Index

_

__init__() (rail.core.DataHandle method) (rail.core.DataStore method) (rail.core.Model method) (rail.core.RailPipeline method) (rail.core.RailStage method) (rail.core.StageIO method) (rail.creation.degraders.addRandom.AddColumnOfRandom method) (rail.creation.degraders.grid_selection.GridSelection method) (rail.creation.degraders.lya_degrader.IGMExtinctionModel method) (rail.creation.degraders.observing_condition_degrader.ObsCondition method) (rail.creation.degraders.photometric_errors.EuclidDeepErrorModel method) (rail.creation.degraders.photometric_errors.EuclidErrorModel method) (rail.creation.degraders.photometric_errors.EuclidWideErrorModel method) (rail.creation.degraders.photometric_errors.LSSTErrorModel method) (rail.creation.degraders.photometric_errors.RomanDeepErrorModel method) (rail.creation.degraders.photometric_errors.RomanErrorModel method) (rail.creation.degraders.photometric_errors.RomanMediumErrorModel method) (rail.creation.degraders.photometric_errors.RomanUltraDeepErrorModel method) (rail.creation.degraders.photometric_errors.RomanWideErrorModel method) (rail.creation.degraders.quantityCut.QuantityCut method) (rail.creation.degraders.spectroscopic_degraders.InvRedshiftIncompleteness method) (rail.creation.degraders.spectroscopic_degraders.LineConfusion method) (rail.creation.degraders.spectroscopic_selections.SpecSelection method) (rail.creation.degraders.specz_som.SOMSpecSelector method) (rail.creation.engine.Creator method) (rail.creation.engine.Modeler method) (rail.creation.engine.PosteriorCalculator method) (rail.creation.engines.dsps_photometry_creator.DSPSPhotometryCreator method) (rail.creation.engines.dsps_sed_modeler.DSPSPopulationSedModeler method) (rail.creation.engines.dsps_sed_modeler.DSPSSingleSedModeler method) (rail.creation.engines.flowEngine.FlowCreator method) (rail.creation.engines.flowEngine.FlowModeler method) (rail.creation.engines.flowEngine.FlowPosterior method) (rail.creation.engines.fsps_photometry_creator.FSPSPhotometryCreator method) (rail.creation.engines.fsps_sed_modeler.FSPSSedModeler method) (rail.creation.engines.gcr_engine.GCRCreator method) (rail.estimation.algos.bpz_lite.BPZliteEstimator method) (rail.estimation.algos.bpz_lite.BPZliteInformer method) (rail.estimation.algos.cmnn.CMNNEstimator method) (rail.estimation.algos.cmnn.CMNNInformer method) (rail.estimation.algos.dnf.DNFEstimator method) (rail.estimation.algos.dnf.DNFInformer method) (rail.estimation.algos.flexzboost.FlexZBoostEstimator method) (rail.estimation.algos.flexzboost.FlexZBoostInformer method) (rail.estimation.algos.gpz.GPzEstimator method) (rail.estimation.algos.gpz.GPzInformer method) (rail.estimation.algos.k_nearneigh.KNearNeighEstimator method) (rail.estimation.algos.k_nearneigh.KNearNeighInformer method) (rail.estimation.algos.lephare.LephareEstimator method) (rail.estimation.algos.lephare.LephareInformer method) (rail.estimation.algos.minisom_som.MiniSOMInformer method) (rail.estimation.algos.minisom_som.MiniSOMSummarizer method) (rail.estimation.algos.naive_stack.NaiveStackSummarizer method) (rail.estimation.algos.nz_dir.NZDirSummarizer method) (rail.estimation.algos.point_est_hist.PointEstHistSummarizer method) (rail.estimation.algos.pzflow_nf.PZFlowEstimator method) (rail.estimation.algos.pzflow_nf.PZFlowInformer method) (rail.estimation.algos.random_forest.randomForestmodel method) (rail.estimation.algos.random_gauss.RandomGaussEstimator method) (rail.estimation.algos.sklearn_neurnet.SklNeurNetEstimator method) (rail.estimation.algos.sklearn_neurnet.SklNeurNetInformer method) (rail.estimation.algos.somoclu_som.SOMocluInformer method) (rail.estimation.algos.somoclu_som.SOMocluSummarizer method) (rail.estimation.algos.train_z.TrainZEstimator method) (rail.estimation.algos.train_z.trainZmodel method) (rail.estimation.algos.true_nz.TrueNZHistogrammer method) (rail.estimation.algos.var_inf.VarInfStackSummarizer method) (rail.estimation.classifier.CatClassifier method) (rail.estimation.classifier.PZClassifier method) (rail.estimation.estimator.CatEstimator method) (rail.estimation.estimator.PzEstimator method) (rail.estimation.informer.CatInformer method) (rail.estimation.informer.PzInformer method) (rail.estimation.summarizer.SZPZSummarizer method) (rail.evaluation.evaluator.Evaluator method) (rail.evaluation.metrics.base.MetricEvaluator method) (rail.evaluation.metrics.cdeloss.CDELoss method) (rail.evaluation.metrics.pointestimates.PointStatsEz method) (rail.evaluation.single_evaluator.SingleEvaluator method) (rail.pipelines.degradation.apply_phot_errors.ApplyPhotErrorsPipeline method) (rail.pipelines.degradation.blending.BlendingPipeline method) (rail.pipelines.degradation.spectroscopic_selection_pipeline.SpectroscopicSelectionPipeline method) (rail.pipelines.degradation.truth_to_observed.TruthToObservedPipeline method) (rail.pipelines.estimation.build_pipeline.YawPipeline method) (rail.pipelines.estimation.train_z_pipeline.TrainZPipeline method) (rail.stages.AddColumnOfRandom method) (rail.stages.BPZliteEstimator method) (rail.stages.BPZliteInformer method) (rail.stages.CatClassifier method) (rail.stages.CatEstimator method) (rail.stages.CMNNEstimator method) (rail.stages.CMNNInformer method) (rail.stages.Creator method) (rail.stages.DNFEstimator method) (rail.stages.DNFInformer method) (rail.stages.DSPSPhotometryCreator method) (rail.stages.DSPSPopulationSedModeler method) (rail.stages.DSPSSingleSedModeler method) (rail.stages.EuclidDeepErrorModel method) (rail.stages.EuclidErrorModel method) (rail.stages.EuclidWideErrorModel method) (rail.stages.Evaluator method) (rail.stages.FlexZBoostEstimator method) (rail.stages.FlexZBoostInformer method) (rail.stages.FlowCreator method) (rail.stages.FlowModeler method) (rail.stages.FlowPosterior method) (rail.stages.FSPSPhotometryCreator method) (rail.stages.FSPSSedModeler method) (rail.stages.GPzEstimator method) (rail.stages.GPzInformer method) (rail.stages.GridSelection method) (rail.stages.IGMExtinctionModel method) (rail.stages.InvRedshiftIncompleteness method) (rail.stages.KNearNeighEstimator method) (rail.stages.KNearNeighInformer method) (rail.stages.LephareEstimator method) (rail.stages.LephareInformer method) (rail.stages.LineConfusion method) (rail.stages.LSSTErrorModel method) (rail.stages.MiniSOMInformer method) (rail.stages.MiniSOMSummarizer method) (rail.stages.Modeler method) (rail.stages.NaiveStackSummarizer method) (rail.stages.NZDirSummarizer method) (rail.stages.ObsCondition method) (rail.stages.PointEstHistSummarizer method) (rail.stages.PosteriorCalculator method) (rail.stages.PZClassifier method) (rail.stages.PzEstimator method) (rail.stages.PZFlowEstimator method) (rail.stages.PZFlowInformer method) (rail.stages.PzInformer method) (rail.stages.QuantityCut method) (rail.stages.RandomGaussEstimator method) (rail.stages.RomanDeepErrorModel method) (rail.stages.RomanErrorModel method) (rail.stages.RomanMediumErrorModel method) (rail.stages.RomanUltraDeepErrorModel method) (rail.stages.RomanWideErrorModel method) (rail.stages.SingleEvaluator method) (rail.stages.SklNeurNetEstimator method) (rail.stages.SklNeurNetInformer method) (rail.stages.SOMocluInformer method) (rail.stages.SOMocluSummarizer method) (rail.stages.SOMSpecSelector method) (rail.stages.SpecSelection method) (rail.stages.SZPZSummarizer method) (rail.stages.TrainZEstimator method) (rail.stages.TrueNZHistogrammer method) (rail.stages.VarInfStackSummarizer method) (rail.tools.catalog_tools.CatalogManipulator method) (rail.tools.photometry_tools.PhotometryManipulator method) (rail.utils.catalog_tag.Band method) (rail.utils.catalog_tag.CatalogTag method) (rail.utils.catalog_tag_factory.BandFactory method) (rail.utils.catalog_tag_factory.CatalogTagFactory method) (rail.utils.interactive.docstring_utils.InteractiveParameter method) (rail.utils.interactive.initialize_utils.VirtualModule method) (rail.yaw_rail.cache.YawCache method)

__new__() (rail.evaluation.stats_groups.stat_and_pval static method) (rail.evaluation.stats_groups.stat_crit_sig static method)

A

a_env (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinFLCatalogConfig attribute) active_class() (rail.utils.catalog_utils_old.CatalogConfigBase class method) active_tag() (rail.utils.catalog_utils_old.CatalogConfigBase class method) add_band() (rail.utils.catalog_tag_factory.BandFactory class method) add_catalog_tag() (rail.utils.catalog_tag_factory.CatalogTagFactory class method) add_column_of_random() (in module rail.interactive.creation.degraders.addRandom) add_data() (rail.core.DataStore method) (rail.core.RailStage method) add_handle() (rail.core.DataStore method) (rail.core.RailStage method)

add_to_recursive() (in module rail.utils.interactive.apidoc_utils) AddColumnOfRandom (class in rail.creation.degraders.addRandom) (class in rail.stages) algo_parameters (rail.estimation.algos.cc_yaw.YawAutoCorrelate attribute) (rail.estimation.algos.cc_yaw.YawCacheCreate attribute) (rail.estimation.algos.cc_yaw.YawCrossCorrelate attribute) (rail.estimation.algos.cc_yaw.YawSummarize attribute) (rail.stages.YawAutoCorrelate attribute) (rail.stages.YawCacheCreate attribute) (rail.stages.YawCrossCorrelate attribute) (rail.stages.YawSummarize attribute) (rail.yaw_rail.utils.YawRailStage attribute) allow_overwrite (rail.core.DataStore attribute) annotation (rail.utils.interactive.docstring_utils.InteractiveParameter attribute) apply() (rail.utils.catalog_tag.CatalogTag class method) (rail.utils.catalog_utils_old.CatalogConfigBase class method) apply_class() (rail.utils.catalog_utils_old.CatalogConfigBase class method) apply_defaults() (in module rail.utils.catalog_utils) (in module rail.utils.catalog_utils_old) apply_galactic_extinction() (rail.creation.degraders.observing_condition_degrader.ObsCondition method) (rail.stages.ObsCondition method) apply_tag() (rail.utils.catalog_tag.CatalogTag method) ApplyPhotErrorsPipeline (class in rail.pipelines.degradation.apply_phot_errors) assign_pixels() (rail.creation.degraders.observing_condition_degrader.ObsCondition method) (rail.stages.ObsCondition method) attach_stages() (rail.core.RailEnv class method)

B

Band (class in rail.utils.catalog_tag) BAND_A_EBV (rail.creation.degraders.observing_condition_degrader.ObsCondition attribute) (rail.stages.ObsCondition attribute) band_err_template (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinFLCatalogConfig attribute) band_name_dict() (rail.utils.catalog_tag.CatalogTag method) (rail.utils.catalog_utils_old.CatalogConfigBase class method) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig class method) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig class method) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig class method) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig class method) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig class method) band_template (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinFLCatalogConfig attribute)

BandFactory (class in rail.utils.catalog_tag_factory) bandlist (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinFLCatalogConfig attribute) bands (rail.estimation.algos.nz_dir.NZDirInformer attribute) (rail.estimation.algos.nz_dir.NZDirSummarizer attribute) (rail.stages.NZDirInformer attribute) (rail.stages.NZDirSummarizer attribute) (rail.utils.catalog_tag_factory.BandFactory property) bincents (rail.stages.PointEstHistMaskedSummarizer attribute) (rail.stages.PointEstHistSummarizer attribute) (rail.stages.TrueNZHistogrammer attribute) blend_info_cols (rail.creation.degraders.unrec_bl_model.UnrecBlModel attribute) (rail.stages.UnrecBlModel attribute) BlendingPipeline (class in rail.pipelines.degradation.blending) both (rail.core.QPOrTableHandle.PdfOrValue attribute) bpz_lite_estimator() (in module rail.interactive.estimation.algos.bpz_lite) bpz_lite_informer() (in module rail.interactive.estimation.algos.bpz_lite) BPZliteEstimator (class in rail.estimation.algos.bpz_lite) (class in rail.stages) BPZliteInformer (class in rail.estimation.algos.bpz_lite) (class in rail.stages) build() (rail.core.RailStage class method) build_and_read_pipeline() (in module rail.utils.testing_utils) build_and_write() (rail.core.RailPipeline static method) build_base_dict() (rail.utils.catalog_utils_old.CatalogConfigBase class method) build_cat_estimator_stage() (rail.interfaces.PZFactory class method) build_rail_namespace_tree() (rail.core.RailEnv class method) build_stage_instance() (rail.interfaces.PZFactory class method) (rail.interfaces.ToolFactory class method) build_tool_stage() (rail.interfaces.ToolFactory class method) BulgeDiscSizeEllipticityToAB (class in rail.tools.catalog_tools)

C

cache (in module rail.yaw_rail.stage_config) calc_lambda_effective_from_arrays() (in module rail.tools.filter_tools) calc_lambda_effective_from_file() (in module rail.tools.filter_tools) calculate_point_estimates() (rail.core.PointEstimationMixin method) catalog_tags (rail.utils.catalog_tag_factory.CatalogTagFactory property) CatalogConfigBase (class in rail.utils.catalog_utils_old) CatalogManipulator (class in rail.tools.catalog_tools) CatalogTag (class in rail.utils.catalog_tag) CatalogTagFactory (class in rail.utils.catalog_tag_factory) CatClassifier (class in rail.estimation.classifier) (class in rail.stages) CatEstimator (class in rail.estimation.estimator) (class in rail.stages) CatInformer (class in rail.estimation.informer) CatSummarizer (class in rail.estimation.summarizer) (class in rail.stages) ccm_alam_over_ebv() (in module rail.tools.filter_tools) CDELoss (class in rail.evaluation.metrics.cdeloss) check_pdf_or_point() (rail.core.QPOrTableHandle method) check_stage_params() (in module rail.utils.testing_utils) children (rail.utils.interactive.initialize_utils.VirtualModule attribute) classify() (rail.estimation.classifier.CatClassifier method) (rail.estimation.classifier.PZClassifier method) (rail.stages.CatClassifier method) (rail.stages.PZClassifier method) clear() (in module rail.utils.catalog_utils) (rail.utils.catalog_tag.Band class method) (rail.utils.catalog_tag.CatalogTag class method) clear_instance() (rail.utils.catalog_tag_factory.BandFactory method) (rail.utils.catalog_tag_factory.CatalogTagFactory method) client_classes (rail.utils.catalog_tag_factory.BandFactory attribute) (rail.utils.catalog_tag_factory.CatalogTagFactory attribute) close() (rail.core.DataHandle method) cmnn_estimator() (in module rail.interactive.estimation.algos.cmnn) cmnn_informer() (in module rail.interactive.estimation.algos.cmnn) CMNNEstimator (class in rail.estimation.algos.cmnn) (class in rail.stages) CMNNInformer (class in rail.estimation.algos.cmnn) (class in rail.stages) column_mapper() (in module rail.interactive.tools.table_tools) ColumnMapper (class in rail.stages) (class in rail.tools.table_tools)

ComCamCatalogConfig (class in rail.utils.catalog_utils_old) ComCamEuclidCatalogConfig (class in rail.utils.catalog_utils_old) ComCamEuclidNIRCatalogConfig (class in rail.utils.catalog_utils_old) ComCamGaap4BandCatalogConfig (class in rail.utils.catalog_utils_old) ComCamGaapCatalogConfig (class in rail.utils.catalog_utils_old) ComCamKronCatalogConfig (class in rail.utils.catalog_utils_old) compute() (rail.stages.HyperbolicMagnitudes method) (rail.stages.HyperbolicSmoothing method) (rail.tools.catalog_tools.CatalogManipulator method) (rail.tools.photometry_tools.HyperbolicMagnitudes method) (rail.tools.photometry_tools.HyperbolicSmoothing method) (rail.tools.photometry_tools.PhotometryManipulator method) compute_AB_from_maj_ellip() (in module rail.tools.catalog_tools) compute_AB_from_moments() (in module rail.tools.catalog_tools) compute_AB_from_size_ellip() (in module rail.tools.catalog_tools) compute_angular_distance() (in module rail.estimation.algos.dnf) compute_directional_distance() (in module rail.estimation.algos.dnf) compute_euclidean_distance() (in module rail.estimation.algos.dnf) compute_pdfs() (in module rail.estimation.algos.dnf) compute_pdfs_fit() (in module rail.estimation.algos.dnf) compute_photoz_fit() (in module rail.estimation.algos.dnf) compute_photoz_mean_routliers() (in module rail.estimation.algos.dnf) computemeanstd() (in module rail.estimation.algos.pzflow_nf) config (rail.core.PointEstimationMixin property) connect_input() (rail.core.RailStage method) copy_param() (in module rail.core) (rail.core.common_params.SharedParams static method) (rail.core.SharedParams static method) correlate() (rail.estimation.algos.cc_yaw.YawAutoCorrelate method) (rail.estimation.algos.cc_yaw.YawCrossCorrelate method) (rail.stages.YawAutoCorrelate method) (rail.stages.YawCrossCorrelate method) create() (rail.estimation.algos.cc_yaw.YawCacheCreate method) (rail.stages.YawCacheCreate method) (rail.yaw_rail.cache.YawCache class method) create_datasets() (in module rail.pipelines.estimation.build_pipeline) create_interactive_docstring() (in module rail.utils.interactive.docstring_utils) create_yaw_cache_alias() (in module rail.estimation.algos.cc_yaw) Creator (class in rail.creation.engine) (class in rail.stages) critical_values (rail.evaluation.stats_groups.stat_crit_sig attribute) cuts (rail.stages.QuantityCut attribute)

D

data (rail.yaw_rail.cache.YawCache attribute) (rail.yaw_rail.handles.YawCacheHandle attribute) (rail.yaw_rail.handles.YawCorrFuncHandle attribute) data_size() (rail.core.DataHandle method) DataHandle (class in rail.core) DataStore (class in rail.core) Dc2CatalogConfig (class in rail.utils.catalog_utils_old) def_ratio_file (rail.creation.degraders.grid_selection.GridSelection attribute) (rail.stages.GridSelection attribute) def_set_file (rail.creation.degraders.grid_selection.GridSelection attribute) (rail.stages.GridSelection attribute) default_distribution_type() (rail.estimation.estimator.CatEstimator class method) (rail.stages.CatEstimator class method) default_files_folder (rail.creation.engines.dsps_photometry_creator.DSPSPhotometryCreator attribute) (rail.creation.engines.dsps_sed_modeler.DSPSPopulationSedModeler attribute) (rail.creation.engines.dsps_sed_modeler.DSPSSingleSedModeler attribute) (rail.creation.engines.fsps_photometry_creator.FSPSPhotometryCreator attribute) (rail.stages.DSPSPhotometryCreator attribute) (rail.stages.DSPSPopulationSedModeler attribute) (rail.stages.DSPSSingleSedModeler attribute) (rail.stages.FSPSPhotometryCreator attribute) default_input_dict (rail.pipelines.degradation.apply_phot_errors.ApplyPhotErrorsPipeline attribute) (rail.pipelines.degradation.blending.BlendingPipeline attribute) (rail.pipelines.degradation.spectroscopic_selection_pipeline.SpectroscopicSelectionPipeline attribute) (rail.pipelines.degradation.truth_to_observed.TruthToObservedPipeline attribute) (rail.pipelines.estimation.train_z_pipeline.TrainZPipeline attribute) default_model_read() (rail.tools.flow_handle.FlowHandle method) default_model_write() (rail.tools.flow_handle.FlowHandle method) default_usecols (rail.estimation.algos.nz_dir.NZDirInformer attribute) (rail.estimation.algos.nz_dir.NZDirSummarizer attribute) (rail.stages.NZDirInformer attribute) (rail.stages.NZDirSummarizer attribute) Degrader (class in rail.creation.degrader) (class in rail.stages) Dereddener (class in rail.stages) (class in rail.tools.photometry_tools) dereddener() (in module rail.interactive.tools.photometry_tools) description (rail.utils.interactive.docstring_utils.InteractiveParameter attribute)

dist_to_dist_evaluator() (in module rail.interactive.evaluation.dist_to_dist_evaluator) dist_to_point_evaluator() (in module rail.interactive.evaluation.dist_to_point_evaluator) distribution (rail.core.QPOrTableHandle.PdfOrValue attribute) DistToDistEvaluator (class in rail.evaluation.dist_to_dist_evaluator) (class in rail.stages) DistToPointEvaluator (class in rail.evaluation.dist_to_point_evaluator) (class in rail.stages) divide_array() (rail.estimation.algos.flexzboost.FlexZBoostInformer method) (rail.stages.FlexZBoostInformer method) dnf_estimator() (in module rail.interactive.estimation.algos.dnf) dnf_informer() (in module rail.interactive.estimation.algos.dnf) dnf_photometric_redshift() (in module rail.estimation.algos.dnf) DNFEstimator (class in rail.estimation.algos.dnf) (class in rail.stages) DNFInformer (class in rail.estimation.algos.dnf) (class in rail.stages) do_api_rst() (rail.core.RailEnv class method) do_module_api_str() (rail.core.RailEnv class method) do_namespace_api_rst() (rail.core.RailEnv class method) do_pkg_api_rst() (rail.core.RailEnv class method) do_stage_type_api_rst() (rail.core.RailEnv class method) downsampling_N_tot() (rail.creation.degraders.spectroscopic_selections.SpecSelection method) (rail.stages.SpecSelection method) DP1AllFluxesCatalogConfig (class in rail.utils.catalog_utils_old) drop() (rail.yaw_rail.cache.YawCache method) dsps_photometry_creator() (in module rail.interactive.creation.engines.dsps_photometry_creator) dsps_population_sed_modeler() (in module rail.interactive.creation.engines.dsps_sed_modeler) dsps_single_sed_modeler() (in module rail.interactive.creation.engines.dsps_sed_modeler) DSPSPhotometryCreator (class in rail.creation.engines.dsps_photometry_creator) (class in rail.stages) DSPSPopulationSedModeler (class in rail.creation.engines.dsps_sed_modeler) (class in rail.stages) DSPSSingleSedModeler (class in rail.creation.engines.dsps_sed_modeler) (class in rail.stages) dump() (rail.core.Model class method) dust_map_base() (in module rail.interactive.tools.photometry_tools) DustMapBase (class in rail.stages) (class in rail.tools.photometry_tools)

E

entrypoint_function (rail.core.RailStage attribute) (rail.creation.degrader.Degrader attribute) (rail.creation.degraders.addRandom.AddColumnOfRandom attribute) (rail.creation.degraders.grid_selection.GridSelection attribute) (rail.creation.degraders.lya_degrader.IGMExtinctionModel attribute) (rail.creation.degraders.observing_condition_degrader.ObsCondition attribute) (rail.creation.degraders.photometric_errors.EuclidDeepErrorModel attribute) (rail.creation.degraders.photometric_errors.EuclidErrorModel attribute) (rail.creation.degraders.photometric_errors.EuclidWideErrorModel attribute) (rail.creation.degraders.photometric_errors.LSSTErrorModel attribute) (rail.creation.degraders.photometric_errors.PhotoErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanDeepErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanMediumErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanUltraDeepErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanWideErrorModel attribute) (rail.creation.degraders.quantityCut.QuantityCut attribute) (rail.creation.degraders.spectroscopic_degraders.InvRedshiftIncompleteness attribute) (rail.creation.degraders.spectroscopic_degraders.LineConfusion attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_BOSS attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2 attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2_LSST attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_BGS attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_ELG_LOP attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_LRG attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_GAMA attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_HSC attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_VVDSf02 attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_zCOSMOS attribute) (rail.creation.degraders.specz_som.SOMSpecSelector attribute) (rail.creation.degraders.unrec_bl_model.UnrecBlModel attribute) (rail.creation.engine.Creator attribute) (rail.creation.engine.Modeler attribute) (rail.creation.engine.PosteriorCalculator attribute) (rail.creation.engines.dsps_photometry_creator.DSPSPhotometryCreator attribute) (rail.creation.engines.dsps_sed_modeler.DSPSPopulationSedModeler attribute) (rail.creation.engines.dsps_sed_modeler.DSPSSingleSedModeler attribute) (rail.creation.engines.flowEngine.FlowCreator attribute) (rail.creation.engines.flowEngine.FlowModeler attribute) (rail.creation.engines.flowEngine.FlowPosterior attribute) (rail.creation.engines.fsps_photometry_creator.FSPSPhotometryCreator attribute) (rail.creation.engines.fsps_sed_modeler.FSPSSedModeler attribute) (rail.creation.engines.gcr_engine.GCRCreator attribute) (rail.creation.noisifier.Noisifier attribute) (rail.creation.selector.Selector attribute) (rail.estimation.algos.bpz_lite.BPZliteEstimator attribute) (rail.estimation.algos.bpz_lite.BPZliteInformer attribute) (rail.estimation.algos.cc_yaw.YawAutoCorrelate attribute) (rail.estimation.algos.cc_yaw.YawCacheCreate attribute) (rail.estimation.algos.cc_yaw.YawCrossCorrelate attribute) (rail.estimation.algos.cc_yaw.YawSummarize attribute) (rail.estimation.algos.cmnn.CMNNEstimator attribute) (rail.estimation.algos.cmnn.CMNNInformer attribute) (rail.estimation.algos.dnf.DNFEstimator attribute) (rail.estimation.algos.dnf.DNFInformer attribute) (rail.estimation.algos.equal_count.EqualCountClassifier attribute) (rail.estimation.algos.flexzboost.FlexZBoostEstimator attribute) (rail.estimation.algos.flexzboost.FlexZBoostInformer attribute) (rail.estimation.algos.gaussian_pz.GaussianPzEstimator attribute) (rail.estimation.algos.gaussian_pz.GaussianPzInformer attribute) (rail.estimation.algos.gpz.GPzEstimator attribute) (rail.estimation.algos.gpz.GPzInformer attribute) (rail.estimation.algos.k_nearneigh.KNearNeighEstimator attribute) (rail.estimation.algos.k_nearneigh.KNearNeighInformer attribute) (rail.estimation.algos.lephare.LephareEstimator attribute) (rail.estimation.algos.lephare.LephareInformer attribute) (rail.estimation.algos.minisom_som.MiniSOMInformer attribute) (rail.estimation.algos.minisom_som.MiniSOMSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackInformer attribute) (rail.estimation.algos.naive_stack.NaiveStackMaskedSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackSummarizer attribute) (rail.estimation.algos.nz_dir.NZDirInformer attribute) (rail.estimation.algos.nz_dir.NZDirSummarizer attribute) (rail.estimation.algos.point_est_hist.PointEstHistInformer attribute) (rail.estimation.algos.point_est_hist.PointEstHistMaskedSummarizer attribute) (rail.estimation.algos.point_est_hist.PointEstHistSummarizer attribute) (rail.estimation.algos.pzflow_nf.PZFlowEstimator attribute) (rail.estimation.algos.pzflow_nf.PZFlowInformer attribute) (rail.estimation.algos.random_forest.RandomForestClassifier attribute) (rail.estimation.algos.random_forest.RandomForestInformer attribute) (rail.estimation.algos.random_gauss.RandomGaussEstimator attribute) (rail.estimation.algos.random_gauss.RandomGaussInformer attribute) (rail.estimation.algos.sklearn_neurnet.SklNeurNetEstimator attribute) (rail.estimation.algos.sklearn_neurnet.SklNeurNetInformer attribute) (rail.estimation.algos.somoclu_som.SOMocluInformer attribute) (rail.estimation.algos.somoclu_som.SOMocluSummarizer attribute) (rail.estimation.algos.train_z.TrainZEstimator attribute) (rail.estimation.algos.train_z.TrainZInformer attribute) (rail.estimation.algos.true_nz.TrueNZHistogrammer attribute) (rail.estimation.algos.uniform_binning.UniformBinningClassifier attribute) (rail.estimation.algos.var_inf.VarInfStackInformer attribute) (rail.estimation.algos.var_inf.VarInfStackSummarizer attribute) (rail.estimation.classifier.CatClassifier attribute) (rail.estimation.classifier.PZClassifier attribute) (rail.estimation.estimator.CatEstimator attribute) (rail.estimation.estimator.PzEstimator attribute) (rail.estimation.informer.CatInformer attribute) (rail.estimation.informer.PzInformer attribute) (rail.estimation.summarizer.CatSummarizer attribute) (rail.estimation.summarizer.PZSummarizer attribute) (rail.estimation.summarizer.SZPZSummarizer attribute) (rail.evaluation.dist_to_dist_evaluator.DistToDistEvaluator attribute) (rail.evaluation.dist_to_point_evaluator.DistToPointEvaluator attribute) (rail.evaluation.evaluator.Evaluator attribute) (rail.evaluation.evaluator.OldEvaluator attribute) (rail.evaluation.metrics.tomography.KDEBinOverlap attribute) (rail.evaluation.point_to_point_evaluator.PointToPointBinnedEvaluator attribute) (rail.evaluation.point_to_point_evaluator.PointToPointEvaluator attribute) (rail.evaluation.single_evaluator.SingleEvaluator attribute) (rail.stages.AddColumnOfRandom attribute) (rail.stages.BPZliteEstimator attribute) (rail.stages.BPZliteInformer attribute) (rail.stages.CatClassifier attribute) (rail.stages.CatEstimator attribute) (rail.stages.CatSummarizer attribute) (rail.stages.CMNNEstimator attribute) (rail.stages.CMNNInformer attribute) (rail.stages.ColumnMapper attribute) (rail.stages.Creator attribute) (rail.stages.Degrader attribute) (rail.stages.Dereddener attribute) (rail.stages.DistToDistEvaluator attribute) (rail.stages.DistToPointEvaluator attribute) (rail.stages.DNFEstimator attribute) (rail.stages.DNFInformer attribute) (rail.stages.DSPSPhotometryCreator attribute) (rail.stages.DSPSPopulationSedModeler attribute) (rail.stages.DSPSSingleSedModeler attribute) (rail.stages.DustMapBase attribute) (rail.stages.EqualCountClassifier attribute) (rail.stages.EuclidDeepErrorModel attribute) (rail.stages.EuclidErrorModel attribute) (rail.stages.EuclidWideErrorModel attribute) (rail.stages.Evaluator attribute) (rail.stages.FlexZBoostEstimator attribute) (rail.stages.FlexZBoostInformer attribute) (rail.stages.FlowCreator attribute) (rail.stages.FlowModeler attribute) (rail.stages.FlowPosterior attribute) (rail.stages.FSPSPhotometryCreator attribute) (rail.stages.FSPSSedModeler attribute) (rail.stages.GaussianPzEstimator attribute) (rail.stages.GaussianPzInformer attribute) (rail.stages.GPzEstimator attribute) (rail.stages.GPzInformer attribute) (rail.stages.GridSelection attribute) (rail.stages.HyperbolicMagnitudes attribute) (rail.stages.HyperbolicSmoothing attribute) (rail.stages.IGMExtinctionModel attribute) (rail.stages.InvRedshiftIncompleteness attribute) (rail.stages.KDEBinOverlap attribute) (rail.stages.KNearNeighEstimator attribute) (rail.stages.KNearNeighInformer attribute) (rail.stages.LephareEstimator attribute) (rail.stages.LephareInformer attribute) (rail.stages.LineConfusion attribute) (rail.stages.LSSTErrorModel attribute) (rail.stages.LSSTFluxToMagConverter attribute) (rail.stages.MiniSOMInformer attribute) (rail.stages.MiniSOMSummarizer attribute) (rail.stages.Modeler attribute) (rail.stages.NaiveStackInformer attribute) (rail.stages.NaiveStackMaskedSummarizer attribute) (rail.stages.NaiveStackSummarizer attribute) (rail.stages.Noisifier attribute) (rail.stages.NZDirInformer attribute) (rail.stages.NZDirSummarizer attribute) (rail.stages.ObsCondition attribute) (rail.stages.OldEvaluator attribute) (rail.stages.PhotoErrorModel attribute) (rail.stages.PointEstHistInformer attribute) (rail.stages.PointEstHistMaskedSummarizer attribute) (rail.stages.PointEstHistSummarizer attribute) (rail.stages.PointToPointBinnedEvaluator attribute) (rail.stages.PointToPointEvaluator attribute) (rail.stages.PosteriorCalculator attribute) (rail.stages.PZClassifier attribute) (rail.stages.PzEstimator attribute) (rail.stages.PZFlowEstimator attribute) (rail.stages.PZFlowInformer attribute) (rail.stages.PzInformer attribute) (rail.stages.PZSummarizer attribute) (rail.stages.QuantityCut attribute) (rail.stages.RandomForestClassifier attribute) (rail.stages.RandomForestInformer attribute) (rail.stages.RandomGaussEstimator attribute) (rail.stages.RandomGaussInformer attribute) (rail.stages.Reddener attribute) (rail.stages.RomanDeepErrorModel attribute) (rail.stages.RomanErrorModel attribute) (rail.stages.RomanMediumErrorModel attribute) (rail.stages.RomanUltraDeepErrorModel attribute) (rail.stages.RomanWideErrorModel attribute) (rail.stages.RowSelector attribute) (rail.stages.Selector attribute) (rail.stages.SingleEvaluator attribute) (rail.stages.SklNeurNetEstimator attribute) (rail.stages.SklNeurNetInformer attribute) (rail.stages.SOMocluInformer attribute) (rail.stages.SOMocluSummarizer attribute) (rail.stages.SOMSpecSelector attribute) (rail.stages.SpecSelection attribute) (rail.stages.SpecSelection_BOSS attribute) (rail.stages.SpecSelection_DEEP2 attribute) (rail.stages.SpecSelection_DEEP2_LSST attribute) (rail.stages.SpecSelection_DESI_BGS attribute) (rail.stages.SpecSelection_DESI_ELG_LOP attribute) (rail.stages.SpecSelection_DESI_LRG attribute) (rail.stages.SpecSelection_GAMA attribute) (rail.stages.SpecSelection_HSC attribute) (rail.stages.SpecSelection_VVDSf02 attribute) (rail.stages.SpecSelection_zCOSMOS attribute) (rail.stages.SZPZSummarizer attribute) (rail.stages.TableConverter attribute) (rail.stages.TrainZEstimator attribute) (rail.stages.TrainZInformer attribute) (rail.stages.TrueNZHistogrammer attribute) (rail.stages.UniformBinningClassifier attribute) (rail.stages.UnrecBlModel attribute) (rail.stages.VarInfStackInformer attribute) (rail.stages.VarInfStackSummarizer attribute) (rail.stages.YawAutoCorrelate attribute) (rail.stages.YawCacheCreate attribute) (rail.stages.YawCrossCorrelate attribute) (rail.stages.YawSummarize attribute) (rail.tools.photometry_tools.Dereddener attribute) (rail.tools.photometry_tools.DustMapBase attribute) (rail.tools.photometry_tools.HyperbolicMagnitudes attribute) (rail.tools.photometry_tools.HyperbolicSmoothing attribute) (rail.tools.photometry_tools.LSSTFluxToMagConverter attribute) (rail.tools.photometry_tools.PhotometryManipulator attribute) (rail.tools.photometry_tools.Reddener attribute) (rail.tools.table_tools.ColumnMapper attribute) (rail.tools.table_tools.RowSelector attribute) (rail.tools.table_tools.TableConverter attribute)

equal_count_classifier() (in module rail.interactive.estimation.algos.equal_count) EqualCountClassifier (class in rail.estimation.algos.equal_count) (class in rail.stages) estimate() (rail.estimation.estimator.CatEstimator method) (rail.estimation.estimator.PzEstimator method) (rail.stages.CatEstimator method) (rail.stages.PzEstimator method) estimate_single_pz() (rail.interfaces.PZFactory static method) euclid_deep_error_model() (in module rail.interactive.creation.degraders.photometric_errors) euclid_error_model() (in module rail.interactive.creation.degraders.photometric_errors) euclid_wide_error_model() (in module rail.interactive.creation.degraders.photometric_errors) EuclidDeepErrorModel (class in rail.creation.degraders.photometric_errors) (class in rail.stages) EuclidErrorModel (class in rail.creation.degraders.photometric_errors) (class in rail.stages) EuclidWideErrorModel (class in rail.creation.degraders.photometric_errors) (class in rail.stages) evaluate() (rail.evaluation.evaluator.Evaluator method) (rail.evaluation.evaluator.OldEvaluator method) (rail.evaluation.metrics.base.MetricEvaluator method) (rail.evaluation.metrics.cdeloss.CDELoss method) (rail.evaluation.metrics.pointestimates.PointBias method) (rail.evaluation.metrics.pointestimates.PointOutlierRate method) (rail.evaluation.metrics.pointestimates.PointSigmaIQR method) (rail.evaluation.metrics.pointestimates.PointSigmaMAD method) (rail.evaluation.metrics.pointestimates.PointStatsEz method) (rail.evaluation.metrics.tomography.KDEBinOverlap method) (rail.stages.Evaluator method) (rail.stages.KDEBinOverlap method) (rail.stages.OldEvaluator method) Evaluator (class in rail.evaluation.evaluator) (class in rail.stages) extra_interactive_documentation (rail.core.RailStage attribute)

F

fetch_map() (rail.stages.DustMapBase method) (rail.tools.photometry_tools.DustMapBase method) filter_file_template (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinFLCatalogConfig attribute) finalize() (rail.evaluation.evaluator.Evaluator method) (rail.stages.Evaluator method) finalize_write() (rail.core.DataHandle method) find_rail_file() (in module rail.utils.path_utils) fit_model() (rail.creation.engine.Modeler method) (rail.creation.engines.dsps_sed_modeler.DSPSPopulationSedModeler method) (rail.creation.engines.dsps_sed_modeler.DSPSSingleSedModeler method) (rail.creation.engines.fsps_sed_modeler.FSPSSedModeler method) (rail.stages.DSPSPopulationSedModeler method) (rail.stages.DSPSSingleSedModeler method) (rail.stages.FSPSSedModeler method) (rail.stages.Modeler method)

FitsHandle (class in rail.core) flex_z_boost_estimator() (in module rail.interactive.estimation.algos.flexzboost) flex_z_boost_informer() (in module rail.interactive.estimation.algos.flexzboost) FlexZBoostEstimator (class in rail.estimation.algos.flexzboost) (class in rail.stages) FlexZBoostInformer (class in rail.estimation.algos.flexzboost) (class in rail.stages) flow_creator() (in module rail.interactive.creation.engines.flowEngine) flow_model_read() (in module rail.tools.flow_handle) flow_model_write() (in module rail.tools.flow_handle) flow_modeler() (in module rail.interactive.creation.engines.flowEngine) flow_posterior() (in module rail.interactive.creation.engines.flowEngine) FlowCreator (class in rail.creation.engines.flowEngine) (class in rail.stages) FlowHandle (class in rail.tools.flow_handle) FlowModeler (class in rail.creation.engines.flowEngine) (class in rail.stages) FlowPosterior (class in rail.creation.engines.flowEngine) (class in rail.stages) from_ceci() (rail.utils.interactive.docstring_utils.InteractiveParameter class method) from_ceci_parameter() (rail.utils.interactive.docstring_utils.InteractiveParameter class method) fsps_photometry_creator() (in module rail.interactive.creation.engines.fsps_photometry_creator) fsps_sed_modeler() (in module rail.interactive.creation.engines.fsps_sed_modeler) FSPSPhotometryCreator (class in rail.creation.engines.fsps_photometry_creator) (class in rail.stages) FSPSSedModeler (class in rail.creation.engines.fsps_sed_modeler) (class in rail.stages)

G

GaussianPzEstimator (class in rail.estimation.algos.gaussian_pz) (class in rail.stages) GaussianPzInformer (class in rail.estimation.algos.gaussian_pz) (class in rail.stages) GCRCreator (class in rail.creation.engines.gcr_engine) GCRLoader (in module rail.stages) get_active_tag() (in module rail.utils.catalog_utils) (rail.utils.catalog_tag.CatalogTag class method) get_algo_config_dict() (rail.yaw_rail.utils.YawRailStage method) get_as_fluxes() (rail.tools.photometry_tools.PhotometryManipulator method) get_band() (rail.utils.catalog_tag.Band class method) (rail.utils.catalog_tag_factory.BandFactory class method) get_band_names() (rail.utils.catalog_tag_factory.BandFactory class method) get_bands() (rail.utils.catalog_tag_factory.BandFactory class method) get_bmus() (in module rail.estimation.algos.somoclu_som) get_cat_estimator_stage() (rail.interfaces.PZFactory class method) get_catalog_tag() (rail.utils.catalog_tag_factory.CatalogTagFactory class method) get_catalog_tag_names() (rail.utils.catalog_tag_factory.CatalogTagFactory class method) get_catalog_tags() (rail.utils.catalog_tag_factory.CatalogTagFactory class method) get_children() (in module rail.utils.interactive.apidoc_utils) get_class() (rail.utils.catalog_utils_old.CatalogConfigBase class method) get_data() (rail.core.RailStage method) get_dc2_test_data() (in module rail.yaw_rail.utils) get_extra_content() (in module rail.utils.interactive.apidoc_utils)

get_handle() (rail.core.RailStage method) get_optional_data() (rail.yaw_rail.utils.YawRailStage method) get_optional_handle() (rail.yaw_rail.utils.YawRailStage method) get_patch_centers() (rail.yaw_rail.cache.YawCache method) get_pipeline_class() (rail.core.RailPipeline class method) get_pixel_conditions() (rail.creation.degraders.observing_condition_degrader.ObsCondition method) (rail.stages.ObsCondition method) get_posterior() (rail.creation.engine.PosteriorCalculator method) (rail.stages.PosteriorCalculator method) get_som_coordinates() (rail.estimation.algos.somoclu_som.SOMocluSummarizer method) (rail.stages.SOMocluSummarizer method) get_sub_class() (rail.core.DataHandle class method) get_sub_classes() (rail.core.DataHandle class method) get_tag() (in module rail.utils.catalog_utils) (rail.utils.catalog_tag.CatalogTag class method) get_tool_stage() (rail.interfaces.ToolFactory class method) gpz_estimator() (in module rail.interactive.estimation.algos.gpz) gpz_informer() (in module rail.interactive.estimation.algos.gpz) GPzEstimator (class in rail.estimation.algos.gpz) (class in rail.stages) GPzInformer (class in rail.estimation.algos.gpz) (class in rail.stages) grid_selection() (in module rail.interactive.creation.degraders.grid_selection) GridSelection (class in rail.creation.degraders.grid_selection) (class in rail.stages)

H

has_data (rail.core.DataHandle property) has_dist() (rail.core.QPOrTableHandle.PdfOrValue method) has_path (rail.core.DataHandle property) has_point() (rail.core.QPOrTableHandle.PdfOrValue method) hdf5_groupname (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute)

Hdf5Handle (class in rail.core) histogram() (rail.estimation.algos.true_nz.TrueNZHistogrammer method) (rail.stages.TrueNZHistogrammer method) HscCatalogConfig (class in rail.utils.catalog_utils_old) hyperbolic_magnitudes() (in module rail.interactive.tools.photometry_tools) hyperbolic_smoothing() (in module rail.interactive.tools.photometry_tools) HyperbolicMagnitudes (class in rail.stages) (class in rail.tools.photometry_tools) HyperbolicSmoothing (class in rail.stages) (class in rail.tools.photometry_tools)

I

IGMExtinctionModel (class in rail.creation.degraders.lya_degrader) (class in rail.stages) import_all_packages() (rail.core.RailEnv class method) inform() (rail.estimation.informer.CatInformer method) (rail.estimation.informer.PzInformer method) (rail.stages.PzInformer method) initialize_handle() (rail.estimation.algos.nz_dir.NZDirSummarizer method) (rail.stages.NZDirSummarizer method) initialize_write() (rail.core.DataHandle method) input_iterator() (rail.core.RailStage method) inputs (rail.creation.degrader.Degrader attribute) (rail.creation.degraders.specz_som.SOMSpecSelector attribute) (rail.creation.engine.Creator attribute) (rail.creation.engine.Modeler attribute) (rail.creation.engine.PosteriorCalculator attribute) (rail.creation.engines.dsps_photometry_creator.DSPSPhotometryCreator attribute) (rail.creation.engines.dsps_sed_modeler.DSPSPopulationSedModeler attribute) (rail.creation.engines.dsps_sed_modeler.DSPSSingleSedModeler attribute) (rail.creation.engines.flowEngine.FlowCreator attribute) (rail.creation.engines.flowEngine.FlowModeler attribute) (rail.creation.engines.flowEngine.FlowPosterior attribute) (rail.creation.engines.fsps_photometry_creator.FSPSPhotometryCreator attribute) (rail.creation.engines.fsps_sed_modeler.FSPSSedModeler attribute) (rail.creation.noisifier.Noisifier attribute) (rail.creation.selector.Selector attribute) (rail.estimation.algos.cc_yaw.YawAutoCorrelate attribute) (rail.estimation.algos.cc_yaw.YawCacheCreate attribute) (rail.estimation.algos.cc_yaw.YawCrossCorrelate attribute) (rail.estimation.algos.cc_yaw.YawSummarize attribute) (rail.estimation.algos.naive_stack.NaiveStackMaskedSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackSummarizer attribute) (rail.estimation.algos.point_est_hist.PointEstHistMaskedSummarizer attribute) (rail.estimation.algos.point_est_hist.PointEstHistSummarizer attribute) (rail.estimation.algos.pzflow_nf.PZFlowEstimator attribute) (rail.estimation.algos.random_gauss.RandomGaussEstimator attribute) (rail.estimation.algos.true_nz.TrueNZHistogrammer attribute) (rail.estimation.algos.var_inf.VarInfStackSummarizer attribute) (rail.estimation.classifier.CatClassifier attribute) (rail.estimation.classifier.PZClassifier attribute) (rail.estimation.estimator.CatEstimator attribute) (rail.estimation.estimator.PzEstimator attribute) (rail.estimation.informer.CatInformer attribute) (rail.estimation.informer.PzInformer attribute) (rail.estimation.summarizer.CatSummarizer attribute) (rail.estimation.summarizer.PZSummarizer attribute) (rail.estimation.summarizer.SZPZSummarizer attribute) (rail.evaluation.dist_to_dist_evaluator.DistToDistEvaluator attribute) (rail.evaluation.dist_to_point_evaluator.DistToPointEvaluator attribute) (rail.evaluation.evaluator.Evaluator attribute) (rail.evaluation.evaluator.OldEvaluator attribute) (rail.evaluation.metrics.tomography.KDEBinOverlap attribute) (rail.evaluation.point_to_point_evaluator.PointToPointBinnedEvaluator attribute) (rail.evaluation.point_to_point_evaluator.PointToPointEvaluator attribute) (rail.evaluation.single_evaluator.SingleEvaluator attribute) (rail.stages.CatClassifier attribute) (rail.stages.CatEstimator attribute) (rail.stages.CatSummarizer attribute) (rail.stages.ColumnMapper attribute) (rail.stages.Creator attribute) (rail.stages.Degrader attribute) (rail.stages.DistToDistEvaluator attribute) (rail.stages.DistToPointEvaluator attribute) (rail.stages.DSPSPhotometryCreator attribute) (rail.stages.DSPSPopulationSedModeler attribute) (rail.stages.DSPSSingleSedModeler attribute) (rail.stages.DustMapBase attribute) (rail.stages.Evaluator attribute) (rail.stages.FlowCreator attribute) (rail.stages.FlowModeler attribute) (rail.stages.FlowPosterior attribute) (rail.stages.FSPSPhotometryCreator attribute) (rail.stages.FSPSSedModeler attribute) (rail.stages.HyperbolicMagnitudes attribute) (rail.stages.HyperbolicSmoothing attribute) (rail.stages.KDEBinOverlap attribute) (rail.stages.LSSTFluxToMagConverter attribute) (rail.stages.Modeler attribute) (rail.stages.NaiveStackMaskedSummarizer attribute) (rail.stages.NaiveStackSummarizer attribute) (rail.stages.Noisifier attribute) (rail.stages.OldEvaluator attribute) (rail.stages.PointEstHistMaskedSummarizer attribute) (rail.stages.PointEstHistSummarizer attribute) (rail.stages.PointToPointBinnedEvaluator attribute) (rail.stages.PointToPointEvaluator attribute) (rail.stages.PosteriorCalculator attribute) (rail.stages.PZClassifier attribute) (rail.stages.PzEstimator attribute) (rail.stages.PZFlowEstimator attribute) (rail.stages.PzInformer attribute) (rail.stages.PZSummarizer attribute) (rail.stages.RandomGaussEstimator attribute) (rail.stages.RowSelector attribute) (rail.stages.Selector attribute) (rail.stages.SingleEvaluator attribute) (rail.stages.SOMSpecSelector attribute) (rail.stages.SZPZSummarizer attribute) (rail.stages.TableConverter attribute) (rail.stages.TrueNZHistogrammer attribute) (rail.stages.VarInfStackSummarizer attribute) (rail.stages.YawAutoCorrelate attribute) (rail.stages.YawCacheCreate attribute) (rail.stages.YawCrossCorrelate attribute) (rail.stages.YawSummarize attribute) (rail.tools.catalog_tools.BulgeDiscSizeEllipticityToAB attribute) (rail.tools.catalog_tools.CatalogManipulator attribute) (rail.tools.catalog_tools.MajorEllipticityToAB attribute) (rail.tools.catalog_tools.MomentsToAB attribute) (rail.tools.catalog_tools.SizeEllipticityToAB attribute) (rail.tools.photometry_tools.DustMapBase attribute) (rail.tools.photometry_tools.HyperbolicMagnitudes attribute) (rail.tools.photometry_tools.HyperbolicSmoothing attribute) (rail.tools.photometry_tools.LSSTFluxToMagConverter attribute) (rail.tools.photometry_tools.PhotometryManipulator attribute) (rail.tools.table_tools.ColumnMapper attribute) (rail.tools.table_tools.RowSelector attribute) (rail.tools.table_tools.TableConverter attribute) interactive_function (rail.core.RailStage attribute) (rail.creation.degraders.addRandom.AddColumnOfRandom attribute) (rail.creation.degraders.grid_selection.GridSelection attribute) (rail.creation.degraders.lya_degrader.IGMExtinctionModel attribute) (rail.creation.degraders.observing_condition_degrader.ObsCondition attribute) (rail.creation.degraders.photometric_errors.EuclidDeepErrorModel attribute) (rail.creation.degraders.photometric_errors.EuclidErrorModel attribute) (rail.creation.degraders.photometric_errors.EuclidWideErrorModel attribute) (rail.creation.degraders.photometric_errors.LSSTErrorModel attribute) (rail.creation.degraders.photometric_errors.PhotoErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanDeepErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanMediumErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanUltraDeepErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanWideErrorModel attribute) (rail.creation.degraders.quantityCut.QuantityCut attribute) (rail.creation.degraders.spectroscopic_degraders.InvRedshiftIncompleteness attribute) (rail.creation.degraders.spectroscopic_degraders.LineConfusion attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_BOSS attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2 attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2_LSST attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_BGS attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_ELG_LOP attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_LRG attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_GAMA attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_HSC attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_VVDSf02 attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_zCOSMOS attribute) (rail.creation.degraders.specz_som.SOMSpecSelector attribute) (rail.creation.degraders.unrec_bl_model.UnrecBlModel attribute) (rail.creation.engines.dsps_photometry_creator.DSPSPhotometryCreator attribute) (rail.creation.engines.dsps_sed_modeler.DSPSPopulationSedModeler attribute) (rail.creation.engines.dsps_sed_modeler.DSPSSingleSedModeler attribute) (rail.creation.engines.flowEngine.FlowCreator attribute) (rail.creation.engines.flowEngine.FlowModeler attribute) (rail.creation.engines.flowEngine.FlowPosterior attribute) (rail.creation.engines.fsps_photometry_creator.FSPSPhotometryCreator attribute) (rail.creation.engines.fsps_sed_modeler.FSPSSedModeler attribute) (rail.creation.engines.gcr_engine.GCRCreator attribute) (rail.estimation.algos.bpz_lite.BPZliteEstimator attribute) (rail.estimation.algos.bpz_lite.BPZliteInformer attribute) (rail.estimation.algos.cc_yaw.YawAutoCorrelate attribute) (rail.estimation.algos.cc_yaw.YawCacheCreate attribute) (rail.estimation.algos.cc_yaw.YawCrossCorrelate attribute) (rail.estimation.algos.cc_yaw.YawSummarize attribute) (rail.estimation.algos.cmnn.CMNNEstimator attribute) (rail.estimation.algos.cmnn.CMNNInformer attribute) (rail.estimation.algos.dnf.DNFEstimator attribute) (rail.estimation.algos.dnf.DNFInformer attribute) (rail.estimation.algos.equal_count.EqualCountClassifier attribute) (rail.estimation.algos.flexzboost.FlexZBoostEstimator attribute) (rail.estimation.algos.flexzboost.FlexZBoostInformer attribute) (rail.estimation.algos.gaussian_pz.GaussianPzEstimator attribute) (rail.estimation.algos.gaussian_pz.GaussianPzInformer attribute) (rail.estimation.algos.gpz.GPzEstimator attribute) (rail.estimation.algos.gpz.GPzInformer attribute) (rail.estimation.algos.k_nearneigh.KNearNeighEstimator attribute) (rail.estimation.algos.k_nearneigh.KNearNeighInformer attribute) (rail.estimation.algos.lephare.LephareEstimator attribute) (rail.estimation.algos.lephare.LephareInformer attribute) (rail.estimation.algos.minisom_som.MiniSOMInformer attribute) (rail.estimation.algos.minisom_som.MiniSOMSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackInformer attribute) (rail.estimation.algos.naive_stack.NaiveStackMaskedSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackSummarizer attribute) (rail.estimation.algos.nz_dir.NZDirInformer attribute) (rail.estimation.algos.nz_dir.NZDirSummarizer attribute) (rail.estimation.algos.point_est_hist.PointEstHistInformer attribute) (rail.estimation.algos.point_est_hist.PointEstHistMaskedSummarizer attribute) (rail.estimation.algos.point_est_hist.PointEstHistSummarizer attribute) (rail.estimation.algos.pzflow_nf.PZFlowEstimator attribute) (rail.estimation.algos.pzflow_nf.PZFlowInformer attribute) (rail.estimation.algos.random_forest.RandomForestClassifier attribute) (rail.estimation.algos.random_forest.RandomForestInformer attribute) (rail.estimation.algos.random_gauss.RandomGaussEstimator attribute) (rail.estimation.algos.random_gauss.RandomGaussInformer attribute) (rail.estimation.algos.sklearn_neurnet.SklNeurNetEstimator attribute) (rail.estimation.algos.sklearn_neurnet.SklNeurNetInformer attribute) (rail.estimation.algos.somoclu_som.SOMocluInformer attribute) (rail.estimation.algos.somoclu_som.SOMocluSummarizer attribute) (rail.estimation.algos.train_z.TrainZEstimator attribute) (rail.estimation.algos.train_z.TrainZInformer attribute) (rail.estimation.algos.true_nz.TrueNZHistogrammer attribute) (rail.estimation.algos.uniform_binning.UniformBinningClassifier attribute) (rail.estimation.algos.var_inf.VarInfStackInformer attribute) (rail.estimation.algos.var_inf.VarInfStackSummarizer attribute) (rail.evaluation.dist_to_dist_evaluator.DistToDistEvaluator attribute) (rail.evaluation.dist_to_point_evaluator.DistToPointEvaluator attribute) (rail.evaluation.evaluator.OldEvaluator attribute) (rail.evaluation.metrics.tomography.KDEBinOverlap attribute) (rail.evaluation.point_to_point_evaluator.PointToPointBinnedEvaluator attribute) (rail.evaluation.point_to_point_evaluator.PointToPointEvaluator attribute) (rail.evaluation.single_evaluator.SingleEvaluator attribute) (rail.stages.AddColumnOfRandom attribute) (rail.stages.BPZliteEstimator attribute) (rail.stages.BPZliteInformer attribute) (rail.stages.CMNNEstimator attribute) (rail.stages.CMNNInformer attribute) (rail.stages.ColumnMapper attribute) (rail.stages.Dereddener attribute) (rail.stages.DistToDistEvaluator attribute) (rail.stages.DistToPointEvaluator attribute) (rail.stages.DNFEstimator attribute) (rail.stages.DNFInformer attribute) (rail.stages.DSPSPhotometryCreator attribute) (rail.stages.DSPSPopulationSedModeler attribute) (rail.stages.DSPSSingleSedModeler attribute) (rail.stages.DustMapBase attribute) (rail.stages.EqualCountClassifier attribute) (rail.stages.EuclidDeepErrorModel attribute) (rail.stages.EuclidErrorModel attribute) (rail.stages.EuclidWideErrorModel attribute) (rail.stages.FlexZBoostEstimator attribute) (rail.stages.FlexZBoostInformer attribute) (rail.stages.FlowCreator attribute) (rail.stages.FlowModeler attribute) (rail.stages.FlowPosterior attribute) (rail.stages.FSPSPhotometryCreator attribute) (rail.stages.FSPSSedModeler attribute) (rail.stages.GaussianPzEstimator attribute) (rail.stages.GaussianPzInformer attribute) (rail.stages.GPzEstimator attribute) (rail.stages.GPzInformer attribute) (rail.stages.GridSelection attribute) (rail.stages.HyperbolicMagnitudes attribute) (rail.stages.HyperbolicSmoothing attribute) (rail.stages.IGMExtinctionModel attribute) (rail.stages.InvRedshiftIncompleteness attribute) (rail.stages.KDEBinOverlap attribute) (rail.stages.KNearNeighEstimator attribute) (rail.stages.KNearNeighInformer attribute) (rail.stages.LephareEstimator attribute) (rail.stages.LephareInformer attribute) (rail.stages.LineConfusion attribute) (rail.stages.LSSTErrorModel attribute) (rail.stages.LSSTFluxToMagConverter attribute) (rail.stages.MiniSOMInformer attribute) (rail.stages.MiniSOMSummarizer attribute) (rail.stages.NaiveStackInformer attribute) (rail.stages.NaiveStackMaskedSummarizer attribute) (rail.stages.NaiveStackSummarizer attribute) (rail.stages.NZDirInformer attribute) (rail.stages.NZDirSummarizer attribute) (rail.stages.ObsCondition attribute) (rail.stages.OldEvaluator attribute) (rail.stages.PhotoErrorModel attribute) (rail.stages.PointEstHistInformer attribute) (rail.stages.PointEstHistMaskedSummarizer attribute) (rail.stages.PointEstHistSummarizer attribute) (rail.stages.PointToPointBinnedEvaluator attribute) (rail.stages.PointToPointEvaluator attribute) (rail.stages.PZFlowEstimator attribute) (rail.stages.PZFlowInformer attribute) (rail.stages.QuantityCut attribute) (rail.stages.RandomForestClassifier attribute) (rail.stages.RandomForestInformer attribute) (rail.stages.RandomGaussEstimator attribute) (rail.stages.RandomGaussInformer attribute) (rail.stages.Reddener attribute) (rail.stages.RomanDeepErrorModel attribute) (rail.stages.RomanErrorModel attribute) (rail.stages.RomanMediumErrorModel attribute) (rail.stages.RomanUltraDeepErrorModel attribute) (rail.stages.RomanWideErrorModel attribute) (rail.stages.RowSelector attribute) (rail.stages.SingleEvaluator attribute) (rail.stages.SklNeurNetEstimator attribute) (rail.stages.SklNeurNetInformer attribute) (rail.stages.SOMocluInformer attribute) (rail.stages.SOMocluSummarizer attribute) (rail.stages.SOMSpecSelector attribute) (rail.stages.SpecSelection attribute) (rail.stages.SpecSelection_BOSS attribute) (rail.stages.SpecSelection_DEEP2 attribute) (rail.stages.SpecSelection_DEEP2_LSST attribute) (rail.stages.SpecSelection_DESI_BGS attribute) (rail.stages.SpecSelection_DESI_ELG_LOP attribute) (rail.stages.SpecSelection_DESI_LRG attribute) (rail.stages.SpecSelection_GAMA attribute) (rail.stages.SpecSelection_HSC attribute) (rail.stages.SpecSelection_VVDSf02 attribute) (rail.stages.SpecSelection_zCOSMOS attribute) (rail.stages.TableConverter attribute) (rail.stages.TrainZEstimator attribute) (rail.stages.TrainZInformer attribute) (rail.stages.TrueNZHistogrammer attribute) (rail.stages.UniformBinningClassifier attribute) (rail.stages.UnrecBlModel attribute) (rail.stages.VarInfStackInformer attribute) (rail.stages.VarInfStackSummarizer attribute) (rail.stages.YawAutoCorrelate attribute) (rail.stages.YawCacheCreate attribute) (rail.stages.YawCrossCorrelate attribute) (rail.stages.YawSummarize attribute) (rail.tools.photometry_tools.Dereddener attribute) (rail.tools.photometry_tools.DustMapBase attribute) (rail.tools.photometry_tools.HyperbolicMagnitudes attribute) (rail.tools.photometry_tools.HyperbolicSmoothing attribute) (rail.tools.photometry_tools.LSSTFluxToMagConverter attribute) (rail.tools.photometry_tools.PhotometryManipulator attribute) (rail.tools.photometry_tools.Reddener attribute) (rail.tools.table_tools.ColumnMapper attribute) (rail.tools.table_tools.RowSelector attribute) (rail.tools.table_tools.TableConverter attribute)

interactive_type (rail.core.DataHandle attribute) (rail.core.Hdf5Handle attribute) (rail.core.ModelHandle attribute) (rail.core.PqHandle attribute) (rail.core.QPHandle attribute) (rail.core.TableHandle attribute) InteractiveParameter (class in rail.utils.interactive.docstring_utils) inv_redshift_incompleteness() (in module rail.interactive.creation.degraders.spectroscopic_degraders) invalid_cut() (rail.creation.degraders.spectroscopic_selections.SpecSelection method) (rail.stages.SpecSelection method) InvRedshiftIncompleteness (class in rail.creation.degraders.spectroscopic_degraders) (class in rail.stages) is_qp() (rail.core.QPOrTableHandle method) is_valid() (rail.yaw_rail.cache.YawCache class method) is_written (rail.core.DataHandle property) iterator() (rail.core.DataHandle method)

J

join_histograms() (rail.estimation.algos.nz_dir.NZDirSummarizer method) (rail.stages.NZDirSummarizer method)

K

k_near_neigh_estimator() (in module rail.interactive.estimation.algos.k_nearneigh) k_near_neigh_informer() (in module rail.interactive.estimation.algos.k_nearneigh) KDEBinOverlap (class in rail.evaluation.metrics.tomography) (class in rail.stages)

KNearNeighEstimator (class in rail.estimation.algos.k_nearneigh) (class in rail.stages) KNearNeighInformer (class in rail.estimation.algos.k_nearneigh) (class in rail.stages)

L

lephare_config (rail.stages.LephareEstimator attribute) lephare_estimator() (in module rail.interactive.estimation.algos.lephare) lephare_informer() (in module rail.interactive.estimation.algos.lephare) LephareEstimator (class in rail.estimation.algos.lephare) (class in rail.stages) LephareInformer (class in rail.estimation.algos.lephare) (class in rail.stages) line_confusion() (in module rail.interactive.creation.degraders.spectroscopic_degraders) LineConfusion (class in rail.creation.degraders.spectroscopic_degraders) (class in rail.stages) list_rail_modules() (rail.core.RailEnv class method)

list_rail_namespaces() (rail.core.RailEnv class method) list_rail_packages() (rail.core.RailEnv class method) load_pipeline_class() (rail.core.RailPipeline static method) load_yaml() (in module rail.utils.catalog_utils) lsst_err_band_replace (rail.utils.catalog_utils_old.CatalogConfigBase attribute) lsst_error_model() (in module rail.interactive.creation.degraders.photometric_errors) lsst_flux_to_mag_converter() (in module rail.interactive.tools.photometry_tools) LSSTErrorModel (class in rail.creation.degraders.photometric_errors) (class in rail.stages) LSSTFluxToMagConverter (class in rail.stages) (class in rail.tools.photometry_tools)

M

mag_conv (rail.stages.LSSTFluxToMagConverter attribute) (rail.tools.photometry_tools.LSSTFluxToMagConverter attribute) maglims (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinFLCatalogConfig attribute) MajorEllipticityToAB (class in rail.tools.catalog_tools) make_and_connect() (rail.core.RailStage class method) make_color_data() (in module rail.estimation.algos.flexzboost) (in module rail.estimation.algos.sklearn_neurnet) make_data_selection() (rail.creation.degraders.specz_som.SOMSpecSelector method) (rail.stages.SOMSpecSelector method) make_name() (rail.core.DataHandle class method) make_rst() (in module rail.utils.interactive.apidoc_utils) manage_nan() (in module rail.estimation.algos.dnf) merge() (rail.utils.interactive.docstring_utils.InteractiveParameter method) metric_base_class (rail.evaluation.dist_to_dist_evaluator.DistToDistEvaluator attribute) (rail.evaluation.dist_to_point_evaluator.DistToPointEvaluator attribute) (rail.evaluation.evaluator.Evaluator attribute) (rail.evaluation.point_to_point_evaluator.PointToPointBinnedEvaluator attribute) (rail.evaluation.point_to_point_evaluator.PointToPointEvaluator attribute) (rail.evaluation.single_evaluator.SingleEvaluator attribute) (rail.stages.DistToDistEvaluator attribute) (rail.stages.DistToPointEvaluator attribute) (rail.stages.Evaluator attribute) (rail.stages.PointToPointBinnedEvaluator attribute) (rail.stages.PointToPointEvaluator attribute) (rail.stages.SingleEvaluator attribute) metric_computation() (in module rail.estimation.algos.dnf) MetricEvaluator (class in rail.evaluation.metrics.base) mini_som_informer() (in module rail.interactive.estimation.algos.minisom_som) mini_som_summarizer() (in module rail.interactive.estimation.algos.minisom_som) MiniSOMInformer (class in rail.estimation.algos.minisom_som) (class in rail.stages) MiniSOMSummarizer (class in rail.estimation.algos.minisom_som) (class in rail.stages) Model (class in rail.core) model (rail.stages.CatClassifier attribute) (rail.stages.RandomForestClassifier attribute) model_handle (rail.stages.GaussianPzInformer attribute) (rail.stages.NaiveStackInformer attribute) (rail.stages.PointEstHistInformer attribute) (rail.stages.PzInformer attribute) (rail.stages.VarInfStackInformer attribute) ModelDict (class in rail.core) Modeler (class in rail.creation.engine) (class in rail.stages) ModelHandle (class in rail.core) module rail.bpz.utils rail.cli rail.cli.rail rail.core rail.creation rail.creation.degrader rail.creation.degraders rail.creation.degraders.addRandom rail.creation.degraders.grid_selection rail.creation.degraders.lya_degrader rail.creation.degraders.observing_condition_degrader rail.creation.degraders.photometric_errors rail.creation.degraders.quantityCut rail.creation.degraders.spectroscopic_degraders rail.creation.degraders.spectroscopic_selections rail.creation.degraders.specz_som rail.creation.degraders.unrec_bl_model rail.creation.engine rail.creation.engines rail.creation.engines.dsps_photometry_creator rail.creation.engines.dsps_sed_modeler rail.creation.engines.flowEngine rail.creation.engines.fsps_photometry_creator rail.creation.engines.fsps_sed_modeler rail.creation.engines.gcr_engine rail.creation.noisifier rail.creation.selector rail.estimation rail.estimation.algos rail.estimation.algos.bpz_lite rail.estimation.algos.cc_yaw rail.estimation.algos.cmnn rail.estimation.algos.dnf rail.estimation.algos.equal_count rail.estimation.algos.flexzboost rail.estimation.algos.gaussian_pz rail.estimation.algos.gpz rail.estimation.algos.k_nearneigh rail.estimation.algos.lephare rail.estimation.algos.minisom_som rail.estimation.algos.naive_stack rail.estimation.algos.nz_dir rail.estimation.algos.point_est_hist rail.estimation.algos.pzflow_nf rail.estimation.algos.random_forest rail.estimation.algos.random_gauss rail.estimation.algos.sklearn_neurnet rail.estimation.algos.somoclu_som rail.estimation.algos.train_z rail.estimation.algos.true_nz rail.estimation.algos.uniform_binning rail.estimation.algos.var_inf rail.estimation.classifier rail.estimation.estimator rail.estimation.informer rail.estimation.summarizer rail.evaluation rail.evaluation.dist_to_dist_evaluator rail.evaluation.dist_to_point_evaluator rail.evaluation.evaluator rail.evaluation.metrics rail.evaluation.metrics.base rail.evaluation.metrics.cdeloss rail.evaluation.metrics.pointestimates rail.evaluation.metrics.tomography rail.evaluation.point_to_point_evaluator rail.evaluation.single_evaluator rail.evaluation.stats_groups rail.interactive.creation rail.interactive.creation.degraders rail.interactive.creation.degraders.addRandom rail.interactive.creation.degraders.grid_selection rail.interactive.creation.degraders.observing_condition_degrader rail.interactive.creation.degraders.photometric_errors rail.interactive.creation.degraders.quantityCut rail.interactive.creation.degraders.spectroscopic_degraders rail.interactive.creation.degraders.spectroscopic_selections rail.interactive.creation.degraders.specz_som rail.interactive.creation.degraders.unrec_bl_model rail.interactive.creation.engines rail.interactive.creation.engines.dsps_photometry_creator rail.interactive.creation.engines.dsps_sed_modeler rail.interactive.creation.engines.flowEngine rail.interactive.creation.engines.fsps_photometry_creator rail.interactive.creation.engines.fsps_sed_modeler rail.interactive.estimation rail.interactive.estimation.algos rail.interactive.estimation.algos.bpz_lite rail.interactive.estimation.algos.cc_yaw rail.interactive.estimation.algos.cmnn rail.interactive.estimation.algos.dnf rail.interactive.estimation.algos.equal_count rail.interactive.estimation.algos.flexzboost rail.interactive.estimation.algos.gpz rail.interactive.estimation.algos.k_nearneigh rail.interactive.estimation.algos.lephare rail.interactive.estimation.algos.minisom_som rail.interactive.estimation.algos.naive_stack rail.interactive.estimation.algos.nz_dir rail.interactive.estimation.algos.point_est_hist rail.interactive.estimation.algos.pzflow_nf rail.interactive.estimation.algos.random_forest rail.interactive.estimation.algos.random_gauss rail.interactive.estimation.algos.sklearn_neurnet rail.interactive.estimation.algos.somoclu_som rail.interactive.estimation.algos.train_z rail.interactive.estimation.algos.true_nz rail.interactive.estimation.algos.uniform_binning rail.interactive.estimation.algos.var_inf rail.interactive.evaluation rail.interactive.evaluation.dist_to_dist_evaluator rail.interactive.evaluation.dist_to_point_evaluator rail.interactive.evaluation.evaluator rail.interactive.evaluation.point_to_point_evaluator rail.interactive.evaluation.single_evaluator rail.interactive.tools rail.interactive.tools.photometry_tools rail.interactive.tools.table_tools rail.interfaces rail.pipelines rail.pipelines.degradation rail.pipelines.degradation.apply_phot_errors rail.pipelines.degradation.blending rail.pipelines.degradation.spectroscopic_selection_pipeline rail.pipelines.degradation.truth_to_observed rail.pipelines.estimation rail.pipelines.estimation.build_pipeline rail.pipelines.estimation.plot_output rail.pipelines.estimation.train_z_pipeline rail.stages rail.tools rail.tools.catalog_tools rail.tools.filter_tools rail.tools.flow_handle rail.tools.photometry_tools rail.tools.table_tools rail.utils rail.utils.catalog_tag rail.utils.catalog_tag_factory rail.utils.catalog_utils rail.utils.catalog_utils_old rail.utils.change_parameter_names rail.utils.interactive rail.utils.interactive.apidoc_utils rail.utils.interactive.base_utils rail.utils.interactive.docstring_utils rail.utils.interactive.initialize_utils rail.utils.path_utils rail.utils.testing_utils rail.yaw_rail.cache rail.yaw_rail.handles rail.yaw_rail.stage_config rail.yaw_rail.utils

module (rail.utils.interactive.initialize_utils.VirtualModule attribute) MomentsToAB (class in rail.tools.catalog_tools)

N

naive_stack_informer() (in module rail.interactive.estimation.algos.naive_stack) naive_stack_masked_summarizer() (in module rail.interactive.estimation.algos.naive_stack) naive_stack_summarizer() (in module rail.interactive.estimation.algos.naive_stack) NaiveStackInformer (class in rail.estimation.algos.naive_stack) (class in rail.stages) NaiveStackMaskedSummarizer (class in rail.estimation.algos.naive_stack) (class in rail.stages) NaiveStackSummarizer (class in rail.estimation.algos.naive_stack) (class in rail.stages) name (rail.core.RailStage attribute) (rail.creation.degrader.Degrader attribute) (rail.creation.degraders.addRandom.AddColumnOfRandom attribute) (rail.creation.degraders.grid_selection.GridSelection attribute) (rail.creation.degraders.lya_degrader.IGMExtinctionModel attribute) (rail.creation.degraders.observing_condition_degrader.ObsCondition attribute) (rail.creation.degraders.photometric_errors.EuclidDeepErrorModel attribute) (rail.creation.degraders.photometric_errors.EuclidErrorModel attribute) (rail.creation.degraders.photometric_errors.EuclidWideErrorModel attribute) (rail.creation.degraders.photometric_errors.LSSTErrorModel attribute) (rail.creation.degraders.photometric_errors.PhotoErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanDeepErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanMediumErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanUltraDeepErrorModel attribute) (rail.creation.degraders.photometric_errors.RomanWideErrorModel attribute) (rail.creation.degraders.quantityCut.QuantityCut attribute) (rail.creation.degraders.spectroscopic_degraders.InvRedshiftIncompleteness attribute) (rail.creation.degraders.spectroscopic_degraders.LineConfusion attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_BOSS attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2 attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2_LSST attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_BGS attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_ELG_LOP attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_LRG attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_GAMA attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_HSC attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_VVDSf02 attribute) (rail.creation.degraders.spectroscopic_selections.SpecSelection_zCOSMOS attribute) (rail.creation.degraders.specz_som.SOMSpecSelector attribute) (rail.creation.degraders.unrec_bl_model.UnrecBlModel attribute) (rail.creation.engine.Creator attribute) (rail.creation.engine.Modeler attribute) (rail.creation.engine.PosteriorCalculator attribute) (rail.creation.engines.dsps_photometry_creator.DSPSPhotometryCreator attribute) (rail.creation.engines.dsps_sed_modeler.DSPSPopulationSedModeler attribute) (rail.creation.engines.dsps_sed_modeler.DSPSSingleSedModeler attribute) (rail.creation.engines.flowEngine.FlowCreator attribute) (rail.creation.engines.flowEngine.FlowModeler attribute) (rail.creation.engines.flowEngine.FlowPosterior attribute) (rail.creation.engines.fsps_photometry_creator.FSPSPhotometryCreator attribute) (rail.creation.engines.fsps_sed_modeler.FSPSSedModeler attribute) (rail.creation.engines.gcr_engine.GCRCreator attribute) (rail.creation.noisifier.Noisifier attribute) (rail.creation.selector.Selector attribute) (rail.estimation.algos.bpz_lite.BPZliteEstimator attribute) (rail.estimation.algos.bpz_lite.BPZliteInformer attribute) (rail.estimation.algos.cc_yaw.YawAutoCorrelate attribute) (rail.estimation.algos.cc_yaw.YawCacheCreate attribute) (rail.estimation.algos.cc_yaw.YawCrossCorrelate attribute) (rail.estimation.algos.cc_yaw.YawSummarize attribute) (rail.estimation.algos.cmnn.CMNNEstimator attribute) (rail.estimation.algos.cmnn.CMNNInformer attribute) (rail.estimation.algos.dnf.DNFEstimator attribute) (rail.estimation.algos.dnf.DNFInformer attribute) (rail.estimation.algos.equal_count.EqualCountClassifier attribute) (rail.estimation.algos.flexzboost.FlexZBoostEstimator attribute) (rail.estimation.algos.flexzboost.FlexZBoostInformer attribute) (rail.estimation.algos.gaussian_pz.GaussianPzEstimator attribute) (rail.estimation.algos.gaussian_pz.GaussianPzInformer attribute) (rail.estimation.algos.gpz.GPzEstimator attribute) (rail.estimation.algos.gpz.GPzInformer attribute) (rail.estimation.algos.k_nearneigh.KNearNeighEstimator attribute) (rail.estimation.algos.k_nearneigh.KNearNeighInformer attribute) (rail.estimation.algos.lephare.LephareEstimator attribute) (rail.estimation.algos.lephare.LephareInformer attribute) (rail.estimation.algos.minisom_som.MiniSOMInformer attribute) (rail.estimation.algos.minisom_som.MiniSOMSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackInformer attribute) (rail.estimation.algos.naive_stack.NaiveStackMaskedSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackSummarizer attribute) (rail.estimation.algos.nz_dir.NZDirInformer attribute) (rail.estimation.algos.nz_dir.NZDirSummarizer attribute) (rail.estimation.algos.point_est_hist.PointEstHistInformer attribute) (rail.estimation.algos.point_est_hist.PointEstHistMaskedSummarizer attribute) (rail.estimation.algos.point_est_hist.PointEstHistSummarizer attribute) (rail.estimation.algos.pzflow_nf.PZFlowEstimator attribute) (rail.estimation.algos.pzflow_nf.PZFlowInformer attribute) (rail.estimation.algos.random_forest.RandomForestClassifier attribute) (rail.estimation.algos.random_forest.RandomForestInformer attribute) (rail.estimation.algos.random_gauss.RandomGaussEstimator attribute) (rail.estimation.algos.random_gauss.RandomGaussInformer attribute) (rail.estimation.algos.sklearn_neurnet.SklNeurNetEstimator attribute) (rail.estimation.algos.sklearn_neurnet.SklNeurNetInformer attribute) (rail.estimation.algos.somoclu_som.SOMocluInformer attribute) (rail.estimation.algos.somoclu_som.SOMocluSummarizer attribute) (rail.estimation.algos.train_z.TrainZEstimator attribute) (rail.estimation.algos.train_z.TrainZInformer attribute) (rail.estimation.algos.true_nz.TrueNZHistogrammer attribute) (rail.estimation.algos.uniform_binning.UniformBinningClassifier attribute) (rail.estimation.algos.var_inf.VarInfStackInformer attribute) (rail.estimation.algos.var_inf.VarInfStackSummarizer attribute) (rail.estimation.classifier.CatClassifier attribute) (rail.estimation.classifier.PZClassifier attribute) (rail.estimation.estimator.CatEstimator attribute) (rail.estimation.estimator.PzEstimator attribute) (rail.estimation.informer.CatInformer attribute) (rail.estimation.informer.PzInformer attribute) (rail.estimation.summarizer.CatSummarizer attribute) (rail.estimation.summarizer.PZSummarizer attribute) (rail.estimation.summarizer.SZPZSummarizer attribute) (rail.evaluation.dist_to_dist_evaluator.DistToDistEvaluator attribute) (rail.evaluation.dist_to_point_evaluator.DistToPointEvaluator attribute) (rail.evaluation.evaluator.Evaluator attribute) (rail.evaluation.evaluator.OldEvaluator attribute) (rail.evaluation.metrics.tomography.KDEBinOverlap attribute) (rail.evaluation.point_to_point_evaluator.PointToPointBinnedEvaluator attribute) (rail.evaluation.point_to_point_evaluator.PointToPointEvaluator attribute) (rail.evaluation.single_evaluator.SingleEvaluator attribute) (rail.stages.AddColumnOfRandom attribute) (rail.stages.BPZliteEstimator attribute) (rail.stages.BPZliteInformer attribute) (rail.stages.CatClassifier attribute) (rail.stages.CatEstimator attribute) (rail.stages.CatSummarizer attribute) (rail.stages.CMNNEstimator attribute) (rail.stages.CMNNInformer attribute) (rail.stages.ColumnMapper attribute) (rail.stages.Creator attribute) (rail.stages.Degrader attribute) (rail.stages.Dereddener attribute) (rail.stages.DistToDistEvaluator attribute) (rail.stages.DistToPointEvaluator attribute) (rail.stages.DNFEstimator attribute) (rail.stages.DNFInformer attribute) (rail.stages.DSPSPhotometryCreator attribute) (rail.stages.DSPSPopulationSedModeler attribute) (rail.stages.DSPSSingleSedModeler attribute) (rail.stages.DustMapBase attribute) (rail.stages.EqualCountClassifier attribute) (rail.stages.EuclidDeepErrorModel attribute) (rail.stages.EuclidErrorModel attribute) (rail.stages.EuclidWideErrorModel attribute) (rail.stages.Evaluator attribute) (rail.stages.FlexZBoostEstimator attribute) (rail.stages.FlexZBoostInformer attribute) (rail.stages.FlowCreator attribute) (rail.stages.FlowModeler attribute) (rail.stages.FlowPosterior attribute) (rail.stages.FSPSPhotometryCreator attribute) (rail.stages.FSPSSedModeler attribute) (rail.stages.GaussianPzEstimator attribute) (rail.stages.GaussianPzInformer attribute) (rail.stages.GPzEstimator attribute) (rail.stages.GPzInformer attribute) (rail.stages.GridSelection attribute) (rail.stages.HyperbolicMagnitudes attribute) (rail.stages.HyperbolicSmoothing attribute) (rail.stages.IGMExtinctionModel attribute) (rail.stages.InvRedshiftIncompleteness attribute) (rail.stages.KDEBinOverlap attribute) (rail.stages.KNearNeighEstimator attribute) (rail.stages.KNearNeighInformer attribute) (rail.stages.LephareEstimator attribute) (rail.stages.LephareInformer attribute) (rail.stages.LineConfusion attribute) (rail.stages.LSSTErrorModel attribute) (rail.stages.LSSTFluxToMagConverter attribute) (rail.stages.MiniSOMInformer attribute) (rail.stages.MiniSOMSummarizer attribute) (rail.stages.Modeler attribute) (rail.stages.NaiveStackInformer attribute) (rail.stages.NaiveStackMaskedSummarizer attribute) (rail.stages.NaiveStackSummarizer attribute) (rail.stages.Noisifier attribute) (rail.stages.NZDirInformer attribute) (rail.stages.NZDirSummarizer attribute) (rail.stages.ObsCondition attribute) (rail.stages.OldEvaluator attribute) (rail.stages.PhotoErrorModel attribute) (rail.stages.PointEstHistInformer attribute) (rail.stages.PointEstHistMaskedSummarizer attribute) (rail.stages.PointEstHistSummarizer attribute) (rail.stages.PointToPointBinnedEvaluator attribute) (rail.stages.PointToPointEvaluator attribute) (rail.stages.PosteriorCalculator attribute) (rail.stages.PZClassifier attribute) (rail.stages.PzEstimator attribute) (rail.stages.PZFlowEstimator attribute) (rail.stages.PZFlowInformer attribute) (rail.stages.PzInformer attribute) (rail.stages.PZSummarizer attribute) (rail.stages.QuantityCut attribute) (rail.stages.RandomForestClassifier attribute) (rail.stages.RandomForestInformer attribute) (rail.stages.RandomGaussEstimator attribute) (rail.stages.RandomGaussInformer attribute) (rail.stages.Reddener attribute) (rail.stages.RomanDeepErrorModel attribute) (rail.stages.RomanErrorModel attribute) (rail.stages.RomanMediumErrorModel attribute) (rail.stages.RomanUltraDeepErrorModel attribute) (rail.stages.RomanWideErrorModel attribute) (rail.stages.RowSelector attribute) (rail.stages.Selector attribute) (rail.stages.SingleEvaluator attribute) (rail.stages.SklNeurNetEstimator attribute) (rail.stages.SklNeurNetInformer attribute) (rail.stages.SOMocluInformer attribute) (rail.stages.SOMocluSummarizer attribute) (rail.stages.SOMSpecSelector attribute) (rail.stages.SpecSelection attribute) (rail.stages.SpecSelection_BOSS attribute) (rail.stages.SpecSelection_DEEP2 attribute) (rail.stages.SpecSelection_DEEP2_LSST attribute) (rail.stages.SpecSelection_DESI_BGS attribute) (rail.stages.SpecSelection_DESI_ELG_LOP attribute) (rail.stages.SpecSelection_DESI_LRG attribute) (rail.stages.SpecSelection_GAMA attribute) (rail.stages.SpecSelection_HSC attribute) (rail.stages.SpecSelection_VVDSf02 attribute) (rail.stages.SpecSelection_zCOSMOS attribute) (rail.stages.SZPZSummarizer attribute) (rail.stages.TableConverter attribute) (rail.stages.TrainZEstimator attribute) (rail.stages.TrainZInformer attribute) (rail.stages.TrueNZHistogrammer attribute) (rail.stages.UniformBinningClassifier attribute) (rail.stages.UnrecBlModel attribute) (rail.stages.VarInfStackInformer attribute) (rail.stages.VarInfStackSummarizer attribute) (rail.stages.YawAutoCorrelate attribute) (rail.stages.YawCacheCreate attribute) (rail.stages.YawCrossCorrelate attribute) (rail.stages.YawSummarize attribute) (rail.tools.catalog_tools.BulgeDiscSizeEllipticityToAB attribute) (rail.tools.catalog_tools.CatalogManipulator attribute) (rail.tools.catalog_tools.MajorEllipticityToAB attribute) (rail.tools.catalog_tools.MomentsToAB attribute) (rail.tools.catalog_tools.SizeEllipticityToAB attribute) (rail.tools.photometry_tools.Dereddener attribute) (rail.tools.photometry_tools.DustMapBase attribute) (rail.tools.photometry_tools.HyperbolicMagnitudes attribute) (rail.tools.photometry_tools.HyperbolicSmoothing attribute) (rail.tools.photometry_tools.LSSTFluxToMagConverter attribute) (rail.tools.photometry_tools.PhotometryManipulator attribute) (rail.tools.photometry_tools.Reddener attribute) (rail.tools.table_tools.ColumnMapper attribute) (rail.tools.table_tools.RowSelector attribute) (rail.tools.table_tools.TableConverter attribute) (rail.utils.interactive.docstring_utils.InteractiveParameter attribute)

Noisifier (class in rail.creation.noisifier) (class in rail.stages) num_patches (rail.yaw_rail.cache.YawCache property) nz_dir_informer() (in module rail.interactive.estimation.algos.nz_dir) nz_dir_summarizer() (in module rail.interactive.estimation.algos.nz_dir) nzbins (rail.stages.LephareEstimator attribute) NZDirInformer (class in rail.estimation.algos.nz_dir) (class in rail.stages) NZDirSummarizer (class in rail.estimation.algos.nz_dir) (class in rail.stages) nzfunc() (in module rail.estimation.algos.bpz_lite)

O

object_id_col (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute) obs_condition() (in module rail.interactive.creation.degraders.observing_condition_degrader) ObsCondition (class in rail.creation.degraders.observing_condition_degrader) (class in rail.stages) old_evaluator() (in module rail.interactive.evaluation.evaluator) OldEvaluator (class in rail.evaluation.evaluator) (class in rail.stages) one_algo() (in module rail.utils.testing_utils) open() (rail.core.DataHandle method) (rail.core.DataStore method) (rail.core.ModelDict method) open_model() (rail.core.RailStage method) (rail.estimation.algos.bpz_lite.BPZliteEstimator method) (rail.estimation.algos.cmnn.CMNNEstimator method) (rail.estimation.algos.dnf.DNFEstimator method) (rail.estimation.algos.k_nearneigh.KNearNeighEstimator method) (rail.estimation.algos.lephare.LephareEstimator method) (rail.estimation.algos.nz_dir.NZDirSummarizer method) (rail.estimation.algos.random_forest.RandomForestClassifier method) (rail.estimation.algos.train_z.TrainZEstimator method) (rail.stages.BPZliteEstimator method) (rail.stages.CMNNEstimator method) (rail.stages.DNFEstimator method) (rail.stages.KNearNeighEstimator method) (rail.stages.LephareEstimator method) (rail.stages.NZDirSummarizer method) (rail.stages.RandomForestClassifier method) (rail.stages.TrainZEstimator method) outputs (rail.creation.degrader.Degrader attribute) (rail.creation.degraders.unrec_bl_model.UnrecBlModel attribute) (rail.creation.engine.Creator attribute) (rail.creation.engine.Modeler attribute) (rail.creation.engine.PosteriorCalculator attribute) (rail.creation.engines.dsps_photometry_creator.DSPSPhotometryCreator attribute) (rail.creation.engines.dsps_sed_modeler.DSPSPopulationSedModeler attribute) (rail.creation.engines.dsps_sed_modeler.DSPSSingleSedModeler attribute) (rail.creation.engines.flowEngine.FlowCreator attribute) (rail.creation.engines.flowEngine.FlowModeler attribute) (rail.creation.engines.flowEngine.FlowPosterior attribute) (rail.creation.engines.fsps_photometry_creator.FSPSPhotometryCreator attribute) (rail.creation.engines.fsps_sed_modeler.FSPSSedModeler attribute) (rail.creation.engines.gcr_engine.GCRCreator attribute) (rail.creation.noisifier.Noisifier attribute) (rail.creation.selector.Selector attribute) (rail.estimation.algos.cc_yaw.YawAutoCorrelate attribute) (rail.estimation.algos.cc_yaw.YawCacheCreate attribute) (rail.estimation.algos.cc_yaw.YawCrossCorrelate attribute) (rail.estimation.algos.cc_yaw.YawSummarize attribute) (rail.estimation.algos.equal_count.EqualCountClassifier attribute) (rail.estimation.algos.minisom_som.MiniSOMSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackMaskedSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackSummarizer attribute) (rail.estimation.algos.nz_dir.NZDirSummarizer attribute) (rail.estimation.algos.point_est_hist.PointEstHistMaskedSummarizer attribute) (rail.estimation.algos.point_est_hist.PointEstHistSummarizer attribute) (rail.estimation.algos.pzflow_nf.PZFlowInformer attribute) (rail.estimation.algos.random_forest.RandomForestClassifier attribute) (rail.estimation.algos.random_forest.RandomForestInformer attribute) (rail.estimation.algos.somoclu_som.SOMocluSummarizer attribute) (rail.estimation.algos.true_nz.TrueNZHistogrammer attribute) (rail.estimation.algos.uniform_binning.UniformBinningClassifier attribute) (rail.estimation.algos.var_inf.VarInfStackSummarizer attribute) (rail.estimation.classifier.CatClassifier attribute) (rail.estimation.classifier.PZClassifier attribute) (rail.estimation.estimator.CatEstimator attribute) (rail.estimation.estimator.PzEstimator attribute) (rail.estimation.informer.CatInformer attribute) (rail.estimation.informer.PzInformer attribute) (rail.estimation.summarizer.CatSummarizer attribute) (rail.estimation.summarizer.PZSummarizer attribute) (rail.estimation.summarizer.SZPZSummarizer attribute) (rail.evaluation.evaluator.Evaluator attribute) (rail.evaluation.evaluator.OldEvaluator attribute) (rail.evaluation.metrics.tomography.KDEBinOverlap attribute) (rail.stages.CatClassifier attribute) (rail.stages.CatEstimator attribute) (rail.stages.CatSummarizer attribute) (rail.stages.ColumnMapper attribute) (rail.stages.Creator attribute) (rail.stages.Degrader attribute) (rail.stages.DSPSPhotometryCreator attribute) (rail.stages.DSPSPopulationSedModeler attribute) (rail.stages.DSPSSingleSedModeler attribute) (rail.stages.DustMapBase attribute) (rail.stages.EqualCountClassifier attribute) (rail.stages.Evaluator attribute) (rail.stages.FlowCreator attribute) (rail.stages.FlowModeler attribute) (rail.stages.FlowPosterior attribute) (rail.stages.FSPSPhotometryCreator attribute) (rail.stages.FSPSSedModeler attribute) (rail.stages.HyperbolicMagnitudes attribute) (rail.stages.HyperbolicSmoothing attribute) (rail.stages.KDEBinOverlap attribute) (rail.stages.LSSTFluxToMagConverter attribute) (rail.stages.MiniSOMSummarizer attribute) (rail.stages.Modeler attribute) (rail.stages.NaiveStackMaskedSummarizer attribute) (rail.stages.NaiveStackSummarizer attribute) (rail.stages.Noisifier attribute) (rail.stages.NZDirSummarizer attribute) (rail.stages.OldEvaluator attribute) (rail.stages.PointEstHistMaskedSummarizer attribute) (rail.stages.PointEstHistSummarizer attribute) (rail.stages.PosteriorCalculator attribute) (rail.stages.PZClassifier attribute) (rail.stages.PzEstimator attribute) (rail.stages.PZFlowInformer attribute) (rail.stages.PzInformer attribute) (rail.stages.PZSummarizer attribute) (rail.stages.RandomForestClassifier attribute) (rail.stages.RandomForestInformer attribute) (rail.stages.RowSelector attribute) (rail.stages.Selector attribute) (rail.stages.SOMocluSummarizer attribute) (rail.stages.SZPZSummarizer attribute) (rail.stages.TableConverter attribute) (rail.stages.TrueNZHistogrammer attribute) (rail.stages.UniformBinningClassifier attribute) (rail.stages.UnrecBlModel attribute) (rail.stages.VarInfStackSummarizer attribute) (rail.stages.YawAutoCorrelate attribute) (rail.stages.YawCacheCreate attribute) (rail.stages.YawCrossCorrelate attribute) (rail.stages.YawSummarize attribute) (rail.tools.catalog_tools.BulgeDiscSizeEllipticityToAB attribute) (rail.tools.catalog_tools.CatalogManipulator attribute) (rail.tools.catalog_tools.MajorEllipticityToAB attribute) (rail.tools.catalog_tools.MomentsToAB attribute) (rail.tools.catalog_tools.SizeEllipticityToAB attribute) (rail.tools.photometry_tools.DustMapBase attribute) (rail.tools.photometry_tools.HyperbolicMagnitudes attribute) (rail.tools.photometry_tools.HyperbolicSmoothing attribute) (rail.tools.photometry_tools.LSSTFluxToMagConverter attribute) (rail.tools.photometry_tools.PhotometryManipulator attribute) (rail.tools.table_tools.ColumnMapper attribute) (rail.tools.table_tools.RowSelector attribute) (rail.tools.table_tools.TableConverter attribute)

P

p_value (rail.evaluation.stats_groups.stat_and_pval attribute) parameter_usage (rail.utils.interactive.docstring_utils.InteractiveParameter attribute) parent (rail.utils.interactive.initialize_utils.VirtualModule attribute) path (rail.yaw_rail.cache.YawCache attribute) photo_error_model() (in module rail.interactive.creation.degraders.photometric_errors) PhotoErrorModel (class in rail.creation.degraders.photometric_errors) (class in rail.stages) photometryCut() (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2 method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2_LSST method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_HSC method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_VVDSf02 method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_zCOSMOS method) (rail.stages.SpecSelection_DEEP2 method) (rail.stages.SpecSelection_DEEP2_LSST method) (rail.stages.SpecSelection_HSC method) (rail.stages.SpecSelection_VVDSf02 method) (rail.stages.SpecSelection_zCOSMOS method) PhotometryManipulator (class in rail.tools.photometry_tools) pipeline_classes (rail.core.RailPipeline attribute) plot_som() (in module rail.estimation.algos.somoclu_som) point_est_hist_informer() (in module rail.interactive.estimation.algos.point_est_hist) point_est_hist_masked_summarizer() (in module rail.interactive.estimation.algos.point_est_hist) point_est_hist_summarizer() (in module rail.interactive.estimation.algos.point_est_hist) point_estimate (rail.core.QPOrTableHandle.PdfOrValue attribute) point_to_point_binned_evaluator() (in module rail.interactive.evaluation.point_to_point_evaluator) point_to_point_evaluator() (in module rail.interactive.evaluation.point_to_point_evaluator) PointBias (class in rail.evaluation.metrics.pointestimates) PointEstHistInformer (class in rail.estimation.algos.point_est_hist) (class in rail.stages) PointEstHistMaskedSummarizer (class in rail.estimation.algos.point_est_hist) (class in rail.stages) PointEstHistSummarizer (class in rail.estimation.algos.point_est_hist) (class in rail.stages) PointEstimationMixin (class in rail.core) PointOutlierRate (class in rail.evaluation.metrics.pointestimates)

PointSigmaIQR (class in rail.evaluation.metrics.pointestimates) PointSigmaMAD (class in rail.evaluation.metrics.pointestimates) PointStatsEz (class in rail.evaluation.metrics.pointestimates) PointToPointBinnedEvaluator (class in rail.evaluation.point_to_point_evaluator) (class in rail.stages) PointToPointEvaluator (class in rail.evaluation.point_to_point_evaluator) (class in rail.stages) PosteriorCalculator (class in rail.creation.engine) (class in rail.stages) PqHandle (class in rail.core) preselection() (in module rail.estimation.algos.dnf) pretty_print_tree() (rail.core.RailEnv class method) print_classes() (rail.core.RailPipeline class method) print_instance_contents() (rail.utils.catalog_tag_factory.BandFactory method) (rail.utils.catalog_tag_factory.CatalogTagFactory method) print_rail_modules() (rail.core.RailEnv class method) print_rail_namespace_tree() (rail.core.RailEnv class method) print_rail_namespaces() (rail.core.RailEnv class method) print_rail_packages() (rail.core.RailEnv class method) print_rail_stage_dict() (rail.core.RailEnv class method) print_sub_classes() (rail.core.DataHandle class method) pz_flow_estimator() (in module rail.interactive.estimation.algos.pzflow_nf) pz_flow_informer() (in module rail.interactive.estimation.algos.pzflow_nf) PZClassifier (class in rail.estimation.classifier) (class in rail.stages) PzEstimator (class in rail.estimation.estimator) (class in rail.stages) PZFactory (class in rail.interfaces) PZFlowEstimator (class in rail.estimation.algos.pzflow_nf) (class in rail.stages) PZFlowInformer (class in rail.estimation.algos.pzflow_nf) (class in rail.stages) PzInformer (class in rail.estimation.informer) (class in rail.stages) PZSummarizer (class in rail.estimation.summarizer) (class in rail.stages)

Q

QPDictHandle (class in rail.core) QPHandle (class in rail.core) QPOrTableHandle (class in rail.core)

QPOrTableHandle.PdfOrValue (class in rail.core) quantity_cut() (in module rail.interactive.creation.degraders.quantityCut) QuantityCut (class in rail.creation.degraders.quantityCut) (class in rail.stages)

R

rail.bpz.utils module rail.cli module rail.cli.rail module rail.core module rail.creation module rail.creation.degrader module rail.creation.degraders module rail.creation.degraders.addRandom module rail.creation.degraders.grid_selection module rail.creation.degraders.lya_degrader module rail.creation.degraders.observing_condition_degrader module rail.creation.degraders.photometric_errors module rail.creation.degraders.quantityCut module rail.creation.degraders.spectroscopic_degraders module rail.creation.degraders.spectroscopic_selections module rail.creation.degraders.specz_som module rail.creation.degraders.unrec_bl_model module rail.creation.engine module rail.creation.engines module rail.creation.engines.dsps_photometry_creator module rail.creation.engines.dsps_sed_modeler module rail.creation.engines.flowEngine module rail.creation.engines.fsps_photometry_creator module rail.creation.engines.fsps_sed_modeler module rail.creation.engines.gcr_engine module rail.creation.noisifier module rail.creation.selector module rail.estimation module rail.estimation.algos module rail.estimation.algos.bpz_lite module rail.estimation.algos.cc_yaw module rail.estimation.algos.cmnn module rail.estimation.algos.dnf module rail.estimation.algos.equal_count module rail.estimation.algos.flexzboost module rail.estimation.algos.gaussian_pz module rail.estimation.algos.gpz module rail.estimation.algos.k_nearneigh module rail.estimation.algos.lephare module rail.estimation.algos.minisom_som module rail.estimation.algos.naive_stack module rail.estimation.algos.nz_dir module rail.estimation.algos.point_est_hist module rail.estimation.algos.pzflow_nf module rail.estimation.algos.random_forest module rail.estimation.algos.random_gauss module rail.estimation.algos.sklearn_neurnet module rail.estimation.algos.somoclu_som module rail.estimation.algos.train_z module rail.estimation.algos.true_nz module rail.estimation.algos.uniform_binning module rail.estimation.algos.var_inf module rail.estimation.classifier module rail.estimation.estimator module rail.estimation.informer module rail.estimation.summarizer module rail.evaluation module rail.evaluation.dist_to_dist_evaluator module rail.evaluation.dist_to_point_evaluator module rail.evaluation.evaluator module rail.evaluation.metrics module rail.evaluation.metrics.base module rail.evaluation.metrics.cdeloss module rail.evaluation.metrics.pointestimates module rail.evaluation.metrics.tomography module rail.evaluation.point_to_point_evaluator module rail.evaluation.single_evaluator module rail.evaluation.stats_groups module rail.interactive.creation module rail.interactive.creation.degraders module rail.interactive.creation.degraders.addRandom module rail.interactive.creation.degraders.grid_selection module rail.interactive.creation.degraders.observing_condition_degrader module rail.interactive.creation.degraders.photometric_errors module rail.interactive.creation.degraders.quantityCut module rail.interactive.creation.degraders.spectroscopic_degraders module rail.interactive.creation.degraders.spectroscopic_selections module rail.interactive.creation.degraders.specz_som module rail.interactive.creation.degraders.unrec_bl_model module rail.interactive.creation.engines module rail.interactive.creation.engines.dsps_photometry_creator module rail.interactive.creation.engines.dsps_sed_modeler module rail.interactive.creation.engines.flowEngine module rail.interactive.creation.engines.fsps_photometry_creator module rail.interactive.creation.engines.fsps_sed_modeler module rail.interactive.estimation module rail.interactive.estimation.algos module rail.interactive.estimation.algos.bpz_lite module rail.interactive.estimation.algos.cc_yaw module rail.interactive.estimation.algos.cmnn module rail.interactive.estimation.algos.dnf module rail.interactive.estimation.algos.equal_count module rail.interactive.estimation.algos.flexzboost module rail.interactive.estimation.algos.gpz module rail.interactive.estimation.algos.k_nearneigh module rail.interactive.estimation.algos.lephare module rail.interactive.estimation.algos.minisom_som module rail.interactive.estimation.algos.naive_stack module rail.interactive.estimation.algos.nz_dir module rail.interactive.estimation.algos.point_est_hist module rail.interactive.estimation.algos.pzflow_nf module rail.interactive.estimation.algos.random_forest module rail.interactive.estimation.algos.random_gauss module rail.interactive.estimation.algos.sklearn_neurnet module rail.interactive.estimation.algos.somoclu_som module rail.interactive.estimation.algos.train_z module rail.interactive.estimation.algos.true_nz module rail.interactive.estimation.algos.uniform_binning module rail.interactive.estimation.algos.var_inf module rail.interactive.evaluation module rail.interactive.evaluation.dist_to_dist_evaluator module rail.interactive.evaluation.dist_to_point_evaluator module rail.interactive.evaluation.evaluator module rail.interactive.evaluation.point_to_point_evaluator module rail.interactive.evaluation.single_evaluator module rail.interactive.tools module rail.interactive.tools.photometry_tools module rail.interactive.tools.table_tools module rail.interfaces module rail.pipelines module rail.pipelines.degradation module rail.pipelines.degradation.apply_phot_errors module rail.pipelines.degradation.blending module rail.pipelines.degradation.spectroscopic_selection_pipeline module rail.pipelines.degradation.truth_to_observed module rail.pipelines.estimation module rail.pipelines.estimation.build_pipeline module rail.pipelines.estimation.plot_output module rail.pipelines.estimation.train_z_pipeline module rail.stages module rail.tools module rail.tools.catalog_tools module rail.tools.filter_tools module rail.tools.flow_handle module

rail.tools.photometry_tools module rail.tools.table_tools module rail.utils module rail.utils.catalog_tag module rail.utils.catalog_tag_factory module rail.utils.catalog_utils module rail.utils.catalog_utils_old module rail.utils.change_parameter_names module rail.utils.interactive module rail.utils.interactive.apidoc_utils module rail.utils.interactive.base_utils module rail.utils.interactive.docstring_utils module rail.utils.interactive.initialize_utils module rail.utils.path_utils module rail.utils.testing_utils module rail.yaw_rail.cache module rail.yaw_rail.handles module rail.yaw_rail.stage_config module rail.yaw_rail.utils module RailEnv (class in rail.core) RailPipeline (class in rail.core) RailStage (class in rail.core) rand (rail.yaw_rail.cache.YawCache attribute) random_forest_classifier() (in module rail.interactive.estimation.algos.random_forest) random_forest_informer() (in module rail.interactive.estimation.algos.random_forest) random_gauss_estimator() (in module rail.interactive.estimation.algos.random_gauss) random_gauss_informer() (in module rail.interactive.estimation.algos.random_gauss) RandomForestClassifier (class in rail.estimation.algos.random_forest) (class in rail.stages) RandomForestInformer (class in rail.estimation.algos.random_forest) (class in rail.stages) randomForestmodel (class in rail.estimation.algos.random_forest) RandomGaussEstimator (class in rail.estimation.algos.random_gauss) (class in rail.stages) RandomGaussInformer (class in rail.estimation.algos.random_gauss) (class in rail.stages) read() (rail.core.DataHandle method) (rail.core.DataStore method) (rail.core.Model class method) (rail.core.ModelDict method) read_file() (rail.core.DataStore method) Reddener (class in rail.stages) (class in rail.tools.photometry_tools) reddener() (in module rail.interactive.tools.photometry_tools) redshift_col (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinFLCatalogConfig attribute) ref_band (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinFLCatalogConfig attribute) regularize_data() (in module rail.estimation.algos.sklearn_neurnet) reload_pars() (rail.creation.degraders.photometric_errors.PhotoErrorModel method) (rail.stages.PhotoErrorModel method) replace_error_vals (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinFLCatalogConfig attribute) replace_non_detections() (rail.estimation.algos.somoclu_som.SOMocluSummarizer method) (rail.stages.SOMocluSummarizer method) reset() (rail.interfaces.PZFactory class method) (rail.interfaces.ToolFactory class method) Roman3BandCatalogConfig (class in rail.utils.catalog_utils_old) Roman3BandPlusRubinCatalogConfig (class in rail.utils.catalog_utils_old) Roman7BandCatalogConfig (class in rail.utils.catalog_utils_old) Roman7BandPlusRubinCatalogConfig (class in rail.utils.catalog_utils_old) roman_deep_error_model() (in module rail.interactive.creation.degraders.photometric_errors) roman_error_model() (in module rail.interactive.creation.degraders.photometric_errors) roman_medium_error_model() (in module rail.interactive.creation.degraders.photometric_errors) roman_ultra_deep_error_model() (in module rail.interactive.creation.degraders.photometric_errors) roman_wide_error_model() (in module rail.interactive.creation.degraders.photometric_errors) RomanDeepErrorModel (class in rail.creation.degraders.photometric_errors) (class in rail.stages) RomanErrorModel (class in rail.creation.degraders.photometric_errors) (class in rail.stages) RomanMediumErrorModel (class in rail.creation.degraders.photometric_errors) (class in rail.stages) RomanPlusRubinCatalogConfig (class in rail.utils.catalog_utils_old) RomanRubinCatalogConfig (class in rail.utils.catalog_utils_old) RomanUltraDeepErrorModel (class in rail.creation.degraders.photometric_errors) (class in rail.stages) RomanWideErrorModel (class in rail.creation.degraders.photometric_errors) (class in rail.stages) row_selector() (in module rail.interactive.tools.table_tools) RowSelector (class in rail.stages) (class in rail.tools.table_tools) RubinCatalogConfig (class in rail.utils.catalog_utils_old) RubinFLCatalogConfig (class in rail.utils.catalog_utils_old) run() (rail.creation.degraders.unrec_bl_model.UnrecBlModel method) (rail.creation.engines.dsps_photometry_creator.DSPSPhotometryCreator method) (rail.creation.engines.dsps_sed_modeler.DSPSPopulationSedModeler method) (rail.creation.engines.dsps_sed_modeler.DSPSSingleSedModeler method) (rail.creation.engines.flowEngine.FlowCreator method) (rail.creation.engines.flowEngine.FlowModeler method) (rail.creation.engines.flowEngine.FlowPosterior method) (rail.creation.engines.fsps_photometry_creator.FSPSPhotometryCreator method) (rail.creation.engines.fsps_sed_modeler.FSPSSedModeler method) (rail.creation.engines.gcr_engine.GCRCreator method) (rail.creation.noisifier.Noisifier method) (rail.creation.selector.Selector method) (rail.estimation.algos.bpz_lite.BPZliteInformer method) (rail.estimation.algos.cc_yaw.YawAutoCorrelate method) (rail.estimation.algos.cc_yaw.YawCacheCreate method) (rail.estimation.algos.cc_yaw.YawCrossCorrelate method) (rail.estimation.algos.cc_yaw.YawSummarize method) (rail.estimation.algos.cmnn.CMNNInformer method) (rail.estimation.algos.dnf.DNFInformer method) (rail.estimation.algos.equal_count.EqualCountClassifier method) (rail.estimation.algos.flexzboost.FlexZBoostInformer method) (rail.estimation.algos.gpz.GPzInformer method) (rail.estimation.algos.k_nearneigh.KNearNeighInformer method) (rail.estimation.algos.lephare.LephareInformer method) (rail.estimation.algos.minisom_som.MiniSOMInformer method) (rail.estimation.algos.minisom_som.MiniSOMSummarizer method) (rail.estimation.algos.naive_stack.NaiveStackSummarizer method) (rail.estimation.algos.nz_dir.NZDirInformer method) (rail.estimation.algos.nz_dir.NZDirSummarizer method) (rail.estimation.algos.point_est_hist.PointEstHistSummarizer method) (rail.estimation.algos.pzflow_nf.PZFlowInformer method) (rail.estimation.algos.random_forest.RandomForestClassifier method) (rail.estimation.algos.random_forest.RandomForestInformer method) (rail.estimation.algos.random_gauss.RandomGaussInformer method) (rail.estimation.algos.sklearn_neurnet.SklNeurNetInformer method) (rail.estimation.algos.somoclu_som.SOMocluInformer method) (rail.estimation.algos.somoclu_som.SOMocluSummarizer method) (rail.estimation.algos.train_z.TrainZInformer method) (rail.estimation.algos.true_nz.TrueNZHistogrammer method) (rail.estimation.algos.var_inf.VarInfStackSummarizer method) (rail.estimation.classifier.PZClassifier method) (rail.estimation.estimator.CatEstimator method) (rail.estimation.estimator.PzEstimator method) (rail.estimation.informer.PzInformer method) (rail.evaluation.evaluator.Evaluator method) (rail.evaluation.evaluator.OldEvaluator method) (rail.evaluation.metrics.tomography.KDEBinOverlap method) (rail.evaluation.point_to_point_evaluator.PointToPointBinnedEvaluator method) (rail.evaluation.single_evaluator.SingleEvaluator method) (rail.stages.BPZliteInformer method) (rail.stages.CatEstimator method) (rail.stages.CMNNInformer method) (rail.stages.ColumnMapper method) (rail.stages.DNFInformer method) (rail.stages.DSPSPhotometryCreator method) (rail.stages.DSPSPopulationSedModeler method) (rail.stages.DSPSSingleSedModeler method) (rail.stages.DustMapBase method) (rail.stages.EqualCountClassifier method) (rail.stages.Evaluator method) (rail.stages.FlexZBoostInformer method) (rail.stages.FlowCreator method) (rail.stages.FlowModeler method) (rail.stages.FlowPosterior method) (rail.stages.FSPSPhotometryCreator method) (rail.stages.FSPSSedModeler method) (rail.stages.GPzInformer method) (rail.stages.HyperbolicMagnitudes method) (rail.stages.HyperbolicSmoothing method) (rail.stages.KDEBinOverlap method) (rail.stages.KNearNeighInformer method) (rail.stages.LephareInformer method) (rail.stages.LSSTFluxToMagConverter method) (rail.stages.MiniSOMInformer method) (rail.stages.MiniSOMSummarizer method) (rail.stages.NaiveStackSummarizer method) (rail.stages.Noisifier method) (rail.stages.NZDirInformer method) (rail.stages.NZDirSummarizer method) (rail.stages.OldEvaluator method) (rail.stages.PointEstHistSummarizer method) (rail.stages.PointToPointBinnedEvaluator method) (rail.stages.PZClassifier method) (rail.stages.PzEstimator method) (rail.stages.PZFlowInformer method) (rail.stages.PzInformer method) (rail.stages.RandomForestClassifier method) (rail.stages.RandomForestInformer method) (rail.stages.RandomGaussInformer method) (rail.stages.RowSelector method) (rail.stages.Selector method) (rail.stages.SingleEvaluator method) (rail.stages.SklNeurNetInformer method) (rail.stages.SOMocluInformer method) (rail.stages.SOMocluSummarizer method) (rail.stages.TableConverter method) (rail.stages.TrainZInformer method) (rail.stages.TrueNZHistogrammer method) (rail.stages.UnrecBlModel method) (rail.stages.VarInfStackSummarizer method) (rail.stages.YawAutoCorrelate method) (rail.stages.YawCacheCreate method) (rail.stages.YawCrossCorrelate method) (rail.stages.YawSummarize method) (rail.tools.catalog_tools.CatalogManipulator method) (rail.tools.photometry_tools.DustMapBase method) (rail.tools.photometry_tools.HyperbolicMagnitudes method) (rail.tools.photometry_tools.HyperbolicSmoothing method) (rail.tools.photometry_tools.LSSTFluxToMagConverter method) (rail.tools.photometry_tools.PhotometryManipulator method) (rail.tools.table_tools.ColumnMapper method) (rail.tools.table_tools.RowSelector method) (rail.tools.table_tools.TableConverter method) (rail.yaw_rail.utils.YawRailStage method) run_cat_estimator_stage() (rail.interfaces.PZFactory static method) run_single_node() (rail.evaluation.evaluator.Evaluator method) (rail.stages.Evaluator method) run_tool_stage() (rail.interfaces.ToolFactory static method)

S

sample() (rail.creation.engine.Creator method) (rail.creation.engines.dsps_photometry_creator.DSPSPhotometryCreator method) (rail.creation.engines.fsps_photometry_creator.FSPSPhotometryCreator method) (rail.stages.Creator method) (rail.stages.DSPSPhotometryCreator method) (rail.stages.FSPSPhotometryCreator method) selection() (rail.creation.degraders.spectroscopic_selections.SpecSelection method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_BOSS method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2 method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2_LSST method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_BGS method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_ELG_LOP method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DESI_LRG method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_GAMA method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_HSC method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_VVDSf02 method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_zCOSMOS method) (rail.stages.SpecSelection method) (rail.stages.SpecSelection_BOSS method) (rail.stages.SpecSelection_DEEP2 method) (rail.stages.SpecSelection_DEEP2_LSST method) (rail.stages.SpecSelection_DESI_BGS method) (rail.stages.SpecSelection_DESI_ELG_LOP method) (rail.stages.SpecSelection_DESI_LRG method) (rail.stages.SpecSelection_GAMA method) (rail.stages.SpecSelection_HSC method) (rail.stages.SpecSelection_VVDSf02 method) (rail.stages.SpecSelection_zCOSMOS method) Selector (class in rail.creation.selector) (class in rail.stages) set_cuts() (rail.creation.degraders.quantityCut.QuantityCut method) (rail.stages.QuantityCut method) set_data() (rail.core.DataHandle method) (rail.core.RailStage method) (rail.core.TableHandle method) set_optional_data() (rail.yaw_rail.utils.YawRailStage method) set_param_default() (in module rail.core) (rail.core.common_params.SharedParams static method) (rail.core.SharedParams static method) set_param_defaults() (in module rail.core) (rail.core.common_params.SharedParams static method) (rail.core.SharedParams static method) set_params() (rail.creation.degraders.photometric_errors.PhotoErrorModel method) (rail.stages.PhotoErrorModel method) set_weight_column() (rail.estimation.algos.somoclu_som.SOMocluSummarizer method) (rail.stages.SOMocluSummarizer method) SharedParams (class in rail.core) (class in rail.core.common_params) significance_level (rail.evaluation.stats_groups.stat_crit_sig attribute) single_evaluator() (in module rail.interactive.evaluation.single_evaluator) SingleEvaluator (class in rail.evaluation.single_evaluator) (class in rail.stages) size() (rail.core.DataHandle method) SizeEllipticityToAB (class in rail.tools.catalog_tools) skl_neur_net_estimator() (in module rail.interactive.estimation.algos.sklearn_neurnet) skl_neur_net_informer() (in module rail.interactive.estimation.algos.sklearn_neurnet) SklNeurNetEstimator (class in rail.estimation.algos.sklearn_neurnet) (class in rail.stages) SklNeurNetInformer (class in rail.estimation.algos.sklearn_neurnet) (class in rail.stages) som_spec_selector() (in module rail.interactive.creation.degraders.specz_som) somoclu_informer() (in module rail.interactive.estimation.algos.somoclu_som) somoclu_summarizer() (in module rail.interactive.estimation.algos.somoclu_som) SOMocluInformer (class in rail.estimation.algos.somoclu_som) (class in rail.stages) SOMocluSummarizer (class in rail.estimation.algos.somoclu_som) (class in rail.stages) SOMSpecSelector (class in rail.creation.degraders.specz_som) (class in rail.stages) spec_selection() (in module rail.interactive.creation.degraders.spectroscopic_selections) spec_selection_BOSS() (in module rail.interactive.creation.degraders.spectroscopic_selections) spec_selection_DEEP2() (in module rail.interactive.creation.degraders.spectroscopic_selections) spec_selection_DEEP2_LSST() (in module rail.interactive.creation.degraders.spectroscopic_selections) spec_selection_DESI_BGS() (in module rail.interactive.creation.degraders.spectroscopic_selections) spec_selection_DESI_LRG() (in module rail.interactive.creation.degraders.spectroscopic_selections) spec_selection_ELG_LOP() (in module rail.interactive.creation.degraders.spectroscopic_selections) spec_selection_GAMA() (in module rail.interactive.creation.degraders.spectroscopic_selections) spec_selection_HSC() (in module rail.interactive.creation.degraders.spectroscopic_selections) spec_selection_VVDSf02() (in module rail.interactive.creation.degraders.spectroscopic_selections) spec_selection_zCOSMOS() (in module rail.interactive.creation.degraders.spectroscopic_selections) SpecSelection (class in rail.creation.degraders.spectroscopic_selections) (class in rail.stages) SpecSelection_BOSS (class in rail.creation.degraders.spectroscopic_selections) (class in rail.stages) SpecSelection_DEEP2 (class in rail.creation.degraders.spectroscopic_selections) (class in rail.stages) SpecSelection_DEEP2_LSST (class in rail.creation.degraders.spectroscopic_selections) (class in rail.stages) SpecSelection_DESI_BGS (class in rail.creation.degraders.spectroscopic_selections) (class in rail.stages) SpecSelection_DESI_ELG_LOP (class in rail.creation.degraders.spectroscopic_selections) (class in rail.stages) SpecSelection_DESI_LRG (class in rail.creation.degraders.spectroscopic_selections) (class in rail.stages) SpecSelection_GAMA (class in rail.creation.degraders.spectroscopic_selections) (class in rail.stages) SpecSelection_HSC (class in rail.creation.degraders.spectroscopic_selections) (class in rail.stages) SpecSelection_VVDSf02 (class in rail.creation.degraders.spectroscopic_selections) (class in rail.stages) SpecSelection_zCOSMOS (class in rail.creation.degraders.spectroscopic_selections) (class in rail.stages) SpectroscopicSelectionPipeline (class in rail.pipelines.degradation.spectroscopic_selection_pipeline) speczSuccess() (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2 method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2_LSST method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_HSC method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_VVDSf02 method) (rail.creation.degraders.spectroscopic_selections.SpecSelection_zCOSMOS method) (rail.stages.SpecSelection_DEEP2 method) (rail.stages.SpecSelection_DEEP2_LSST method) (rail.stages.SpecSelection_HSC method) (rail.stages.SpecSelection_VVDSf02 method) (rail.stages.SpecSelection_zCOSMOS method) split_data() (rail.estimation.algos.flexzboost.FlexZBoostInformer static method) (rail.stages.FlexZBoostInformer static method) stage_columns (rail.stages.AddColumnOfRandom attribute) (rail.stages.BPZliteEstimator attribute) (rail.stages.BPZliteInformer attribute) (rail.stages.CatClassifier attribute) (rail.stages.CatEstimator attribute) (rail.stages.CatSummarizer attribute) (rail.stages.CMNNEstimator attribute) (rail.stages.CMNNInformer attribute) (rail.stages.Creator attribute) (rail.stages.Degrader attribute) (rail.stages.DistToDistEvaluator attribute) (rail.stages.DistToPointEvaluator attribute) (rail.stages.DNFEstimator attribute) (rail.stages.DNFInformer attribute) (rail.stages.DSPSPhotometryCreator attribute) (rail.stages.DSPSPopulationSedModeler attribute) (rail.stages.DSPSSingleSedModeler attribute) (rail.stages.EqualCountClassifier attribute) (rail.stages.EuclidDeepErrorModel attribute) (rail.stages.EuclidErrorModel attribute) (rail.stages.EuclidWideErrorModel attribute) (rail.stages.Evaluator attribute) (rail.stages.FlexZBoostEstimator attribute) (rail.stages.FlexZBoostInformer attribute) (rail.stages.FlowCreator attribute) (rail.stages.FlowModeler attribute) (rail.stages.FlowPosterior attribute) (rail.stages.FSPSPhotometryCreator attribute) (rail.stages.FSPSSedModeler attribute) (rail.stages.GaussianPzEstimator attribute) (rail.stages.GaussianPzInformer attribute) (rail.stages.GPzEstimator attribute) (rail.stages.GPzInformer attribute) (rail.stages.GridSelection attribute) (rail.stages.IGMExtinctionModel attribute) (rail.stages.InvRedshiftIncompleteness attribute) (rail.stages.KDEBinOverlap attribute) (rail.stages.KNearNeighEstimator attribute) (rail.stages.KNearNeighInformer attribute) (rail.stages.LephareEstimator attribute) (rail.stages.LephareInformer attribute) (rail.stages.LineConfusion attribute) (rail.stages.LSSTErrorModel attribute) (rail.stages.MiniSOMInformer attribute) (rail.stages.MiniSOMSummarizer attribute) (rail.stages.Modeler attribute) (rail.stages.NaiveStackInformer attribute) (rail.stages.NaiveStackMaskedSummarizer attribute) (rail.stages.NaiveStackSummarizer attribute) (rail.stages.Noisifier attribute) (rail.stages.NZDirInformer attribute) (rail.stages.NZDirSummarizer attribute) (rail.stages.ObsCondition attribute) (rail.stages.OldEvaluator attribute) (rail.stages.PhotoErrorModel attribute) (rail.stages.PointEstHistInformer attribute) (rail.stages.PointEstHistMaskedSummarizer attribute) (rail.stages.PointEstHistSummarizer attribute) (rail.stages.PointToPointBinnedEvaluator attribute) (rail.stages.PointToPointEvaluator attribute) (rail.stages.PosteriorCalculator attribute) (rail.stages.PZClassifier attribute) (rail.stages.PzEstimator attribute) (rail.stages.PZFlowEstimator attribute) (rail.stages.PZFlowInformer attribute) (rail.stages.PzInformer attribute) (rail.stages.PZSummarizer attribute) (rail.stages.QuantityCut attribute) (rail.stages.RandomForestClassifier attribute) (rail.stages.RandomForestInformer attribute) (rail.stages.RandomGaussEstimator attribute) (rail.stages.RandomGaussInformer attribute) (rail.stages.RomanDeepErrorModel attribute) (rail.stages.RomanErrorModel attribute) (rail.stages.RomanMediumErrorModel attribute) (rail.stages.RomanUltraDeepErrorModel attribute) (rail.stages.RomanWideErrorModel attribute) (rail.stages.Selector attribute) (rail.stages.SingleEvaluator attribute) (rail.stages.SklNeurNetEstimator attribute) (rail.stages.SklNeurNetInformer attribute) (rail.stages.SOMocluInformer attribute) (rail.stages.SOMocluSummarizer attribute) (rail.stages.SOMSpecSelector attribute) (rail.stages.SpecSelection attribute) (rail.stages.SpecSelection_BOSS attribute) (rail.stages.SpecSelection_DEEP2 attribute) (rail.stages.SpecSelection_DEEP2_LSST attribute) (rail.stages.SpecSelection_DESI_BGS attribute) (rail.stages.SpecSelection_DESI_ELG_LOP attribute) (rail.stages.SpecSelection_DESI_LRG attribute) (rail.stages.SpecSelection_GAMA attribute) (rail.stages.SpecSelection_HSC attribute) (rail.stages.SpecSelection_VVDSf02 attribute) (rail.stages.SpecSelection_zCOSMOS attribute) (rail.stages.SZPZSummarizer attribute) (rail.stages.TrainZEstimator attribute) (rail.stages.TrainZInformer attribute) (rail.stages.TrueNZHistogrammer attribute) (rail.stages.UniformBinningClassifier attribute) (rail.stages.UnrecBlModel attribute) (rail.stages.VarInfStackInformer attribute) (rail.stages.VarInfStackSummarizer attribute) (rail.stages.YawAutoCorrelate attribute) (rail.stages.YawCacheCreate attribute) (rail.stages.YawCrossCorrelate attribute) (rail.stages.YawSummarize attribute) (rail.tools.photometry_tools.Dereddener attribute) (rail.tools.photometry_tools.DustMapBase attribute) (rail.tools.photometry_tools.HyperbolicMagnitudes attribute) (rail.tools.photometry_tools.HyperbolicSmoothing attribute) (rail.tools.photometry_tools.LSSTFluxToMagConverter attribute) (rail.tools.photometry_tools.Reddener attribute) (rail.tools.table_tools.ColumnMapper attribute) (rail.tools.table_tools.RowSelector attribute) (rail.tools.table_tools.TableConverter attribute)

StageIO (class in rail.core) STANDARD_BANDS (rail.creation.degraders.observing_condition_degrader.ObsCondition attribute) (rail.stages.ObsCondition attribute) stat_and_pval (class in rail.evaluation.stats_groups) stat_crit_sig (class in rail.evaluation.stats_groups) statistic (rail.evaluation.stats_groups.stat_and_pval attribute) (rail.evaluation.stats_groups.stat_crit_sig attribute) subclasses() (rail.utils.catalog_utils_old.CatalogConfigBase class method) subclasses_by_class() (rail.utils.catalog_utils_old.CatalogConfigBase class method) suffix (rail.core.DataHandle attribute) (rail.core.FitsHandle attribute) (rail.core.Hdf5Handle attribute) (rail.core.ModelHandle attribute) (rail.core.PqHandle attribute) (rail.core.QPDictHandle attribute) (rail.core.QPHandle attribute) (rail.core.QPOrTableHandle attribute) (rail.core.TableHandle attribute) (rail.tools.flow_handle.FlowHandle attribute) (rail.yaw_rail.handles.YawCacheHandle attribute) (rail.yaw_rail.handles.YawCorrFuncHandle attribute) summarize() (rail.estimation.algos.cc_yaw.YawSummarize method) (rail.estimation.algos.naive_stack.NaiveStackMaskedSummarizer method) (rail.estimation.algos.naive_stack.NaiveStackSummarizer method) (rail.estimation.algos.point_est_hist.PointEstHistMaskedSummarizer method) (rail.estimation.algos.var_inf.VarInfStackSummarizer method) (rail.estimation.summarizer.CatSummarizer method) (rail.estimation.summarizer.PZSummarizer method) (rail.estimation.summarizer.SZPZSummarizer method) (rail.stages.CatSummarizer method) (rail.stages.NaiveStackMaskedSummarizer method) (rail.stages.NaiveStackSummarizer method) (rail.stages.PointEstHistMaskedSummarizer method) (rail.stages.PZSummarizer method) (rail.stages.SZPZSummarizer method) (rail.stages.VarInfStackSummarizer method) (rail.stages.YawSummarize method) SZPZSummarizer (class in rail.estimation.summarizer) (class in rail.stages)

T

table_converter() (in module rail.interactive.tools.table_tools) TableConverter (class in rail.stages) (class in rail.tools.table_tools) TableHandle (class in rail.core) tag (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaapCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamKronCatalogConfig attribute) (rail.utils.catalog_utils_old.Dc2CatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinFLCatalogConfig attribute)

ToolFactory (class in rail.interfaces) train_pdf (rail.stages.TrainZEstimator attribute) train_z_estimator() (in module rail.interactive.estimation.algos.train_z) train_z_informer() (in module rail.interactive.estimation.algos.train_z) TrainZEstimator (class in rail.estimation.algos.train_z) (class in rail.stages) TrainZInformer (class in rail.estimation.algos.train_z) (class in rail.stages) trainZmodel (class in rail.estimation.algos.train_z) TrainZPipeline (class in rail.pipelines.estimation.train_z_pipeline) true_nz_histogrammer() (in module rail.interactive.estimation.algos.true_nz) TrueNZHistogrammer (class in rail.estimation.algos.true_nz) (class in rail.stages) TruthToObservedPipeline (class in rail.pipelines.degradation.truth_to_observed)

U

unfind_rail_file() (in module rail.utils.path_utils) uniform_binning_classifier() (in module rail.interactive.estimation.algos.uniform_binning) UniformBinningClassifier (class in rail.estimation.algos.uniform_binning) (class in rail.stages)

unknown (rail.core.QPOrTableHandle.PdfOrValue attribute) unrec_bl_model() (in module rail.interactive.creation.degraders.unrec_bl_model) UnrecBlModel (class in rail.creation.degraders.unrec_bl_model) (class in rail.stages)

V

validate() (rail.core.Model method) (rail.creation.engines.flowEngine.FlowModeler method) (rail.estimation.algos.lephare.LephareInformer method) (rail.estimation.algos.random_gauss.RandomGaussEstimator method) (rail.estimation.algos.train_z.TrainZInformer method) (rail.stages.FlowModeler method) (rail.stages.LephareInformer method) (rail.stages.RandomGaussEstimator method) (rail.stages.TrainZInformer method)

validate_colnames() (rail.creation.degraders.spectroscopic_selections.SpecSelection method) (rail.stages.SpecSelection method) validate_columns() (in module rail.estimation.algos.dnf) var_inf_stack_informer() (in module rail.interactive.estimation.algos.var_inf) var_inf_stack_summarizer() (in module rail.interactive.estimation.algos.var_inf) VarInfStackInformer (class in rail.estimation.algos.var_inf) (class in rail.stages) VarInfStackSummarizer (class in rail.estimation.algos.var_inf) (class in rail.stages) VirtualModule (class in rail.utils.interactive.initialize_utils)

W

wrap() (rail.core.Model class method) write() (rail.core.DataHandle method) (rail.core.DataStore method) (rail.core.Model method) (rail.core.ModelDict method)

write_all() (rail.core.DataStore method) write_chunk() (rail.core.DataHandle method) write_interactive_api_rst() (in module rail.utils.interactive.apidoc_utils)

Y

yaml_tag (rail.utils.catalog_tag.Band attribute) (rail.utils.catalog_tag.CatalogTag attribute) (rail.utils.catalog_tag_factory.BandFactory attribute) (rail.utils.catalog_tag_factory.CatalogTagFactory attribute) yaw_auto_correlate() (in module rail.interactive.estimation.algos.cc_yaw) yaw_cache_create() (in module rail.interactive.estimation.algos.cc_yaw) yaw_columns (in module rail.yaw_rail.stage_config) yaw_cross_correlate() (in module rail.interactive.estimation.algos.cc_yaw) yaw_logged() (in module rail.yaw_rail.utils) yaw_max_workers (in module rail.yaw_rail.stage_config) yaw_patches (in module rail.yaw_rail.stage_config) yaw_scales (in module rail.yaw_rail.stage_config) yaw_summarize() (in module rail.interactive.estimation.algos.cc_yaw)

YawAutoCorrelate (class in rail.estimation.algos.cc_yaw) (class in rail.stages) YawCache (class in rail.yaw_rail.cache) YawCacheCreate (class in rail.estimation.algos.cc_yaw) (class in rail.stages) YawCacheHandle (class in rail.yaw_rail.handles) YawCorrFuncHandle (class in rail.yaw_rail.handles) YawCrossCorrelate (class in rail.estimation.algos.cc_yaw) (class in rail.stages) YawPipeline (class in rail.pipelines.estimation.build_pipeline) YawRailStage (class in rail.yaw_rail.utils) YawSummarize (class in rail.estimation.algos.cc_yaw) (class in rail.stages)

Z

zgrid (rail.stages.NaiveStackMaskedSummarizer attribute) (rail.stages.NaiveStackSummarizer attribute) (rail.stages.PointEstHistMaskedSummarizer attribute) (rail.stages.PointEstHistSummarizer attribute) (rail.stages.TrainZEstimator attribute) (rail.stages.TrueNZHistogrammer attribute) (rail.stages.VarInfStackSummarizer attribute) zmax (rail.stages.LephareEstimator attribute) zmin (rail.stages.LephareEstimator attribute) zmode (rail.stages.TrainZEstimator attribute) zp_errors (rail.utils.catalog_utils_old.CatalogConfigBase attribute) (rail.utils.catalog_utils_old.ComCamEuclidCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamEuclidNIRCatalogConfig attribute) (rail.utils.catalog_utils_old.ComCamGaap4BandCatalogConfig attribute) (rail.utils.catalog_utils_old.DP1AllFluxesCatalogConfig attribute) (rail.utils.catalog_utils_old.HscCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman3BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandCatalogConfig attribute) (rail.utils.catalog_utils_old.Roman7BandPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RomanPlusRubinCatalogConfig attribute) (rail.utils.catalog_utils_old.RubinFLCatalogConfig attribute)