Index

A

actualCases (chap_core.api_types.EvaluationResponse attribute) adapters (chap_core.external.model_configuration.ModelTemplateConfigV2 attribute) add_configured_model() (chap_core.database.database.SessionWrapper method) (in module chap_core.database.model_template_seed) add_dataset() (chap_core.database.database.SessionWrapper method) add_dataset_from_csv() (chap_core.database.database.SessionWrapper method) add_debug() (chap_core.database.database.SessionWrapper method) add_evaluation_results() (chap_core.database.database.SessionWrapper method) add_field() (in module chap_core.datatypes) add_fields() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) add_id() (in module chap_core.geometry) add_json() (chap_core.climate_data.seasonal_forecasts.SeasonalForecast method) add_model_template() (chap_core.database.database.SessionWrapper method) (in module chap_core.database.model_template_seed) add_model_template_from_url() (in module chap_core.database.model_template_seed) add_model_template_from_yaml_config() (chap_core.database.database.SessionWrapper method) add_numbers() (in module chap_core.rest_api.celery_tasks) add_prediction_lines() (in module chap_core.plotting.prediction_plot) add_predictions() (chap_core.database.database.SessionWrapper method) additional_continuous_covariates (chap_core.database.model_templates_and_config_tables.ConfiguredModelDB attribute) (chap_core.database.model_templates_and_config_tables.ModelConfiguration attribute) AdditiveSimulator (class in chap_core.simulation.naive_simulator) aggregate_metrics (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.BackTestRead attribute) aggregate_to_parent() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) allow_free_additional_continuous_covariates (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateInformation attribute)

alpha (chap_core.model_spec.EwarsParamSpec attribute) any (chap_core.model_spec.PeriodType attribute) append_to_csv() (in module chap_core.cli) apply_async() (chap_core.rest_api.celery_tasks.TrackedTask method) archived (chap_core.database.model_spec_tables.ModelSpecRead attribute) (chap_core.database.model_templates_and_config_tables.ConfiguredModelDB attribute) area_polygons (chap_core.api.PredictionData attribute) AreaPolygons (class in chap_core.api) (class in chap_core.cli) as_dataset() (chap_core.data.open_dengue.OpenDengueDataSet method) ask() (chap_core.hpo.searcher.GridSearcher method) (chap_core.hpo.searcher.RandomSearcher method) (chap_core.hpo.searcher.Searcher method) (chap_core.hpo.searcher.TPESearcher method) assert_dataset_equal() (in module chap_core.testing.testing) assert_tsdataclass_equal() (in module chap_core.testing.testing) author (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateMetaData attribute) (chap_core.model_spec.ModelSpec attribute) author_assessed_status (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateMetaData attribute) author_note (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateMetaData attribute) AuthorAssessedStatus (class in chap_core.database.model_templates_and_config_tables)

B

backtest (chap_core.database.tables.BackTestForecast attribute) (chap_core.database.tables.BackTestMetric attribute) BackTest (class in chap_core.database.tables) backtest() (in module chap_core.assessment.prediction_evaluator) backtest_id (chap_core.database.tables.BackTestForecast attribute) (chap_core.database.tables.BackTestMetric attribute) BackTestBase (class in chap_core.database.tables) BackTestCreate (class in chap_core.rest_api.data_models) BackTestForecast (class in chap_core.database.tables) BackTestFull (class in chap_core.rest_api.data_models) BackTestMetric (class in chap_core.database.tables)

BackTestParams (class in chap_core.api_types) BackTestPlotBase (class in chap_core.plotting.backtest_plot) BackTestRead (class in chap_core.database.tables) BacktestSimulator (class in chap_core.simulation.naive_simulator) base_args() (in module chap_core.cli) base_path (chap_core.file_io.example_data_set.ExampleDataSet attribute) (chap_core.file_io.example_data_set.LocalDataSet attribute) bbox (chap_core.geometry.Polygons property) BGTaskJob (class in chap_core.worker.background_tasks_worker) BGTaskWorker (class in chap_core.worker.background_tasks_worker) buffer_feature() (in module chap_core.geoutils) buffer_point_features() (in module chap_core.geoutils)

C

cache_ok (chap_core.database.dataset_tables.PydanticListType attribute) cancel() (chap_core.internal_state.Control method) (chap_core.rest_api.celery_tasks.CeleryJob method) (chap_core.rest_api.v1.jobs.NaiveJob method) (chap_core.training_control.TrainingControl method) (chap_core.worker.background_tasks_worker.BGTaskJob method) (chap_core.worker.interface.Job method) (chap_core.worker.rq_worker.RedisJob method) (in module chap_core.rest_api.v1.rest_api) cancel_job() (in module chap_core.rest_api.v1.jobs) CeleryJob (class in chap_core.rest_api.celery_tasks) CeleryPool (class in chap_core.rest_api.celery_tasks) chap_core module chap_core.adaptors module chap_core.adaptors.command_line_interface module chap_core.adaptors.gluonts module chap_core.adaptors.rest_api module chap_core.alarms module chap_core.api module chap_core.api_types module chap_core.assessment module chap_core.assessment.data_representation_transforming module chap_core.assessment.dataset_splitting module chap_core.assessment.evaluator module chap_core.assessment.evaluator_suites module chap_core.assessment.flat_representations module chap_core.assessment.forecast module chap_core.assessment.metric_table module chap_core.assessment.metrics module chap_core.assessment.metrics.above_truth module chap_core.assessment.metrics.base module chap_core.assessment.metrics.crps module chap_core.assessment.metrics.crps_norm module chap_core.assessment.metrics.example_metric module chap_core.assessment.metrics.mae module chap_core.assessment.metrics.peak_diff module chap_core.assessment.metrics.percentile_coverage module chap_core.assessment.metrics.rmse module chap_core.assessment.metrics.test_metrics module chap_core.assessment.prediction_evaluator module chap_core.assessment.representations module chap_core.cli module chap_core.climate_data module chap_core.climate_data.seasonal_forecasts module chap_core.climate_predictor module chap_core.data module chap_core.data.adaptors module chap_core.data.datasets module chap_core.data.gluonts_adaptor module chap_core.data.gluonts_adaptor.dataset module chap_core.data.open_dengue module chap_core.database module chap_core.database.base_tables module chap_core.database.database module chap_core.database.dataset_tables module chap_core.database.datasets_seed module chap_core.database.debug module chap_core.database.feature_tables module chap_core.database.model_spec_tables module chap_core.database.model_template_seed module chap_core.database.model_templates_and_config_tables module chap_core.database.tables module chap_core.datatypes module chap_core.docker_helper_functions module chap_core.exceptions module chap_core.external module chap_core.external.external_model module chap_core.external.github module chap_core.external.mlflow_wrappers module chap_core.external.model_configuration module chap_core.external.r_description module chap_core.external.r_models module chap_core.external.uv_wrapper module chap_core.fetch module chap_core.file_io module chap_core.file_io.cleaners module chap_core.file_io.example_data_set module chap_core.file_io.external_file module chap_core.file_io.file_paths module chap_core.geo_coding module chap_core.geojson module chap_core.geometry module chap_core.geoutils module chap_core.hpo module chap_core.hpo.base module chap_core.hpo.cli module chap_core.hpo.hpoModel module chap_core.hpo.hpoModelInterface module chap_core.hpo.objective module chap_core.hpo.searcher module chap_core.internal_state module chap_core.log_config module chap_core.model_spec module chap_core.models module chap_core.models.chapkit_rest_api_wrapper module chap_core.models.configured_model module chap_core.models.external_chapkit_model module chap_core.models.external_model module chap_core.models.external_web_model module chap_core.models.local_configuration module chap_core.models.model_rest_api_wrapper module chap_core.models.model_template module chap_core.models.model_template_interface module chap_core.models.utils module chap_core.pandas_adaptors module chap_core.plotting module chap_core.plotting.backtest_plot module chap_core.plotting.conftest module chap_core.plotting.dataset_plot module chap_core.plotting.evaluation_plot module chap_core.plotting.prediction_plot module chap_core.plotting.season_plot module chap_core.predictor module chap_core.predictor.feature_spec module chap_core.predictor.model_registry module chap_core.predictor.naive_estimator module

chap_core.predictor.naive_predictor module chap_core.predictor.poisson module chap_core.predictor.protocol module chap_core.predictor.published_models module chap_core.rbased_docker module chap_core.rest_api module chap_core.rest_api.celery_tasks module chap_core.rest_api.data_models module chap_core.rest_api.db_worker_functions module chap_core.rest_api.v1 module chap_core.rest_api.v1.debug module chap_core.rest_api.v1.jobs module chap_core.rest_api.v1.rest_api module chap_core.rest_api.worker_functions module chap_core.runners module chap_core.runners.command_line_runner module chap_core.runners.conda_runner module chap_core.runners.docker_runner module chap_core.runners.helper_functions module chap_core.runners.mlflow_runner module chap_core.runners.runner module chap_core.simulation module chap_core.simulation.naive_simulator module chap_core.simulation.simulator module chap_core.spatio_temporal_data module chap_core.spatio_temporal_data.converters module chap_core.spatio_temporal_data.multi_country_dataset module chap_core.spatio_temporal_data.temporal_dataclass module chap_core.testing module chap_core.testing.estimators module chap_core.testing.external_model module chap_core.testing.mocks module chap_core.testing.testing module chap_core.time_period module chap_core.time_period.date_util_wrapper module chap_core.time_period.multi_resolution module chap_core.time_period.period_assignment module chap_core.time_period.relationships module chap_core.training_control module chap_core.transformations module chap_core.transformations.covid_mask module chap_core.util module chap_core.validators module chap_core.worker module chap_core.worker.background_tasks_worker module chap_core.worker.interface module chap_core.worker.rq_worker module chap_core_version (chap_core.rest_api.v1.rest_api.SystemInfoResponse attribute) CHAPKitRestAPIWrapper (class in chap_core.models.chapkit_rest_api_wrapper) citation_info (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateMetaData attribute) clean_time() (in module chap_core.plotting.backtest_plot) clean_timestring() (in module chap_core.time_period.date_util_wrapper) climate_data (chap_core.api.PredictionData attribute) ClimateHealthTimeSeriesModel (class in chap_core.datatypes) close() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) command (chap_core.external.model_configuration.CommandConfig attribute) CommandConfig (class in chap_core.external.model_configuration) CommandLineException CommandLineRunner (class in chap_core.runners.command_line_runner) CommandLineTrainPredictRunner (class in chap_core.runners.command_line_runner) commit (chap_core.external.github.GithubUrl attribute) CompatibilityResponse (class in chap_core.rest_api.v1.rest_api) compatible (chap_core.rest_api.v1.rest_api.CompatibilityResponse attribute) ComponentBasedEvaluator (class in chap_core.assessment.evaluator) compute() (chap_core.assessment.metrics.above_truth.RatioOfSamplesAboveTruth method) (chap_core.assessment.metrics.above_truth.SamplesAboveTruth method) (chap_core.assessment.metrics.base.MetricBase method) (chap_core.assessment.metrics.CRPS method) (chap_core.assessment.metrics.crps.CRPS method) (chap_core.assessment.metrics.crps.CRPSPerLocation method) (chap_core.assessment.metrics.crps.DetailedCRPS method) (chap_core.assessment.metrics.crps_norm.CRPSNorm method) (chap_core.assessment.metrics.crps_norm.DetailedCRPSNorm method) (chap_core.assessment.metrics.CRPSNorm method) (chap_core.assessment.metrics.CRPSPerLocation method) (chap_core.assessment.metrics.DetailedCRPS method) (chap_core.assessment.metrics.DetailedCRPSNorm method) (chap_core.assessment.metrics.DetailedRMSE method) (chap_core.assessment.metrics.example_metric.ExampleMetric method) (chap_core.assessment.metrics.ExampleMetric method) (chap_core.assessment.metrics.IsWithin10th90thDetailed method) (chap_core.assessment.metrics.IsWithin25th75thDetailed method) (chap_core.assessment.metrics.MAE method) (chap_core.assessment.metrics.mae.MAE method) (chap_core.assessment.metrics.MetricBase method) (chap_core.assessment.metrics.peak_diff.PeakValueDiffMetric method) (chap_core.assessment.metrics.peak_diff.PeakWeekLagMetric method) (chap_core.assessment.metrics.PeakValueDiffMetric method) (chap_core.assessment.metrics.PeakWeekLagMetric method) (chap_core.assessment.metrics.percentile_coverage.IsWithin10th90thDetailed method) (chap_core.assessment.metrics.percentile_coverage.IsWithin25th75thDetailed method) (chap_core.assessment.metrics.percentile_coverage.RatioWithin10th90th method) (chap_core.assessment.metrics.percentile_coverage.RatioWithin10th90thPerLocation method) (chap_core.assessment.metrics.percentile_coverage.RatioWithin25th75th method) (chap_core.assessment.metrics.percentile_coverage.RatioWithin25th75thPerLocation method) (chap_core.assessment.metrics.RatioWithin10th90th method) (chap_core.assessment.metrics.RatioWithin10th90thPerLocation method) (chap_core.assessment.metrics.RatioWithin25th75th method) (chap_core.assessment.metrics.RatioWithin25th75thPerLocation method) (chap_core.assessment.metrics.RMSE method) (chap_core.assessment.metrics.rmse.DetailedRMSE method) (chap_core.assessment.metrics.rmse.RMSE method) (chap_core.assessment.metrics.SamplesAboveTruth method) (chap_core.assessment.metrics.test_metrics.TestMetric method) (chap_core.assessment.metrics.test_metrics.TestMetricDetailed method) (chap_core.assessment.metrics.TestMetric method) (chap_core.assessment.metrics.TestMetricDetailed method) concatenate() (chap_core.time_period.date_util_wrapper.PeriodRange method) (chap_core.time_period.PeriodRange method) conda_available() (in module chap_core.util) CondaRunner (class in chap_core.runners.conda_runner) configuration (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.models.external_model.ExternalModel property) (chap_core.models.external_web_model.ExternalWebModel property) configurations (chap_core.models.local_configuration.LocalModelTemplateWithConfigurations attribute) configured_model (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.BackTestRead attribute) (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionInfo attribute) configured_models (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) ConfiguredModel (class in chap_core.models.configured_model) (class in chap_core.models.model_template_interface) ConfiguredModelDB (class in chap_core.database.model_templates_and_config_tables) ConfiguredModelRead (class in chap_core.database.tables) contact_email (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateMetaData attribute) control (chap_core.internal_state.InternalState attribute) Control (class in chap_core.internal_state) convert_backtest_observations_to_flat_observations() (in module chap_core.assessment.flat_representations) convert_backtest_to_flat_forecasts() (in module chap_core.assessment.flat_representations) convert_dicts_to_models() (in module chap_core.rest_api.db_worker_functions) convert_single_splitpoint_to_multi_location_forecast() (in module chap_core.assessment.data_representation_transforming) convert_time_period_string() (in module chap_core.time_period.date_util_wrapper) convert_to_multi_location_forecast() (in module chap_core.assessment.data_representation_transforming) convert_to_multi_location_timeseries() (in module chap_core.assessment.data_representation_transforming) countries (chap_core.spatio_temporal_data.multi_country_dataset.MultiCountryDataSet property) covariate (chap_core.database.dataset_tables.DataSource attribute) covariates (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetInfo attribute) (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_spec_tables.ModelSpecRead attribute) create_api() (in module chap_core.rest_api.v1.rest_api) create_config() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) create_db_and_tables() (in module chap_core.database.database) create_docker_image() (in module chap_core.docker_helper_functions) create_if_not_exists() (chap_core.database.database.SessionWrapper method) create_image() (in module chap_core.rbased_docker) create_metric_table() (in module chap_core.assessment.metric_table) create_multiloc_timeseries() (in module chap_core.assessment.prediction_evaluator) create_tsdataclass() (in module chap_core.datatypes) create_virtual_environment_from_txt() (in module chap_core.external.uv_wrapper) created (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetInfo attribute) (chap_core.database.dataset_tables.DataSetWithObservations attribute) (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.BackTestBase attribute) (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionBase attribute) CRPS (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.crps) CRPSNorm (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.crps_norm) CRPSPerLocation (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.crps) current_control (chap_core.api.DummyControl property) (chap_core.internal_state.Control property) current_data (chap_core.internal_state.InternalState attribute) current_job (chap_core.internal_state.InternalState attribute)

D

data (chap_core.api_types.DataList attribute) (chap_core.api_types.DataListV2 attribute) (chap_core.geometry.Polygons property) data() (chap_core.data.DataSet method) (chap_core.plotting.dataset_plot.DatasetPlot method) (chap_core.plotting.dataset_plot.DiseaseCasesMap method) (chap_core.plotting.dataset_plot.StandardizedFeaturePlot method) (chap_core.plotting.season_plot.SeasonCorrelationBarPlot method) (chap_core.plotting.season_plot.SeasonCorrelationPlot method) (chap_core.plotting.season_plot.SeasonPlot method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.TemporalDataclass method) data_element_id (chap_core.database.dataset_tables.DataSource attribute) data_path (chap_core.data.open_dengue.OpenDengueDataSet attribute) data_source_name (chap_core.rest_api.data_models.FetchRequest attribute) data_sources (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetCreateInfo attribute) data_to_be_fetched (chap_core.rest_api.data_models.DatasetMakeRequest attribute) DataBaseResponse (class in chap_core.rest_api.v1.jobs) DataDimension (class in chap_core.assessment.flat_representations) dataElement (chap_core.api_types.DataListV2 attribute) (chap_core.rest_api.data_models.PredictionBase attribute) (chap_core.rest_api.worker_functions.DataValue attribute) DataElement (class in chap_core.api_types) (class in chap_core.climate_data.seasonal_forecasts) DataElementV2 (class in chap_core.api_types) DataList (class in chap_core.api_types) DataListV2 (class in chap_core.api_types) dataset (chap_core.database.dataset_tables.Observation attribute) (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.BackTestRead attribute) (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionInfo attribute) DataSet (class in chap_core.data), [1] (class in chap_core.database.dataset_tables) (class in chap_core.spatio_temporal_data.temporal_dataclass) dataset_from_request_v1() (in module chap_core.rest_api.worker_functions) dataset_id (chap_core.database.dataset_tables.Observation attribute) (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.BackTestBase attribute) (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionBase attribute) dataset_model_to_dataset() (in module chap_core.spatio_temporal_data.converters) dataset_to_datalist() (in module chap_core.rest_api.worker_functions) DataSetAdaptor (class in chap_core.data.gluonts_adaptor.dataset) DataSetBase (class in chap_core.database.dataset_tables) DataSetCreateInfo (class in chap_core.database.dataset_tables) DatasetDimensions (class in chap_core.simulation.naive_simulator) DataSetInfo (class in chap_core.database.dataset_tables) DatasetMakeRequest (class in chap_core.rest_api.data_models) DataSetMeta (class in chap_core.database.tables) DataSetMetaData (class in chap_core.spatio_temporal_data.temporal_dataclass) DatasetPlot (class in chap_core.plotting.dataset_plot) DataSetWithObservations (class in chap_core.database.dataset_tables) DataSource (class in chap_core.database.dataset_tables) DataValue (class in chap_core.rest_api.worker_functions) dataValues (chap_core.rest_api.data_models.FullPredictionResponse attribute) date (chap_core.time_period.date_util_wrapper.TimeStamp property)

DateUtilWrapper (class in chap_core.time_period.date_util_wrapper) Day (class in chap_core.time_period) (class in chap_core.time_period.date_util_wrapper) db_id (chap_core.spatio_temporal_data.temporal_dataclass.DataSetMetaData attribute) DBModel (class in chap_core.database.base_tables) debug() (in module chap_core.rest_api.db_worker_functions) DebugEntry (class in chap_core.database.debug) dedup() (in module chap_core.hpo.base) delete_artifact() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) delete_config() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) delete_job() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) (in module chap_core.rest_api.v1.jobs) delta (chap_core.time_period.date_util_wrapper.PeriodRange property) (chap_core.time_period.PeriodRange property) description (chap_core.assessment.metrics.base.MetricSpec attribute) (chap_core.assessment.metrics.MetricSpec attribute) (chap_core.database.feature_tables.FeatureType attribute) (chap_core.database.feature_tables.FeatureTypeBase attribute) (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateMetaData attribute) (chap_core.model_spec.ModelSpec attribute) (chap_core.plotting.evaluation_plot.VisualizationInfo attribute) (chap_core.predictor.feature_spec.Feature attribute) (chap_core.rest_api.v1.rest_api.CompatibilityResponse attribute) DetailedCRPS (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.crps) DetailedCRPSNorm (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.crps_norm) DetailedRMSE (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.rmse) df() (in module chap_core.plotting.conftest) df_from_pydantic_observations() (chap_core.data.DataSet class method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet class method) dhis2Id (chap_core.api_types.DataList attribute) disease_case_samples (chap_core.assessment.representations.Samples attribute) disease_cases (chap_core.assessment.flat_representations.FlatObserved attribute) (chap_core.assessment.representations.DiseaseObservation attribute) (chap_core.datatypes.ClimateHealthTimeSeriesModel attribute) disease_id (chap_core.api.PredictionData attribute) DiseaseCasesMap (class in chap_core.plotting.dataset_plot) diseaseId (chap_core.rest_api.data_models.FullPredictionResponse attribute) DiseaseObservation (class in chap_core.assessment.representations) DiseaseTimeSeries (class in chap_core.assessment.representations) display_name (chap_core.database.feature_tables.FeatureSource attribute) (chap_core.database.feature_tables.FeatureType attribute) (chap_core.database.feature_tables.FeatureTypeBase attribute) (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateMetaData attribute) (chap_core.plotting.evaluation_plot.VisualizationInfo attribute) docker_available() (in module chap_core.util) docker_env (chap_core.external.model_configuration.RunnerConfig attribute) docker_image_from_fo() (in module chap_core.docker_helper_functions) DockerEnvConfig (class in chap_core.external.model_configuration) DockerRunner (class in chap_core.runners.docker_runner) DockerTrainPredictRunner (class in chap_core.runners.docker_runner) DummyControl (class in chap_core.api)

E

end_time (chap_core.rest_api.celery_tasks.JobDescription attribute) end_timestamp (chap_core.data.DataSet property) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet property) (chap_core.spatio_temporal_data.temporal_dataclass.TemporalDataclass property) (chap_core.time_period.date_util_wrapper.PeriodRange property) (chap_core.time_period.date_util_wrapper.TimePeriod property) (chap_core.time_period.PeriodRange property) (chap_core.time_period.TimePeriod property) endemic_factor (chap_core.alarms.OutbreakParameters attribute) entry_points (chap_core.external.model_configuration.RunnerConfig attribute) EntryPointConfig (class in chap_core.external.model_configuration) Error (class in chap_core.assessment.representations) ErrorTimeSeries (class in chap_core.assessment.representations) Estimator (class in chap_core.assessment.prediction_evaluator) estimator_id (chap_core.api_types.RequestV2 attribute) evaluate() (chap_core.assessment.data_representation_transforming.MAEonMeanPredictions method) (chap_core.assessment.evaluator.ComponentBasedEvaluator method) (chap_core.assessment.evaluator.Evaluator method) (in module chap_core.cli) evaluate_hpo() (in module chap_core.cli)

evaluate_model() (in module chap_core.assessment.prediction_evaluator) EvaluationBackTestPlot (class in chap_core.plotting.backtest_plot) EvaluationEntry (class in chap_core.api_types) EvaluationResponse (class in chap_core.api_types) Evaluator (class in chap_core.assessment.evaluator) EwarsParamSpec (class in chap_core.model_spec) ExampleDataSet (class in chap_core.file_io.example_data_set) ExampleMetric (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.example_metric) exception_info (chap_core.rest_api.celery_tasks.CeleryJob property) (chap_core.rest_api.v1.jobs.NaiveJob property) (chap_core.worker.rq_worker.RedisJob property) ExternalChapkitModel (class in chap_core.models.external_chapkit_model) ExternalChapkitModelTemplate (class in chap_core.models.external_chapkit_model) ExternalModel (class in chap_core.models.external_model) ExternalModelBase (class in chap_core.models.external_model) ExternalModelSpec (class in chap_core.predictor.published_models) ExternalModelTemplate (class in chap_core.models.model_template) ExternalWebModel (class in chap_core.models.external_web_model) extract_disease_name() (in module chap_core.api)

F

failing_services (chap_core.rest_api.worker_functions.WorkerConfig attribute) favicon() (in module chap_core.rest_api.v1.rest_api) Feature (class in chap_core.predictor.feature_spec) feature_bbox() (in module chap_core.geoutils) feature_collection() (chap_core.geometry.Polygons method) feature_name (chap_core.database.dataset_tables.Observation attribute) (chap_core.database.dataset_tables.ObservationBase attribute) (chap_core.plotting.season_plot.SeasonCorrelationBarPlot attribute) (chap_core.rest_api.data_models.FetchRequest attribute) (chap_core.rest_api.data_models.ValidationError attribute) feature_type (chap_core.database.feature_tables.FeatureSource attribute) (chap_core.database.feature_tables.ModelFeatureLink attribute) FeatureCollectionModel (class in chap_core.api_types) (class in chap_core.database.dataset_tables) featureId (chap_core.api_types.DataList attribute) (chap_core.api_types.DataListV2 attribute) FeatureModel (class in chap_core.api_types) features (chap_core.api.PredictionData attribute) (chap_core.api_types.FeatureCollectionModel attribute) (chap_core.api_types.RequestV1 attribute) (chap_core.database.dataset_tables.FeatureCollectionModel attribute) (chap_core.geometry.PFeatureCollectionModel attribute) (chap_core.model_spec.ModelSpec attribute) (chap_core.simulation.naive_simulator.DatasetDimensions attribute) FeatureSource (class in chap_core.database.feature_tables) FeatureType (class in chap_core.database.feature_tables) FeatureTypeBase (class in chap_core.database.feature_tables) FeatureTypeRead (class in chap_core.database.feature_tables) fetch_and_clean() (in module chap_core.file_io.external_file) fetch_config_from_github_url() (chap_core.models.model_template.ExternalModelTemplate class method) fetch_mlproject_content() (in module chap_core.external.github) FetcherNd (class in chap_core.climate_predictor) FetchRequest (class in chap_core.rest_api.data_models) field_names() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) filename (chap_core.spatio_temporal_data.temporal_dataclass.DataSetMetaData attribute) filepath() (chap_core.file_io.example_data_set.ExampleDataSet method) fill_to_endpoint() (chap_core.spatio_temporal_data.temporal_dataclass.TemporalDataclass method) fill_to_range() (chap_core.spatio_temporal_data.temporal_dataclass.TemporalDataclass method) filter_by_time_periods() (chap_core.assessment.representations.MultiLocationDiseaseTimeSeries method) filter_locations() (chap_core.data.DataSet method) (chap_core.geometry.Polygons method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) first_period (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetInfo attribute) FlatData (class in chap_core.assessment.flat_representations) FlatData.Config (class in chap_core.assessment.flat_representations) FlatDataWithHorizon (class in chap_core.assessment.flat_representations) FlatDataWithHorizon.Config (class in chap_core.assessment.flat_representations) FlatForecasts (class in chap_core.assessment.flat_representations) FlatForecasts.Config (class in chap_core.assessment.flat_representations) FlatMetric (class in chap_core.assessment.flat_representations) FlatMetric.Config (class in chap_core.assessment.flat_representations) FlatObserved (class in chap_core.assessment.flat_representations) FlatObserved.Config (class in chap_core.assessment.flat_representations) Float (class in chap_core.hpo.base) forecast (chap_core.assessment.flat_representations.FlatForecasts attribute) Forecast (class in chap_core.assessment.representations) forecast() (in module chap_core.api) (in module chap_core.assessment.forecast) (in module chap_core.cli)

forecast_ahead() (in module chap_core.assessment.forecast) forecast_with_predicted_weather() (in module chap_core.assessment.forecast) ForecastAdaptor (class in chap_core.data.gluonts_adaptor.dataset) ForecastBase (class in chap_core.database.tables) ForecastParams (class in chap_core.simulation.naive_simulator) ForecastRead (class in chap_core.database.tables) forecasts (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionRead attribute) (chap_core.rest_api.data_models.BackTestFull attribute) from_backtest() (chap_core.plotting.backtest_plot.BackTestPlotBase class method) (chap_core.plotting.backtest_plot.EvaluationBackTestPlot class method) from_csv() (chap_core.data.DataSet class method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet class method) from_dataset() (chap_core.data.gluonts_adaptor.dataset.DataSetAdaptor static method) from_dataset_model() (chap_core.plotting.dataset_plot.DatasetPlot class method) from_dict() (chap_core.data.DataSet class method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet class method) from_directory_or_github_url() (chap_core.models.model_template.ModelTemplate class method) from_fields() (chap_core.data.DataSet class method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet class method) from_file() (chap_core.data.DataSet class method) (chap_core.geometry.Polygons class method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet class method) from_folder() (chap_core.spatio_temporal_data.multi_country_dataset.MultiCountryDataSet class method) from_geojson() (chap_core.geometry.Polygons class method) from_geojson_file() (chap_core.geojson.NeighbourGraph class method) from_gluonts() (chap_core.data.gluonts_adaptor.dataset.DataSetAdaptor static method) from_id() (chap_core.time_period.date_util_wrapper.TimePeriod class method) (chap_core.time_period.TimePeriod class method) from_ids() (chap_core.time_period.date_util_wrapper.PeriodRange class method) (chap_core.time_period.PeriodRange class method) from_model_template_config() (chap_core.models.model_template.ExternalModelTemplate class method) from_pandas() (chap_core.data.DataSet class method), [1] (chap_core.plotting.dataset_plot.DatasetPlot class method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet class method) (chap_core.time_period.date_util_wrapper.PeriodRange class method) (chap_core.time_period.date_util_wrapper.TimePeriod class method) (chap_core.time_period.PeriodRange class method) (chap_core.time_period.TimePeriod class method) from_period_list() (chap_core.time_period.date_util_wrapper.PeriodRange class method) (chap_core.time_period.PeriodRange class method) from_period_observations() (chap_core.data.DataSet class method), [1] (chap_core.spatio_temporal_data.temporal_dataclass.DataSet class method) from_pickle() (chap_core.data.DataSet class method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet class method) from_samples() (chap_core.data.gluonts_adaptor.dataset.ForecastAdaptor static method) from_start_and_n_periods() (chap_core.time_period.date_util_wrapper.PeriodRange class method) (chap_core.time_period.PeriodRange class method) from_strings() (chap_core.time_period.date_util_wrapper.PeriodRange class method) (chap_core.time_period.PeriodRange class method) from_tar() (chap_core.spatio_temporal_data.multi_country_dataset.MultiCountryDataSet class method) from_time_periods() (chap_core.time_period.date_util_wrapper.PeriodRange class method) (chap_core.time_period.PeriodRange class method) from_timestamps() (chap_core.time_period.date_util_wrapper.PeriodRange class method) (chap_core.time_period.PeriodRange class method) FullPredictionResponse (class in chap_core.rest_api.data_models) FutureWeatherFetcher (class in chap_core.climate_predictor)

G

GEEError GEEMock (class in chap_core.testing.mocks) generate_app() (in module chap_core.adaptors.command_line_interface) (in module chap_core.adaptors.rest_api) generate_raw() (chap_core.simulation.naive_simulator.AdditiveSimulator method) generate_template_app() (in module chap_core.adaptors.command_line_interface) geojson (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetBase attribute) (chap_core.rest_api.data_models.DatasetMakeRequest attribute) geojson_to_graph() (in module chap_core.geojson) geojson_to_shape() (in module chap_core.geojson) get_all_data() (in module chap_core.geometry) get_all_timeperiods() (chap_core.assessment.representations.MultiLocationErrorTimeSeries method) get_area_polygons() (in module chap_core.fetch) (in module chap_core.geometry) get_artifact() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) get_artifact_config() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) get_artifact_expand() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) get_artifact_tree_by_id() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) get_artifacts_for_config() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) get_available_models() (in module chap_core.database.model_spec_tables) get_available_models_from_config_dir() (in module chap_core.database.model_spec_tables) get_backtest_with_truth() (chap_core.database.database.SessionWrapper method) get_best_config (chap_core.hpo.hpoModel.HpoModel property) get_best_config() (chap_core.hpo.hpoModelInterface.HpoModelInterface method) get_climate_predictor() (in module chap_core.climate_predictor) get_combined_dataset() (in module chap_core.rest_api.worker_functions) get_config() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) get_config_artifacts() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) get_config_class() (chap_core.models.model_template.ModelTemplate method) get_config_path() (in module chap_core.file_io.file_paths) get_config_schema() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) get_configured_model_by_name() (chap_core.database.database.SessionWrapper method) get_configured_model_with_code() (chap_core.database.database.SessionWrapper method) get_configured_models() (chap_core.database.database.SessionWrapper method) get_country_data() (in module chap_core.geometry) get_country_data_file() (in module chap_core.geometry) get_create_class() (chap_core.database.base_tables.DBModel class method) get_data_file() (in module chap_core.geometry) get_database_result() (in module chap_core.rest_api.v1.jobs) get_dataclass() (in module chap_core.model_spec) get_dataset() (chap_core.database.database.SessionWrapper method) (in module chap_core.data.gluonts_adaptor.dataset) get_dataset_by_name() (chap_core.database.database.SessionWrapper method) get_date() (chap_core.time_period.date_util_wrapper.WeekNumbering static method) get_default_model() (chap_core.models.model_template.ModelTemplate method) (chap_core.models.model_template_interface.ModelTemplateInterface method) (chap_core.ModelTemplateInterface method) get_evaluation_result() (in module chap_core.rest_api.v1.jobs) get_evaluation_results() (in module chap_core.rest_api.v1.rest_api) get_example_data_path() (in module chap_core.file_io.file_paths) get_exception() (in module chap_core.rest_api.v1.rest_api) get_file() (in module chap_core.file_io.external_file) get_forecasts() (chap_core.climate_data.seasonal_forecasts.SeasonalForecast method) get_future_weather() (chap_core.climate_predictor.FetcherNd method) (chap_core.climate_predictor.FutureWeatherFetcher method) (chap_core.climate_predictor.QuickForecastFetcher method) (chap_core.climate_predictor.SeasonalForecastFetcher method) get_health_dataset() (in module chap_core.rest_api.worker_functions) get_historical_era5() (chap_core.testing.mocks.GEEMock method) get_imports() (in module chap_core.external.r_description) get_job() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) (chap_core.rest_api.celery_tasks.CeleryPool method) get_job_meta() (in module chap_core.rest_api.celery_tasks) get_job_status() (in module chap_core.rest_api.v1.jobs) get_jobs() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) get_leaderboard() (chap_core.hpo.hpoModel.HpoModel method) (chap_core.hpo.hpoModelInterface.HpoModelInterface method) get_location() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method)

get_locations() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) get_logs() (chap_core.rest_api.celery_tasks.CeleryJob method) (chap_core.rest_api.v1.jobs.NaiveJob method) (chap_core.worker.rq_worker.RedisJob method) (in module chap_core.rest_api.v1.jobs) get_metadata() (chap_core.data.gluonts_adaptor.dataset.DataSetAdaptor static method) get_metric() (chap_core.assessment.metrics.base.MetricBase method) (chap_core.assessment.metrics.MetricBase method) get_model() (chap_core.models.external_chapkit_model.ExternalChapkitModelTemplate method) (chap_core.models.model_template.ModelTemplate method) (chap_core.models.model_template_interface.ModelTemplateInterface method) (chap_core.ModelTemplateInterface method) get_model_configuration_from_yaml() (chap_core.models.model_template.ModelTemplate method) get_model_from_directory_or_github_url() (in module chap_core.models.utils) get_model_template() (chap_core.database.database.SessionWrapper method) get_model_template_config() (chap_core.models.external_chapkit_model.ExternalChapkitModelTemplate method) get_model_template_from_directory_or_github_url() (in module chap_core.models.utils) get_model_template_from_mlproject_file() (in module chap_core.models.utils) get_models_path() (in module chap_core.file_io.file_paths) get_naive_model_template() (in module chap_core.database.model_template_seed) get_name() (chap_core.assessment.evaluator.ComponentBasedEvaluator method) (chap_core.assessment.evaluator.Evaluator method) (chap_core.assessment.metrics.base.MetricBase method) (chap_core.assessment.metrics.MetricBase method) get_openapi_schema() (in module chap_core.rest_api.v1.rest_api) get_parent_dict() (chap_core.data.DataSet method) (chap_core.geometry.Polygons method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) get_period_range() (in module chap_core.time_period) get_predecessors_map() (chap_core.geometry.Polygons method) get_prediction_result() (in module chap_core.rest_api.v1.jobs) get_progress() (chap_core.internal_state.Control method) (chap_core.training_control.TrainingControl method) get_quantiles() (chap_core.database.tables.ForecastBase method) get_read_class() (chap_core.database.base_tables.DBModel class method) get_results() (in module chap_core.rest_api.v1.rest_api) get_results_path() (in module chap_core.file_io) (in module chap_core.file_io.file_paths) get_schema() (chap_core.models.model_template_interface.InternalModelTemplate method) (chap_core.models.model_template_interface.ModelTemplateInterface method) (chap_core.ModelTemplateInterface method) get_split_dataset() (in module chap_core.data.gluonts_adaptor.dataset) get_split_points_for_data_set() (in module chap_core.assessment.dataset_splitting) get_split_points_for_period_range() (in module chap_core.assessment.dataset_splitting) get_status() (chap_core.internal_state.Control method) (chap_core.training_control.TrainingControl method) (in module chap_core.rest_api.v1.debug) (in module chap_core.rest_api.v1.rest_api) get_target_id() (in module chap_core.rest_api.worker_functions) get_target_name() (in module chap_core.rest_api.worker_functions) get_temp_dir() (in module chap_core) get_the_only_location() (chap_core.assessment.representations.MultiLocationErrorTimeSeries method) get_the_only_timeseries() (chap_core.assessment.representations.MultiLocationErrorTimeSeries method) get_time_period() (in module chap_core.pandas_adaptors) get_train_predict_runner() (chap_core.models.model_template.ModelTemplate method) (in module chap_core.runners.helper_functions) get_train_predict_runner_from_model_template_config() (in module chap_core.runners.helper_functions) get_week_info() (chap_core.time_period.date_util_wrapper.WeekNumbering static method) github_link (chap_core.predictor.published_models.ExternalModelSpec attribute) GithubUrl (class in chap_core.external.github) gives_highest_resolution() (chap_core.assessment.metrics.base.MetricBase method) (chap_core.assessment.metrics.MetricBase method) gluont_ts_estimator (chap_core.adaptors.gluonts.GluonTSEstimator attribute) gluonts_predictor (chap_core.adaptors.gluonts.GluonTSPredictor attribute) GluonTSEstimator (class in chap_core.adaptors.gluonts) GluonTSPredictor (class in chap_core.adaptors.gluonts) gray (chap_core.database.model_templates_and_config_tables.AuthorAssessedStatus attribute) green (chap_core.database.model_templates_and_config_tables.AuthorAssessedStatus attribute) GridSearcher (class in chap_core.hpo.searcher) group_flat_forecast_by_horizon() (in module chap_core.assessment.flat_representations)

H

harmonize_and_add_dataset() (in module chap_core.rest_api.db_worker_functions) harmonize_and_add_health_dataset() (in module chap_core.rest_api.db_worker_functions) harmonize_health_dataset() (in module chap_core.rest_api.worker_functions) health() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) (in module chap_core.rest_api.v1.rest_api) health_data (chap_core.api.PredictionData attribute) HealthResponse (class in chap_core.rest_api.v1.rest_api) high (chap_core.datatypes.Quantile attribute) (chap_core.hpo.base.Float attribute) (chap_core.hpo.base.Int attribute)

horizon_diff() (in module chap_core.assessment.flat_representations) (in module chap_core.assessment.metric_table) horizon_distance (chap_core.assessment.flat_representations.DataDimension attribute) (chap_core.assessment.flat_representations.FlatDataWithHorizon attribute) hpo_search_space (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateInformation attribute) HpoModel (class in chap_core.hpo.hpoModel) HpoModelInterface (class in chap_core.hpo.hpoModelInterface) hydromet() (in module chap_core.file_io.cleaners)

I

id (chap_core.api_types.FeatureModel attribute) (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetInfo attribute) (chap_core.database.dataset_tables.DataSetWithObservations attribute) (chap_core.database.dataset_tables.Observation attribute) (chap_core.database.debug.DebugEntry attribute) (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_spec_tables.ModelSpecRead attribute) (chap_core.database.model_templates_and_config_tables.ConfiguredModelDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.BackTestForecast attribute) (chap_core.database.tables.BackTestMetric attribute) (chap_core.database.tables.ConfiguredModelRead attribute) (chap_core.database.tables.DataSetMeta attribute) (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionInfo attribute) (chap_core.database.tables.PredictionSamplesEntry attribute) (chap_core.plotting.evaluation_plot.VisualizationInfo attribute) (chap_core.predictor.feature_spec.Feature attribute) (chap_core.rest_api.celery_tasks.CeleryJob property) (chap_core.rest_api.celery_tasks.JobDescription attribute) (chap_core.rest_api.data_models.ImportSummaryResponse attribute) (chap_core.rest_api.data_models.JobResponse attribute) (chap_core.rest_api.v1.jobs.DataBaseResponse attribute) (chap_core.rest_api.v1.jobs.NaiveJob property) (chap_core.time_period.date_util_wrapper.Day property) (chap_core.time_period.date_util_wrapper.Month property) (chap_core.time_period.date_util_wrapper.TimePeriod property) (chap_core.time_period.date_util_wrapper.Week property) (chap_core.time_period.date_util_wrapper.Year property) (chap_core.time_period.Day property) (chap_core.time_period.Month property) (chap_core.time_period.TimePeriod property) (chap_core.time_period.Week property) (chap_core.time_period.Year property) id_to_name_tuple_dict() (chap_core.geometry.Polygons method) ignore_result (chap_core.rest_api.celery_tasks.TrackedTask attribute) image (chap_core.external.model_configuration.DockerEnvConfig attribute) impl (chap_core.database.dataset_tables.PydanticListType attribute) imported_count (chap_core.rest_api.data_models.ImportSummaryResponse attribute) ImportSummaryResponse (class in chap_core.rest_api.data_models)

include_data (chap_core.api_types.PredictionRequest attribute) index_to_name() (chap_core.geojson.LocationMapping method) info() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) initialize_logging() (in module chap_core.log_config) inspect_feature_collection() (in module chap_core.geoutils) Int (class in chap_core.hpo.base) InternalModelTemplate (class in chap_core.models.model_template_interface) InternalState (class in chap_core.internal_state) interpolate() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) interpolate_nans() (in module chap_core.util) InvalidDateError InvalidModelException is_cancelled() (chap_core.training_control.TrainingControl method) is_compatible() (in module chap_core.rest_api.v1.rest_api) is_debug_mode() (in module chap_core) (in module chap_core.log_config) is_finished (chap_core.rest_api.celery_tasks.CeleryJob property) (chap_core.rest_api.v1.jobs.NaiveJob property) (chap_core.worker.background_tasks_worker.BGTaskJob property) (chap_core.worker.interface.Job property) (chap_core.worker.interface.SeededJob attribute) (chap_core.worker.rq_worker.RedisJob property) is_full_aggregate() (chap_core.assessment.metrics.base.MetricBase method) (chap_core.assessment.metrics.MetricBase method) is_healthy() (chap_core.models.external_chapkit_model.ExternalChapkitModelTemplate method) is_ready() (chap_core.internal_state.InternalState method) is_test (chap_core.rest_api.worker_functions.WorkerConfig attribute) IsDiseaseCaseSimulator (class in chap_core.simulation.simulator) IsMultiRegionForecastSampler (class in chap_core.predictor.protocol) IsMultiRegionPredictor (class in chap_core.predictor.protocol) IsPredictor (class in chap_core.predictor.protocol) IsSampler (class in chap_core.predictor.protocol) IsTimeDelta (class in chap_core.assessment.dataset_splitting) IsWithin10th90thDetailed (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.percentile_coverage) IsWithin25th75thDetailed (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.percentile_coverage) items() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.multi_country_dataset.LazyMultiCountryDataSet method) (chap_core.spatio_temporal_data.multi_country_dataset.MultiCountryDataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method)

J

Job (class in chap_core.worker.interface) job_class (chap_core.rest_api.v1.jobs.NaiveWorker attribute) JobDescription (class in chap_core.rest_api.celery_tasks)

JobResponse (class in chap_core.rest_api.data_models) join() (chap_core.spatio_temporal_data.temporal_dataclass.TemporalDataclass method) join_on_time() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method)

K

keys() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.multi_country_dataset.MultiCountryDataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method)

L

laos_data() (in module chap_core.file_io.cleaners) last_day (chap_core.time_period.date_util_wrapper.TimePeriod property) (chap_core.time_period.TimePeriod property) last_period (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetInfo attribute) last_seen_period (chap_core.database.tables.BackTestForecast attribute) (chap_core.database.tables.BackTestMetric attribute) last_train_period (chap_core.database.tables.BackTestForecast attribute) (chap_core.database.tables.BackTestMetric attribute) latitude (chap_core.datatypes.Location attribute) LazyMultiCountryDataSet (class in chap_core.spatio_temporal_data.multi_country_dataset) link_artifact_to_config() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) list_all() (chap_core.database.database.SessionWrapper method) list_configs() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) list_features() (in module chap_core.rest_api.v1.rest_api) list_jobs() (chap_core.rest_api.celery_tasks.CeleryPool method) (in module chap_core.rest_api.v1.jobs) list_models() (in module chap_core.rest_api.v1.rest_api) load() (chap_core.adaptors.gluonts.GluonTSPredictor class method) (chap_core.file_io.example_data_set.ExampleDataSet method) (chap_core.file_io.example_data_set.RemoteExampleDataSet method) (chap_core.predictor.naive_estimator.NaivePredictor class method)

load_forecasts() (in module chap_core.rest_api.worker_functions) load_redis() (in module chap_core.util) load_search_space_from_config() (in module chap_core.hpo.base) loc (chap_core.simulation.naive_simulator.SimulationParams attribute) LocalDataSet (class in chap_core.file_io.example_data_set) LocalModelTemplateWithConfigurations (class in chap_core.models.local_configuration) location (chap_core.assessment.flat_representations.DataDimension attribute) (chap_core.assessment.flat_representations.FlatData attribute) Location (class in chap_core.datatypes) LocationMapping (class in chap_core.geojson) locations (chap_core.simulation.naive_simulator.DatasetDimensions attribute) locations() (chap_core.assessment.representations.MultiLocationDiseaseTimeSeries method) (chap_core.assessment.representations.MultiLocationErrorTimeSeries method) (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) locationvalues_per_timepoint() (chap_core.assessment.representations.MultiLocationErrorTimeSeries method) log (chap_core.hpo.base.Float attribute) (chap_core.hpo.base.Int attribute) longitude (chap_core.datatypes.Location attribute) low (chap_core.datatypes.Quantile attribute) (chap_core.hpo.base.Float attribute) (chap_core.hpo.base.Int attribute)

M

MAE (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.mae) mae_error() (in module chap_core.assessment.evaluator_suites) MAEonMeanPredictions (class in chap_core.assessment.data_representation_transforming) main() (in module chap_core.cli) main_backend() (in module chap_core.rest_api.v1.rest_api) main_function() (in module chap_core.cli) make_plot_from_backtest_object() (in module chap_core.plotting.evaluation_plot) mask_covid_data() (in module chap_core.transformations.covid_mask) mean() (in module chap_core.assessment.data_representation_transforming) mean_across_regions() (in module chap_core.assessment.evaluator_suites) mean_across_time() (in module chap_core.assessment.evaluator_suites) mean_dict (chap_core.predictor.naive_estimator.NaivePredictor attribute) mean_temperature (chap_core.datatypes.ClimateHealthTimeSeriesModel attribute) merge() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) message (chap_core.rest_api.v1.rest_api.HealthResponse attribute) meta_data (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionBase attribute) (chap_core.external.model_configuration.ModelTemplateConfigCommon attribute) metric (chap_core.assessment.flat_representations.FlatMetric attribute) metric_id (chap_core.assessment.metrics.base.MetricSpec attribute) (chap_core.assessment.metrics.MetricSpec attribute) (chap_core.database.tables.BackTestMetric attribute) metric_name (chap_core.assessment.metrics.base.MetricSpec attribute) (chap_core.assessment.metrics.MetricSpec attribute) MetricBase (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.base) MetricByHorizonAndLocationMean (class in chap_core.plotting.evaluation_plot) MetricByHorizonV2Mean (class in chap_core.plotting.evaluation_plot) MetricByHorizonV2Sum (class in chap_core.plotting.evaluation_plot) MetricByTimePeriodAndLocationV2Mean (class in chap_core.plotting.evaluation_plot) MetricByTimePeriodV2Mean (class in chap_core.plotting.evaluation_plot) MetricByTimePeriodV2Sum (class in chap_core.plotting.evaluation_plot) MetricMapV2 (class in chap_core.plotting.evaluation_plot) MetricPlotV2 (class in chap_core.plotting.evaluation_plot) metrics (chap_core.database.tables.BackTest attribute) (chap_core.rest_api.data_models.BackTestFull attribute) MetricSpec (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.base) MlFlowTrainPredictRunner (class in chap_core.runners.mlflow_runner) model_config (chap_core.alarms.OutbreakParameters attribute) (chap_core.api_types.BackTestParams attribute) (chap_core.api_types.DataElement attribute) (chap_core.api_types.DataElementV2 attribute) (chap_core.api_types.DataList attribute) (chap_core.api_types.DataListV2 attribute) (chap_core.api_types.EvaluationEntry attribute) (chap_core.api_types.EvaluationResponse attribute) (chap_core.api_types.FeatureCollectionModel attribute) (chap_core.api_types.FeatureModel attribute) (chap_core.api_types.PeriodObservation attribute) (chap_core.api_types.PredictionEntry attribute) (chap_core.api_types.PredictionRequest attribute) (chap_core.api_types.RequestV1 attribute) (chap_core.api_types.RequestV2 attribute) (chap_core.climate_data.seasonal_forecasts.DataElement attribute) (chap_core.data.PeriodObservation attribute) (chap_core.database.base_tables.DBModel attribute) (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetBase attribute) (chap_core.database.dataset_tables.DataSetCreateInfo attribute) (chap_core.database.dataset_tables.DataSetInfo attribute) (chap_core.database.dataset_tables.DataSetWithObservations attribute) (chap_core.database.dataset_tables.DataSource attribute) (chap_core.database.dataset_tables.FeatureCollectionModel attribute) (chap_core.database.dataset_tables.Observation attribute) (chap_core.database.dataset_tables.ObservationBase attribute) (chap_core.database.debug.DebugEntry attribute) (chap_core.database.feature_tables.FeatureSource attribute) (chap_core.database.feature_tables.FeatureType attribute) (chap_core.database.feature_tables.FeatureTypeBase attribute) (chap_core.database.feature_tables.FeatureTypeRead attribute) (chap_core.database.feature_tables.ModelFeatureLink attribute) (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_spec_tables.ModelSpecBase attribute) (chap_core.database.model_spec_tables.ModelSpecRead attribute) (chap_core.database.model_templates_and_config_tables.ConfiguredModelDB attribute) (chap_core.database.model_templates_and_config_tables.ModelConfiguration attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateInformation attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateMetaData attribute) (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.BackTestBase attribute) (chap_core.database.tables.BackTestForecast attribute) (chap_core.database.tables.BackTestMetric attribute) (chap_core.database.tables.BackTestRead attribute) (chap_core.database.tables.ConfiguredModelRead attribute) (chap_core.database.tables.DataSetMeta attribute) (chap_core.database.tables.ForecastBase attribute) (chap_core.database.tables.ForecastRead attribute) (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionBase attribute) (chap_core.database.tables.PredictionInfo attribute) (chap_core.database.tables.PredictionRead attribute) (chap_core.database.tables.PredictionSamplesEntry attribute) (chap_core.datatypes.ClimateHealthTimeSeriesModel attribute) (chap_core.external.model_configuration.CommandConfig attribute) (chap_core.external.model_configuration.DockerEnvConfig attribute) (chap_core.external.model_configuration.EntryPointConfig attribute) (chap_core.external.model_configuration.ModelTemplateConfigCommon attribute) (chap_core.external.model_configuration.ModelTemplateConfigV2 attribute) (chap_core.external.model_configuration.RunnerConfig attribute) (chap_core.geometry.PFeatureCollectionModel attribute) (chap_core.geometry.PFeatureModel attribute) (chap_core.model_spec.EwarsParamSpec attribute) (chap_core.model_spec.ModelSpec attribute) (chap_core.model_spec.ParameterSpec attribute) (chap_core.models.configured_model.ModelConfiguration attribute) (chap_core.models.local_configuration.LocalModelTemplateWithConfigurations attribute) (chap_core.plotting.evaluation_plot.VisualizationInfo attribute) (chap_core.predictor.feature_spec.Feature attribute) (chap_core.predictor.published_models.ExternalModelSpec attribute) (chap_core.rest_api.celery_tasks.JobDescription attribute) (chap_core.rest_api.data_models.BackTestCreate attribute) (chap_core.rest_api.data_models.BackTestFull attribute) (chap_core.rest_api.data_models.DatasetMakeRequest attribute) (chap_core.rest_api.data_models.FetchRequest attribute) (chap_core.rest_api.data_models.FullPredictionResponse attribute) (chap_core.rest_api.data_models.ImportSummaryResponse attribute) (chap_core.rest_api.data_models.JobResponse attribute) (chap_core.rest_api.data_models.PredictionBase attribute) (chap_core.rest_api.data_models.PredictionParams attribute) (chap_core.rest_api.data_models.PredictionResponse attribute) (chap_core.rest_api.data_models.PredictionSamplResponse attribute) (chap_core.rest_api.data_models.ValidationError attribute) (chap_core.rest_api.v1.jobs.DataBaseResponse attribute) (chap_core.rest_api.v1.rest_api.CompatibilityResponse attribute) (chap_core.rest_api.v1.rest_api.HealthResponse attribute) (chap_core.rest_api.v1.rest_api.State attribute) (chap_core.rest_api.v1.rest_api.SystemInfoResponse attribute) (chap_core.rest_api.worker_functions.WorkerConfig attribute) (chap_core.simulation.naive_simulator.DatasetDimensions attribute) (chap_core.simulation.naive_simulator.ForecastParams attribute) (chap_core.simulation.naive_simulator.SimulationParams attribute) (chap_core.spatio_temporal_data.temporal_dataclass.DataSetMetaData attribute) model_config_class (chap_core.models.model_template_interface.InternalModelTemplate attribute) model_db_id (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.Prediction attribute) model_dump() (chap_core.api_types.EvaluationResponse method) (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) model_id (chap_core.database.feature_tables.ModelFeatureLink attribute) (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.BackTestBase attribute) (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionBase attribute) (chap_core.rest_api.data_models.PredictionParams attribute) model_path (chap_core.internal_state.InternalState attribute) model_template (chap_core.database.model_templates_and_config_tables.ConfiguredModelDB attribute) (chap_core.database.tables.ConfiguredModelRead attribute) model_template_config (chap_core.models.model_template.ModelTemplate property) model_template_id (chap_core.database.model_templates_and_config_tables.ConfiguredModelDB attribute) model_template_info (chap_core.models.model_template.ExternalModelTemplate property) (chap_core.models.model_template_interface.InternalModelTemplate attribute) model_template_version (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.BackTestBase attribute) ModelConfiguration (class in chap_core.database.model_templates_and_config_tables) (class in chap_core.models.configured_model) ModelConfigurationException ModelFailedException ModelFeatureLink (class in chap_core.database.feature_tables) ModelSpec (class in chap_core.database.model_spec_tables) (class in chap_core.model_spec) ModelSpecBase (class in chap_core.database.model_spec_tables) ModelSpecRead (class in chap_core.database.model_spec_tables) ModelTemplate (class in chap_core.models.model_template) ModelTemplateConfigCommon (class in chap_core.external.model_configuration) ModelTemplateConfigV2 (class in chap_core.external.model_configuration) ModelTemplateDB (class in chap_core.database.model_templates_and_config_tables) ModelTemplateInformation (class in chap_core.database.model_templates_and_config_tables)

ModelTemplateInterface (class in chap_core) (class in chap_core.models.model_template_interface) ModelTemplateMetaData (class in chap_core.database.model_templates_and_config_tables) module chap_core chap_core.adaptors chap_core.adaptors.command_line_interface chap_core.adaptors.gluonts chap_core.adaptors.rest_api chap_core.alarms chap_core.api chap_core.api_types chap_core.assessment chap_core.assessment.data_representation_transforming chap_core.assessment.dataset_splitting chap_core.assessment.evaluator chap_core.assessment.evaluator_suites chap_core.assessment.flat_representations chap_core.assessment.forecast chap_core.assessment.metric_table chap_core.assessment.metrics chap_core.assessment.metrics.above_truth chap_core.assessment.metrics.base chap_core.assessment.metrics.crps chap_core.assessment.metrics.crps_norm chap_core.assessment.metrics.example_metric chap_core.assessment.metrics.mae chap_core.assessment.metrics.peak_diff chap_core.assessment.metrics.percentile_coverage chap_core.assessment.metrics.rmse chap_core.assessment.metrics.test_metrics chap_core.assessment.prediction_evaluator chap_core.assessment.representations chap_core.cli chap_core.climate_data chap_core.climate_data.seasonal_forecasts chap_core.climate_predictor chap_core.data chap_core.data.adaptors chap_core.data.datasets chap_core.data.gluonts_adaptor chap_core.data.gluonts_adaptor.dataset chap_core.data.open_dengue chap_core.database chap_core.database.base_tables chap_core.database.database chap_core.database.dataset_tables chap_core.database.datasets_seed chap_core.database.debug chap_core.database.feature_tables chap_core.database.model_spec_tables chap_core.database.model_template_seed chap_core.database.model_templates_and_config_tables chap_core.database.tables chap_core.datatypes chap_core.docker_helper_functions chap_core.exceptions chap_core.external chap_core.external.external_model chap_core.external.github chap_core.external.mlflow_wrappers chap_core.external.model_configuration chap_core.external.r_description chap_core.external.r_models chap_core.external.uv_wrapper chap_core.fetch chap_core.file_io chap_core.file_io.cleaners chap_core.file_io.example_data_set chap_core.file_io.external_file chap_core.file_io.file_paths chap_core.geo_coding chap_core.geojson chap_core.geometry chap_core.geoutils chap_core.hpo chap_core.hpo.base chap_core.hpo.cli chap_core.hpo.hpoModel chap_core.hpo.hpoModelInterface chap_core.hpo.objective chap_core.hpo.searcher chap_core.internal_state chap_core.log_config chap_core.model_spec chap_core.models chap_core.models.chapkit_rest_api_wrapper chap_core.models.configured_model chap_core.models.external_chapkit_model chap_core.models.external_model chap_core.models.external_web_model chap_core.models.local_configuration chap_core.models.model_rest_api_wrapper chap_core.models.model_template chap_core.models.model_template_interface chap_core.models.utils chap_core.pandas_adaptors chap_core.plotting chap_core.plotting.backtest_plot chap_core.plotting.conftest chap_core.plotting.dataset_plot chap_core.plotting.evaluation_plot chap_core.plotting.prediction_plot chap_core.plotting.season_plot chap_core.predictor chap_core.predictor.feature_spec chap_core.predictor.model_registry chap_core.predictor.naive_estimator chap_core.predictor.naive_predictor chap_core.predictor.poisson chap_core.predictor.protocol chap_core.predictor.published_models chap_core.rbased_docker chap_core.rest_api chap_core.rest_api.celery_tasks chap_core.rest_api.data_models chap_core.rest_api.db_worker_functions chap_core.rest_api.v1 chap_core.rest_api.v1.debug chap_core.rest_api.v1.jobs chap_core.rest_api.v1.rest_api chap_core.rest_api.worker_functions chap_core.runners chap_core.runners.command_line_runner chap_core.runners.conda_runner chap_core.runners.docker_runner chap_core.runners.helper_functions chap_core.runners.mlflow_runner chap_core.runners.runner chap_core.simulation chap_core.simulation.naive_simulator chap_core.simulation.simulator chap_core.spatio_temporal_data chap_core.spatio_temporal_data.converters chap_core.spatio_temporal_data.multi_country_dataset chap_core.spatio_temporal_data.temporal_dataclass chap_core.testing chap_core.testing.estimators chap_core.testing.external_model chap_core.testing.mocks chap_core.testing.testing chap_core.time_period chap_core.time_period.date_util_wrapper chap_core.time_period.multi_resolution chap_core.time_period.period_assignment chap_core.time_period.relationships chap_core.training_control chap_core.transformations chap_core.transformations.covid_mask chap_core.util chap_core.validators chap_core.worker chap_core.worker.background_tasks_worker chap_core.worker.interface chap_core.worker.rq_worker month (chap_core.model_spec.PeriodType attribute) (chap_core.time_period.date_util_wrapper.PeriodRange property) (chap_core.time_period.PeriodRange property) Month (class in chap_core.time_period) (class in chap_core.time_period.date_util_wrapper) MonthlyClimatePredictor (class in chap_core.climate_predictor) mse_error() (in module chap_core.assessment.evaluator_suites) multi_forecast() (in module chap_core.assessment.forecast) (in module chap_core.cli) MultiCountryDataSet (class in chap_core.spatio_temporal_data.multi_country_dataset) MultiLocationDiseaseTimeSeries (class in chap_core.assessment.representations) MultiLocationErrorTimeSeries (class in chap_core.assessment.representations) MultiLocationForecast (class in chap_core.assessment.representations) MultiRegionNaivePredictor (class in chap_core.predictor) (class in chap_core.predictor.naive_predictor) MultiRegionPoissonModel (class in chap_core.predictor) (class in chap_core.predictor.naive_predictor)

N

n_days (chap_core.time_period.date_util_wrapper.TimePeriod property) (chap_core.time_period.TimePeriod property) n_periods (chap_core.api_types.BackTestParams attribute) (chap_core.api_types.PredictionRequest attribute) (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionBase attribute) (chap_core.rest_api.data_models.PredictionParams attribute) n_periods() (chap_core.time_period.date_util_wrapper.TimeDelta method) n_samples (chap_core.simulation.naive_simulator.ForecastParams attribute) n_splits (chap_core.api_types.BackTestParams attribute) (chap_core.simulation.naive_simulator.ForecastParams attribute) n_weeks (chap_core.model_spec.EwarsParamSpec attribute) NaiveEstimator (class in chap_core.predictor.naive_estimator) NaiveForecastSampler (class in chap_core.predictor.naive_predictor) NaiveJob (class in chap_core.rest_api.v1.jobs) NaivePredictor (class in chap_core.predictor.naive_estimator) (class in chap_core.predictor.naive_predictor) NaiveWorker (class in chap_core.rest_api.v1.jobs) name (chap_core.assessment.flat_representations.FlatData.Config attribute) (chap_core.assessment.flat_representations.FlatDataWithHorizon.Config attribute) (chap_core.assessment.flat_representations.FlatForecasts.Config attribute) (chap_core.assessment.flat_representations.FlatMetric.Config attribute) (chap_core.assessment.flat_representations.FlatObserved.Config attribute) (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetCreateInfo attribute) (chap_core.database.feature_tables.FeatureSource attribute) (chap_core.database.feature_tables.FeatureType attribute) (chap_core.database.feature_tables.FeatureTypeRead attribute) (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_spec_tables.ModelSpecBase attribute) (chap_core.database.model_templates_and_config_tables.ConfiguredModelDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.BackTestBase attribute) (chap_core.database.tables.ConfiguredModelRead attribute) (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionBase attribute) (chap_core.external.model_configuration.ModelTemplateConfigV2 attribute) (chap_core.model_spec.ModelSpec attribute) (chap_core.models.external_chapkit_model.ExternalChapkitModelTemplate property) (chap_core.models.external_model.ExternalModel property) (chap_core.models.external_web_model.ExternalWebModel property) (chap_core.models.model_template.ModelTemplate property) (chap_core.plotting.backtest_plot.BackTestPlotBase attribute) (chap_core.plotting.backtest_plot.EvaluationBackTestPlot attribute) (chap_core.predictor.feature_spec.Feature attribute) (chap_core.rest_api.celery_tasks.JobDescription attribute) (chap_core.spatio_temporal_data.temporal_dataclass.DataSetMetaData attribute)

name_to_index() (chap_core.geojson.LocationMapping method) nan_helper() (in module chap_core.util) NeighbourGraph (class in chap_core.geojson) new_id() (chap_core.worker.background_tasks_worker.BGTaskWorker method) NoPredictionsError normalize_name() (in module chap_core.geometry) num_locations() (chap_core.assessment.representations.MultiLocationErrorTimeSeries method) num_timeperiods() (chap_core.assessment.representations.MultiLocationErrorTimeSeries method)

O

Objective (class in chap_core.hpo.objective) Observation (class in chap_core.database.dataset_tables) ObservationBase (class in chap_core.database.dataset_tables) observations (chap_core.assessment.representations.DiseaseTimeSeries attribute) (chap_core.assessment.representations.ErrorTimeSeries attribute) (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetWithObservations attribute) observations_to_dataset() (in module chap_core.spatio_temporal_data.converters) OldBackTestRead (in module chap_core.database.tables) on_failure() (chap_core.rest_api.celery_tasks.TrackedTask method) on_success() (chap_core.rest_api.celery_tasks.TrackedTask method) OpenDengueDataSet (class in chap_core.data.open_dengue) optional (chap_core.predictor.feature_spec.Feature attribute) optional_fields (chap_core.models.external_model.ExternalModel property) orange (chap_core.database.model_templates_and_config_tables.AuthorAssessedStatus attribute) org_unit (chap_core.database.dataset_tables.Observation attribute) (chap_core.database.dataset_tables.ObservationBase attribute) (chap_core.database.tables.BackTestForecast attribute) (chap_core.database.tables.BackTestMetric attribute) (chap_core.database.tables.ForecastBase attribute) (chap_core.database.tables.PredictionSamplesEntry attribute) (chap_core.rest_api.data_models.ValidationError attribute) org_units (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetInfo attribute) (chap_core.database.tables.BackTest attribute) (chap_core.database.tables.Prediction attribute) (chap_core.database.tables.PredictionBase attribute)

organization (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateMetaData attribute) organization_logo_url (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateMetaData attribute) orgUnit (chap_core.api_types.DataElementV2 attribute) (chap_core.api_types.PredictionEntry attribute) (chap_core.climate_data.seasonal_forecasts.DataElement attribute) (chap_core.rest_api.data_models.PredictionBase attribute) (chap_core.rest_api.worker_functions.DataValue attribute) orgUnitsGeoJson (chap_core.api_types.RequestV1 attribute) os (chap_core.rest_api.v1.rest_api.SystemInfoResponse attribute) ou (chap_core.api_types.DataElement attribute) outbreak_prediction() (in module chap_core.alarms) OutbreakParameters (class in chap_core.alarms) output_dimensions (chap_core.assessment.metrics.base.MetricSpec attribute) (chap_core.assessment.metrics.MetricSpec attribute) owner (chap_core.external.github.GithubUrl attribute)

P

pack_to_period() (in module chap_core.time_period.multi_resolution) parameters (chap_core.external.model_configuration.CommandConfig attribute) (chap_core.model_spec.ModelSpec attribute) ParameterSpec (class in chap_core.model_spec) parse() (chap_core.time_period.date_util_wrapper.TimePeriod class method) (chap_core.time_period.date_util_wrapper.TimeStamp class method) (chap_core.time_period.TimePeriod class method) (in module chap_core.time_period.date_util_wrapper) parse_description_file() (in module chap_core.external.r_description) parse_github_url() (in module chap_core.external.github) parse_local_model_config_file() (in module chap_core.models.local_configuration) parse_local_model_config_from_directory() (in module chap_core.models.local_configuration) parse_time_period() (chap_core.datatypes.ClimateHealthTimeSeriesModel class method) parse_week() (chap_core.time_period.date_util_wrapper.TimePeriod class method) (chap_core.time_period.TimePeriod class method) pe (chap_core.api_types.DataElement attribute) PeakValueDiffMetric (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.peak_diff) PeakWeekLagMetric (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.peak_diff) period (chap_core.api_types.DataElementV2 attribute) (chap_core.api_types.PredictionEntry attribute) (chap_core.climate_data.seasonal_forecasts.DataElement attribute) (chap_core.database.dataset_tables.Observation attribute) (chap_core.database.dataset_tables.ObservationBase attribute) (chap_core.database.tables.BackTestForecast attribute) (chap_core.database.tables.BackTestMetric attribute) (chap_core.database.tables.ForecastBase attribute) (chap_core.database.tables.PredictionSamplesEntry attribute) (chap_core.model_spec.ModelSpec attribute) (chap_core.rest_api.data_models.PredictionBase attribute) (chap_core.rest_api.worker_functions.DataValue attribute) period_range (chap_core.data.DataSet property) (chap_core.spatio_temporal_data.multi_country_dataset.MultiCountryDataSet property) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet property) period_type (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetInfo attribute) PeriodAssignment (class in chap_core.time_period.period_assignment) PeriodObservation (class in chap_core.api_types) (class in chap_core.data), [1] PeriodRange (class in chap_core.time_period) (class in chap_core.time_period.date_util_wrapper) PeriodType (class in chap_core.model_spec) PFeatureCollectionModel (class in chap_core.geometry) PFeatureModel (class in chap_core.geometry) plot() (chap_core.data.DataSet method) (chap_core.plotting.backtest_plot.BackTestPlotBase method) (chap_core.plotting.backtest_plot.EvaluationBackTestPlot method) (chap_core.plotting.dataset_plot.DatasetPlot method) (chap_core.plotting.dataset_plot.DiseaseCasesMap method) (chap_core.plotting.dataset_plot.StandardizedFeaturePlot method) (chap_core.plotting.evaluation_plot.MetricPlotV2 method) (chap_core.plotting.season_plot.SeasonCorrelationBarPlot method) (chap_core.plotting.season_plot.SeasonCorrelationPlot method) (chap_core.plotting.season_plot.SeasonPlot method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) plot_aggregate() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) plot_dataset() (in module chap_core.cli) plot_forecast() (in module chap_core.plotting.prediction_plot) plot_forecast_from_summaries() (in module chap_core.plotting.prediction_plot) plot_forecasts() (in module chap_core.assessment.prediction_evaluator) plot_forecasts_from_data_frame() (in module chap_core.plotting.prediction_plot) plot_from_df() (chap_core.plotting.evaluation_plot.MetricByHorizonAndLocationMean method) (chap_core.plotting.evaluation_plot.MetricByHorizonV2Mean method) (chap_core.plotting.evaluation_plot.MetricByHorizonV2Sum method) (chap_core.plotting.evaluation_plot.MetricByTimePeriodAndLocationV2Mean method) (chap_core.plotting.evaluation_plot.MetricByTimePeriodV2Mean method) (chap_core.plotting.evaluation_plot.MetricByTimePeriodV2Sum method) (chap_core.plotting.evaluation_plot.MetricMapV2 method) (chap_core.plotting.evaluation_plot.MetricPlotV2 method) plot_predictions() (in module chap_core.assessment.prediction_evaluator) plot_spec() (chap_core.plotting.dataset_plot.DatasetPlot method) (chap_core.plotting.evaluation_plot.MetricPlotV2 method)

plot_variable (chap_core.plotting.dataset_plot.DiseaseCasesMap attribute) Poisson (class in chap_core.predictor.poisson) poll_job() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) Polygon (class in chap_core.spatio_temporal_data.temporal_dataclass) polygons (chap_core.data.DataSet property) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet property) Polygons (class in chap_core.geometry) population_data (chap_core.api.PredictionData attribute) predict (chap_core.external.model_configuration.EntryPointConfig attribute) predict() (chap_core.adaptors.gluonts.GluonTSPredictor method) (chap_core.assessment.prediction_evaluator.Predictor method) (chap_core.climate_predictor.MonthlyClimatePredictor method) (chap_core.hpo.hpoModel.HpoModel method) (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) (chap_core.models.configured_model.ConfiguredModel method) (chap_core.models.external_chapkit_model.ExternalChapkitModel method) (chap_core.models.external_model.ExternalModel method) (chap_core.models.external_web_model.ExternalWebModel method) (chap_core.models.model_template_interface.ConfiguredModel method) (chap_core.predictor.MultiRegionNaivePredictor method) (chap_core.predictor.MultiRegionPoissonModel method) (chap_core.predictor.naive_estimator.NaivePredictor method) (chap_core.predictor.naive_predictor.MultiRegionNaivePredictor method) (chap_core.predictor.naive_predictor.MultiRegionPoissonModel method) (chap_core.predictor.naive_predictor.NaivePredictor method) (chap_core.predictor.poisson.Poisson method) (chap_core.predictor.protocol.IsMultiRegionPredictor method) (chap_core.predictor.protocol.IsPredictor method) (chap_core.runners.command_line_runner.CommandLineTrainPredictRunner method) (chap_core.runners.mlflow_runner.MlFlowTrainPredictRunner method) (chap_core.runners.runner.TrainPredictRunner method) predict_and_wait() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) predict_pipeline_from_composite_dataset() (in module chap_core.rest_api.db_worker_functions) prediction (chap_core.database.tables.PredictionSamplesEntry attribute) Prediction (class in chap_core.database.tables) prediction_id (chap_core.database.tables.PredictionSamplesEntry attribute) prediction_length (chap_core.simulation.naive_simulator.ForecastParams attribute) prediction_plot() (in module chap_core.plotting.prediction_plot) PredictionBase (class in chap_core.database.tables) (class in chap_core.rest_api.data_models) PredictionData (class in chap_core.api) PredictionEntry (class in chap_core.api_types) PredictionInfo (class in chap_core.database.tables) PredictionParams (class in chap_core.rest_api.data_models) PredictionRead (class in chap_core.database.tables) PredictionRequest (class in chap_core.api_types) PredictionResponse (class in chap_core.rest_api.data_models) predictions (chap_core.api_types.EvaluationResponse attribute) (chap_core.assessment.representations.Forecast attribute) predictions_to_datavalue() (in module chap_core.rest_api.worker_functions) PredictionSamplesEntry (class in chap_core.database.tables) PredictionSamplResponse (class in chap_core.rest_api.data_models) Predictor (class in chap_core.assessment.prediction_evaluator) previous() (in module chap_core.time_period.relationships) PrintingTrainingControl (class in chap_core.training_control) priority (chap_core.rest_api.celery_tasks.TrackedTask attribute) probability_threshold (chap_core.alarms.OutbreakParameters attribute) process_bind_param() (chap_core.database.dataset_tables.PydanticListType method) process_result_value() (chap_core.database.dataset_tables.PydanticListType method) progress (chap_core.rest_api.celery_tasks.CeleryJob property) (chap_core.rest_api.v1.jobs.NaiveJob property) (chap_core.rest_api.v1.rest_api.State attribute) (chap_core.worker.background_tasks_worker.BGTaskJob property) (chap_core.worker.interface.Job property) (chap_core.worker.interface.SeededJob attribute) (chap_core.worker.rq_worker.RedisJob property) properties (chap_core.api_types.FeatureModel attribute) (chap_core.geometry.PFeatureModel attribute) provided_data (chap_core.rest_api.data_models.DatasetMakeRequest attribute) provider (chap_core.database.feature_tables.FeatureSource attribute) PydanticListType (class in chap_core.database.dataset_tables) pyenv_available() (in module chap_core.util) python_env (chap_core.external.model_configuration.RunnerConfig attribute) python_version (chap_core.rest_api.v1.rest_api.SystemInfoResponse attribute)

Q

quantile (chap_core.api_types.PredictionEntry attribute) Quantile (class in chap_core.datatypes) queue() (chap_core.rest_api.celery_tasks.CeleryPool method) (chap_core.rest_api.v1.jobs.NaiveWorker method) (chap_core.worker.background_tasks_worker.BGTaskWorker method) (chap_core.worker.interface.Worker method) (chap_core.worker.rq_worker.RedisQueue method)

queue_db() (chap_core.rest_api.celery_tasks.CeleryPool method) QuickForecastFetcher (class in chap_core.climate_predictor)

R

rainfall (chap_core.datatypes.ClimateHealthTimeSeriesModel attribute) RandomSearcher (class in chap_core.hpo.searcher) rate_limit (chap_core.rest_api.celery_tasks.TrackedTask attribute) RatioOfSamplesAboveTruth (class in chap_core.assessment.metrics.above_truth) RatioWithin10th90th (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.percentile_coverage) RatioWithin10th90thPerLocation (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.percentile_coverage) RatioWithin25th75th (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.percentile_coverage) RatioWithin25th75thPerLocation (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.percentile_coverage) read() (chap_core.external.external_model.SimpleFileContextManager method) read_environment_variables() (chap_core.worker.rq_worker.RedisQueue method) (in module chap_core.rest_api.celery_tasks) ready (chap_core.rest_api.v1.rest_api.State attribute) reason (chap_core.rest_api.data_models.ValidationError attribute) red (chap_core.database.model_templates_and_config_tables.AuthorAssessedStatus attribute) redis_available() (in module chap_core.util) RedisJob (class in chap_core.worker.rq_worker) RedisQueue (class in chap_core.worker.rq_worker) register_progress() (chap_core.training_control.PrintingTrainingControl method) (chap_core.training_control.TrainingControl method) reject_on_worker_lost (chap_core.rest_api.celery_tasks.TrackedTask attribute) rejected (chap_core.rest_api.data_models.ImportSummaryResponse attribute) RemoteExampleDataSet (class in chap_core.file_io.example_data_set) remove_field() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) (in module chap_core.datatypes) render() (in module chap_core.geoutils) repo_name (chap_core.external.github.GithubUrl attribute) request_stack (chap_core.rest_api.celery_tasks.TrackedTask attribute) RequestV1 (class in chap_core.api_types) RequestV2 (class in chap_core.api_types)

required_covariates (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateInformation attribute) required_fields (chap_core.models.external_model.ExternalModel property) resample() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) reset() (chap_core.hpo.searcher.GridSearcher method) (chap_core.hpo.searcher.RandomSearcher method) (chap_core.hpo.searcher.Searcher method) (chap_core.hpo.searcher.TPESearcher method) rest_api_url (chap_core.external.model_configuration.ModelTemplateConfigV2 attribute) restrict_time_period() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.multi_country_dataset.MultiCountryDataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.TemporalDataclass method) result (chap_core.rest_api.celery_tasks.CeleryJob property) (chap_core.rest_api.celery_tasks.JobDescription attribute) (chap_core.rest_api.v1.jobs.NaiveJob property) (chap_core.worker.background_tasks_worker.BGTaskJob property) (chap_core.worker.interface.Job property) (chap_core.worker.interface.SeededJob attribute) (chap_core.worker.rq_worker.RedisJob property) RMSE (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.rmse) run_add_numbers() (in module chap_core.rest_api.v1.debug) run_backtest() (in module chap_core.rest_api.db_worker_functions) run_backtest_from_dataset() (in module chap_core.rest_api.db_worker_functions) run_command() (chap_core.runners.command_line_runner.CommandLineRunner method) (chap_core.runners.docker_runner.DockerRunner method) (chap_core.runners.runner.Runner method) (in module chap_core.runners.command_line_runner) run_command_through_docker_container() (in module chap_core.docker_helper_functions) run_prediction() (in module chap_core.rest_api.db_worker_functions) Runner (class in chap_core.runners.runner) RunnerConfig (class in chap_core.external.model_configuration) rwanda_data() (in module chap_core.file_io.cleaners)

S

sample (chap_core.assessment.flat_representations.FlatForecasts attribute) sample() (chap_core.predictor.naive_predictor.NaiveForecastSampler method) (chap_core.predictor.protocol.IsMultiRegionForecastSampler method) (chap_core.predictor.protocol.IsSampler method) sample_dataset_to_prediction_response() (in module chap_core.rest_api.worker_functions) Samples (class in chap_core.assessment.representations) samples_to_evaluation_response() (in module chap_core.rest_api.worker_functions) SamplesAboveTruth (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.above_truth) sanity_check_cli() (in module chap_core.testing.external_model) sanity_check_estimator() (in module chap_core.testing.estimators) sanity_check_external_model() (in module chap_core.testing.external_model) sanity_check_model() (in module chap_core.cli) save() (chap_core.adaptors.gluonts.GluonTSPredictor method) (chap_core.predictor.naive_estimator.NaivePredictor method) scale (chap_core.simulation.naive_simulator.SimulationParams attribute) Searcher (class in chap_core.hpo.searcher) searchsorted() (chap_core.time_period.date_util_wrapper.PeriodRange method) (chap_core.time_period.PeriodRange method) SeasonalForecast (class in chap_core.climate_data.seasonal_forecasts) SeasonalForecastFetcher (class in chap_core.climate_predictor) SeasonCorrelationBarPlot (class in chap_core.plotting.season_plot) SeasonCorrelationPlot (class in chap_core.plotting.season_plot) SeasonPlot (class in chap_core.plotting.season_plot) seed() (in module chap_core.rest_api.v1.rest_api) seed_configured_models_from_config_dir() (in module chap_core.database.model_template_seed) seed_example_datasets() (in module chap_core.database.datasets_seed) seed_with_session_wrapper() (in module chap_core.database.model_spec_tables) SeededJob (class in chap_core.worker.interface) serializer (chap_core.rest_api.celery_tasks.TrackedTask attribute) serve() (in module chap_core.cli) SessionWrapper (class in chap_core.database.database) set_cur_response() (in module chap_core.rest_api.v1.rest_api) set_polygons() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) set_status() (chap_core.api.DummyControl method) (chap_core.internal_state.Control method) (chap_core.training_control.PrintingTrainingControl method) (chap_core.training_control.TrainingControl method) set_total_samples() (chap_core.training_control.TrainingControl method) shape (chap_core.time_period.date_util_wrapper.PeriodRange property) (chap_core.time_period.PeriodRange property) Shape (class in chap_core.datatypes) shape_file (chap_core.api.AreaPolygons attribute) SimpleFileContextManager (class in chap_core.external.external_model) simplify_topology() (in module chap_core.geoutils) simulate() (chap_core.simulation.naive_simulator.AdditiveSimulator method) (chap_core.simulation.naive_simulator.BacktestSimulator method) (chap_core.simulation.naive_simulator.Simulator method) (chap_core.simulation.simulator.IsDiseaseCaseSimulator method) (chap_core.simulation.simulator.Simulator method) simulate_observations() (chap_core.simulation.naive_simulator.AdditiveSimulator method) simulate_split() (chap_core.simulation.naive_simulator.BacktestSimulator method) SimulationParams (class in chap_core.simulation.naive_simulator) Simulator (class in chap_core.simulation.naive_simulator) (class in chap_core.simulation.simulator) size (chap_core.datatypes.Quantile attribute) source_url (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_spec_tables.ModelSpecBase attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.external.model_configuration.ModelTemplateConfigV2 attribute) spec (chap_core.assessment.metrics.above_truth.RatioOfSamplesAboveTruth attribute) (chap_core.assessment.metrics.above_truth.SamplesAboveTruth attribute) (chap_core.assessment.metrics.base.MetricBase attribute) (chap_core.assessment.metrics.CRPS attribute) (chap_core.assessment.metrics.crps.CRPS attribute) (chap_core.assessment.metrics.crps.CRPSPerLocation attribute) (chap_core.assessment.metrics.crps.DetailedCRPS attribute) (chap_core.assessment.metrics.crps_norm.CRPSNorm attribute) (chap_core.assessment.metrics.crps_norm.DetailedCRPSNorm attribute) (chap_core.assessment.metrics.CRPSNorm attribute) (chap_core.assessment.metrics.CRPSPerLocation attribute) (chap_core.assessment.metrics.DetailedCRPS attribute) (chap_core.assessment.metrics.DetailedCRPSNorm attribute) (chap_core.assessment.metrics.DetailedRMSE attribute) (chap_core.assessment.metrics.example_metric.ExampleMetric attribute) (chap_core.assessment.metrics.ExampleMetric attribute) (chap_core.assessment.metrics.IsWithin10th90thDetailed attribute) (chap_core.assessment.metrics.IsWithin25th75thDetailed attribute) (chap_core.assessment.metrics.MAE attribute) (chap_core.assessment.metrics.mae.MAE attribute) (chap_core.assessment.metrics.MetricBase attribute) (chap_core.assessment.metrics.peak_diff.PeakValueDiffMetric attribute) (chap_core.assessment.metrics.peak_diff.PeakWeekLagMetric attribute) (chap_core.assessment.metrics.PeakValueDiffMetric attribute) (chap_core.assessment.metrics.PeakWeekLagMetric attribute) (chap_core.assessment.metrics.percentile_coverage.IsWithin10th90thDetailed attribute) (chap_core.assessment.metrics.percentile_coverage.IsWithin25th75thDetailed attribute) (chap_core.assessment.metrics.percentile_coverage.RatioWithin10th90th attribute) (chap_core.assessment.metrics.percentile_coverage.RatioWithin10th90thPerLocation attribute) (chap_core.assessment.metrics.percentile_coverage.RatioWithin25th75th attribute) (chap_core.assessment.metrics.percentile_coverage.RatioWithin25th75thPerLocation attribute) (chap_core.assessment.metrics.RatioWithin10th90th attribute) (chap_core.assessment.metrics.RatioWithin10th90thPerLocation attribute) (chap_core.assessment.metrics.RatioWithin25th75th attribute) (chap_core.assessment.metrics.RatioWithin25th75thPerLocation attribute) (chap_core.assessment.metrics.RMSE attribute) (chap_core.assessment.metrics.rmse.DetailedRMSE attribute) (chap_core.assessment.metrics.rmse.RMSE attribute) (chap_core.assessment.metrics.SamplesAboveTruth attribute) (chap_core.assessment.metrics.test_metrics.TestMetric attribute) (chap_core.assessment.metrics.test_metrics.TestMetricDetailed attribute) (chap_core.assessment.metrics.TestMetric attribute) (chap_core.assessment.metrics.TestMetricDetailed attribute)

split_periods (chap_core.database.tables.BackTest attribute) split_test_train_on_period() (in module chap_core.assessment.dataset_splitting) splitPeriod (chap_core.api_types.EvaluationEntry attribute) sqrt_mean_across_time() (in module chap_core.assessment.evaluator_suites) StandardizedFeaturePlot (class in chap_core.plotting.dataset_plot) start_time (chap_core.rest_api.celery_tasks.JobDescription attribute) start_timestamp (chap_core.data.DataSet property) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet property) (chap_core.spatio_temporal_data.temporal_dataclass.TemporalDataclass property) (chap_core.time_period.date_util_wrapper.PeriodRange property) (chap_core.time_period.date_util_wrapper.TimePeriod property) (chap_core.time_period.PeriodRange property) (chap_core.time_period.TimePeriod property) State (class in chap_core.rest_api.v1.rest_api) status (chap_core.rest_api.celery_tasks.CeleryJob property) (chap_core.rest_api.celery_tasks.JobDescription attribute) (chap_core.rest_api.v1.jobs.NaiveJob property) (chap_core.rest_api.v1.rest_api.HealthResponse attribute) (chap_core.rest_api.v1.rest_api.State attribute) (chap_core.worker.background_tasks_worker.BGTaskJob property) (chap_core.worker.interface.Job property) (chap_core.worker.interface.SeededJob attribute) (chap_core.worker.rq_worker.RedisJob property) step (chap_core.hpo.base.Float attribute) (chap_core.hpo.base.Int attribute) store_errors_even_if_ignored (chap_core.rest_api.celery_tasks.TrackedTask attribute) store_file() (chap_core.runners.command_line_runner.CommandLineRunner method) (chap_core.runners.runner.Runner method) stride (chap_core.api_types.BackTestParams attribute) subset() (chap_core.data.open_dengue.OpenDengueDataSet method) supported_period_type (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_spec_tables.ModelSpecBase attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateInformation attribute) supported_period_types (chap_core.database.feature_tables.FeatureSource attribute) system_info() (in module chap_core.rest_api.v1.rest_api) SystemInfoResponse (class in chap_core.rest_api.v1.rest_api)

T

target (chap_core.database.model_spec_tables.ModelSpec attribute) (chap_core.database.model_spec_tables.ModelSpecRead attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateInformation attribute) (chap_core.simulation.naive_simulator.DatasetDimensions attribute) target_name (chap_core.database.model_spec_tables.ModelSpec attribute) targets (chap_core.model_spec.ModelSpec attribute) teardown() (chap_core.runners.docker_runner.DockerRunner method) (chap_core.runners.docker_runner.DockerTrainPredictRunner method) (chap_core.runners.runner.Runner method) (chap_core.runners.runner.TrainPredictRunner method) tell() (chap_core.hpo.searcher.GridSearcher method) (chap_core.hpo.searcher.RandomSearcher method) (chap_core.hpo.searcher.Searcher method) (chap_core.hpo.searcher.TPESearcher method) temperature_transform() (in module chap_core.plotting.dataset_plot) TemporalDataclass (class in chap_core.spatio_temporal_data.temporal_dataclass) test() (in module chap_core.cli) test_season_correlation_bar_plot() (in module chap_core.plotting.season_plot) test_season_correlation_plot() (in module chap_core.plotting.season_plot) test_season_plot() (in module chap_core.plotting.season_plot) test_standardized_feature_plot() (in module chap_core.plotting.dataset_plot) test_temperature_transform() (in module chap_core.plotting.dataset_plot) TestMetric (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.test_metrics) TestMetricDetailed (class in chap_core.assessment.metrics) (class in chap_core.assessment.metrics.test_metrics) text_chart() (in module chap_core.plotting.backtest_plot) time_delta (chap_core.time_period.date_util_wrapper.TimePeriod property) (chap_core.time_period.TimePeriod property) time_period (chap_core.api_types.PeriodObservation attribute) (chap_core.assessment.flat_representations.DataDimension attribute) (chap_core.assessment.flat_representations.FlatData attribute) (chap_core.assessment.representations.DiseaseObservation attribute) (chap_core.assessment.representations.Error attribute) (chap_core.assessment.representations.Samples attribute) (chap_core.data.PeriodObservation attribute) (chap_core.datatypes.ClimateHealthTimeSeriesModel attribute) time_periods (chap_core.rest_api.data_models.ValidationError attribute) (chap_core.simulation.naive_simulator.DatasetDimensions attribute) time_periods() (chap_core.assessment.representations.MultiLocationForecast method) TimeDelta (class in chap_core.time_period.date_util_wrapper) TimePeriod (class in chap_core.time_period) (class in chap_core.time_period.date_util_wrapper) timeseries (chap_core.assessment.representations.MultiLocationForecast attribute) timeseries() (chap_core.assessment.representations.MultiLocationDiseaseTimeSeries method) (chap_core.assessment.representations.MultiLocationErrorTimeSeries method) timeseries_dict (chap_core.assessment.representations.MultiLocationDiseaseTimeSeries attribute) (chap_core.assessment.representations.MultiLocationErrorTimeSeries attribute) timeseries_length() (chap_core.assessment.representations.MultiLocationErrorTimeSeries method) timestamp (chap_core.database.debug.DebugEntry attribute) TimeStamp (class in chap_core.time_period.date_util_wrapper) timestamp_diff() (chap_core.time_period.date_util_wrapper.TimePeriod class method) (chap_core.time_period.TimePeriod class method) title_chart() (in module chap_core.plotting.backtest_plot) to_csv() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) to_dataset() (chap_core.data.gluonts_adaptor.dataset.DataSetAdaptor static method) to_file() (chap_core.geometry.Polygons method) to_geojson() (chap_core.geometry.Polygons method) to_gluonts() (chap_core.data.gluonts_adaptor.dataset.DataSetAdaptor static method) to_gluonts_multicountry() (chap_core.data.gluonts_adaptor.dataset.DataSetAdaptor static method) to_gluonts_testinstances() (chap_core.data.gluonts_adaptor.dataset.DataSetAdaptor static method) to_graph_file() (chap_core.geojson.NeighbourGraph method) to_pandas() (chap_core.data.DataSet method), [1] (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.TemporalDataclass method) to_period_index() (chap_core.time_period.date_util_wrapper.PeriodRange method) (chap_core.time_period.PeriodRange method)

to_pickle() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) to_report() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) to_string() (chap_core.time_period.date_util_wrapper.Day method) (chap_core.time_period.date_util_wrapper.Month method) (chap_core.time_period.date_util_wrapper.Week method) (chap_core.time_period.date_util_wrapper.Year method) (chap_core.time_period.Day method) (chap_core.time_period.Month method) (chap_core.time_period.Week method) (chap_core.time_period.Year method) todict() (chap_core.time_period.date_util_wrapper.PeriodRange method) (chap_core.time_period.PeriodRange method) tolist() (chap_core.time_period.date_util_wrapper.PeriodRange method) (chap_core.time_period.PeriodRange method) topandas() (chap_core.time_period.date_util_wrapper.Day method) (chap_core.time_period.date_util_wrapper.Month method) (chap_core.time_period.date_util_wrapper.PeriodRange method) (chap_core.time_period.date_util_wrapper.Week method) (chap_core.time_period.date_util_wrapper.Year method) (chap_core.time_period.Day method) (chap_core.time_period.Month method) (chap_core.time_period.PeriodRange method) (chap_core.time_period.Week method) (chap_core.time_period.Year method) TPESearcher (class in chap_core.hpo.searcher) track_started (chap_core.rest_api.celery_tasks.TrackedTask attribute) TrackedTask (class in chap_core.rest_api.celery_tasks) train (chap_core.external.model_configuration.EntryPointConfig attribute) train() (chap_core.adaptors.gluonts.GluonTSEstimator method) (chap_core.assessment.prediction_evaluator.Estimator method) (chap_core.climate_predictor.MonthlyClimatePredictor method) (chap_core.hpo.hpoModel.HpoModel method) (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) (chap_core.models.configured_model.ConfiguredModel method) (chap_core.models.external_chapkit_model.ExternalChapkitModel method) (chap_core.models.external_model.ExternalModel method) (chap_core.models.external_web_model.ExternalWebModel method) (chap_core.models.model_template_interface.ConfiguredModel method) (chap_core.predictor.MultiRegionNaivePredictor method) (chap_core.predictor.MultiRegionPoissonModel method) (chap_core.predictor.naive_estimator.NaiveEstimator method) (chap_core.predictor.naive_predictor.MultiRegionNaivePredictor method) (chap_core.predictor.naive_predictor.MultiRegionPoissonModel method) (chap_core.predictor.naive_predictor.NaiveForecastSampler method) (chap_core.predictor.naive_predictor.NaivePredictor method) (chap_core.predictor.poisson.Poisson method) (chap_core.predictor.protocol.IsMultiRegionForecastSampler method) (chap_core.predictor.protocol.IsMultiRegionPredictor method) (chap_core.predictor.protocol.IsPredictor method) (chap_core.predictor.protocol.IsSampler method) (chap_core.runners.command_line_runner.CommandLineTrainPredictRunner method) (chap_core.runners.mlflow_runner.MlFlowTrainPredictRunner method) (chap_core.runners.runner.TrainPredictRunner method) train_and_wait() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) train_on_json_data() (in module chap_core.rest_api.worker_functions) train_test_generator() (in module chap_core.assessment.dataset_splitting) train_test_split() (in module chap_core.assessment.dataset_splitting) train_test_split_with_weather() (in module chap_core.assessment.dataset_splitting) TrainingControl (class in chap_core.training_control) TrainPredictRunner (class in chap_core.runners.runner) trigger_exception() (in module chap_core.rest_api.db_worker_functions) (in module chap_core.rest_api.v1.debug) tsdataclass() (in module chap_core.datatypes) type (chap_core.database.dataset_tables.DataSet attribute) (chap_core.database.dataset_tables.DataSetCreateInfo attribute) (chap_core.rest_api.celery_tasks.JobDescription attribute) typing (chap_core.rest_api.celery_tasks.TrackedTask attribute)

U

unlink_artifact_from_config() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) update_config() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) url (chap_core.models.local_configuration.LocalModelTemplateWithConfigurations attribute) user_option_values (chap_core.database.model_templates_and_config_tables.ConfiguredModelDB attribute) (chap_core.database.model_templates_and_config_tables.ModelConfiguration attribute)

user_options (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.database.model_templates_and_config_tables.ModelTemplateInformation attribute) uses_chapkit (chap_core.database.model_templates_and_config_tables.ConfiguredModelDB attribute) (chap_core.models.local_configuration.LocalModelTemplateWithConfigurations attribute)

V

v1_conversion() (in module chap_core.rest_api.worker_functions) validate_and_filter_dataset_for_evaluation() (in module chap_core.rest_api.db_worker_functions) validate_search_space() (in module chap_core.hpo.searcher) validate_training_data() (in module chap_core.validators) validate_user_options() (chap_core.database.model_templates_and_config_tables.ConfiguredModelDB method) ValidationError (class in chap_core.rest_api.data_models) value (chap_core.api_types.DataElement attribute) (chap_core.api_types.DataElementV2 attribute) (chap_core.api_types.PredictionEntry attribute) (chap_core.assessment.representations.Error attribute) (chap_core.climate_data.seasonal_forecasts.DataElement attribute) (chap_core.database.dataset_tables.Observation attribute) (chap_core.database.dataset_tables.ObservationBase attribute) (chap_core.database.tables.BackTestMetric attribute) (chap_core.rest_api.data_models.PredictionResponse attribute) (chap_core.rest_api.worker_functions.DataValue attribute) values (chap_core.database.tables.BackTestForecast attribute) (chap_core.database.tables.ForecastBase attribute) (chap_core.database.tables.PredictionSamplesEntry attribute) (chap_core.rest_api.data_models.PredictionSamplResponse attribute)

values() (chap_core.data.DataSet method) (chap_core.spatio_temporal_data.temporal_dataclass.DataSet method) version (chap_core.database.model_templates_and_config_tables.ModelTemplateDB attribute) (chap_core.external.model_configuration.ModelTemplateConfigV2 attribute) version() (in module chap_core.rest_api.v1.rest_api) versions (chap_core.models.local_configuration.LocalModelTemplateWithConfigurations attribute) visualization_info (chap_core.plotting.evaluation_plot.MetricByHorizonAndLocationMean attribute) (chap_core.plotting.evaluation_plot.MetricByHorizonV2Mean attribute) (chap_core.plotting.evaluation_plot.MetricByHorizonV2Sum attribute) (chap_core.plotting.evaluation_plot.MetricByTimePeriodAndLocationV2Mean attribute) (chap_core.plotting.evaluation_plot.MetricByTimePeriodV2Mean attribute) (chap_core.plotting.evaluation_plot.MetricByTimePeriodV2Sum attribute) (chap_core.plotting.evaluation_plot.MetricMapV2 attribute) VisualizationInfo (class in chap_core.plotting.evaluation_plot)

W

wait_for_healthy() (chap_core.models.external_chapkit_model.ExternalChapkitModelTemplate method) wait_for_job() (chap_core.models.chapkit_rest_api_wrapper.CHAPKitRestAPIWrapper method) week (chap_core.model_spec.PeriodType attribute) (chap_core.time_period.date_util_wrapper.PeriodRange property) (chap_core.time_period.date_util_wrapper.TimeStamp property) (chap_core.time_period.PeriodRange property) Week (class in chap_core.time_period) (class in chap_core.time_period.date_util_wrapper) WeeklyClimatePredictor (class in chap_core.climate_predictor)

WeekNumbering (class in chap_core.time_period.date_util_wrapper) without_disease() (in module chap_core.assessment.prediction_evaluator) Worker (class in chap_core.worker.interface) WorkerConfig (class in chap_core.rest_api.worker_functions) wrapper() (chap_core.worker.background_tasks_worker.BGTaskWorker method) write() (chap_core.external.external_model.SimpleFileContextManager method) write_best_config() (chap_core.hpo.hpoModel.HpoModel method) write_open_api_spec() (in module chap_core.cli) write_yaml() (in module chap_core.hpo.base)

Y

year (chap_core.model_spec.PeriodType attribute) (chap_core.time_period.date_util_wrapper.PeriodRange property) (chap_core.time_period.PeriodRange property)

Year (class in chap_core.time_period) (class in chap_core.time_period.date_util_wrapper) yellow (chap_core.database.model_templates_and_config_tables.AuthorAssessedStatus attribute)