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clv
distributions
ContContract
ContContract.__init__
ContContract.dist
ContContract.logp
ContContractRV
ContContractRV.L_op
ContContractRV.R_op
ContContractRV.__init__
ContContractRV.add_tag_trace
ContContractRV.do_constant_folding
ContContractRV.grad
ContContractRV.infer_shape
ContContractRV.make_node
ContContractRV.make_py_thunk
ContContractRV.make_thunk
ContContractRV.perform
ContContractRV.prepare_node
ContContractRV.rng_fn
ContNonContract
ContNonContract.__init__
ContNonContract.dist
ContNonContract.logp
ContNonContractRV
ContNonContractRV.L_op
ContNonContractRV.R_op
ContNonContractRV.__init__
ContNonContractRV.add_tag_trace
ContNonContractRV.do_constant_folding
ContNonContractRV.grad
ContNonContractRV.infer_shape
ContNonContractRV.make_node
ContNonContractRV.make_py_thunk
ContNonContractRV.make_thunk
ContNonContractRV.perform
ContNonContractRV.prepare_node
ContNonContractRV.rng_fn
ParetoNBD
ParetoNBD.__init__
ParetoNBD.dist
ParetoNBD.logp
ParetoNBDRV
ParetoNBDRV.L_op
ParetoNBDRV.R_op
ParetoNBDRV.__init__
ParetoNBDRV.add_tag_trace
ParetoNBDRV.do_constant_folding
ParetoNBDRV.grad
ParetoNBDRV.infer_shape
ParetoNBDRV.make_node
ParetoNBDRV.make_py_thunk
ParetoNBDRV.make_thunk
ParetoNBDRV.perform
ParetoNBDRV.prepare_node
ParetoNBDRV.rng_fn
models
basic
CLVModel
beta_geo
BetaGeoModel
gamma_gamma
BaseGammaGammaModel
GammaGammaModel
GammaGammaModelIndividual
pareto_nbd
ParetoNBDModel
shifted_beta_geo
ShiftedBetaGeoModelIndividual
plotting
force_aspect
plot_customer_exposure
plot_frequency_recency_matrix
plot_probability_alive_matrix
utils
clv_summary
customer_lifetime_value
rfm_summary
rfm_train_test_split
to_xarray
mmm
base
BaseMMM
BaseMMM.__init__
BaseMMM.build_model
BaseMMM.compute_channel_contribution_original_scale
BaseMMM.compute_channel_curve_optimization_parameters_original_scale
BaseMMM.compute_mean_contributions_over_time
BaseMMM.fit
BaseMMM.get_params
BaseMMM.get_target_transformer
BaseMMM.graphviz
BaseMMM.load
BaseMMM.optimize_channel_budget_for_maximum_contribution
BaseMMM.plot_budget_scenearios
BaseMMM.plot_channel_contribution_share_hdi
BaseMMM.plot_channel_parameter
BaseMMM.plot_components_contributions
BaseMMM.plot_direct_contribution_curves
BaseMMM.plot_grouped_contribution_breakdown_over_time
BaseMMM.plot_posterior_predictive
BaseMMM.plot_prior_predictive
BaseMMM.plot_waterfall_components_decomposition
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.set_params
BaseMMM.validate
MMM
MMM.__init__
MMM.build_model
MMM.compute_channel_contribution_original_scale
MMM.compute_channel_curve_optimization_parameters_original_scale
MMM.compute_mean_contributions_over_time
MMM.fit
MMM.get_params
MMM.get_target_transformer
MMM.graphviz
MMM.load
MMM.optimize_channel_budget_for_maximum_contribution
MMM.plot_budget_scenearios
MMM.plot_channel_contribution_share_hdi
MMM.plot_channel_parameter
MMM.plot_components_contributions
MMM.plot_direct_contribution_curves
MMM.plot_grouped_contribution_breakdown_over_time
MMM.plot_posterior_predictive
MMM.plot_prior_predictive
MMM.plot_waterfall_components_decomposition
MMM.predict
MMM.predict_posterior
MMM.predict_proba
MMM.preprocess
MMM.sample_posterior_predictive
MMM.sample_prior_predictive
MMM.save
MMM.set_idata_attrs
MMM.set_params
MMM.validate
MMM.validate_channel_columns
MMM.validate_date_col
MMM.validate_target
budget_optimizer
budget_allocator
calculate_expected_contribution
objective_distribution
optimize_budget_distribution
delayed_saturated_mmm
BaseDelayedSaturatedMMM
BaseDelayedSaturatedMMM.__init__
BaseDelayedSaturatedMMM.build_model
BaseDelayedSaturatedMMM.channel_contributions_forward_pass
BaseDelayedSaturatedMMM.compute_channel_contribution_original_scale
BaseDelayedSaturatedMMM.compute_channel_curve_optimization_parameters_original_scale
BaseDelayedSaturatedMMM.compute_mean_contributions_over_time
BaseDelayedSaturatedMMM.fit
BaseDelayedSaturatedMMM.get_params
BaseDelayedSaturatedMMM.get_target_transformer
BaseDelayedSaturatedMMM.graphviz
BaseDelayedSaturatedMMM.load
BaseDelayedSaturatedMMM.optimize_channel_budget_for_maximum_contribution
BaseDelayedSaturatedMMM.plot_budget_scenearios
BaseDelayedSaturatedMMM.plot_channel_contribution_share_hdi
BaseDelayedSaturatedMMM.plot_channel_parameter
BaseDelayedSaturatedMMM.plot_components_contributions
BaseDelayedSaturatedMMM.plot_direct_contribution_curves
BaseDelayedSaturatedMMM.plot_grouped_contribution_breakdown_over_time
BaseDelayedSaturatedMMM.plot_posterior_predictive
BaseDelayedSaturatedMMM.plot_prior_predictive
BaseDelayedSaturatedMMM.plot_waterfall_components_decomposition
BaseDelayedSaturatedMMM.predict
BaseDelayedSaturatedMMM.predict_posterior
BaseDelayedSaturatedMMM.predict_proba
BaseDelayedSaturatedMMM.preprocess
BaseDelayedSaturatedMMM.sample_posterior_predictive
BaseDelayedSaturatedMMM.sample_prior_predictive
BaseDelayedSaturatedMMM.save
BaseDelayedSaturatedMMM.set_idata_attrs
BaseDelayedSaturatedMMM.set_params
BaseDelayedSaturatedMMM.validate
BaseDelayedSaturatedMMM.validate_channel_columns
BaseDelayedSaturatedMMM.validate_date_col
BaseDelayedSaturatedMMM.validate_target
DelayedSaturatedMMM
DelayedSaturatedMMM.__init__
DelayedSaturatedMMM.add_lift_test_measurements
DelayedSaturatedMMM.build_model
DelayedSaturatedMMM.channel_contributions_forward_pass
DelayedSaturatedMMM.compute_channel_contribution_original_scale
DelayedSaturatedMMM.compute_channel_curve_optimization_parameters_original_scale
DelayedSaturatedMMM.compute_mean_contributions_over_time
DelayedSaturatedMMM.fit
DelayedSaturatedMMM.get_channel_contributions_forward_pass_grid
DelayedSaturatedMMM.get_params
DelayedSaturatedMMM.get_target_transformer
DelayedSaturatedMMM.graphviz
DelayedSaturatedMMM.load
DelayedSaturatedMMM.max_abs_scale_channel_data
DelayedSaturatedMMM.max_abs_scale_target_data
DelayedSaturatedMMM.new_spend_contributions
DelayedSaturatedMMM.optimize_channel_budget_for_maximum_contribution
DelayedSaturatedMMM.plot_budget_scenearios
DelayedSaturatedMMM.plot_channel_contribution_share_hdi
DelayedSaturatedMMM.plot_channel_contributions_grid
DelayedSaturatedMMM.plot_channel_parameter
DelayedSaturatedMMM.plot_components_contributions
DelayedSaturatedMMM.plot_direct_contribution_curves
DelayedSaturatedMMM.plot_grouped_contribution_breakdown_over_time
DelayedSaturatedMMM.plot_new_spend_contributions
DelayedSaturatedMMM.plot_posterior_predictive
DelayedSaturatedMMM.plot_prior_predictive
DelayedSaturatedMMM.plot_waterfall_components_decomposition
DelayedSaturatedMMM.predict
DelayedSaturatedMMM.predict_posterior
DelayedSaturatedMMM.predict_proba
DelayedSaturatedMMM.preprocess
DelayedSaturatedMMM.sample_posterior_predictive
DelayedSaturatedMMM.sample_prior_predictive
DelayedSaturatedMMM.save
DelayedSaturatedMMM.set_idata_attrs
DelayedSaturatedMMM.set_params
DelayedSaturatedMMM.validate
DelayedSaturatedMMM.validate_channel_columns
DelayedSaturatedMMM.validate_control_columns
DelayedSaturatedMMM.validate_date_col
DelayedSaturatedMMM.validate_target
lift_test
add_lift_measurements_to_likelihood
add_logistic_empirical_lift_measurements_to_likelihood
add_menten_empirical_lift_measurements_to_likelihood
calculate_lift_measurements_from_curve
index_variable
indices_from_lift_tests
lift_test_indices
required_dims_from_named_vars_to_dims
scale_channel_lift_measurements
scale_lift_measurements
scale_target_for_lift_measurements
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
transformers
batched_convolution
delayed_adstock
geometric_adstock
logistic_saturation
michaelis_menten
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
utils
apply_sklearn_transformer_across_dim
compute_sigmoid_second_derivative
create_new_spend_data
estimate_menten_parameters
estimate_sigmoid_parameters
find_sigmoid_inflection_point
generate_fourier_modes
sigmoid_saturation
standardize_scenarios_dict_keys
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
API
models
basic
basic
#
Classes
CLVModel
(data, *[, model_config, sampler_config])
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