Index

A

AbstractDataPreparation (class in openstef.feature_engineering.data_preparation) AbstractFeatureApplicator (class in openstef.feature_engineering.feature_applicator) add_additional_solar_features() (in module openstef.feature_engineering.weather_features) add_additional_wind_features() (in module openstef.feature_engineering.weather_features) add_components_base_case_forecast() (in module openstef.postprocessing.postprocessing) add_confidence_interval() (openstef.model.confidence_interval_applicator.ConfidenceIntervalApplicator method) add_daylight_terrestrial_feature() (in module openstef.feature_engineering.cyclic_features) add_features() (openstef.feature_engineering.feature_applicator.AbstractFeatureApplicator method) (openstef.feature_engineering.feature_applicator.OperationalPredictFeatureApplicator method) (openstef.feature_engineering.feature_applicator.TrainFeatureApplicator method) add_humidity_features() (in module openstef.feature_engineering.weather_features) add_missing_feature_columns() (in module openstef.feature_engineering.general) add_prediction_job_properties_to_forecast() (in module openstef.postprocessing.postprocessing) add_seasonal_cyclic_features() (in module openstef.feature_engineering.cyclic_features) add_time_cyclic_features() (in module openstef.feature_engineering.cyclic_features) adders_from_module() (in module openstef.feature_engineering.feature_adder) adders_from_modules() (in module openstef.feature_engineering.feature_adder)

AL (openstef.enums.BiddingZone attribute) alpha (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor attribute) alternative_forecast_model_pid (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) apply_features() (in module openstef.feature_engineering.apply_features) (openstef.feature_engineering.feature_adder.FeatureAdder method) (openstef.feature_engineering.feature_adder.FeatureDispatcher method) apply_fit_insol() (in module openstef.tasks.create_solar_forecast) apply_persistence() (in module openstef.tasks.create_solar_forecast) AppSettings (class in openstef.app_settings) arctan_loss() (in module openstef.metrics.metrics) ARDataPreparation (class in openstef.feature_engineering.data_preparation) arguments (openstef.data_classes.data_prep.DataPrepDataClass attribute) (openstef.data_classes.split_function.SplitFuncDataClass attribute) ARIMA (openstef.enums.ModelType attribute) ARIMAOpenstfRegressor (class in openstef.model.regressors.arima) ARIMARegressorObjective (class in openstef.model.objective) AT (openstef.enums.BiddingZone attribute)

B

BA (openstef.enums.BiddingZone attribute) backtest_split_default() (in module openstef.model_selection.model_selection) backtest_split_func (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) BASECASE (openstef.enums.ForecastType attribute) BaseCaseModel (class in openstef.model.basecase) BE (openstef.enums.BiddingZone attribute)

BG (openstef.enums.BiddingZone attribute) bias() (in module openstef.metrics.metrics) BiddingZone (class in openstef.enums) build_graph_structure() (in module openstef.tasks.utils.dependencies) build_nx_graph() (in module openstef.tasks.utils.dependencies) build_sql_query_string() (in module openstef.monitoring.teams) BY (openstef.enums.BiddingZone attribute)

C

calc_air_density() (in module openstef.feature_engineering.weather_features) calc_completeness_dataframe() (in module openstef.validation.validation) calc_completeness_features() (in module openstef.validation.validation) calc_dewpoint() (in module openstef.feature_engineering.weather_features) calc_kpi_for_specific_pid() (in module openstef.tasks.calculate_kpi) calc_norm() (in module openstef.tasks.create_solar_forecast) calc_saturation_pressure() (in module openstef.feature_engineering.weather_features) calc_vapour_pressure() (in module openstef.feature_engineering.weather_features) calculate_dni() (in module openstef.feature_engineering.weather_features) calculate_gti() (in module openstef.feature_engineering.weather_features) calculate_wind_power() (in module openstef.postprocessing.postprocessing) calculate_windspeed_at_hubheight() (in module openstef.feature_engineering.weather_features) calculate_windturbine_power_output() (in module openstef.feature_engineering.weather_features) can_predict_quantiles (openstef.model.basecase.BaseCaseModel property) (openstef.model.regressors.arima.ARIMAOpenstfRegressor property) (openstef.model.regressors.flatliner.FlatlinerRegressor property) (openstef.model.regressors.lgbm.LGBMOpenstfRegressor property) (openstef.model.regressors.linear.LinearOpenstfRegressor property) (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor property) (openstef.model.regressors.regressor.OpenstfRegressor property) (openstef.model.regressors.xgb.XGBOpenstfRegressor property) (openstef.model.regressors.xgb_multioutput_quantile.XGBMultiOutputQuantileOpenstfRegressor property) (openstef.model.regressors.xgb_quantile.XGBQuantileOpenstfRegressor property) CH (openstef.enums.BiddingZone attribute) check_for_bridge_day() (in module openstef.feature_engineering.holiday_features) check_kpi_task() (in module openstef.tasks.calculate_kpi)

check_model() (openstef.feature_engineering.data_preparation.AbstractDataPreparation method) checkpoint() (openstef.monitoring.performance_meter.PerformanceMeter method) combine_forecasts() (in module openstef.tasks.create_solar_forecast) complete_level() (openstef.monitoring.performance_meter.PerformanceMeter method) completeness_threshold (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) ComponentForecastTooShortHorizonError ConfidenceIntervalApplicator (class in openstef.model.confidence_interval_applicator) convert_coefdict_to_coefsdf() (in module openstef.tasks.split_forecast) convert_to_base64_data_uri() (in module openstef.metrics.figure) create_basecase_forecast_pipeline() (in module openstef.pipeline.create_basecase_forecast) create_basecase_forecast_task() (in module openstef.tasks.create_basecase_forecast) create_components_forecast_pipeline() (in module openstef.pipeline.create_component_forecast) create_components_forecast_task() (in module openstef.tasks.create_components_forecast) create_custom_objective() (in module openstef.model.regressors.custom_regressor) create_forecast_pipeline() (in module openstef.pipeline.create_forecast) create_forecast_pipeline_core() (in module openstef.pipeline.create_forecast) create_forecast_task() (in module openstef.tasks.create_forecast) create_input() (in module openstef.pipeline.create_component_forecast) create_model() (openstef.model.model_creator.ModelCreator static method) create_objective() (openstef.model.objective_creator.ObjectiveCreator static method) create_report() (openstef.model.objective.RegressorObjective method) CustomOpenstfRegressor (class in openstef.model.regressors.custom_regressor) CWE (openstef.enums.BiddingZone attribute) CY (openstef.enums.BiddingZone attribute) CZ (openstef.enums.BiddingZone attribute) CZ_DE_SK (openstef.enums.BiddingZone attribute)

D

data_balancing_ratio (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) data_prep_class (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) DataPrepDataClass (class in openstef.data_classes.data_prep) Dazls (class in openstef.model.regressors.dazls) DE (openstef.enums.BiddingZone attribute) DE_50HZ (openstef.enums.BiddingZone attribute) DE_AMP_LU (openstef.enums.BiddingZone attribute) DE_AMPRION (openstef.enums.BiddingZone attribute) DE_AT_LU (openstef.enums.BiddingZone attribute) DE_LU (openstef.enums.BiddingZone attribute) DE_TENNET (openstef.enums.BiddingZone attribute) DE_TRANSNET (openstef.enums.BiddingZone attribute)

default_modelspecs (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) DEMAND (openstef.enums.ForecastType attribute) depends_on (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) description (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) detect_ongoing_zero_flatliner() (in module openstef.validation.validation) determine_invalid_coefs() (in module openstef.tasks.split_forecast) dispatch_features() (openstef.feature_engineering.feature_adder.FeatureDispatcher method) DK (openstef.enums.BiddingZone attribute) DK_1 (openstef.enums.BiddingZone attribute) DK_1_NO_1 (openstef.enums.BiddingZone attribute) DK_2 (openstef.enums.BiddingZone attribute) DK_CA (openstef.enums.BiddingZone attribute) drop_target_na() (in module openstef.validation.validation)

E

EE (openstef.enums.BiddingZone attribute) electricity_bidding_zone (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) enforce_feature_order() (in module openstef.feature_engineering.general)

ES (openstef.enums.BiddingZone attribute) estimator_ (openstef.model.regressors.xgb_multioutput_quantile.XGBMultiOutputQuantileOpenstfRegressor attribute) estimators_ (openstef.model.metamodels.grouped_regressor.GroupedRegressor attribute) extract_lag_features() (in module openstef.feature_engineering.lag_features)

F

feature_clipper_ (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor attribute) FEATURE_IGNORE_LIST (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor attribute) feature_importances_ (openstef.model.metamodels.missing_values_handler.MissingValuesHandler attribute) feature_modules (openstef.data_classes.model_specifications.ModelSpecificationDataClass attribute) feature_names (openstef.data_classes.model_specifications.ModelSpecificationDataClass attribute) (openstef.model.metamodels.missing_values_handler.MissingValuesHandler attribute) (openstef.model.regressors.arima.ARIMAOpenstfRegressor property) (openstef.model.regressors.flatliner.FlatlinerRegressor property) (openstef.model.regressors.lgbm.LGBMOpenstfRegressor property) (openstef.model.regressors.linear.LinearOpenstfRegressor property) (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor property) (openstef.model.regressors.regressor.OpenstfRegressor property) (openstef.model.regressors.xgb.XGBOpenstfRegressor property) (openstef.model.regressors.xgb_multioutput_quantile.XGBMultiOutputQuantileOpenstfRegressor property) (openstef.model.regressors.xgb_quantile.XGBQuantileOpenstfRegressor property) feature_names_ (openstef.model.metamodels.grouped_regressor.GroupedRegressor attribute) (openstef.model.regressors.flatliner.FlatlinerRegressor attribute) FeatureAdder (class in openstef.feature_engineering.feature_adder) FeatureClipper (class in openstef.model.metamodels.feature_clipper) FeatureDispatcher (class in openstef.feature_engineering.feature_adder) FI (openstef.enums.BiddingZone attribute) fides() (in module openstef.tasks.create_solar_forecast) find_components() (in module openstef.tasks.split_forecast) find_groups() (in module openstef.tasks.utils.dependencies) fit() (openstef.feature_engineering.missing_values_transformer.MissingValuesTransformer method) (openstef.model.basecase.BaseCaseModel method) (openstef.model.metamodels.feature_clipper.FeatureClipper method) (openstef.model.metamodels.grouped_regressor.GroupedRegressor method) (openstef.model.metamodels.missing_values_handler.MissingValuesHandler method) (openstef.model.regressors.arima.ARIMAOpenstfRegressor method) (openstef.model.regressors.dazls.Dazls method) (openstef.model.regressors.flatliner.FlatlinerRegressor method) (openstef.model.regressors.linear.LinearOpenstfRegressor method) (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor method) (openstef.model.regressors.regressor.OpenstfRegressor method) (openstef.model.regressors.xgb.XGBOpenstfRegressor method) (openstef.model.regressors.xgb_multioutput_quantile.XGBMultiOutputQuantileOpenstfRegressor method) (openstef.model.regressors.xgb_quantile.XGBQuantileOpenstfRegressor method)

fit_transform() (openstef.feature_engineering.missing_values_transformer.MissingValuesTransformer method) FLATLINER (openstef.enums.ModelType attribute) flatliner_threshold_minutes (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) FlatlinerRegressor (class in openstef.model.regressors.flatliner) FORECAST (openstef.enums.PipelineType attribute) forecast_type (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) ForecastType (class in openstef.enums) format_message() (in module openstef.monitoring.teams) FR (openstef.enums.BiddingZone attribute) frac_in_stdev() (in module openstef.metrics.metrics) franks_skill_score() (in module openstef.metrics.metrics) franks_skill_score_peaks() (in module openstef.metrics.metrics) function (openstef.data_classes.split_function.SplitFuncDataClass attribute)

G

gain_importance_name (openstef.model.regressors.lgbm.LGBMOpenstfRegressor attribute) (openstef.model.regressors.xgb.XGBOpenstfRegressor attribute) GB (openstef.enums.BiddingZone attribute) GB_ELECLINK (openstef.enums.BiddingZone attribute) GB_IFA (openstef.enums.BiddingZone attribute) GB_IFA2 (openstef.enums.BiddingZone attribute) GB_NIR (openstef.enums.BiddingZone attribute) GE (openstef.enums.BiddingZone attribute) generate_basecase_confidence_interval() (in module openstef.pipeline.create_basecase_forecast) generate_fallback() (in module openstef.model.fallback) generate_forecast_datetime_range() (in module openstef.pipeline.utils) generate_holiday_feature_functions() (in module openstef.feature_engineering.holiday_features) generate_lag_feature_functions() (in module openstef.feature_engineering.lag_features) generate_non_trivial_lag_times() (in module openstef.feature_engineering.lag_features) generate_report() (openstef.metrics.reporter.Reporter method) generate_standard_deviation_data() (openstef.model.standard_deviation_generator.StandardDeviationGenerator method) generate_trivial_lag_features() (in module openstef.feature_engineering.lag_features) get() (openstef.data_classes.prediction_job.PredictionJobDataClass method) get_card_section() (in module openstef.monitoring.teams) get_default_values() (openstef.model.objective.RegressorObjective class method) (openstef.model.objective.XGBRegressorObjective class method)

get_eval_metric_function() (in module openstef.metrics.metrics) get_feature_importances_from_booster() (openstef.model.regressors.xgb_quantile.XGBQuantileOpenstfRegressor class method) get_fiabilities() (openstef.metrics.reporter.Reporter static method) get_metrics() (openstef.metrics.reporter.Reporter static method) get_model_age() (openstef.model.serializer.MLflowSerializer method) get_params() (openstef.model.objective.ARIMARegressorObjective method) (openstef.model.objective.LGBRegressorObjective method) (openstef.model.objective.LinearRegressorObjective method) (openstef.model.objective.RegressorObjective method) (openstef.model.objective.XGBMultioutputQuantileRegressorObjective method) (openstef.model.objective.XGBQuantileRegressorObjective method) (openstef.model.objective.XGBRegressorObjective method) get_pruning_callback() (openstef.model.objective.LGBRegressorObjective method) (openstef.model.objective.RegressorObjective method) (openstef.model.objective.XGBMultioutputQuantileRegressorObjective method) (openstef.model.objective.XGBQuantileRegressorObjective method) (openstef.model.objective.XGBRegressorObjective method) get_trial_track() (openstef.model.objective.RegressorObjective method) GR (openstef.enums.BiddingZone attribute) group_kfold() (in module openstef.model_selection.model_selection) grouped_compute() (openstef.model.metamodels.grouped_regressor.GroupedRegressor class method) GroupedRegressor (class in openstef.model.metamodels.grouped_regressor)

H

has_dependencies() (in module openstef.tasks.utils.dependencies) horizon_minutes (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) HR (openstef.enums.BiddingZone attribute) HU (openstef.enums.BiddingZone attribute)

hub_height (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) humidity_calculations() (in module openstef.feature_engineering.weather_features) hyper_params (openstef.data_classes.model_specifications.ModelSpecificationDataClass attribute) HYPER_PARMATERS (openstef.enums.PipelineType attribute)

I

id (openstef.data_classes.model_specifications.ModelSpecificationDataClass attribute) (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) IE (openstef.enums.BiddingZone attribute) IE_SEM (openstef.enums.BiddingZone attribute) imputer_ (openstef.model.metamodels.missing_values_handler.MissingValuesHandler attribute) (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor attribute) in_feature_names (openstef.feature_engineering.missing_values_transformer.MissingValuesTransformer attribute) InputDataInsufficientError InputDataInvalidError InputDataOngoingZeroFlatlinerError InputDataWrongColumnOrderError IS (openstef.enums.BiddingZone attribute) is_custom_type() (in module openstef.model.regressors.custom_regressor) is_data_sufficient() (in module openstef.validation.validation) is_fitted_ (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor attribute) IT (openstef.enums.BiddingZone attribute) IT_BRNN (openstef.enums.BiddingZone attribute) IT_CALA (openstef.enums.BiddingZone attribute)

IT_CNOR (openstef.enums.BiddingZone attribute) IT_CSUD (openstef.enums.BiddingZone attribute) IT_FOGN (openstef.enums.BiddingZone attribute) IT_GR (openstef.enums.BiddingZone attribute) IT_MACRO_NORTH (openstef.enums.BiddingZone attribute) IT_MACRO_SOUTH (openstef.enums.BiddingZone attribute) IT_MALTA (openstef.enums.BiddingZone attribute) IT_NORD (openstef.enums.BiddingZone attribute) IT_NORD_AT (openstef.enums.BiddingZone attribute) IT_NORD_CH (openstef.enums.BiddingZone attribute) IT_NORD_FR (openstef.enums.BiddingZone attribute) IT_NORD_SI (openstef.enums.BiddingZone attribute) IT_PRGP (openstef.enums.BiddingZone attribute) IT_ROSN (openstef.enums.BiddingZone attribute) IT_SACO_AC (openstef.enums.BiddingZone attribute) IT_SACO_DC (openstef.enums.BiddingZone attribute) IT_SARD (openstef.enums.BiddingZone attribute) IT_SICI (openstef.enums.BiddingZone attribute) IT_SUD (openstef.enums.BiddingZone attribute)

K

klass (openstef.data_classes.data_prep.DataPrepDataClass attribute)

L

lat (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) LegacyDataPreparation (class in openstef.feature_engineering.data_preparation) LGB (openstef.enums.ModelType attribute) LGBMOpenstfRegressor (class in openstef.model.regressors.lgbm) LGBRegressorObjective (class in openstef.model.objective) LINEAR (openstef.enums.ModelType attribute) LINEAR_QUANTILE (openstef.enums.ModelType attribute) LinearOpenstfRegressor (class in openstef.model.regressors.linear) LinearQuantileOpenstfRegressor (class in openstef.model.regressors.linear_quantile) LinearRegressor (class in openstef.model.regressors.linear)

LinearRegressorObjective (class in openstef.model.objective) load() (openstef.data_classes.data_prep.DataPrepDataClass method) (openstef.data_classes.split_function.SplitFuncDataClass method) load_custom_model() (in module openstef.model.regressors.custom_regressor) load_model() (openstef.model.serializer.MLflowSerializer method) log_level (openstef.app_settings.AppSettings attribute) lon (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) LT (openstef.enums.BiddingZone attribute) LU (openstef.enums.BiddingZone attribute) LU_BZN (openstef.enums.BiddingZone attribute) LV (openstef.enums.BiddingZone attribute)

M

mae() (in module openstef.metrics.metrics) main() (in module openstef.tasks.calculate_kpi) (in module openstef.tasks.create_basecase_forecast) (in module openstef.tasks.create_components_forecast) (in module openstef.tasks.create_forecast) (in module openstef.tasks.create_solar_forecast) (in module openstef.tasks.create_wind_forecast) (in module openstef.tasks.optimize_hyperparameters) (in module openstef.tasks.split_forecast) (in module openstef.tasks.train_model) make_basecase_forecast() (openstef.model.basecase.BaseCaseModel static method) make_solar_prediction_pj() (in module openstef.tasks.create_solar_forecast) make_wind_forecast_pj() (in module openstef.tasks.create_wind_forecast) map() (openstef.tasks.utils.predictionjobloop.PredictionJobLoop method) MD (openstef.enums.BiddingZone attribute) ME (openstef.enums.BiddingZone attribute) minimal_table_length (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) MissingValuesHandler (class in openstef.model.metamodels.missing_values_handler) MissingValuesTransformer (class in openstef.feature_engineering.missing_values_transformer) MK (openstef.enums.BiddingZone attribute) MLflowSerializer (class in openstef.model.serializer) model (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) model_ (openstef.model.regressors.dazls.Dazls attribute) model_config (openstef.app_settings.AppSettings attribute) MODEL_CONSTRUCTORS (openstef.model.model_creator.ModelCreator attribute) model_kwargs (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) ModelCreator (class in openstef.model.model_creator) models_ (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor attribute) ModelSpecificationDataClass (class in openstef.data_classes.model_specifications) ModelType (class in openstef.enums) ModelWithoutStDev module openstef openstef.app_settings openstef.data_classes openstef.data_classes.data_prep openstef.data_classes.model_specifications openstef.data_classes.prediction_job openstef.data_classes.split_function openstef.enums openstef.exceptions openstef.feature_engineering openstef.feature_engineering.apply_features openstef.feature_engineering.bidding_zone_to_country_mapping openstef.feature_engineering.cyclic_features openstef.feature_engineering.data_preparation openstef.feature_engineering.feature_adder openstef.feature_engineering.feature_applicator openstef.feature_engineering.general openstef.feature_engineering.holiday_features openstef.feature_engineering.lag_features openstef.feature_engineering.missing_values_transformer openstef.feature_engineering.weather_features openstef.metrics openstef.metrics.figure openstef.metrics.metrics openstef.metrics.reporter openstef.model openstef.model.basecase openstef.model.confidence_interval_applicator openstef.model.fallback openstef.model.metamodels openstef.model.metamodels.feature_clipper openstef.model.metamodels.grouped_regressor openstef.model.metamodels.missing_values_handler openstef.model.model_creator openstef.model.objective openstef.model.objective_creator openstef.model.regressors openstef.model.regressors.arima openstef.model.regressors.custom_regressor openstef.model.regressors.dazls openstef.model.regressors.flatliner openstef.model.regressors.lgbm openstef.model.regressors.linear openstef.model.regressors.linear_quantile openstef.model.regressors.regressor openstef.model.regressors.xgb openstef.model.regressors.xgb_multioutput_quantile openstef.model.regressors.xgb_quantile openstef.model.serializer openstef.model.standard_deviation_generator openstef.model_selection openstef.model_selection.model_selection openstef.monitoring openstef.monitoring.performance_meter openstef.monitoring.teams openstef.pipeline openstef.pipeline.create_basecase_forecast openstef.pipeline.create_component_forecast openstef.pipeline.create_forecast openstef.pipeline.optimize_hyperparameters openstef.pipeline.train_create_forecast_backtest openstef.pipeline.train_model openstef.pipeline.utils openstef.postprocessing openstef.postprocessing.postprocessing openstef.preprocessing openstef.preprocessing.preprocessing openstef.settings openstef.tasks openstef.tasks.calculate_kpi openstef.tasks.create_basecase_forecast openstef.tasks.create_components_forecast openstef.tasks.create_forecast openstef.tasks.create_solar_forecast openstef.tasks.create_wind_forecast openstef.tasks.optimize_hyperparameters openstef.tasks.split_forecast openstef.tasks.train_model openstef.tasks.utils openstef.tasks.utils.dependencies openstef.tasks.utils.predictionjobloop openstef.tasks.utils.taskcontext openstef.validation openstef.validation.validation

MT (openstef.enums.BiddingZone attribute)

N

n_features_in_ (openstef.model.metamodels.missing_values_handler.MissingValuesHandler attribute) n_turbines (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) name (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) (openstef.feature_engineering.feature_adder.FeatureAdder property) (openstef.feature_engineering.feature_adder.ParsedFeature attribute) NL (openstef.enums.BiddingZone attribute) NO (openstef.enums.BiddingZone attribute) NO_1 (openstef.enums.BiddingZone attribute) NO_1A (openstef.enums.BiddingZone attribute) NO_2 (openstef.enums.BiddingZone attribute)

NO_2_NSL (openstef.enums.BiddingZone attribute) NO_2A (openstef.enums.BiddingZone attribute) NO_3 (openstef.enums.BiddingZone attribute) NO_4 (openstef.enums.BiddingZone attribute) NO_5 (openstef.enums.BiddingZone attribute) non_null_columns_ (openstef.model.metamodels.missing_values_handler.MissingValuesHandler attribute) non_null_feature_names (openstef.feature_engineering.missing_values_transformer.MissingValuesTransformer attribute) NoPredictedLoadError NoRealisedLoadError normalize_and_convert_weather_data_for_splitting() (in module openstef.postprocessing.postprocessing) nsme() (in module openstef.metrics.metrics)

O

objective() (openstef.model.regressors.custom_regressor.CustomOpenstfRegressor class method) ObjectiveCreator (class in openstef.model.objective_creator) OBJECTIVES (openstef.model.objective_creator.ObjectiveCreator attribute) OldModelHigherScoreError openstef module openstef.app_settings module openstef.data_classes module openstef.data_classes.data_prep module openstef.data_classes.model_specifications module openstef.data_classes.prediction_job module openstef.data_classes.split_function module openstef.enums module openstef.exceptions module openstef.feature_engineering module openstef.feature_engineering.apply_features module openstef.feature_engineering.bidding_zone_to_country_mapping module openstef.feature_engineering.cyclic_features module openstef.feature_engineering.data_preparation module openstef.feature_engineering.feature_adder module openstef.feature_engineering.feature_applicator module openstef.feature_engineering.general module openstef.feature_engineering.holiday_features module openstef.feature_engineering.lag_features module openstef.feature_engineering.missing_values_transformer module openstef.feature_engineering.weather_features module openstef.metrics module openstef.metrics.figure module openstef.metrics.metrics module openstef.metrics.reporter module openstef.model module openstef.model.basecase module openstef.model.confidence_interval_applicator module openstef.model.fallback module openstef.model.metamodels module openstef.model.metamodels.feature_clipper module openstef.model.metamodels.grouped_regressor module openstef.model.metamodels.missing_values_handler module openstef.model.model_creator module openstef.model.objective module openstef.model.objective_creator module openstef.model.regressors module openstef.model.regressors.arima module openstef.model.regressors.custom_regressor module openstef.model.regressors.dazls module openstef.model.regressors.flatliner module openstef.model.regressors.lgbm module openstef.model.regressors.linear module

openstef.model.regressors.linear_quantile module openstef.model.regressors.regressor module openstef.model.regressors.xgb module openstef.model.regressors.xgb_multioutput_quantile module openstef.model.regressors.xgb_quantile module openstef.model.serializer module openstef.model.standard_deviation_generator module openstef.model_selection module openstef.model_selection.model_selection module openstef.monitoring module openstef.monitoring.performance_meter module openstef.monitoring.teams module openstef.pipeline module openstef.pipeline.create_basecase_forecast module openstef.pipeline.create_component_forecast module openstef.pipeline.create_forecast module openstef.pipeline.optimize_hyperparameters module openstef.pipeline.train_create_forecast_backtest module openstef.pipeline.train_model module openstef.pipeline.utils module openstef.postprocessing module openstef.postprocessing.postprocessing module openstef.preprocessing module openstef.preprocessing.preprocessing module openstef.settings module openstef.tasks module openstef.tasks.calculate_kpi module openstef.tasks.create_basecase_forecast module openstef.tasks.create_components_forecast module openstef.tasks.create_forecast module openstef.tasks.create_solar_forecast module openstef.tasks.create_wind_forecast module openstef.tasks.optimize_hyperparameters module openstef.tasks.split_forecast module openstef.tasks.train_model module openstef.tasks.utils module openstef.tasks.utils.dependencies module openstef.tasks.utils.predictionjobloop module openstef.tasks.utils.taskcontext module openstef.validation module openstef.validation.validation module OpenstfRegressor (class in openstef.model.regressors.regressor) OperationalPredictFeatureApplicator (class in openstef.feature_engineering.feature_applicator) optimize_hyperparameters_pipeline() (in module openstef.pipeline.optimize_hyperparameters) optimize_hyperparameters_pipeline_core() (in module openstef.pipeline.optimize_hyperparameters) optimize_hyperparameters_task() (in module openstef.tasks.optimize_hyperparameters) optuna_optimization() (in module openstef.pipeline.optimize_hyperparameters)

P

params (openstef.feature_engineering.feature_adder.ParsedFeature attribute) parse_feature_name() (openstef.feature_engineering.feature_adder.FeatureAdder method) ParsedFeature (class in openstef.feature_engineering.feature_adder) PerformanceMeter (class in openstef.monitoring.performance_meter) pipeline_ (openstef.model.metamodels.missing_values_handler.MissingValuesHandler attribute) pipelines_to_run (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) PipelineType (class in openstef.enums) PL (openstef.enums.BiddingZone attribute) PL_CZ (openstef.enums.BiddingZone attribute) plot_data_series() (in module openstef.metrics.figure) plot_feature_importance() (in module openstef.metrics.figure) post_process_wind_solar() (in module openstef.postprocessing.postprocessing) post_teams() (in module openstef.monitoring.teams) post_teams_messages (openstef.app_settings.AppSettings attribute) predict() (openstef.model.basecase.BaseCaseModel method) (openstef.model.metamodels.grouped_regressor.GroupedRegressor method) (openstef.model.metamodels.missing_values_handler.MissingValuesHandler method) (openstef.model.regressors.arima.ARIMAOpenstfRegressor method) (openstef.model.regressors.dazls.Dazls method) (openstef.model.regressors.flatliner.FlatlinerRegressor method) (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor method) (openstef.model.regressors.regressor.OpenstfRegressor method) (openstef.model.regressors.xgb_multioutput_quantile.XGBMultiOutputQuantileOpenstfRegressor method) (openstef.model.regressors.xgb_quantile.XGBQuantileOpenstfRegressor method)

predict_quantile() (openstef.model.regressors.arima.ARIMAOpenstfRegressor method) PredictionJobDataClass (class in openstef.data_classes.prediction_job) PredictionJobDataClass.Config (class in openstef.data_classes.prediction_job) PredictionJobException PredictionJobLoop (class in openstef.tasks.utils.predictionjobloop) prepare_forecast_data() (openstef.feature_engineering.data_preparation.AbstractDataPreparation method) (openstef.feature_engineering.data_preparation.ARDataPreparation method) (openstef.feature_engineering.data_preparation.LegacyDataPreparation method) prepare_train_data() (openstef.feature_engineering.data_preparation.AbstractDataPreparation method) (openstef.feature_engineering.data_preparation.ARDataPreparation method) (openstef.feature_engineering.data_preparation.LegacyDataPreparation method) PT (openstef.enums.BiddingZone attribute)

Q

quantile_indices_ (openstef.model.regressors.xgb_multioutput_quantile.XGBMultiOutputQuantileOpenstfRegressor attribute)

quantiles (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor attribute)

R

r_mae() (in module openstef.metrics.metrics) r_mae_highest() (in module openstef.metrics.metrics) r_mae_lowest() (in module openstef.metrics.metrics) r_mne_highest() (in module openstef.metrics.metrics) r_mpe_highest() (in module openstef.metrics.metrics) random_sample() (in module openstef.model_selection.model_selection) regressor_ (openstef.model.metamodels.missing_values_handler.MissingValuesHandler attribute) RegressorObjective (class in openstef.model.objective) remove_non_requested_feature_columns() (in module openstef.feature_engineering.general) remove_old_models() (openstef.model.serializer.MLflowSerializer method)

replace_repeated_values_with_nan() (in module openstef.preprocessing.preprocessing) replicate_for_multioutput() (in module openstef.model.regressors.xgb_multioutput_quantile) Report (class in openstef.metrics.reporter) Reporter (class in openstef.metrics.reporter) required_features() (openstef.feature_engineering.feature_adder.FeatureAdder method) resolution_minutes (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) rmse() (in module openstef.metrics.metrics) RO (openstef.enums.BiddingZone attribute) RS (openstef.enums.BiddingZone attribute) RU (openstef.enums.BiddingZone attribute) RU_KGD (openstef.enums.BiddingZone attribute)

S

sample_indices_train_val() (in module openstef.model_selection.model_selection) save_model() (openstef.model.serializer.MLflowSerializer method) save_train_forecasts (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) score() (openstef.model.regressors.arima.ARIMAOpenstfRegressor method) (openstef.model.regressors.dazls.Dazls method) (openstef.model.regressors.regressor.OpenstfRegressor method) SE (openstef.enums.BiddingZone attribute) SE_1 (openstef.enums.BiddingZone attribute) SE_2 (openstef.enums.BiddingZone attribute) SE_3 (openstef.enums.BiddingZone attribute) SE_4 (openstef.enums.BiddingZone attribute) set_feature_importance() (openstef.model.regressors.arima.ARIMAOpenstfRegressor method) (openstef.model.regressors.regressor.OpenstfRegressor method) set_fit_request() (openstef.model.metamodels.grouped_regressor.GroupedRegressor method) (openstef.model.metamodels.missing_values_handler.MissingValuesHandler method) (openstef.model.regressors.arima.ARIMAOpenstfRegressor method) (openstef.model.regressors.custom_regressor.CustomOpenstfRegressor method) (openstef.model.regressors.dazls.Dazls method) (openstef.model.regressors.flatliner.FlatlinerRegressor method) (openstef.model.regressors.lgbm.LGBMOpenstfRegressor method) (openstef.model.regressors.linear.LinearOpenstfRegressor method) (openstef.model.regressors.linear.LinearRegressor method) (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor method) (openstef.model.regressors.regressor.OpenstfRegressor method) (openstef.model.regressors.xgb.XGBOpenstfRegressor method) (openstef.model.regressors.xgb_multioutput_quantile.XGBMultiOutputQuantileOpenstfRegressor method) (openstef.model.regressors.xgb_quantile.XGBQuantileOpenstfRegressor method) set_incomplete_kpi_to_nan() (in module openstef.tasks.calculate_kpi) set_predict_request() (openstef.model.basecase.BaseCaseModel method) (openstef.model.metamodels.grouped_regressor.GroupedRegressor method) (openstef.model.metamodels.missing_values_handler.MissingValuesHandler method) (openstef.model.regressors.arima.ARIMAOpenstfRegressor method) (openstef.model.regressors.custom_regressor.CustomOpenstfRegressor method) (openstef.model.regressors.dazls.Dazls method) (openstef.model.regressors.flatliner.FlatlinerRegressor method) (openstef.model.regressors.lgbm.LGBMOpenstfRegressor method) (openstef.model.regressors.linear.LinearOpenstfRegressor method) (openstef.model.regressors.linear.LinearRegressor method) (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor method) (openstef.model.regressors.regressor.OpenstfRegressor method) (openstef.model.regressors.xgb.XGBOpenstfRegressor method) (openstef.model.regressors.xgb_multioutput_quantile.XGBMultiOutputQuantileOpenstfRegressor method) (openstef.model.regressors.xgb_quantile.XGBQuantileOpenstfRegressor method)

set_score_request() (openstef.model.basecase.BaseCaseModel method) (openstef.model.metamodels.grouped_regressor.GroupedRegressor method) (openstef.model.metamodels.missing_values_handler.MissingValuesHandler method) (openstef.model.regressors.arima.ARIMAOpenstfRegressor method) (openstef.model.regressors.dazls.Dazls method) (openstef.model.regressors.lgbm.LGBMOpenstfRegressor method) (openstef.model.regressors.linear.LinearRegressor method) SI (openstef.enums.BiddingZone attribute) sid (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) SK (openstef.enums.BiddingZone attribute) skill_score() (in module openstef.metrics.metrics) skill_score_positive_peaks() (in module openstef.metrics.metrics) SkipSaveTrainingForecasts smart_union (openstef.data_classes.prediction_job.PredictionJobDataClass.Config attribute) SOLAR (openstef.enums.ForecastType attribute) solver (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor attribute) sort_quantiles() (in module openstef.postprocessing.postprocessing) split_data_train_validation_test() (in module openstef.model_selection.model_selection) split_forecast_in_components() (in module openstef.postprocessing.postprocessing) split_forecast_task() (in module openstef.tasks.split_forecast) SplitFuncDataClass (class in openstef.data_classes.split_function) StandardDeviationGenerator (class in openstef.model.standard_deviation_generator) start_level() (openstef.monitoring.performance_meter.PerformanceMeter method)

T

TaskContext (class in openstef.tasks.utils.taskcontext) TR (openstef.enums.BiddingZone attribute) TRAIN (openstef.enums.PipelineType attribute) train_components (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) train_horizons_minutes (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) train_model_and_forecast_back_test() (in module openstef.pipeline.train_create_forecast_backtest) train_model_and_forecast_test_core() (in module openstef.pipeline.train_create_forecast_backtest) train_model_pipeline() (in module openstef.pipeline.train_model) train_model_pipeline_core() (in module openstef.pipeline.train_model) train_model_task() (in module openstef.tasks.train_model)

train_pipeline_common() (in module openstef.pipeline.train_model) train_pipeline_step_compute_features() (in module openstef.pipeline.train_model) train_pipeline_step_load_model() (in module openstef.pipeline.train_model) train_pipeline_step_split_data() (in module openstef.pipeline.train_model) train_pipeline_step_train_model() (in module openstef.pipeline.train_model) train_split_func (openstef.data_classes.prediction_job.PredictionJobDataClass attribute) TrainFeatureApplicator (class in openstef.feature_engineering.feature_applicator) transform() (openstef.feature_engineering.missing_values_transformer.MissingValuesTransformer method) (openstef.model.metamodels.feature_clipper.FeatureClipper method) turbine_type (openstef.data_classes.prediction_job.PredictionJobDataClass attribute)

U

UA (openstef.enums.BiddingZone attribute) UA_BEI (openstef.enums.BiddingZone attribute) UA_DOBTPP (openstef.enums.BiddingZone attribute)

UA_IPS (openstef.enums.BiddingZone attribute) UK (openstef.enums.BiddingZone attribute) update_historic_data() (openstef.model.regressors.arima.ARIMAOpenstfRegressor method)

V

valid_kwargs() (openstef.model.regressors.custom_regressor.CustomOpenstfRegressor static method)

validate() (in module openstef.validation.validation)

W

weight_importance_name (openstef.model.regressors.lgbm.LGBMOpenstfRegressor attribute) (openstef.model.regressors.xgb.XGBOpenstfRegressor attribute)

WIND (openstef.enums.ForecastType attribute) write_report_to_disk() (openstef.metrics.reporter.Reporter static method)

X

x_scaler_ (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor attribute) XGB (openstef.enums.ModelType attribute) XGB_MULTIOUTPUT_QUANTILE (openstef.enums.ModelType attribute) XGB_QUANTILE (openstef.enums.ModelType attribute) xgb_quantile_eval() (in module openstef.metrics.metrics) xgb_quantile_obj() (in module openstef.metrics.metrics)

XGBMultiOutputQuantileOpenstfRegressor (class in openstef.model.regressors.xgb_multioutput_quantile) XGBMultioutputQuantileRegressorObjective (class in openstef.model.objective) XGBOpenstfRegressor (class in openstef.model.regressors.xgb) XGBQuantileOpenstfRegressor (class in openstef.model.regressors.xgb_quantile) XGBQuantileRegressorObjective (class in openstef.model.objective) XGBRegressorObjective (class in openstef.model.objective) XK (openstef.enums.BiddingZone attribute)

Y

y_scaler_ (openstef.model.regressors.linear_quantile.LinearQuantileOpenstfRegressor attribute)