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Contributing
Guide
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Example Gallery
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bass
model
F
create_bass_model
f
clv
distributions
BetaGeoBetaBinom
BetaGeoBetaBinom.__init__
BetaGeoBetaBinom.dist
BetaGeoBetaBinom.logp
BetaGeoBetaBinomRV
BetaGeoBetaBinomRV.L_op
BetaGeoBetaBinomRV.R_op
BetaGeoBetaBinomRV.__init__
BetaGeoBetaBinomRV.add_tag_trace
BetaGeoBetaBinomRV.batch_ndim
BetaGeoBetaBinomRV.dist_params
BetaGeoBetaBinomRV.do_constant_folding
BetaGeoBetaBinomRV.grad
BetaGeoBetaBinomRV.infer_shape
BetaGeoBetaBinomRV.inplace_on_inputs
BetaGeoBetaBinomRV.make_node
BetaGeoBetaBinomRV.make_py_thunk
BetaGeoBetaBinomRV.make_thunk
BetaGeoBetaBinomRV.perform
BetaGeoBetaBinomRV.prepare_node
BetaGeoBetaBinomRV.rng_fn
BetaGeoBetaBinomRV.rng_param
BetaGeoBetaBinomRV.size_param
BetaGeoNBD
BetaGeoNBD.__init__
BetaGeoNBD.dist
BetaGeoNBD.logp
BetaGeoNBDRV
BetaGeoNBDRV.L_op
BetaGeoNBDRV.R_op
BetaGeoNBDRV.__init__
BetaGeoNBDRV.add_tag_trace
BetaGeoNBDRV.batch_ndim
BetaGeoNBDRV.dist_params
BetaGeoNBDRV.do_constant_folding
BetaGeoNBDRV.grad
BetaGeoNBDRV.infer_shape
BetaGeoNBDRV.inplace_on_inputs
BetaGeoNBDRV.make_node
BetaGeoNBDRV.make_py_thunk
BetaGeoNBDRV.make_thunk
BetaGeoNBDRV.perform
BetaGeoNBDRV.prepare_node
BetaGeoNBDRV.rng_fn
BetaGeoNBDRV.rng_param
BetaGeoNBDRV.size_param
ContContract
ContContract.__init__
ContContract.dist
ContContract.logp
ContContractRV
ContContractRV.L_op
ContContractRV.R_op
ContContractRV.__init__
ContContractRV.add_tag_trace
ContContractRV.batch_ndim
ContContractRV.dist_params
ContContractRV.do_constant_folding
ContContractRV.grad
ContContractRV.infer_shape
ContContractRV.inplace_on_inputs
ContContractRV.make_node
ContContractRV.make_py_thunk
ContContractRV.make_thunk
ContContractRV.perform
ContContractRV.prepare_node
ContContractRV.rng_fn
ContContractRV.rng_param
ContContractRV.size_param
ContNonContract
ContNonContract.__init__
ContNonContract.dist
ContNonContract.logp
ContNonContractRV
ContNonContractRV.L_op
ContNonContractRV.R_op
ContNonContractRV.__init__
ContNonContractRV.add_tag_trace
ContNonContractRV.batch_ndim
ContNonContractRV.dist_params
ContNonContractRV.do_constant_folding
ContNonContractRV.grad
ContNonContractRV.infer_shape
ContNonContractRV.inplace_on_inputs
ContNonContractRV.make_node
ContNonContractRV.make_py_thunk
ContNonContractRV.make_thunk
ContNonContractRV.perform
ContNonContractRV.prepare_node
ContNonContractRV.rng_fn
ContNonContractRV.rng_param
ContNonContractRV.size_param
ModifiedBetaGeoNBD
ModifiedBetaGeoNBD.__init__
ModifiedBetaGeoNBD.dist
ModifiedBetaGeoNBD.logp
ModifiedBetaGeoNBDRV
ModifiedBetaGeoNBDRV.L_op
ModifiedBetaGeoNBDRV.R_op
ModifiedBetaGeoNBDRV.__init__
ModifiedBetaGeoNBDRV.add_tag_trace
ModifiedBetaGeoNBDRV.batch_ndim
ModifiedBetaGeoNBDRV.dist_params
ModifiedBetaGeoNBDRV.do_constant_folding
ModifiedBetaGeoNBDRV.grad
ModifiedBetaGeoNBDRV.infer_shape
ModifiedBetaGeoNBDRV.inplace_on_inputs
ModifiedBetaGeoNBDRV.make_node
ModifiedBetaGeoNBDRV.make_py_thunk
ModifiedBetaGeoNBDRV.make_thunk
ModifiedBetaGeoNBDRV.perform
ModifiedBetaGeoNBDRV.prepare_node
ModifiedBetaGeoNBDRV.rng_fn
ModifiedBetaGeoNBDRV.rng_param
ModifiedBetaGeoNBDRV.size_param
ParetoNBD
ParetoNBD.__init__
ParetoNBD.dist
ParetoNBD.logp
ParetoNBDRV
ParetoNBDRV.L_op
ParetoNBDRV.R_op
ParetoNBDRV.__init__
ParetoNBDRV.add_tag_trace
ParetoNBDRV.batch_ndim
ParetoNBDRV.dist_params
ParetoNBDRV.do_constant_folding
ParetoNBDRV.grad
ParetoNBDRV.infer_shape
ParetoNBDRV.inplace_on_inputs
ParetoNBDRV.make_node
ParetoNBDRV.make_py_thunk
ParetoNBDRV.make_thunk
ParetoNBDRV.perform
ParetoNBDRV.prepare_node
ParetoNBDRV.rng_fn
ParetoNBDRV.rng_param
ParetoNBDRV.size_param
models
basic
CLVModel
beta_geo
BetaGeoModel
beta_geo_beta_binom
BetaGeoBetaBinomModel
gamma_gamma
BaseGammaGammaModel
GammaGammaModel
GammaGammaModelIndividual
modified_beta_geo
ModifiedBetaGeoModel
pareto_nbd
ParetoNBDModel
shifted_beta_geo
ShiftedBetaGeoModelIndividual
plotting
plot_customer_exposure
plot_expected_purchases_over_time
plot_expected_purchases_ppc
plot_frequency_recency_matrix
plot_probability_alive_matrix
utils
customer_lifetime_value
rfm_segments
rfm_summary
rfm_train_test_split
to_xarray
customer_choice
mv_its
plot_product
MVITS
MVITS.__init__
MVITS.attrs_to_init_kwargs
MVITS.build_from_idata
MVITS.build_model
MVITS.calculate_counterfactual
MVITS.causal_impact
MVITS.create_fit_data
MVITS.create_idata_attrs
MVITS.fit
MVITS.graphviz
MVITS.inform_default_prior
MVITS.load
MVITS.load_from_idata
MVITS.plot_causal_impact_market_share
MVITS.plot_causal_impact_sales
MVITS.plot_counterfactual
MVITS.plot_data
MVITS.plot_fit
MVITS.post_sample_model_transformation
MVITS.predict
MVITS.predict_posterior
MVITS.predict_proba
MVITS.sample
MVITS.sample_posterior_predictive
MVITS.sample_prior_predictive
MVITS.save
MVITS.set_idata_attrs
synthetic_data
generate_saturated_data
generate_unsaturated_data
deserialize
deserialize
register_deserialization
Deserializer
Deserializer.__init__
hsgp_kwargs
HSGPKwargs
HSGPKwargs.__init__
HSGPKwargs.construct
HSGPKwargs.copy
HSGPKwargs.dict
HSGPKwargs.from_orm
HSGPKwargs.json
HSGPKwargs.model_construct
HSGPKwargs.model_copy
HSGPKwargs.model_dump
HSGPKwargs.model_dump_json
HSGPKwargs.model_json_schema
HSGPKwargs.model_parametrized_name
HSGPKwargs.model_post_init
HSGPKwargs.model_rebuild
HSGPKwargs.model_validate
HSGPKwargs.model_validate_json
HSGPKwargs.model_validate_strings
HSGPKwargs.parse_file
HSGPKwargs.parse_obj
HSGPKwargs.parse_raw
HSGPKwargs.schema
HSGPKwargs.schema_json
HSGPKwargs.update_forward_refs
HSGPKwargs.validate
metrics
crps
nmae
nrmse
per_observation_crps
mlflow
autolog
create_log_callback
load_mmm
log_arviz_summary
log_error
log_inference_data
log_likelihood_type
log_metadata
log_mmm
log_mmm_configuration
log_mmm_evaluation_metrics
log_model_derived_info
log_model_graph
log_sample_diagnostics
log_types_of_parameters
log_versions
MMMWrapper
MMMWrapper.__init__
MMMWrapper.load_context
MMMWrapper.predict
MMMWrapper.predict_stream
mmm
additive_effect
EventAdditiveEffect
EventAdditiveEffect.__init__
EventAdditiveEffect.construct
EventAdditiveEffect.copy
EventAdditiveEffect.create_data
EventAdditiveEffect.create_effect
EventAdditiveEffect.dict
EventAdditiveEffect.from_orm
EventAdditiveEffect.json
EventAdditiveEffect.model_construct
EventAdditiveEffect.model_copy
EventAdditiveEffect.model_dump
EventAdditiveEffect.model_dump_json
EventAdditiveEffect.model_json_schema
EventAdditiveEffect.model_parametrized_name
EventAdditiveEffect.model_post_init
EventAdditiveEffect.model_rebuild
EventAdditiveEffect.model_validate
EventAdditiveEffect.model_validate_json
EventAdditiveEffect.model_validate_strings
EventAdditiveEffect.parse_file
EventAdditiveEffect.parse_obj
EventAdditiveEffect.parse_raw
EventAdditiveEffect.schema
EventAdditiveEffect.schema_json
EventAdditiveEffect.set_data
EventAdditiveEffect.update_forward_refs
EventAdditiveEffect.validate
FourierEffect
FourierEffect.__init__
FourierEffect.create_data
FourierEffect.create_effect
FourierEffect.set_data
LinearTrendEffect
LinearTrendEffect.__init__
LinearTrendEffect.create_data
LinearTrendEffect.create_effect
LinearTrendEffect.set_data
MMM
MMM.__init__
MuEffect
MuEffect.__init__
MuEffect.create_data
MuEffect.create_effect
MuEffect.set_data
base
BaseValidateMMM
BaseValidateMMM.__init__
BaseValidateMMM.attrs_to_init_kwargs
BaseValidateMMM.build_from_idata
BaseValidateMMM.build_model
BaseValidateMMM.compute_channel_contribution_original_scale
BaseValidateMMM.compute_mean_contributions_over_time
BaseValidateMMM.create_fit_data
BaseValidateMMM.create_idata_attrs
BaseValidateMMM.fit
BaseValidateMMM.get_channel_contributions_share_samples
BaseValidateMMM.get_errors
BaseValidateMMM.get_target_transformer
BaseValidateMMM.graphviz
BaseValidateMMM.load
BaseValidateMMM.load_from_idata
BaseValidateMMM.plot_channel_contribution_share_hdi
BaseValidateMMM.plot_components_contributions
BaseValidateMMM.plot_errors
BaseValidateMMM.plot_grouped_contribution_breakdown_over_time
BaseValidateMMM.plot_posterior_predictive
BaseValidateMMM.plot_prior_predictive
BaseValidateMMM.plot_prior_vs_posterior
BaseValidateMMM.plot_waterfall_components_decomposition
BaseValidateMMM.post_sample_model_transformation
BaseValidateMMM.predict
BaseValidateMMM.predict_posterior
BaseValidateMMM.predict_proba
BaseValidateMMM.preprocess
BaseValidateMMM.sample_posterior_predictive
BaseValidateMMM.sample_prior_predictive
BaseValidateMMM.save
BaseValidateMMM.set_idata_attrs
BaseValidateMMM.validate
BaseValidateMMM.validate_channel_columns
BaseValidateMMM.validate_date_col
BaseValidateMMM.validate_target
MMMModelBuilder
MMMModelBuilder.__init__
MMMModelBuilder.attrs_to_init_kwargs
MMMModelBuilder.build_from_idata
MMMModelBuilder.build_model
MMMModelBuilder.compute_channel_contribution_original_scale
MMMModelBuilder.compute_mean_contributions_over_time
MMMModelBuilder.create_fit_data
MMMModelBuilder.create_idata_attrs
MMMModelBuilder.fit
MMMModelBuilder.get_channel_contributions_share_samples
MMMModelBuilder.get_errors
MMMModelBuilder.get_target_transformer
MMMModelBuilder.graphviz
MMMModelBuilder.load
MMMModelBuilder.load_from_idata
MMMModelBuilder.plot_channel_contribution_share_hdi
MMMModelBuilder.plot_components_contributions
MMMModelBuilder.plot_errors
MMMModelBuilder.plot_grouped_contribution_breakdown_over_time
MMMModelBuilder.plot_posterior_predictive
MMMModelBuilder.plot_prior_predictive
MMMModelBuilder.plot_prior_vs_posterior
MMMModelBuilder.plot_waterfall_components_decomposition
MMMModelBuilder.post_sample_model_transformation
MMMModelBuilder.predict
MMMModelBuilder.predict_posterior
MMMModelBuilder.predict_proba
MMMModelBuilder.preprocess
MMMModelBuilder.sample_posterior_predictive
MMMModelBuilder.sample_prior_predictive
MMMModelBuilder.save
MMMModelBuilder.set_idata_attrs
MMMModelBuilder.validate
budget_optimizer
optimizer_xarray_builder
BudgetOptimizer
BudgetOptimizer.__init__
BudgetOptimizer.allocate_budget
BudgetOptimizer.construct
BudgetOptimizer.copy
BudgetOptimizer.dict
BudgetOptimizer.extract_response_distribution
BudgetOptimizer.from_orm
BudgetOptimizer.json
BudgetOptimizer.model_construct
BudgetOptimizer.model_copy
BudgetOptimizer.model_dump
BudgetOptimizer.model_dump_json
BudgetOptimizer.model_json_schema
BudgetOptimizer.model_parametrized_name
BudgetOptimizer.model_post_init
BudgetOptimizer.model_rebuild
BudgetOptimizer.model_validate
BudgetOptimizer.model_validate_json
BudgetOptimizer.model_validate_strings
BudgetOptimizer.parse_file
BudgetOptimizer.parse_obj
BudgetOptimizer.parse_raw
BudgetOptimizer.schema
BudgetOptimizer.schema_json
BudgetOptimizer.set_constraints
BudgetOptimizer.update_forward_refs
BudgetOptimizer.validate
OptimizerCompatibleModelWrapper
OptimizerCompatibleModelWrapper.__init__
causal
CausalGraphModel
CausalGraphModel.__init__
CausalGraphModel.build_graphical_model
CausalGraphModel.compute_adjustment_sets
CausalGraphModel.get_backdoor_paths
CausalGraphModel.get_unique_adjustment_nodes
components
adstock
adstock_from_dict
AdstockTransformation
DelayedAdstock
GeometricAdstock
WeibullCDFAdstock
WeibullPDFAdstock
base
create_registration_meta
Transformation
saturation
saturation_from_dict
HillSaturation
HillSaturationSigmoid
InverseScaledLogisticSaturation
LogisticSaturation
MichaelisMentenSaturation
RootSaturation
SaturationTransformation
TanhSaturation
TanhSaturationBaselined
constraints
build_default_sum_constraint
compile_constraints_for_scipy
Constraint
Constraint.__init__
evaluation
calculate_metric_distributions
compute_summary_metrics
summarize_metric_distributions
events
basis_from_dict
days_from_reference
Basis
Basis.__init__
Basis.apply
Basis.plot_curve
Basis.plot_curve_hdi
Basis.plot_curve_samples
Basis.sample_curve
Basis.sample_prior
Basis.set_dims_for_all_priors
Basis.to_dict
Basis.update_priors
EventEffect
EventEffect.__init__
EventEffect.apply
EventEffect.construct
EventEffect.copy
EventEffect.dict
EventEffect.from_dict
EventEffect.from_orm
EventEffect.json
EventEffect.model_construct
EventEffect.model_copy
EventEffect.model_dump
EventEffect.model_dump_json
EventEffect.model_json_schema
EventEffect.model_parametrized_name
EventEffect.model_post_init
EventEffect.model_rebuild
EventEffect.model_validate
EventEffect.model_validate_json
EventEffect.model_validate_strings
EventEffect.parse_file
EventEffect.parse_obj
EventEffect.parse_raw
EventEffect.schema
EventEffect.schema_json
EventEffect.to_dict
EventEffect.update_forward_refs
EventEffect.validate
GaussianBasis
GaussianBasis.__init__
GaussianBasis.apply
GaussianBasis.function
GaussianBasis.plot_curve
GaussianBasis.plot_curve_hdi
GaussianBasis.plot_curve_samples
GaussianBasis.sample_curve
GaussianBasis.sample_prior
GaussianBasis.set_dims_for_all_priors
GaussianBasis.to_dict
GaussianBasis.update_priors
fourier
generate_fourier_modes
FourierBase
FourierBase.__init__
FourierBase.apply
FourierBase.construct
FourierBase.copy
FourierBase.dict
FourierBase.from_dict
FourierBase.from_orm
FourierBase.get_default_start_date
FourierBase.json
FourierBase.model_construct
FourierBase.model_copy
FourierBase.model_dump
FourierBase.model_dump_json
FourierBase.model_json_schema
FourierBase.model_parametrized_name
FourierBase.model_post_init
FourierBase.model_rebuild
FourierBase.model_validate
FourierBase.model_validate_json
FourierBase.model_validate_strings
FourierBase.parse_file
FourierBase.parse_obj
FourierBase.parse_raw
FourierBase.plot_curve
FourierBase.plot_curve_hdi
FourierBase.plot_curve_samples
FourierBase.sample_curve
FourierBase.sample_prior
FourierBase.schema
FourierBase.schema_json
FourierBase.serialize_prior
FourierBase.to_dict
FourierBase.update_forward_refs
FourierBase.validate
MonthlyFourier
MonthlyFourier.__init__
MonthlyFourier.apply
MonthlyFourier.construct
MonthlyFourier.copy
MonthlyFourier.dict
MonthlyFourier.from_dict
MonthlyFourier.from_orm
MonthlyFourier.get_default_start_date
MonthlyFourier.json
MonthlyFourier.model_construct
MonthlyFourier.model_copy
MonthlyFourier.model_dump
MonthlyFourier.model_dump_json
MonthlyFourier.model_json_schema
MonthlyFourier.model_parametrized_name
MonthlyFourier.model_post_init
MonthlyFourier.model_rebuild
MonthlyFourier.model_validate
MonthlyFourier.model_validate_json
MonthlyFourier.model_validate_strings
MonthlyFourier.parse_file
MonthlyFourier.parse_obj
MonthlyFourier.parse_raw
MonthlyFourier.plot_curve
MonthlyFourier.plot_curve_hdi
MonthlyFourier.plot_curve_samples
MonthlyFourier.sample_curve
MonthlyFourier.sample_prior
MonthlyFourier.schema
MonthlyFourier.schema_json
MonthlyFourier.serialize_prior
MonthlyFourier.to_dict
MonthlyFourier.update_forward_refs
MonthlyFourier.validate
WeeklyFourier
WeeklyFourier.__init__
WeeklyFourier.apply
WeeklyFourier.construct
WeeklyFourier.copy
WeeklyFourier.dict
WeeklyFourier.from_dict
WeeklyFourier.from_orm
WeeklyFourier.get_default_start_date
WeeklyFourier.json
WeeklyFourier.model_construct
WeeklyFourier.model_copy
WeeklyFourier.model_dump
WeeklyFourier.model_dump_json
WeeklyFourier.model_json_schema
WeeklyFourier.model_parametrized_name
WeeklyFourier.model_post_init
WeeklyFourier.model_rebuild
WeeklyFourier.model_validate
WeeklyFourier.model_validate_json
WeeklyFourier.model_validate_strings
WeeklyFourier.parse_file
WeeklyFourier.parse_obj
WeeklyFourier.parse_raw
WeeklyFourier.plot_curve
WeeklyFourier.plot_curve_hdi
WeeklyFourier.plot_curve_samples
WeeklyFourier.sample_curve
WeeklyFourier.sample_prior
WeeklyFourier.schema
WeeklyFourier.schema_json
WeeklyFourier.serialize_prior
WeeklyFourier.to_dict
WeeklyFourier.update_forward_refs
WeeklyFourier.validate
YearlyFourier
YearlyFourier.__init__
YearlyFourier.apply
YearlyFourier.construct
YearlyFourier.copy
YearlyFourier.dict
YearlyFourier.from_dict
YearlyFourier.from_orm
YearlyFourier.get_default_start_date
YearlyFourier.json
YearlyFourier.model_construct
YearlyFourier.model_copy
YearlyFourier.model_dump
YearlyFourier.model_dump_json
YearlyFourier.model_json_schema
YearlyFourier.model_parametrized_name
YearlyFourier.model_post_init
YearlyFourier.model_rebuild
YearlyFourier.model_validate
YearlyFourier.model_validate_json
YearlyFourier.model_validate_strings
YearlyFourier.parse_file
YearlyFourier.parse_obj
YearlyFourier.parse_raw
YearlyFourier.plot_curve
YearlyFourier.plot_curve_hdi
YearlyFourier.plot_curve_samples
YearlyFourier.sample_curve
YearlyFourier.sample_prior
YearlyFourier.schema
YearlyFourier.schema_json
YearlyFourier.serialize_prior
YearlyFourier.to_dict
YearlyFourier.update_forward_refs
YearlyFourier.validate
hsgp
approx_hsgp_hyperparams
create_complexity_penalizing_prior
create_constrained_inverse_gamma_prior
create_eta_prior
create_m_and_L_recommendations
CovFunc
CovFunc.encode
CovFunc.replace
CovFunc.split
CovFunc.rsplit
CovFunc.join
CovFunc.capitalize
CovFunc.casefold
CovFunc.title
CovFunc.center
CovFunc.count
CovFunc.expandtabs
CovFunc.find
CovFunc.partition
CovFunc.index
CovFunc.ljust
CovFunc.lower
CovFunc.lstrip
CovFunc.rfind
CovFunc.rindex
CovFunc.rjust
CovFunc.rstrip
CovFunc.rpartition
CovFunc.splitlines
CovFunc.strip
CovFunc.swapcase
CovFunc.translate
CovFunc.upper
CovFunc.startswith
CovFunc.endswith
CovFunc.removeprefix
CovFunc.removesuffix
CovFunc.isascii
CovFunc.islower
CovFunc.isupper
CovFunc.istitle
CovFunc.isspace
CovFunc.isdecimal
CovFunc.isdigit
CovFunc.isnumeric
CovFunc.isalpha
CovFunc.isalnum
CovFunc.isidentifier
CovFunc.isprintable
CovFunc.zfill
CovFunc.format
CovFunc.format_map
CovFunc.maketrans
HSGP
HSGP.__init__
HSGP.construct
HSGP.copy
HSGP.create_variable
HSGP.deterministics_to_replace
HSGP.dict
HSGP.from_dict
HSGP.from_orm
HSGP.json
HSGP.model_construct
HSGP.model_copy
HSGP.model_dump
HSGP.model_dump_json
HSGP.model_json_schema
HSGP.model_parametrized_name
HSGP.model_post_init
HSGP.model_rebuild
HSGP.model_validate
HSGP.model_validate_json
HSGP.model_validate_strings
HSGP.parameterize_from_data
HSGP.parse_file
HSGP.parse_obj
HSGP.parse_raw
HSGP.plot_curve
HSGP.register_data
HSGP.sample_prior
HSGP.schema
HSGP.schema_json
HSGP.to_dict
HSGP.update_forward_refs
HSGP.validate
HSGPBase
HSGPBase.__init__
HSGPBase.construct
HSGPBase.copy
HSGPBase.create_variable
HSGPBase.deterministics_to_replace
HSGPBase.dict
HSGPBase.from_orm
HSGPBase.json
HSGPBase.model_construct
HSGPBase.model_copy
HSGPBase.model_dump
HSGPBase.model_dump_json
HSGPBase.model_json_schema
HSGPBase.model_parametrized_name
HSGPBase.model_post_init
HSGPBase.model_rebuild
HSGPBase.model_validate
HSGPBase.model_validate_json
HSGPBase.model_validate_strings
HSGPBase.parse_file
HSGPBase.parse_obj
HSGPBase.parse_raw
HSGPBase.plot_curve
HSGPBase.register_data
HSGPBase.sample_prior
HSGPBase.schema
HSGPBase.schema_json
HSGPBase.to_dict
HSGPBase.update_forward_refs
HSGPBase.validate
HSGPPeriodic
HSGPPeriodic.__init__
HSGPPeriodic.construct
HSGPPeriodic.copy
HSGPPeriodic.create_variable
HSGPPeriodic.deterministics_to_replace
HSGPPeriodic.dict
HSGPPeriodic.from_dict
HSGPPeriodic.from_orm
HSGPPeriodic.json
HSGPPeriodic.model_construct
HSGPPeriodic.model_copy
HSGPPeriodic.model_dump
HSGPPeriodic.model_dump_json
HSGPPeriodic.model_json_schema
HSGPPeriodic.model_parametrized_name
HSGPPeriodic.model_post_init
HSGPPeriodic.model_rebuild
HSGPPeriodic.model_validate
HSGPPeriodic.model_validate_json
HSGPPeriodic.model_validate_strings
HSGPPeriodic.parse_file
HSGPPeriodic.parse_obj
HSGPPeriodic.parse_raw
HSGPPeriodic.plot_curve
HSGPPeriodic.register_data
HSGPPeriodic.sample_prior
HSGPPeriodic.schema
HSGPPeriodic.schema_json
HSGPPeriodic.to_dict
HSGPPeriodic.update_forward_refs
HSGPPeriodic.validate
PeriodicCovFunc
PeriodicCovFunc.encode
PeriodicCovFunc.replace
PeriodicCovFunc.split
PeriodicCovFunc.rsplit
PeriodicCovFunc.join
PeriodicCovFunc.capitalize
PeriodicCovFunc.casefold
PeriodicCovFunc.title
PeriodicCovFunc.center
PeriodicCovFunc.count
PeriodicCovFunc.expandtabs
PeriodicCovFunc.find
PeriodicCovFunc.partition
PeriodicCovFunc.index
PeriodicCovFunc.ljust
PeriodicCovFunc.lower
PeriodicCovFunc.lstrip
PeriodicCovFunc.rfind
PeriodicCovFunc.rindex
PeriodicCovFunc.rjust
PeriodicCovFunc.rstrip
PeriodicCovFunc.rpartition
PeriodicCovFunc.splitlines
PeriodicCovFunc.strip
PeriodicCovFunc.swapcase
PeriodicCovFunc.translate
PeriodicCovFunc.upper
PeriodicCovFunc.startswith
PeriodicCovFunc.endswith
PeriodicCovFunc.removeprefix
PeriodicCovFunc.removesuffix
PeriodicCovFunc.isascii
PeriodicCovFunc.islower
PeriodicCovFunc.isupper
PeriodicCovFunc.istitle
PeriodicCovFunc.isspace
PeriodicCovFunc.isdecimal
PeriodicCovFunc.isdigit
PeriodicCovFunc.isnumeric
PeriodicCovFunc.isalpha
PeriodicCovFunc.isalnum
PeriodicCovFunc.isidentifier
PeriodicCovFunc.isprintable
PeriodicCovFunc.zfill
PeriodicCovFunc.format
PeriodicCovFunc.format_map
PeriodicCovFunc.maketrans
SoftPlusHSGP
SoftPlusHSGP.__init__
SoftPlusHSGP.construct
SoftPlusHSGP.copy
SoftPlusHSGP.create_variable
SoftPlusHSGP.deterministics_to_replace
SoftPlusHSGP.dict
SoftPlusHSGP.from_dict
SoftPlusHSGP.from_orm
SoftPlusHSGP.json
SoftPlusHSGP.model_construct
SoftPlusHSGP.model_copy
SoftPlusHSGP.model_dump
SoftPlusHSGP.model_dump_json
SoftPlusHSGP.model_json_schema
SoftPlusHSGP.model_parametrized_name
SoftPlusHSGP.model_post_init
SoftPlusHSGP.model_rebuild
SoftPlusHSGP.model_validate
SoftPlusHSGP.model_validate_json
SoftPlusHSGP.model_validate_strings
SoftPlusHSGP.parameterize_from_data
SoftPlusHSGP.parse_file
SoftPlusHSGP.parse_obj
SoftPlusHSGP.parse_raw
SoftPlusHSGP.plot_curve
SoftPlusHSGP.register_data
SoftPlusHSGP.sample_prior
SoftPlusHSGP.schema
SoftPlusHSGP.schema_json
SoftPlusHSGP.to_dict
SoftPlusHSGP.update_forward_refs
SoftPlusHSGP.validate
lift_test
add_lift_measurements_to_likelihood_from_saturation
add_saturation_observations
assert_is_subset
assert_monotonic
create_time_varying_saturation
create_variable_indexer
exact_row_indices
scale_channel_lift_measurements
scale_lift_measurements
scale_target_for_lift_measurements
linear_trend
LinearTrend
LinearTrend.__init__
LinearTrend.apply
LinearTrend.construct
LinearTrend.copy
LinearTrend.dict
LinearTrend.from_orm
LinearTrend.json
LinearTrend.model_construct
LinearTrend.model_copy
LinearTrend.model_dump
LinearTrend.model_dump_json
LinearTrend.model_json_schema
LinearTrend.model_parametrized_name
LinearTrend.model_post_init
LinearTrend.model_rebuild
LinearTrend.model_validate
LinearTrend.model_validate_json
LinearTrend.model_validate_strings
LinearTrend.parse_file
LinearTrend.parse_obj
LinearTrend.parse_raw
LinearTrend.plot_curve
LinearTrend.sample_curve
LinearTrend.sample_prior
LinearTrend.schema
LinearTrend.schema_json
LinearTrend.update_forward_refs
LinearTrend.validate
media_transformation
MediaConfig
MediaConfig.__init__
MediaConfig.from_dict
MediaConfig.to_dict
MediaConfigList
MediaConfigList.__init__
MediaConfigList.from_dict
MediaConfigList.to_dict
MediaTransformation
MediaTransformation.__init__
MediaTransformation.from_dict
MediaTransformation.to_dict
mmm
BaseMMM
BaseMMM.__init__
BaseMMM.attrs_to_init_kwargs
BaseMMM.build_from_idata
BaseMMM.build_model
BaseMMM.channel_contributions_forward_pass
BaseMMM.compute_channel_contribution_original_scale
BaseMMM.compute_mean_contributions_over_time
BaseMMM.create_fit_data
BaseMMM.create_idata_attrs
BaseMMM.fit
BaseMMM.forward_pass
BaseMMM.get_channel_contributions_share_samples
BaseMMM.get_errors
BaseMMM.get_target_transformer
BaseMMM.graphviz
BaseMMM.load
BaseMMM.load_from_idata
BaseMMM.plot_channel_contribution_share_hdi
BaseMMM.plot_components_contributions
BaseMMM.plot_errors
BaseMMM.plot_grouped_contribution_breakdown_over_time
BaseMMM.plot_posterior_predictive
BaseMMM.plot_prior_predictive
BaseMMM.plot_prior_vs_posterior
BaseMMM.plot_waterfall_components_decomposition
BaseMMM.post_sample_model_transformation
BaseMMM.predict
BaseMMM.predict_posterior
BaseMMM.predict_proba
BaseMMM.preprocess
BaseMMM.sample_posterior_predictive
BaseMMM.sample_prior_predictive
BaseMMM.save
BaseMMM.set_idata_attrs
BaseMMM.validate
BaseMMM.validate_channel_columns
BaseMMM.validate_date_col
BaseMMM.validate_target
MMM
MMM.__init__
MMM.add_lift_test_measurements
MMM.attrs_to_init_kwargs
MMM.build_from_idata
MMM.build_model
MMM.channel_contributions_forward_pass
MMM.compute_channel_contribution_original_scale
MMM.compute_mean_contributions_over_time
MMM.create_fit_data
MMM.create_idata_attrs
MMM.fit
MMM.format_recovered_transformation_parameters
MMM.forward_pass
MMM.get_channel_contributions_forward_pass_grid
MMM.get_channel_contributions_share_samples
MMM.get_errors
MMM.get_target_transformer
MMM.get_ts_contribution_posterior
MMM.graphviz
MMM.load
MMM.load_from_idata
MMM.max_abs_scale_channel_data
MMM.max_abs_scale_target_data
MMM.new_spend_contributions
MMM.optimize_budget
MMM.plot_allocated_contribution_by_channel
MMM.plot_budget_allocation
MMM.plot_channel_contribution_share_hdi
MMM.plot_channel_contributions_grid
MMM.plot_channel_parameter
MMM.plot_components_contributions
MMM.plot_direct_contribution_curves
MMM.plot_errors
MMM.plot_grouped_contribution_breakdown_over_time
MMM.plot_new_spend_contributions
MMM.plot_posterior_predictive
MMM.plot_prior_predictive
MMM.plot_prior_vs_posterior
MMM.plot_waterfall_components_decomposition
MMM.post_sample_model_transformation
MMM.predict
MMM.predict_posterior
MMM.predict_proba
MMM.preprocess
MMM.sample_posterior_predictive
MMM.sample_prior_predictive
MMM.sample_response_distribution
MMM.save
MMM.set_idata_attrs
MMM.validate
MMM.validate_channel_columns
MMM.validate_control_columns
MMM.validate_date_col
MMM.validate_target
multidimensional
create_sample_kwargs
MMM
MMM.__init__
MMM.add_events
MMM.add_original_scale_contribution_variable
MMM.attrs_to_init_kwargs
MMM.build_from_idata
MMM.build_model
MMM.create_fit_data
MMM.create_idata_attrs
MMM.fit
MMM.forward_pass
MMM.get_scales_as_xarray
MMM.graphviz
MMM.load
MMM.load_from_idata
MMM.post_sample_model_transformation
MMM.predict
MMM.predict_posterior
MMM.predict_proba
MMM.sample_posterior_predictive
MMM.sample_prior_predictive
MMM.save
MMM.set_idata_attrs
MultiDimensionalBudgetOptimizerWrapper
MultiDimensionalBudgetOptimizerWrapper.__init__
MultiDimensionalBudgetOptimizerWrapper.optimize_budget
MultiDimensionalBudgetOptimizerWrapper.sample_response_distribution
plot
MMMPlotSuite
MMMPlotSuite.__init__
MMMPlotSuite.allocated_contribution_by_channel_over_time
MMMPlotSuite.budget_allocation
MMMPlotSuite.contributions_over_time
MMMPlotSuite.posterior_predictive
MMMPlotSuite.saturation_curves_scatter
preprocessing
preprocessing_method_X
preprocessing_method_y
MaxAbsScaleChannels
MaxAbsScaleChannels.__init__
MaxAbsScaleChannels.max_abs_scale_channel_data
MaxAbsScaleTarget
MaxAbsScaleTarget.__init__
MaxAbsScaleTarget.max_abs_scale_target_data
StandardizeControls
StandardizeControls.__init__
StandardizeControls.standardize_control_data
scaling
Scaling
Scaling.__init__
Scaling.construct
Scaling.copy
Scaling.dict
Scaling.from_orm
Scaling.json
Scaling.model_construct
Scaling.model_copy
Scaling.model_dump
Scaling.model_dump_json
Scaling.model_json_schema
Scaling.model_parametrized_name
Scaling.model_post_init
Scaling.model_rebuild
Scaling.model_validate
Scaling.model_validate_json
Scaling.model_validate_strings
Scaling.parse_file
Scaling.parse_obj
Scaling.parse_raw
Scaling.schema
Scaling.schema_json
Scaling.update_forward_refs
Scaling.validate
VariableScaling
VariableScaling.__init__
VariableScaling.construct
VariableScaling.copy
VariableScaling.dict
VariableScaling.from_orm
VariableScaling.json
VariableScaling.model_construct
VariableScaling.model_copy
VariableScaling.model_dump
VariableScaling.model_dump_json
VariableScaling.model_json_schema
VariableScaling.model_parametrized_name
VariableScaling.model_post_init
VariableScaling.model_rebuild
VariableScaling.model_validate
VariableScaling.model_validate_json
VariableScaling.model_validate_strings
VariableScaling.parse_file
VariableScaling.parse_obj
VariableScaling.parse_raw
VariableScaling.schema
VariableScaling.schema_json
VariableScaling.update_forward_refs
VariableScaling.validate
transformers
batched_convolution
delayed_adstock
geometric_adstock
hill_function
hill_saturation_sigmoid
inverse_scaled_logistic_saturation
logistic_saturation
michaelis_menten
root_saturation
tanh_saturation
tanh_saturation_baselined
weibull_adstock
ConvMode
ConvMode.encode
ConvMode.replace
ConvMode.split
ConvMode.rsplit
ConvMode.join
ConvMode.capitalize
ConvMode.casefold
ConvMode.title
ConvMode.center
ConvMode.count
ConvMode.expandtabs
ConvMode.find
ConvMode.partition
ConvMode.index
ConvMode.ljust
ConvMode.lower
ConvMode.lstrip
ConvMode.rfind
ConvMode.rindex
ConvMode.rjust
ConvMode.rstrip
ConvMode.rpartition
ConvMode.splitlines
ConvMode.strip
ConvMode.swapcase
ConvMode.translate
ConvMode.upper
ConvMode.startswith
ConvMode.endswith
ConvMode.removeprefix
ConvMode.removesuffix
ConvMode.isascii
ConvMode.islower
ConvMode.isupper
ConvMode.istitle
ConvMode.isspace
ConvMode.isdecimal
ConvMode.isdigit
ConvMode.isnumeric
ConvMode.isalpha
ConvMode.isalnum
ConvMode.isidentifier
ConvMode.isprintable
ConvMode.zfill
ConvMode.format
ConvMode.format_map
ConvMode.maketrans
TanhSaturationBaselinedParameters
TanhSaturationBaselinedParameters.__init__
TanhSaturationBaselinedParameters.count
TanhSaturationBaselinedParameters.debaseline
TanhSaturationBaselinedParameters.index
TanhSaturationBaselinedParameters.rebaseline
TanhSaturationParameters
TanhSaturationParameters.__init__
TanhSaturationParameters.baseline
TanhSaturationParameters.count
TanhSaturationParameters.index
WeibullType
WeibullType.encode
WeibullType.replace
WeibullType.split
WeibullType.rsplit
WeibullType.join
WeibullType.capitalize
WeibullType.casefold
WeibullType.title
WeibullType.center
WeibullType.count
WeibullType.expandtabs
WeibullType.find
WeibullType.partition
WeibullType.index
WeibullType.ljust
WeibullType.lower
WeibullType.lstrip
WeibullType.rfind
WeibullType.rindex
WeibullType.rjust
WeibullType.rstrip
WeibullType.rpartition
WeibullType.splitlines
WeibullType.strip
WeibullType.swapcase
WeibullType.translate
WeibullType.upper
WeibullType.startswith
WeibullType.endswith
WeibullType.removeprefix
WeibullType.removesuffix
WeibullType.isascii
WeibullType.islower
WeibullType.isupper
WeibullType.istitle
WeibullType.isspace
WeibullType.isdecimal
WeibullType.isdigit
WeibullType.isnumeric
WeibullType.isalpha
WeibullType.isalnum
WeibullType.isidentifier
WeibullType.isprintable
WeibullType.zfill
WeibullType.format
WeibullType.format_map
WeibullType.maketrans
tvp
create_time_varying_gp_multiplier
infer_time_index
time_varying_prior
utility
adjusted_value_at_risk_score
average_response
conditional_value_at_risk
diversification_ratio
mean_tightness_score
portfolio_entropy
raroc
sharpe_ratio
tail_distance
value_at_risk
utils
add_noise_to_channel_allocation
apply_sklearn_transformer_across_dim
create_new_spend_data
create_zero_dataset
transform_1d_array
validating
validation_method_X
validation_method_y
ValidateChannelColumns
ValidateChannelColumns.__init__
ValidateChannelColumns.validate_channel_columns
ValidateControlColumns
ValidateControlColumns.__init__
ValidateControlColumns.validate_control_columns
ValidateDateColumn
ValidateDateColumn.__init__
ValidateDateColumn.validate_date_col
ValidateTargetColumn
ValidateTargetColumn.__init__
ValidateTargetColumn.validate_target
model_builder
create_idata_accessor
create_sample_kwargs
ModelBuilder
ModelBuilder.__init__
ModelBuilder.attrs_to_init_kwargs
ModelBuilder.build_from_idata
ModelBuilder.build_model
ModelBuilder.create_fit_data
ModelBuilder.create_idata_attrs
ModelBuilder.fit
ModelBuilder.graphviz
ModelBuilder.load
ModelBuilder.load_from_idata
ModelBuilder.post_sample_model_transformation
ModelBuilder.predict
ModelBuilder.predict_posterior
ModelBuilder.predict_proba
ModelBuilder.sample_posterior_predictive
ModelBuilder.sample_prior_predictive
ModelBuilder.save
ModelBuilder.set_idata_attrs
model_config
parse_model_config
model_graph
deterministics_to_flat
plot
create_legend_handles
drop_scalar_coords
generate_colors
get_plot_coords
get_total_coord_size
plot_curve
plot_hdi
plot_samples
random_samples
selections
set_subplot_kwargs_defaults
prior
create_dim_handler
handle_dims
register_tensor_transform
sample_prior
Censored
Censored.__init__
Censored.create_likelihood_variable
Censored.create_variable
Censored.from_dict
Censored.sample_prior
Censored.to_dict
Censored.to_graph
Prior
Prior.__init__
Prior.constrain
Prior.create_likelihood_variable
Prior.create_variable
Prior.deepcopy
Prior.from_dict
Prior.sample_prior
Prior.to_dict
Prior.to_graph
Scaled
Scaled.__init__
Scaled.create_variable
VariableFactory
VariableFactory.__init__
VariableFactory.create_variable
utils
from_netcdf
API
LinearTrend
LinearTrend.schema
LinearTrend.schema
#
classmethod
LinearTrend.
schema
(
by_alias
=
True
,
ref_template
=
'#/$defs/{model}'
)
#
On this page
LinearTrend.schema()
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Consulting and training
