tempor.models.clairvoyance2.preprocessing package

Submodules

Module contents

class tempor.models.clairvoyance2.preprocessing.StaticFeaturesConcatenator(params: dict[str, Any] | None = None)[source]

Bases: TransformerModel

requirements : Requirements = Requirements(dataset_requirements=DatasetRequirements(requires_static_covariates_present=True, requires_no_missing_data=False, static_covariates_value_type=<DataValueOpts.ANY: 1>, temporal_covariates_value_type=<DataValueOpts.ANY: 1>, temporal_targets_value_type=<DataValueOpts.ANY: 1>, temporal_treatments_value_type=<DataValueOpts.ANY: 1>, event_covariates_value_type=<DataValueOpts.ANY: 1>, event_targets_value_type=<DataValueOpts.ANY: 1>, event_treatments_value_type=<DataValueOpts.ANY: 1>, requires_all_temporal_data_samples_aligned=False, requires_all_temporal_data_regular=False, requires_all_temporal_data_index_numeric=False, requires_all_temporal_containers_shares_index=True), prediction_requirements=None, treatment_effects_requirements=None)
DEFAULT_PARAMS : _AddStaticCovariatesTCParams = _AddStaticCovariatesTCParams(feature_name_prefix='static', append_at_beginning=False, drop_static_covariates=False)
class tempor.models.clairvoyance2.preprocessing.TemporalTargetsExtractor(params: dict[str, Any] | None = None)[source]

Bases: ExtractTC

requirements : Requirements = Requirements(dataset_requirements=DatasetRequirements(requires_static_covariates_present=False, requires_no_missing_data=False, static_covariates_value_type=<DataValueOpts.ANY: 1>, temporal_covariates_value_type=<DataValueOpts.ANY: 1>, temporal_targets_value_type=<DataValueOpts.ANY: 1>, temporal_treatments_value_type=<DataValueOpts.ANY: 1>, event_covariates_value_type=<DataValueOpts.ANY: 1>, event_targets_value_type=<DataValueOpts.ANY: 1>, event_treatments_value_type=<DataValueOpts.ANY: 1>, requires_all_temporal_data_samples_aligned=False, requires_all_temporal_data_regular=False, requires_all_temporal_data_index_numeric=False, requires_all_temporal_containers_shares_index=True), prediction_requirements=None, treatment_effects_requirements=None)
DEFAULT_PARAMS : _ExtractTargetsTCParams = _ExtractTargetsTCParams(targets=())
class tempor.models.clairvoyance2.preprocessing.TemporalTreatmentsExtractor(params: dict[str, Any] | None = None)[source]

Bases: ExtractTC

requirements : Requirements = Requirements(dataset_requirements=DatasetRequirements(requires_static_covariates_present=False, requires_no_missing_data=False, static_covariates_value_type=<DataValueOpts.ANY: 1>, temporal_covariates_value_type=<DataValueOpts.ANY: 1>, temporal_targets_value_type=<DataValueOpts.ANY: 1>, temporal_treatments_value_type=<DataValueOpts.ANY: 1>, event_covariates_value_type=<DataValueOpts.ANY: 1>, event_targets_value_type=<DataValueOpts.ANY: 1>, event_treatments_value_type=<DataValueOpts.ANY: 1>, requires_all_temporal_data_samples_aligned=False, requires_all_temporal_data_regular=False, requires_all_temporal_data_index_numeric=False, requires_all_temporal_containers_shares_index=True), prediction_requirements=None, treatment_effects_requirements=None)
DEFAULT_PARAMS : _ExtractTreatmentsTCParams = _ExtractTreatmentsTCParams(treatments=())
class tempor.models.clairvoyance2.preprocessing.TimeIndexFeatureConcatenator(params: dict[str, Any] | None = None)[source]

Bases: TransformerModel

requirements : Requirements = Requirements(dataset_requirements=DatasetRequirements(requires_static_covariates_present=False, requires_no_missing_data=False, static_covariates_value_type=<DataValueOpts.ANY: 1>, temporal_covariates_value_type=<DataValueOpts.ANY: 1>, temporal_targets_value_type=<DataValueOpts.ANY: 1>, temporal_treatments_value_type=<DataValueOpts.ANY: 1>, event_covariates_value_type=<DataValueOpts.ANY: 1>, event_targets_value_type=<DataValueOpts.ANY: 1>, event_treatments_value_type=<DataValueOpts.ANY: 1>, requires_all_temporal_data_samples_aligned=False, requires_all_temporal_data_regular=False, requires_all_temporal_data_index_numeric=True, requires_all_temporal_containers_shares_index=True), prediction_requirements=None, treatment_effects_requirements=None)
DEFAULT_PARAMS : _AddTimeIndexFeatureTCParams = _AddTimeIndexFeatureTCParams(add_time_index=False, add_time_delta=True, time_delta_pad_at_back=False, time_delta_pad_value=0.0)