EventAdditiveEffect#
- class pymc_marketing.mmm.additive_effect.EventAdditiveEffect(**data)[source]#
Event effect class for the MMM.
- Parameters:
- df_events
pd.DataFrame
- The DataFrame containing the event data.
name
: name of the event. Used as the model coordinates.start_date
: start date of the eventend_date
: end date of the event
- prefix
str
The prefix to use for the event effect and associated variables.
- effect
EventEffect
The event effect to apply.
- reference_date
str
The arbitrary reference date to calculate distance from events in days. Default is “2025-01-01”.
- df_events
Methods
EventAdditiveEffect.__init__
(**data)Create a new model by parsing and validating input data from keyword arguments.
EventAdditiveEffect.construct
([_fields_set])EventAdditiveEffect.copy
(*[, include, ...])Returns a copy of the model.
Create the required data in the model.
Create the event effect in the model.
EventAdditiveEffect.dict
(*[, include, ...])EventAdditiveEffect.json
(*[, include, ...])Creates a new instance of the
Model
class with validated data.EventAdditiveEffect.model_copy
(*[, update, deep])!!! abstract "Usage Documentation"
EventAdditiveEffect.model_dump
(*[, mode, ...])!!! abstract "Usage Documentation"
EventAdditiveEffect.model_dump_json
(*[, ...])!!! abstract "Usage Documentation"
Generates a JSON schema for a model class.
Compute the class name for parametrizations of generic classes.
EventAdditiveEffect.model_post_init
(context, /)Post initialization of the model.
EventAdditiveEffect.model_rebuild
(*[, ...])Try to rebuild the pydantic-core schema for the model.
EventAdditiveEffect.model_validate
(obj, *[, ...])Validate a pydantic model instance.
!!! abstract "Usage Documentation"
Validate the given object with string data against the Pydantic model.
EventAdditiveEffect.parse_file
(path, *[, ...])EventAdditiveEffect.parse_raw
(b, *[, ...])EventAdditiveEffect.schema
([by_alias, ...])EventAdditiveEffect.schema_json
(*[, ...])EventAdditiveEffect.set_data
(mmm, model, X)Set the data for new predictions.
EventAdditiveEffect.validate
(value)Attributes
end_dates
The end dates of the events.
model_computed_fields
model_config
Configuration for the model, should be a dictionary conforming to [
ConfigDict
][pydantic.config.ConfigDict].model_extra
Get extra fields set during validation.
model_fields
model_fields_set
Returns the set of fields that have been explicitly set on this model instance.
start_dates
The start dates of the events.
df_events
prefix
effect
reference_date