterruptedTimeSeries.plot_treatment_time
InterruptedTimeSeries.print_coefficients
InterruptedTimeSeries.summary
KnownTreatmentTimeHandler
KnownTreatmentTimeHandler.__init__
KnownTreatmentTimeHandler.data_postprocessing
KnownTreatmentTimeHandler.data_preprocessing
KnownTreatmentTimeHandler.plot_impact_cumulative
KnownTreatmentTimeHandler.plot_intervention_line
KnownTreatmentTimeHandler.plot_treated_counterfactual
TreatmentTimeHandler
TreatmentTimeHandler.__init__
TreatmentTimeHandler.data_postprocessing
TreatmentTimeHandler.data_preprocessing
TreatmentTimeHandler.plot_impact_cumulative
TreatmentTimeHandler.plot_intervention_line
TreatmentTimeHandler.plot_treated_counterfactual
UnknownTreatmentTimeHandler
UnknownTreatmentTimeHandler.__init__
UnknownTreatmentTimeHandler.data_postprocessing
UnknownTreatmentTimeHandler.data_preprocessing
UnknownTreatmentTimeHandler.plot_impact_cumulative
UnknownTreatmentTimeHandler.plot_intervention_line
UnknownTreatmentTimeHandler.plot_treated_counterfactual
inverse_propensity_weighting
InversePropensityWeighting
InversePropensityWeighting.__init__
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.weighted_percentile
prepostnegd
PrePostNEGD
PrePostNEGD.__init__
PrePostNEGD.get_plot_data
PrePostNEGD.get_plot_data_bayesian
PrePostNEGD.get_plot_data_ols
PrePostNEGD.input_validation
PrePostNEGD.plot
PrePostNEGD.print_coefficients
PrePostNEGD.summary
regression_discontinuity
RegressionDiscontinuity
RegressionDiscontinuity.__init__
RegressionDiscontinuity.get_plot_data
RegressionDiscontinuity.get_plot_data_bayesian
RegressionDiscontinuity.get_plot_data_ols
RegressionDiscontinuity.input_validation
RegressionDiscontinuity.plot
RegressionDiscontinuity.print_coefficients
RegressionDiscontinuity.summary
regression_kink
RegressionKink
RegressionKink.__init__
RegressionKink.get_plot_data
RegressionKink.get_plot_data_bayesian
RegressionKink.get_plot_data_ols
RegressionKink.input_validation
RegressionKink.plot
RegressionKink.print_coefficients
RegressionKink.summary
synthetic_control
SyntheticControl
SyntheticControl.__init__
SyntheticControl.get_plot_data
SyntheticControl.get_plot_data_bayesian
SyntheticControl.get_plot_data_ols
SyntheticControl.input_validation
SyntheticControl.plot
SyntheticControl.print_coefficients
SyntheticControl.summary
API
KnownTreatmentTimeHandler
KnownTreatme...
KnownTreatmentTimeHandler.__init__
#
KnownTreatmentTimeHandler.
__init__
(
)
#
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KnownTreatmentTimeHandler.__init__()
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Consulting and training
