Index

A

add_data() (rail.core.data.DataStore method) (rail.core.stage.RailStage method) add_handle() (rail.core.data.DataStore method) (rail.core.stage.RailStage method)

AddColumnOfRandom (class in rail.creation.degraders.addRandom) allow_overwrite (rail.core.data.DataStore attribute) apply_galactic_extinction() (rail.creation.degraders.observing_condition_degrader.ObsCondition method) assign_pixels() (rail.creation.degraders.observing_condition_degrader.ObsCondition method) attach_stages() (rail.core.introspection.RailEnv class method)

B

BAND_A_EBV (rail.creation.degraders.observing_condition_degrader.ObsCondition attribute) bands (rail.estimation.algos.nz_dir.NZDirInformer attribute) (rail.estimation.algos.nz_dir.NZDirSummarizer attribute) BASE_STAGES (rail.core.introspection.RailEnv attribute) both (rail.core.data.QPOrTableHandle.PdfOrValue attribute)

BPZliteEstimator (class in rail.estimation.algos.bpz_lite) BPZliteInformer (class in rail.estimation.algos.bpz_lite) build() (rail.core.stage.RailStage class method) (rail.core.stage.RailStageBuild method) build_rail_namespace_tree() (rail.core.introspection.RailEnv class method)

C

calculate_point_estimates() (rail.core.point_estimation.PointEstimationMixin method) CatClassifier (class in rail.estimation.classifier) CatEstimator (class in rail.estimation.estimator) CatInformer (class in rail.estimation.informer) CatSummarizer (class in rail.estimation.summarizer) CDELoss (class in rail.evaluation.metrics.cdeloss) check_pdf_or_point() (rail.core.data.QPOrTableHandle method) classify() (rail.estimation.classifier.CatClassifier method) (rail.estimation.classifier.PZClassifier method) close() (rail.core.data.DataHandle method) CMNNEstimator (class in rail.estimation.algos.cmnn) CMNNInformer (class in rail.estimation.algos.cmnn) ColumnMapper (class in rail.tools.table_tools) compute() (rail.tools.photometry_tools.HyperbolicMagnitudes method) (rail.tools.photometry_tools.HyperbolicSmoothing method) (rail.tools.photometry_tools.PhotometryManipulator method) computemeanstd() (in module rail.estimation.algos.pzflow_nf) config_options (rail.core.stage.RailStage attribute) (rail.creation.degrader.Degrader attribute) (rail.creation.degraders.addRandom.AddColumnOfRandom attribute) (rail.creation.degraders.grid_selection.GridSelection attribute) (rail.creation.degraders.lsst_error_model.LSSTErrorModel attribute) (rail.creation.degraders.observing_condition_degrader.ObsCondition 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.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.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.cmnn.CMNNEstimator attribute) (rail.estimation.algos.cmnn.CMNNInformer attribute) (rail.estimation.algos.equal_count.EqualCountClassifier attribute) (rail.estimation.algos.flexzboost.FlexZBoostEstimator attribute) (rail.estimation.algos.flexzboost.FlexZBoostInformer 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.minisom_som.MiniSOMInformer attribute) (rail.estimation.algos.minisom_som.MiniSOMSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackInformer 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.PointEstHistSummarizer attribute) (rail.estimation.algos.pzflow_nf.PZFlowEstimator attribute) (rail.estimation.algos.pzflow_nf.PZFlowInformer 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.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.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.single_evaluator.SingleEvaluator attribute) (rail.tools.photometry_tools.Dereddener 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)

connect_input() (rail.core.stage.RailStage method) copy_param() (in module rail.core.common_params) Creator (class in rail.creation.engine) critical_values (rail.evaluation.stats_groups.stat_crit_sig attribute)

D

data_handle_type_dict (rail.core.data.DataHandle attribute) data_size() (rail.core.data.DataHandle method) DATA_STORE() (in module rail.core.data) DataHandle (class in rail.core.data) DataStore (class in rail.core.data) def_ratio_file (rail.creation.degraders.grid_selection.GridSelection attribute) def_set_file (rail.creation.degraders.grid_selection.GridSelection attribute) default (rail.creation.degraders.lsst_error_model.LSSTErrorModel attribute) 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) default_model_read() (in module rail.core.data)

default_model_write() (in module rail.core.data) default_usecols (rail.estimation.algos.nz_dir.NZDirInformer attribute) (rail.estimation.algos.nz_dir.NZDirSummarizer attribute) Degrader (class in rail.creation.degrader) Dereddener (class in rail.tools.photometry_tools) distribution (rail.core.data.QPOrTableHandle.PdfOrValue attribute) do_api_rst() (rail.core.introspection.RailEnv class method) do_namespace_api_rst() (rail.core.introspection.RailEnv class method) do_pkg_api_rst() (rail.core.introspection.RailEnv class method) downsampling_N_tot() (rail.creation.degraders.spectroscopic_selections.SpecSelection method) DSPSPhotometryCreator (class in rail.creation.engines.dsps_photometry_creator) DSPSPopulationSedModeler (class in rail.creation.engines.dsps_sed_modeler) DSPSSingleSedModeler (class in rail.creation.engines.dsps_sed_modeler)

E

EqualCountClassifier (class in rail.estimation.algos.equal_count) estimate() (rail.estimation.estimator.CatEstimator method) 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)

Evaluator (class in rail.evaluation.evaluator)

F

fetch_map() (rail.tools.photometry_tools.Dereddener method) finalize() (rail.evaluation.evaluator.Evaluator method) finalize_write() (rail.core.data.DataHandle method) find_rail_file() (in module rail.utils.path_utils) find_version() (in module rail.core) 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) FitsHandle (class in rail.core.data)

FlexZBoostEstimator (class in rail.estimation.algos.flexzboost) FlexZBoostInformer (class in rail.estimation.algos.flexzboost) flow_factory (rail.tools.flow_handle.FlowHandle attribute) FlowCreator (class in rail.creation.engines.flowEngine) FlowDict (class in rail.tools.flow_handle) FlowHandle (class in rail.tools.flow_handle) FlowModeler (class in rail.creation.engines.flowEngine) FlowPosterior (class in rail.creation.engines.flowEngine) FSPSPhotometryCreator (class in rail.creation.engines.fsps_photometry_creator) FSPSSedModeler (class in rail.creation.engines.fsps_sed_modeler)

G

GCRCreator (class in rail.creation.engines.gcr_engine) get_as_fluxes() (rail.tools.photometry_tools.PhotometryManipulator method) get_bmus() (in module rail.estimation.algos.somoclu_som) get_data() (rail.core.stage.RailStage method) get_handle() (rail.core.stage.RailStage method) get_pixel_conditions() (rail.creation.degraders.observing_condition_degrader.ObsCondition method)

get_posterior() (rail.creation.engine.PosteriorCalculator method) get_som_coordinates() (rail.estimation.algos.somoclu_som.SOMocluSummarizer method) get_sub_class() (rail.core.data.DataHandle class method) GPzEstimator (class in rail.estimation.algos.gpz) GPzInformer (class in rail.estimation.algos.gpz) GridSelection (class in rail.creation.degraders.grid_selection)

H

has_data (rail.core.data.DataHandle property) has_dist() (rail.core.data.QPOrTableHandle.PdfOrValue method) has_path (rail.core.data.DataHandle property)

has_point() (rail.core.data.QPOrTableHandle.PdfOrValue method) Hdf5Handle (class in rail.core.data) HyperbolicMagnitudes (class in rail.tools.photometry_tools) HyperbolicSmoothing (class in rail.tools.photometry_tools)

I

import_all_packages() (rail.core.introspection.RailEnv class method) inform() (rail.estimation.informer.CatInformer method) (rail.estimation.informer.PzInformer method) initialize_handle() (rail.estimation.algos.nz_dir.NZDirSummarizer method) initialize_write() (rail.core.data.DataHandle method) input_iterator() (rail.core.stage.RailStage method) inputs (rail.creation.degrader.Degrader 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.naive_stack.NaiveStackSummarizer 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.var_inf.VarInfStackSummarizer attribute) (rail.estimation.classifier.CatClassifier attribute) (rail.estimation.classifier.PZClassifier attribute) (rail.estimation.estimator.CatEstimator 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.OldEvaluator attribute) (rail.evaluation.single_evaluator.SingleEvaluator attribute) (rail.tools.photometry_tools.Dereddener 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)

invalid_cut() (rail.creation.degraders.spectroscopic_selections.SpecSelection method) InvRedshiftIncompleteness (class in rail.creation.degraders.spectroscopic_degraders) is_qp() (rail.core.data.QPOrTableHandle method) is_written (rail.core.data.DataHandle property) iterator() (rail.core.data.DataHandle method)

J

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

K

key (rail.creation.degraders.lsst_error_model.LSSTErrorModel attribute)

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

L

LineConfusion (class in rail.creation.degraders.spectroscopic_degraders) list_rail_modules() (rail.core.introspection.RailEnv class method) list_rail_namespaces() (rail.core.introspection.RailEnv class method)

list_rail_packages() (rail.core.introspection.RailEnv class method) LSSTErrorModel (class in rail.creation.degraders.lsst_error_model) LSSTFluxToMagConverter (class in rail.tools.photometry_tools)

M

mag_conv (rail.tools.photometry_tools.LSSTFluxToMagConverter attribute) make_and_connect() (rail.core.stage.RailStage class method) make_color_data() (in module rail.estimation.algos.flexzboost) (in module rail.estimation.algos.sklearn_neurnet) make_name() (rail.core.data.DataHandle class method) metric_base_class (rail.evaluation.evaluator.Evaluator attribute) (rail.evaluation.single_evaluator.SingleEvaluator attribute) MetricEvaluator (class in rail.evaluation.metrics.base) MiniSOMInformer (class in rail.estimation.algos.minisom_som) MiniSOMSummarizer (class in rail.estimation.algos.minisom_som) model_factory (rail.core.data.ModelHandle attribute) ModelDict (class in rail.core.data) Modeler (class in rail.creation.engine) ModelHandle (class in rail.core.data) module rail.astro_tools rail.bpz rail.bpz.utils rail.cli.options rail.cmnn rail.core rail.core.common_params rail.core.data rail.core.introspection rail.core.point_estimation rail.core.stage rail.core.utils rail.creation.degrader rail.creation.degraders.addRandom rail.creation.degraders.grid_selection rail.creation.degraders.lsst_error_model rail.creation.degraders.observing_condition_degrader rail.creation.degraders.quantityCut rail.creation.degraders.spectroscopic_degraders rail.creation.degraders.spectroscopic_selections rail.creation.engine 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.dsps rail.estimation, [1], [2], [3], [4], [5], [6], [7], [8], [9] rail.estimation.algos.bpz_lite rail.estimation.algos.cmnn rail.estimation.algos.equal_count rail.estimation.algos.flexzboost rail.estimation.algos.gpz rail.estimation.algos.k_nearneigh 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_gauss rail.estimation.algos.sklearn_neurnet rail.estimation.algos.somoclu_som rail.estimation.algos.train_z rail.estimation.algos.uniform_binning rail.estimation.algos.var_inf rail.estimation.classifier rail.estimation.estimator rail.estimation.informer rail.estimation.summarizer rail.evaluation.evaluator rail.evaluation.metrics.base rail.evaluation.metrics.cdeloss rail.evaluation.metrics.pointestimates rail.evaluation.single_evaluator rail.evaluation.stats_groups rail.flexzboost rail.fsps rail.gpz rail.hub rail.som rail.tools.flow_handle rail.tools.photometry_tools rail.tools.table_tools rail.utils.path_utils rail.utils.testing_utils

MODULE_DICT (rail.core.introspection.RailEnv attribute) MODULE_PATH_DICT (rail.core.introspection.RailEnv attribute)

N

NaiveStackInformer (class in rail.estimation.algos.naive_stack) NaiveStackSummarizer (class in rail.estimation.algos.naive_stack) name (rail.core.stage.RailStage attribute) (rail.creation.degrader.Degrader attribute) (rail.creation.degraders.addRandom.AddColumnOfRandom attribute) (rail.creation.degraders.grid_selection.GridSelection attribute) (rail.creation.degraders.lsst_error_model.LSSTErrorModel attribute) (rail.creation.degraders.observing_condition_degrader.ObsCondition 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_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.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.cmnn.CMNNEstimator attribute) (rail.estimation.algos.cmnn.CMNNInformer attribute) (rail.estimation.algos.equal_count.EqualCountClassifier attribute) (rail.estimation.algos.flexzboost.FlexZBoostEstimator attribute) (rail.estimation.algos.flexzboost.FlexZBoostInformer 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.minisom_som.MiniSOMInformer attribute) (rail.estimation.algos.minisom_som.MiniSOMSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackInformer 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.PointEstHistSummarizer attribute) (rail.estimation.algos.pzflow_nf.PZFlowEstimator attribute) (rail.estimation.algos.pzflow_nf.PZFlowInformer 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.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.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.single_evaluator.SingleEvaluator attribute) (rail.tools.photometry_tools.Dereddener 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)

NAMESPACE_MODULE_DICT (rail.core.introspection.RailEnv attribute) NAMESPACE_PATH_DICT (rail.core.introspection.RailEnv attribute) Noisifier (class in rail.creation.noisifier) NZDirInformer (class in rail.estimation.algos.nz_dir) NZDirSummarizer (class in rail.estimation.algos.nz_dir) nzfunc() (in module rail.estimation.algos.bpz_lite)

O

ObsCondition (class in rail.creation.degraders.observing_condition_degrader) OldEvaluator (class in rail.evaluation.evaluator) one_algo() (in module rail.utils.testing_utils) open() (rail.core.data.DataHandle method) (rail.core.data.DataStore method) (rail.core.data.ModelDict method) open_model() (rail.creation.engine.Creator method) (rail.creation.engine.PosteriorCalculator method) (rail.estimation.algos.bpz_lite.BPZliteEstimator method) (rail.estimation.algos.cmnn.CMNNEstimator method) (rail.estimation.algos.k_nearneigh.KNearNeighEstimator method) (rail.estimation.algos.nz_dir.NZDirSummarizer method) (rail.estimation.algos.train_z.TrainZEstimator method) (rail.estimation.classifier.CatClassifier method) (rail.estimation.estimator.CatEstimator method) (rail.estimation.summarizer.SZPZSummarizer method) outputs (rail.creation.degrader.Degrader 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.equal_count.EqualCountClassifier attribute) (rail.estimation.algos.minisom_som.MiniSOMSummarizer attribute) (rail.estimation.algos.naive_stack.NaiveStackSummarizer attribute) (rail.estimation.algos.nz_dir.NZDirSummarizer attribute) (rail.estimation.algos.point_est_hist.PointEstHistSummarizer attribute) (rail.estimation.algos.pzflow_nf.PZFlowInformer attribute) (rail.estimation.algos.somoclu_som.SOMocluSummarizer 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.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.tools.photometry_tools.Dereddener 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) PACKAGES (rail.core.introspection.RailEnv attribute) photometryCut() (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2 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) PhotometryManipulator (class in rail.tools.photometry_tools) plot_som() (in module rail.estimation.algos.somoclu_som) point_estimate (rail.core.data.QPOrTableHandle.PdfOrValue attribute) PointBias (class in rail.evaluation.metrics.pointestimates) PointEstHistInformer (class in rail.estimation.algos.point_est_hist) PointEstHistSummarizer (class in rail.estimation.algos.point_est_hist) PointEstimationMixin (class in rail.core.point_estimation) 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) PosteriorCalculator (class in rail.creation.engine) PqHandle (class in rail.core.data) pretty_print_tree() (rail.core.introspection.RailEnv class method) print_rail_modules() (rail.core.introspection.RailEnv class method) print_rail_namespace_tree() (rail.core.introspection.RailEnv class method) print_rail_namespaces() (rail.core.introspection.RailEnv class method) print_rail_packages() (rail.core.introspection.RailEnv class method) print_rail_stage_dict() (rail.core.introspection.RailEnv class method) print_sub_classes() (rail.core.data.DataHandle class method) PZClassifier (class in rail.estimation.classifier) PZFlowEstimator (class in rail.estimation.algos.pzflow_nf) PZFlowInformer (class in rail.estimation.algos.pzflow_nf) PzInformer (class in rail.estimation.informer) PZSummarizer (class in rail.estimation.summarizer)

Q

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

QPOrTableHandle (class in rail.core.data) QPOrTableHandle.PdfOrValue (class in rail.core.data) QuantityCut (class in rail.creation.degraders.quantityCut)

R

rail.astro_tools module rail.bpz module rail.bpz.utils module rail.cli.options module rail.cmnn module rail.core module rail.core.common_params module rail.core.data module rail.core.introspection module rail.core.point_estimation module rail.core.stage module rail.core.utils module rail.creation.degrader module rail.creation.degraders.addRandom module rail.creation.degraders.grid_selection module rail.creation.degraders.lsst_error_model module rail.creation.degraders.observing_condition_degrader module rail.creation.degraders.quantityCut module rail.creation.degraders.spectroscopic_degraders module rail.creation.degraders.spectroscopic_selections module rail.creation.engine 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.dsps module rail.estimation module, [1], [2], [3], [4], [5], [6], [7], [8], [9] rail.estimation.algos.bpz_lite module rail.estimation.algos.cmnn module rail.estimation.algos.equal_count module rail.estimation.algos.flexzboost module rail.estimation.algos.gpz module rail.estimation.algos.k_nearneigh 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_gauss module rail.estimation.algos.sklearn_neurnet module rail.estimation.algos.somoclu_som module rail.estimation.algos.train_z 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.evaluator module rail.evaluation.metrics.base module rail.evaluation.metrics.cdeloss module rail.evaluation.metrics.pointestimates module rail.evaluation.single_evaluator module rail.evaluation.stats_groups module rail.flexzboost module rail.fsps module rail.gpz module rail.hub module rail.som module rail.tools.flow_handle module rail.tools.photometry_tools module rail.tools.table_tools module rail.utils.path_utils module rail.utils.testing_utils module RailEnv (class in rail.core.introspection) RailPipeline (class in rail.core.stage) RailStage (class in rail.core.stage) RailStageBuild (class in rail.core.stage) RandomGaussEstimator (class in rail.estimation.algos.random_gauss) RandomGaussInformer (class in rail.estimation.algos.random_gauss) read() (rail.core.data.DataHandle method) (rail.core.data.DataStore method) (rail.core.data.ModelDict method) (rail.tools.flow_handle.FlowDict method) read_file() (rail.core.data.DataStore method) regularize_data() (in module rail.estimation.algos.sklearn_neurnet) replace_non_detections() (rail.estimation.algos.somoclu_som.SOMocluSummarizer method) RowSelector (class in rail.tools.table_tools) run() (rail.creation.degraders.lsst_error_model.LSSTErrorModel 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.cmnn.CMNNInformer 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.minisom_som.MiniSOMInformer method) (rail.estimation.algos.minisom_som.MiniSOMSummarizer method) (rail.estimation.algos.naive_stack.NaiveStackInformer 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.PointEstHistInformer method) (rail.estimation.algos.point_est_hist.PointEstHistSummarizer method) (rail.estimation.algos.pzflow_nf.PZFlowInformer 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.var_inf.VarInfStackInformer method) (rail.estimation.algos.var_inf.VarInfStackSummarizer method) (rail.estimation.classifier.PZClassifier method) (rail.estimation.estimator.CatEstimator method) (rail.evaluation.evaluator.Evaluator method) (rail.evaluation.evaluator.OldEvaluator method) (rail.evaluation.single_evaluator.SingleEvaluator method) (rail.tools.photometry_tools.Dereddener 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) run_single_node() (rail.evaluation.evaluator.Evaluator method)

S

sample() (rail.creation.engine.Creator method) (rail.creation.engines.dsps_photometry_creator.DSPSPhotometryCreator method) (rail.creation.engines.fsps_photometry_creator.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_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) Selector (class in rail.creation.selector) set_cuts() (rail.creation.degraders.quantityCut.QuantityCut method) set_data() (rail.core.data.DataHandle method) (rail.core.data.TableHandle method) (rail.core.stage.RailStage method) set_param_default() (in module rail.core.common_params) set_param_defaults() (in module rail.core.common_params) set_weight_column() (rail.estimation.algos.somoclu_som.SOMocluSummarizer method) significance_level (rail.evaluation.stats_groups.stat_crit_sig attribute) SingleEvaluator (class in rail.evaluation.single_evaluator) size() (rail.core.data.DataHandle method) SklNeurNetEstimator (class in rail.estimation.algos.sklearn_neurnet) SklNeurNetInformer (class in rail.estimation.algos.sklearn_neurnet) SOMocluInformer (class in rail.estimation.algos.somoclu_som) SOMocluSummarizer (class in rail.estimation.algos.somoclu_som) SpecSelection (class in rail.creation.degraders.spectroscopic_selections) SpecSelection_BOSS (class in rail.creation.degraders.spectroscopic_selections) SpecSelection_DEEP2 (class in rail.creation.degraders.spectroscopic_selections) SpecSelection_GAMA (class in rail.creation.degraders.spectroscopic_selections)

SpecSelection_HSC (class in rail.creation.degraders.spectroscopic_selections) SpecSelection_VVDSf02 (class in rail.creation.degraders.spectroscopic_selections) SpecSelection_zCOSMOS (class in rail.creation.degraders.spectroscopic_selections) speczSuccess() (rail.creation.degraders.spectroscopic_selections.SpecSelection_DEEP2 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) split_data() (rail.estimation.algos.flexzboost.FlexZBoostInformer static method) STAGE_DICT (rail.core.introspection.RailEnv attribute) StageIO (class in rail.core.stage) STANDARD_BANDS (rail.creation.degraders.observing_condition_degrader.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) suffix (rail.core.data.DataHandle attribute) (rail.core.data.FitsHandle attribute) (rail.core.data.Hdf5Handle attribute) (rail.core.data.ModelHandle attribute) (rail.core.data.PqHandle attribute) (rail.core.data.QPDictHandle attribute) (rail.core.data.QPHandle attribute) (rail.core.data.QPOrTableHandle attribute) (rail.core.data.TableHandle attribute) (rail.tools.flow_handle.FlowHandle attribute) summarize() (rail.estimation.summarizer.CatSummarizer method) (rail.estimation.summarizer.PZSummarizer method) (rail.estimation.summarizer.SZPZSummarizer method) SZPZSummarizer (class in rail.estimation.summarizer)

T

TableConverter (class in rail.tools.table_tools) TableHandle (class in rail.core.data) TrainZEstimator (class in rail.estimation.algos.train_z)

TrainZInformer (class in rail.estimation.algos.train_z) trainZmodel (class in rail.estimation.algos.train_z) TREE (rail.core.introspection.RailEnv attribute)

U

UniformBinningClassifier (class in rail.estimation.algos.uniform_binning)

unknown (rail.core.data.QPOrTableHandle.PdfOrValue attribute)

V

val (rail.creation.degraders.lsst_error_model.LSSTErrorModel attribute) validate_colnames() (rail.creation.degraders.spectroscopic_selections.SpecSelection method)

VarInfStackInformer (class in rail.estimation.algos.var_inf) VarInfStackSummarizer (class in rail.estimation.algos.var_inf)

W

write() (rail.core.data.DataHandle method) (rail.core.data.DataStore method) (rail.core.data.ModelDict method)

write_all() (rail.core.data.DataStore method) write_chunk() (rail.core.data.DataHandle method)