Index

A

abs_chi2_data() (in module validphys.results) abs_chi2_data_diagtheory_dataset() (in module validphys.theorycovariance.construction) abs_chi2_data_diagtheory_proc() (in module validphys.theorycovariance.construction) abs_chi2_data_theory_dataset() (in module validphys.theorycovariance.construction) abs_chi2_data_theory_proc() (in module validphys.theorycovariance.construction) add_positional_arguments() (validphys.scripts.vp_comparefits.CompareFitApp method) (validphys.scripts.vp_deltachi2.HyperoptPlotApp method) (validphys.scripts.vp_hyperoptplot.HyperoptPlotApp method) add_subplot() (in module validphys.plotutils) additive_errors (validphys.coredata.CommonData property) aliases (validphys.pdfbases.Basis attribute) all_chi2() (in module validphys.calcutils) all_chi2_theory() (in module validphys.calcutils) all_commondata_grouping() (in module validphys.kinematics) all_kinlimits_table() (in module validphys.kinematics) all_labels (validphys.plotoptions.core.PlottingOptions property) all_matched_data_lengths() (in module validphys.theorycovariance.tests) all_theory_info_table() (in module validphys.theoryinfo) all_tr_chi2 (n3fit.stopping.FitState property) all_tr_chi2_for_replica() (n3fit.stopping.FitState method) all_vl_chi2 (n3fit.stopping.FitState property) all_vl_chi2_for_replica() (n3fit.stopping.FitState method) AllFlavoursPlotter (class in validphys.pdfplots) alltheory_vector() (in module validphys.theorycovariance.tests) Alpha (class in validphys.photon.compute) alpha_asy() (in module validphys.asy_exponents) alpha_eff() (in module validphys.eff_exponents) alpha_em() (validphys.photon.compute.Alpha method) alpha_s_bundle_pdf() (in module validphys.replica_selector) alphaem_fixed_flavor_exa() (validphys.photon.compute.Alpha method) alphaem_fixed_flavor_trn() (validphys.photon.compute.Alpha method) alphas_mz (validphys.core.PDF property) alphas_shift() (in module validphys.paramfits.plots) alphas_vals (validphys.core.PDF property) App (class in validphys.app) apply_grid_values() (validphys.pdfbases.Basis method) (validphys.pdfbases.LinearBasis method) (validphys.pdfbases.ScalarFunctionTransformation method)

apply_to_all_columns() (in module validphys.plotoptions.utils) arc_length_table() (in module validphys.arclength) arc_lengths() (in module validphys.arclength) ArchiveUploader (class in validphys.uploadutils) ArcLengthGrid (class in validphys.arclength) arclengths (validphys.fitdata.FitInfo attribute) argnames() (validphys.core.TupleComp class method) argparser (n3fit.scripts.n3fit_exec.N3FitApp property) (n3fit.scripts.vp_setupfit.SetupFitApp property) (validphys.app.App property) array_expected_overfitting() (in module validphys.overfit_metric) art_data_comparison() (in module validphys.mc_gen) art_data_distribution() (in module validphys.mc_gen) art_data_mean_table() (in module validphys.mc_gen) art_data_moments() (in module validphys.mc_gen) art_data_residuals() (in module validphys.mc_gen) art_rep_generation() (in module validphys.mc_gen) as_central_parabola() (in module validphys.paramfits.dataops) as_determination_from_central_chi2() (in module validphys.paramfits.dataops) as_determination_from_central_chi2_with_tag() (in module validphys.paramfits.dataops) as_dict() (validphys.core.ExperimentInput method) as_from_name() (in module validphys.lhaindex) as_input() (validphys.core.FitSpec method) as_markdown (validphys.core.DataGroupSpec property) as_pair() (validphys.core.Filter method) as_parabolic_coefficient_table() (in module validphys.paramfits.dataops) AsyExponentBandPlotter (class in validphys.asy_exponents) asymptotic_exponents_table() (in module validphys.asy_exponents) atoi() (in module validphys.scripts.vp_list) autofilter_dataframe() (in module validphys.hyper_algorithm) available_datasets (validphys.loader.Loader property) available_fits (validphys.loader.Loader property) available_hyperscans (validphys.loader.Loader property) available_pdfs (validphys.loader.Loader property) available_theories (validphys.loader.Loader property) average() (in module n3fit.hyper_optimization.rewards) ax_or_gca() (in module validphys.plotutils) ax_or_newfig() (in module validphys.plotutils)

B

bad_replica_sumrules() (in module validphys.sumrules) BadCFactorError BadFKTableError BadPerturbativeOrder BadSSH BandPDFPlotter (class in validphys.pdfplots) barplot() (in module validphys.plotutils) Basis (class in validphys.pdfbases) basis (validphys.arclength.ArcLengthGrid attribute) (validphys.pdfgrids.KineticXPlottingGrid attribute) (validphys.pdfgrids.XPlottingGrid attribute) best_setup() (in module validphys.hyperoptplot) best_worst() (in module n3fit.hyper_optimization.rewards) beta_asy() (in module validphys.asy_exponents) beta_eff() (in module validphys.eff_exponents) bias (validphys.closuretest.closure_results.BiasData attribute) bias_dataset() (in module validphys.closuretest.closure_results)

bias_experiment() (in module validphys.closuretest.closure_results) bias_variance_resampling_data() (in module validphys.closuretest.multiclosure) bias_variance_resampling_dataset() (in module validphys.closuretest.multiclosure) bias_variance_resampling_total() (in module validphys.closuretest.multiclosure) BiasData (class in validphys.closuretest.closure_results) biases_table() (in module validphys.closuretest.closure_results) big_matrix() (in module validphys.lhio) bin_generator() (in module validphys.hyper_algorithm) bins (validphys.plotoptions.core.ResultTransformations attribute) bins() (in module validphys.plotoptions.utils) bootstrap_bias_experiment() (in module validphys.closuretest.closure_results) bootstrap_pdf_differences() (in module validphys.closuretest.multiclosure_pdf) bootstrap_values() (in module validphys.calcutils) bootstrap_variance_experiment() (in module validphys.closuretest.closure_results) BootstrappedTheoryResult (class in validphys.closuretest.multiclosure) bootstrapping_stats_error() (in module validphys.paramfits.dataops) bootstrapping_stats_error_on_the_error() (in module validphys.paramfits.dataops)

C

calc_chi2() (in module validphys.calcutils) calc_phi() (in module validphys.calcutils) calculate_chi2s_per_replica() (in module validphys.overfit_metric) can_run_multiple_replicas() (in module n3fit.checks) centered_range() (in module validphys.plotutils) central_chi2() (in module validphys.calcutils) central_chi2_theory() (in module validphys.calcutils) central_dis_predictions() (in module validphys.convolution) central_fk_predictions() (in module validphys.convolution) central_grid_values() (in module validphys.gridvalues) (validphys.pdfbases.Basis method) central_hadron_predictions() (in module validphys.convolution) central_member (validphys.lhapdfset.LHAPDFSet property) central_predictions() (in module validphys.convolution) central_result (validphys.results.Chi2Data attribute) central_sum_rules() (in module validphys.sumrules) central_sum_rules_table() (in module validphys.sumrules) central_value (validphys.coredata.CFactorData attribute) (validphys.results.DataResult property) (validphys.results.StatsResult property) central_value() (n3fit.vpinterface.N3Stats method) (validphys.core.Stats method) central_values (validphys.coredata.CommonData property) CFactorData (class in validphys.coredata) CfactorNotFound change_name() (in module validphys.renametools) check_additional_errors() (in module validphys.filters) check_at_least_10_fits() (in module validphys.closuretest.closure_checks) check_at_least_two_replicas() (in module validphys.checks) check_auth() (validphys.uploadutils.Uploader method) check_basis() (in module validphys.pdfbases) check_basis_with_layers() (in module n3fit.checks) check_can_save_grid() (in module validphys.checks) check_cfactor() (validphys.loader.Loader method) check_commondata() (validphys.loader.Loader method) check_compound() (validphys.loader.Loader method) check_consistent_basis() (in module n3fit.checks) check_consistent_layers() (in module n3fit.checks) check_consistent_parallel() (in module n3fit.checks) check_correct_partitions() (in module n3fit.checks) check_correct_theory_combination() (in module validphys.theorycovariance.theorycovarianceutils) check_correct_theory_combination_dataspecs() (in module validphys.theorycovariance.theorycovarianceutils) check_correct_theory_combination_internal() (in module validphys.theorycovariance.theorycovarianceutils) check_correct_theory_combination_theoryconfig() (in module validphys.theorycovariance.theorycovarianceutils) check_cuts_considered() (in module validphys.checks) check_cuts_fromfit() (in module validphys.checks) check_darwin_single_process() (in module validphys.checks) check_data_cuts_match_theorycovmat() (in module validphys.checks) check_dataset() (validphys.loader.Loader method) check_dataset_cuts_match_theorycovmat() (in module validphys.checks) check_dataset_items() (in module validphys.paramfits.dataops) check_dataspecs_fits_different() (in module validphys.checks) check_default_filter_rules() (validphys.loader.Loader method) check_deprecated_options() (in module n3fit.checks) check_dropout() (in module n3fit.checks) check_existing_parameters() (in module n3fit.checks) check_experiment() (validphys.loader.Loader method) check_fiatlux_pdfs_id() (in module n3fit.checks) check_fit() (validphys.loader.Loader method) check_fit_cuts() (validphys.loader.Loader method) check_fit_dataset_order_matches_grouped() (in module validphys.theorycovariance.theorycovarianceutils) check_fit_isclosure() (in module validphys.closuretest.closure_checks) check_fit_md5() (validphys.uploadutils.FitUploader method) check_fits_areclosures() (in module validphys.closuretest.closure_checks) check_fits_different() (in module validphys.checks) check_fits_different_filterseed() (in module validphys.closuretest.closure_checks) check_fits_have_same_basis() (in module validphys.closuretest.closure_checks) check_fits_same_filterseed() (in module validphys.closuretest.closure_checks) check_fits_underlying_law_match() (in module validphys.closuretest.closure_checks) check_fktable() (validphys.loader.Loader method) check_fkyaml() (validphys.loader.Loader method) check_for_meta() (in module validphys.uploadutils) check_has_fitted_replicas() (in module validphys.checks) check_have_two_pdfs() (in module validphys.checks) check_hyperopt_architecture() (in module n3fit.checks) check_hyperopt_positivity() (in module n3fit.checks) check_hyperopt_stopping() (in module n3fit.checks) check_hyperscan() (validphys.loader.Loader method) check_initializer() (in module n3fit.checks) check_input() (in module validphys.uploadutils) check_integrability() (in module validphys.filters) check_integset() (validphys.loader.Loader method) check_internal_cuts() (validphys.loader.Loader method) check_kfold_options() (in module n3fit.checks) check_know_errors() (in module validphys.checks) check_lagrange_multipliers() (in module n3fit.checks) check_lhapdf_info() (in module validphys.fitdata) check_luxset() (in module validphys.filters) check_mixband_as_replicas() (in module validphys.checks) check_model_file() (in module n3fit.checks) check_multifit_replicas() (in module validphys.closuretest.closure_checks) check_nnfit_results_path() (in module validphys.fitdata) check_none_or_gt_one() (in module validphys.scripts.vp_pdffromreplicas) check_nonnegative() (in module validphys.filters) check_norm_threshold() (in module validphys.checks) check_normalize_to() (in module validphys.dataplots) check_optimizer() (in module n3fit.checks) check_pdf() (validphys.loader.Loader method)

check_pdf_is_montecarlo() (in module validphys.checks) check_pdf_is_montecarlo_or_symmhessian() (in module validphys.checks) check_pdf_is_symmhessian() (in module validphys.deltachi2) check_pdf_normalize_to() (in module validphys.checks) check_pdfs_are_montecarlo() (in module validphys.deltachi2) check_pdfs_noband() (in module validphys.checks) check_positivity() (in module validphys.filters) (n3fit.stopping.Positivity method) check_posset() (validphys.loader.Loader method) check_replica_files() (in module validphys.fitdata) check_rsync() (validphys.uploadutils.Uploader method) check_scale() (in module validphys.checks) check_speclabels_different() (in module validphys.checks) check_stopping() (in module n3fit.checks) check_sumrules() (in module n3fit.checks) check_t0pdfset() (in module validphys.filters) check_t0pdfset_matches_law() (in module validphys.closuretest.closure_checks) check_t0pdfset_matches_multiclosure_law() (in module validphys.closuretest.closure_checks) check_tensorboard() (in module n3fit.checks) check_theoryID() (validphys.loader.Loader method) check_two_dataspecs() (in module validphys.checks) check_upload() (validphys.uploadutils.Uploader method) check_use_fitcommondata() (in module validphys.closuretest.closure_checks) check_use_t0() (in module validphys.checks) check_vp_output_file() (validphys.loader.Loader method) check_xlimits() (in module validphys.checks) chi2 (validphys.fitdata.FitInfo attribute) chi2_block_impact() (in module validphys.theorycovariance.construction) chi2_data_for_reweighting_experiments() (in module validphys.reweighting) chi2_diag_only() (in module validphys.theorycovariance.construction) chi2_impact() (in module validphys.theorycovariance.construction) chi2_impact_custom() (in module validphys.theorycovariance.construction) chi2_stats() (in module validphys.results) Chi2Data (class in validphys.results) chi2exps_json() (n3fit.stopping.Stopping method) color_iter() (in module validphys.plotutils) combine_by_type() (in module validphys.theorycovariance.construction) combine_by_type_dataspecs() (in module validphys.theorycovariance.tests) combine_pseudoreplica_tables() (in module validphys.tableloader) combine_pseudorreplica_tables() (in module validphys.tableloader) common (validphys.fitdata.DatasetComp attribute) common_prefix() (in module validphys.utils) CommonData (class in validphys.coredata) commondata (validphys.kinematics.XQ2Map attribute) commondata_folder (validphys.loader.Loader property) commondata_table (validphys.coredata.CommonData attribute) CommonDataMetadata (class in validphys.commondataparser) commondataproc (validphys.coredata.CommonData attribute) CommonDataSpec (class in validphys.core) compare_aic() (in module validphys.paramfits.dataops) compare_determinations_table() (in module validphys.paramfits.dataops) compare_determinations_table_impl() (in module validphys.paramfits.dataops) compare_measured_expected_xi() (in module validphys.closuretest.multiclosure_output) CompareFitApp (class in validphys.scripts.vp_comparefits) complete_mapping() (validphys.scripts.vp_comparefits.CompareFitApp method) (validphys.scripts.vp_deltachi2.HyperoptPlotApp method) (validphys.scripts.vp_hyperoptplot.HyperoptPlotApp method) ComposedHandler (class in validphys.plotutils) CompoundNotFound compress() (in module validphys.scripts.vp_pdfrename) compute_alphaem_at_thresholds() (validphys.photon.compute.Alpha method) compute_arclength() (in module n3fit.vpinterface) compute_betas() (validphys.photon.compute.Alpha method) compute_photon_array() (validphys.photon.compute.Photon method) compute_reward() (in module validphys.hyper_algorithm) computed_pseudoreplicas_chi2() (in module validphys.chi2grids) Config (class in validphys.config) config_class (n3fit.scripts.n3fit_exec.N3FitApp attribute) (n3fit.scripts.vp_setupfit.SetupFitApp attribute) (validphys.app.App attribute) confirm() (in module validphys.promptutils) construct_covmat() (in module validphys.covmats_utils) construct_eko_parser() (in module n3fit.scripts.evolven3fit_new) construct_eko_photon_parser() (in module n3fit.scripts.evolven3fit_new) construct_evolven3fit_parser() (in module n3fit.scripts.evolven3fit_new) copy_grid() (validphys.pdfgrids.XPlottingGrid method) CoreConfig (class in validphys.config) count_negative_points() (in module validphys.results) covmap() (in module validphys.theorycovariance.construction) covmap_dataspecs() (in module validphys.theorycovariance.tests) covmat (validphys.results.DataResult property) covmat_3fpt() (in module validphys.theorycovariance.construction) covmat_3pt() (in module validphys.theorycovariance.construction) covmat_3rpt() (in module validphys.theorycovariance.construction) covmat_5barpt() (in module validphys.theorycovariance.construction) covmat_5pt() (in module validphys.theorycovariance.construction) covmat_7pt() (in module validphys.theorycovariance.construction) covmat_7pt_orig() (in module validphys.theorycovariance.construction) covmat_9pt() (in module validphys.theorycovariance.construction) covmat_from_systematics() (in module validphys.covmats) covmat_stability_characteristic() (in module validphys.covmats) covs_pt_prescrip() (in module validphys.theorycovariance.construction) covs_pt_prescrip_dataspecs() (in module validphys.theorycovariance.tests) critical_message (validphys.app.App attribute) cut_mask() (in module validphys.core) Cuts (class in validphys.core) CutsNotFound CutsPolicy (class in validphys.core)

D

data_index() (in module validphys.results) data_reference (validphys.plotoptions.core.PlottingOptions attribute) data_replica_and_central_diff() (in module validphys.closuretest.multiclosure) data_theory_diff() (in module validphys.theorycovariance.construction) data_xi() (in module validphys.closuretest.multiclosure) dataframe_removal() (in module validphys.hyper_algorithm) DataGroupSpec (class in validphys.core) DataNotFoundError DataResult (class in validphys.results) datasepecs_as_value_error_table_impl() (in module validphys.paramfits.dataops) datasepecs_quad_table_impl() (in module validphys.paramfits.dataops) dataset_chi2_table() (in module validphys.results) dataset_fits_bias_replicas_variance_samples() (in module validphys.closuretest.multiclosure) dataset_inputs_abs_chi2_data() (in module validphys.results) dataset_inputs_bootstrap_chi2_central() (in module validphys.results) dataset_inputs_bootstrap_phi_data() (in module validphys.results) dataset_inputs_chi2_per_point_data() (in module validphys.results) dataset_inputs_covmat_from_systematics() (in module validphys.covmats) dataset_inputs_exp_covmat() (in module validphys.covmats) dataset_inputs_exp_covmat_separate() (in module validphys.covmats) dataset_inputs_fits_bias_replicas_variance_samples() (in module validphys.closuretest.multiclosure) dataset_inputs_phi_data() (in module validphys.results) dataset_inputs_results() (in module validphys.results) dataset_inputs_sqrt_covmat() (in module validphys.covmats) dataset_inputs_stability_table() (in module validphys.covmats) dataset_inputs_t0_covmat_from_systematics() (in module validphys.covmats) dataset_inputs_t0_exp_covmat() (in module validphys.covmats) dataset_inputs_t0_exp_covmat_separate() (in module validphys.covmats) dataset_inputs_t0_total_covmat() (in module validphys.covmats) dataset_inputs_t0_total_covmat_separate() (in module validphys.covmats) dataset_inputs_total_covmat() (in module validphys.covmats) dataset_inputs_total_covmat_separate() (in module validphys.covmats) dataset_label (validphys.plotoptions.core.PlottingOptions attribute) dataset_name (validphys.theorycovariance.tests.LabeledShifts attribute) dataset_names() (in module validphys.theorycovariance.construction) dataset_ratio_error_finite_effects() (in module validphys.closuretest.multiclosure_output) dataset_replica_and_central_diff() (in module validphys.closuretest.multiclosure) dataset_std_xi_error_finite_effects() (in module validphys.closuretest.multiclosure_output) dataset_std_xi_means_finite_effects() (in module validphys.closuretest.multiclosure_output) dataset_t0_predictions() (in module validphys.covmats) dataset_xi() (in module validphys.closuretest.multiclosure) dataset_xi_error_finite_effects() (in module validphys.closuretest.multiclosure_output) dataset_xi_means_finite_effects() (in module validphys.closuretest.multiclosure_output) DatasetComp (class in validphys.fitdata) DataSetInput (class in validphys.core) datasets_bias_variance_ratio() (in module validphys.closuretest.multiclosure_output) datasets_covmat_differences_table() (in module validphys.covmats) datasets_properties_table() (in module validphys.fitdata) DataSetSpec (class in validphys.core) dataspecs_as_central_parabolas_map() (in module validphys.paramfits.dataops) dataspecs_as_value_error_table() (in module validphys.paramfits.dataops) dataspecs_as_value_error_table_impl() (in module validphys.paramfits.dataops) dataspecs_as_value_error_table_transposed() (in module validphys.paramfits.dataops) dataspecs_chi2_by_dataset_dict() (in module validphys.paramfits.dataops) dataspecs_chi2_differences_table() (in module validphys.results) dataspecs_chi2_table() (in module validphys.results) dataspecs_dataset_alltheory() (in module validphys.theorycovariance.tests) dataspecs_dataset_chi2_difference_table() (in module validphys.results) dataspecs_dataset_prediction_shift() (in module validphys.theorycovariance.tests) dataspecs_dataset_theory() (in module validphys.theorycovariance.tests) dataspecs_datasets_chi2_table() (in module validphys.results) dataspecs_datasets_covmat_differences_table() (in module validphys.covmats) dataspecs_groups_chi2_table() (in module validphys.results) dataspecs_matched_pseudoreplicas_chi2_table() (in module validphys.paramfits.dataops) dataspecs_matched_pseudorreplicas_chi2_table() (in module validphys.paramfits.dataops)

dataspecs_ndata_table() (in module validphys.paramfits.dataops) dataspecs_quad_table_impl() (in module validphys.paramfits.dataops) dataspecs_quad_value_error_table() (in module validphys.paramfits.dataops) dataspecs_stats_error_table() (in module validphys.paramfits.dataops) dataspecs_stats_error_table_transposed() (in module validphys.paramfits.dataops) DataTrValSpec (class in validphys.pseudodata) default() (n3fit.io.writer.SuperEncoder method) default_elements (validphys.pdfbases.Basis attribute) default_filter_rules_input() (in module validphys.filters) default_filter_settings_input() (in module validphys.filters) default_style (validphys.app.App property) delta_chi2_bootstrap() (in module validphys.closuretest.closure_results) delta_chi2_hessian() (in module validphys.deltachi2) delta_chi2_table() (in module validphys.closuretest.closure_results) deltamiss_plot() (in module validphys.theorycovariance.tests) derivative() (validphys.pdfgrids.KineticXPlottingGrid method) (validphys.pdfgrids.XPlottingGrid method) derivative_degree (validphys.pdfgrids.XPlottingGrid attribute) derivative_dispersion_table() (in module validphys.paramfits.dataops) describe_kinematics() (in module validphys.kinematics) description (validphys.coredata.CFactorData attribute) determine_vetoes() (in module validphys.fitveto) dict_factory() (in module validphys.plotoptions.core) DIJET3DXQ2MapMixin (class in validphys.plotoptions.kintransforms) dijet_CMS_3D (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) dijet_CMS_5TEV (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) dijet_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) dijet_sqrt_scale_ATLAS (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) DIJETATLASXQ2MapMixin (class in validphys.plotoptions.kintransforms) DIJETXQ2MapMixin (class in validphys.plotoptions.kintransforms) dis_predictions() (in module validphys.convolution) dis_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) discarded_mask() (in module validphys.paramfits.dataops) distance_grids() (in module validphys.pdfgrids) DistancePDFPlotter (class in validphys.pdfplots) distribution_veto() (in module validphys.fitveto) DISXQ2MapMixin (class in validphys.plotoptions.kintransforms) download_and_extract() (in module validphys.loader) download_file() (in module validphys.loader) download_fit() (validphys.loader.RemoteLoader method) download_hyperscan() (validphys.loader.RemoteLoader method) download_pdf() (validphys.loader.RemoteLoader method) download_theoryID() (validphys.loader.RemoteLoader method) download_vp_output_file() (validphys.loader.RemoteLoader method) downloadable_fits (validphys.loader.RemoteLoader property) downloadable_hyperscans (validphys.loader.RemoteLoader property) downloadable_pdfs (validphys.loader.RemoteLoader property) downloadable_theories (validphys.loader.RemoteLoader property) draw() (validphys.deltachi2.PDFEpsilonPlotter method) (validphys.eff_exponents.ExponentBandPlotter method) (validphys.pdfplots.BandPDFPlotter method) (validphys.pdfplots.DistancePDFPlotter method) (validphys.pdfplots.MixBandPDFPlotter method) (validphys.pdfplots.PDFPlotter method) (validphys.pdfplots.ReplicaPDFPlotter method) (validphys.pdfplots.UncertaintyPDFPlotter method) DYMXQ2MapMixin (class in validphys.plotoptions.kintransforms) dyp_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) DYXQ2MapMixin (class in validphys.plotoptions.kintransforms)

E

e_best_chi2 (n3fit.stopping.Stopping property) edit_settings() (in module validphys.scripts.wiki_upload) effective_exponents_table_internal() (in module validphys.eff_exponents) efficiency() (in module validphys.theorycovariance.tests) eigenvector_plot() (in module validphys.theorycovariance.tests) element_representations (validphys.pdfbases.Basis attribute) elementlabel() (validphys.pdfbases.Basis method) Environment (class in validphys.config) environment_class (n3fit.scripts.n3fit_exec.N3FitApp attribute) (n3fit.scripts.vp_setupfit.SetupFitApp attribute) (validphys.app.App attribute) error_conf_level (validphys.core.PDF property) error_matrix (validphys.photon.compute.Photon property) error_members (validphys.results.StatsResult property) error_members() (n3fit.vpinterface.N3Stats method) (validphys.core.Stats method) error_type (validphys.core.PDF property) errorbar68() (validphys.core.MCStats method) (validphys.core.Stats method) (validphys.core.SymmHessianStats method) errorbar_figure_from_table() (in module validphys.closuretest.closure_plots) errorbarstd() (validphys.core.Stats method) evals_nonzero_basis() (in module validphys.theorycovariance.tests) evaluate_luminosity() (in module validphys.gridvalues) evaluate_training() (n3fit.stopping.Stopping method) evaluate_trial() (in module validphys.hyperoptplot) evln2lha() (in module n3fit.io.writer) ewj_jpt_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) ewj_jrap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) ewj_mll_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) ewj_pt_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) ewj_ptrap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) ewj_rap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) ewk_mll_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) ewk_pseudorapity_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) ewk_pt_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) ewk_ptrap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute)

ewk_rap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) EWPTXQ2MapMixin (class in validphys.plotoptions.kintransforms) expand_index_names() (in module validphys.lhaindex) expand_local_names() (in module validphys.lhaindex) expand_margin() (in module validphys.plotutils) expand_names() (in module validphys.lhaindex) expected_data_bias_variance() (in module validphys.closuretest.multiclosure) expected_data_delta_chi2() (in module validphys.closuretest.multiclosure_pseudodata) expected_dataset_bias_variance() (in module validphys.closuretest.multiclosure) expected_delta_chi2_table() (in module validphys.closuretest.multiclosure_pseudodata) expected_total_bias_variance() (in module validphys.closuretest.multiclosure) expected_xi_from_bias_variance() (in module validphys.closuretest.multiclosure_output) experiment (validphys.kinematics.XQ2Map attribute) (validphys.plotoptions.core.PlottingOptions attribute) ExperimentInput (class in validphys.core) experimentplusblocktheory_corrmat() (in module validphys.theorycovariance.construction) experimentplusblocktheory_covmat() (in module validphys.theorycovariance.construction) experimentplusblocktheory_normcovmat() (in module validphys.theorycovariance.construction) experimentplustheory_corrmat_custom() (in module validphys.theorycovariance.construction) experimentplustheory_corrmat_singleprocess() (in module validphys.theorycovariance.construction) experimentplustheory_covmat_custom() (in module validphys.theorycovariance.construction) experimentplustheory_covmat_singleprocess() (in module validphys.theorycovariance.construction) experimentplustheory_normcovmat_custom() (in module validphys.theorycovariance.construction) experimentplustheory_normcovmat_singleprocess() (in module validphys.theorycovariance.construction) experiments_bias_variance_ratio() (in module validphys.closuretest.multiclosure_output) experiments_bias_variance_table() (in module validphys.closuretest.multiclosure_output) experiments_bootstrap_expected_xi() (in module validphys.closuretest.multiclosure) experiments_bootstrap_expected_xi_table() (in module validphys.closuretest.multiclosure_output) experiments_bootstrap_ratio() (in module validphys.closuretest.multiclosure) experiments_bootstrap_sqrt_ratio() (in module validphys.closuretest.multiclosure) experiments_bootstrap_sqrt_ratio_table() (in module validphys.closuretest.multiclosure_output) experiments_bootstrap_xi_comparison() (in module validphys.closuretest.multiclosure_output) experiments_bootstrap_xi_table() (in module validphys.closuretest.multiclosure_output) experiments_chi2_stats() (in module validphys.results) experiments_covmat_no_table() (in module validphys.results) experiments_index() (in module validphys.results) experiments_invcovmat() (in module validphys.results) experiments_sqrtcovmat() (in module validphys.results) experiments_to_dataset_inputs() (in module validphys.utils) ExponentBandPlotter (class in validphys.eff_exponents) export() (validphys.coredata.CommonData method) export_fits_computed_pseudoreplicas_chi2() (in module validphys.chi2grids) export_mask() (in module validphys.filters) extra_labels (validphys.plotoptions.core.PlottingOptions attribute)

F

F2LO (class in validphys.photon.structure_functions) FallbackLoader (class in validphys.loader) FatalPostfitError FatalRuleError fetch_all() (in module validphys.theorydbutils) fetch_theory() (in module validphys.theorydbutils) figure_by (validphys.plotoptions.core.PlottingOptions attribute) FileTrials (class in n3fit.hyper_optimization.filetrials) FileUploader (class in validphys.uploadutils) Filter (class in validphys.core) filter() (in module validphys.filters) filter_by_string() (in module validphys.hyperoptplot) filter_closure_data() (in module validphys.filters) filter_closure_data_by_experiment() (in module validphys.filters) filter_real_data() (in module validphys.filters) filter_replicas() (in module validphys.scripts.postfit) finddir() (in module validphys.lhaindex) first_only (validphys.fitdata.DatasetComp attribute) firstgrid (validphys.pdfplots.PDFPlotter property) fit_code_version() (in module validphys.fitdata) fit_datasets_properties_table() (in module validphys.fitdata) fit_distance() (in module n3fit.hyper_optimization.rewards) fit_future_tests() (in module n3fit.hyper_optimization.rewards) fit_index (validphys.loader.RemoteLoader property) fit_name_with_covmat_label() (in module validphys.covmats) fit_overfitting_summary() (in module validphys.overfit_metric) fit_summary() (in module validphys.fitdata) fit_theory_covmat_summary() (in module validphys.fitdata) fit_underlying_pdfs_summary() (in module validphys.closuretest.closure_results) fit_urls (validphys.loader.RemoteLoader property) fitbasis_to_NN31IC() (in module validphys.pdfbases) FitHistory (class in n3fit.stopping) FitInfo (class in validphys.fitdata) FitNotFound fits_bootstrap_bias_table() (in module validphys.closuretest.closure_results) fits_bootstrap_data_bias_variance() (in module validphys.closuretest.multiclosure) fits_bootstrap_data_xi() (in module validphys.closuretest.multiclosure) fits_bootstrap_pdf_compare_xi_to_expected() (in module validphys.closuretest.multiclosure_pdf_output) fits_bootstrap_pdf_expected_xi() (in module validphys.closuretest.multiclosure_pdf) fits_bootstrap_pdf_expected_xi_table() (in module validphys.closuretest.multiclosure_pdf_output) fits_bootstrap_pdf_ratio() (in module validphys.closuretest.multiclosure_pdf) fits_bootstrap_pdf_sqrt_ratio() (in module validphys.closuretest.multiclosure_pdf) fits_bootstrap_pdf_sqrt_ratio_table() (in module validphys.closuretest.multiclosure_pdf_output) fits_bootstrap_pdf_xi_table() (in module validphys.closuretest.multiclosure_pdf_output) fits_bootstrap_variance_table() (in module validphys.closuretest.closure_results) fits_chi2_table() (in module validphys.results) fits_correlation_matrix_totalpdf() (in module validphys.closuretest.multiclosure_pdf) fits_covariance_matrix_by_flavour() (in module validphys.closuretest.multiclosure_pdf) fits_covariance_matrix_totalpdf() (in module validphys.closuretest.multiclosure_pdf) fits_data_bias_variance() (in module validphys.closuretest.multiclosure) fits_dataset_bias_variance() (in module validphys.closuretest.multiclosure) fits_dataset_cvs() (in module validphys.closuretest.multiclosure_pseudodata) fits_datasets_chi2_table() (in module validphys.results) fits_groups_chi2_table() (in module validphys.results) fits_groups_phi_table() (in module validphys.results)

fits_matched_pseudoreplicas_chi2_table() (in module validphys.paramfits.dataops) fits_matched_pseudorreplicas_chi2_table() (in module validphys.paramfits.dataops) fits_measured_xi() (in module validphys.closuretest.multiclosure_output) fits_pdf_bias_variance_ratio() (in module validphys.closuretest.multiclosure_pdf_output) fits_pdf_compare_xi_to_expected() (in module validphys.closuretest.multiclosure_pdf_output) fits_pdf_expected_xi_from_ratio() (in module validphys.closuretest.multiclosure_pdf_output) fits_pdf_flavour_ratio() (in module validphys.closuretest.multiclosure_pdf) fits_pdf_sqrt_ratio() (in module validphys.closuretest.multiclosure_pdf_output) fits_pdf_total_ratio() (in module validphys.closuretest.multiclosure_pdf) fits_replica_data_correlated() (in module validphys.fitdata) fits_replica_data_with_discarded_replicas() (in module validphys.paramfits.dataops) fits_sqrt_covmat_by_flavour() (in module validphys.closuretest.multiclosure_pdf) fits_total_bias_variance() (in module validphys.closuretest.multiclosure) fits_version_table() (in module validphys.fitdata) FitSpec (class in validphys.core) FitState (class in n3fit.stopping) fittable_datasets_masked() (in module validphys.n3fit_data) FittableDataSet (class in validphys.n3fit_data_utils) fitted (validphys.kinematics.XQ2Map attribute) fitted_replica_indexes() (in module validphys.fitdata) fitting_data_dict() (in module validphys.n3fit_data) FitUploader (class in validphys.uploadutils) fixup_header() (in module validphys.tableloader) fixup_ref() (in module validphys.scripts.vp_pdfrename) fk_predictions() (in module validphys.convolution) FKTableData (class in validphys.coredata) FKTableNotFound fktables() (validphys.n3fit_data_utils.FittableDataSet method) fktables_data (validphys.n3fit_data_utils.FittableDataSet attribute) FKTableSpec (class in validphys.core) flavors (validphys.lhapdfset.LHAPDFSet property) flavours (validphys.arclength.ArcLengthGrid attribute) (validphys.pdfgrids.KineticXPlottingGrid attribute) (validphys.pdfgrids.XPlottingGrid attribute) FlavoursDistancePlotter (class in validphys.pdfplots) FlavoursPlotter (class in validphys.pdfplots) FlavourState (class in validphys.pdfplots) FlavoursVarDistancePlotter (class in validphys.pdfplots) fmt() (in module validphys.eff_exponents) frac (validphys.n3fit_data_utils.FittableDataSet attribute) frame_center() (in module validphys.plotutils) from_commondata() (validphys.plotoptions.core.PlotInfo class method) from_convolution() (validphys.results.PositivityResult class method) (validphys.results.ThPredictionsResult class method) FROM_CUT_INTERSECTION_NAMESPACE (validphys.core.CutsPolicy attribute) from_flavour_mat (validphys.pdfbases.LinearBasis attribute) from_mapping() (validphys.pdfbases.LinearBasis class method) FROM_SIMILAR_PREDICTIONS_NAMESPACE (validphys.core.CutsPolicy attribute) from_yaml() (n3fit.scripts.n3fit_exec.N3FitConfig class method) (n3fit.scripts.vp_setupfit.SetupFitConfig class method) fromfile_covmat() (in module validphys.theorycovariance.construction) FROMFIT (validphys.core.CutsPolicy attribute) func_labels (validphys.plotoptions.core.PlottingOptions attribute) fxq() (validphys.photon.structure_functions.F2LO method) (validphys.photon.structure_functions.InterpStructureFunction method) (validphys.photon.structure_functions.StructureFunction method)

G

generate_dictionary() (in module validphys.hyperoptplot) generate_errors() (validphys.photon.compute.Photon method) generate_exp_covmat() (in module validphys.covmats) generate_replica0() (in module validphys.lhio) generate_scaler() (in module n3fit.scaler) get() (validphys.hyperoptplot.HyperoptTrial method) get_all_trials() (validphys.core.HyperscanSpec method) get_alpha_lines() (in module validphys.eff_exponents) get_beta_lines() (in module validphys.eff_exponents) get_collaboration() (in module validphys.lhaindex) get_combinations() (in module validphys.hyper_algorithm) get_commandline_arguments() (n3fit.scripts.n3fit_exec.N3FitApp method) (n3fit.scripts.vp_setupfit.SetupFitApp method) (validphys.scripts.vp_comparefits.CompareFitApp method) (validphys.scripts.vp_hyperoptplot.HyperoptPlotApp method) get_commondata() (validphys.loader.Loader method) get_config() (validphys.scripts.vp_comparefits.CompareFitApp method) (validphys.scripts.vp_deltachi2.HyperoptPlotApp method) (validphys.scripts.vp_hyperoptplot.HyperoptPlotApp method) get_cuts_for_dataset() (in module validphys.filters) get_cv() (validphys.coredata.CommonData method) get_description() (validphys.core.TheoryIDSpec method) get_df_block() (in module validphys.calcutils) get_extrasum_slice() (in module validphys.tableloader) get_fktable() (validphys.loader.Loader method) get_index_path() (in module validphys.lhaindex) get_indexes_to_names() (in module validphys.lhaindex) get_info() (in module validphys.plotoptions.core) get_kinlabel_key() (in module validphys.commondataparser) get_kintable() (validphys.coredata.CommonData method) get_lha_datapath() (in module validphys.lhaindex) get_lha_paths() (in module validphys.lhaindex) get_members() (validphys.core.PDF method) get_names_to_indexes() (in module validphys.lhaindex) get_nn_weights() (n3fit.vpinterface.N3PDF method) get_np_fktable() (validphys.coredata.FKTableData method) get_parabola() (in module validphys.paramfits.dataops) get_pdf() (validphys.loader.Loader method) get_pdf_indexes() (in module validphys.lhaindex) get_pdf_name() (in module validphys.lhaindex) get_plot_kinlabels() (in module validphys.commondataparser) get_posset() (validphys.loader.Loader method) get_preprocessing_factors() (n3fit.vpinterface.N3PDF method) get_relative_path() (validphys.uploadutils.ArchiveUploader method) (validphys.uploadutils.Uploader method) get_slice() (in module validphys.hyper_algorithm) get_state() (n3fit.stopping.FitHistory method) get_subclasses() (in module validphys.plotoptions.utils) get_time() (in module n3fit.stopwatch) get_times() (n3fit.stopwatch.StopWatch method) get_title() (validphys.asy_exponents.AsyExponentBandPlotter method) (validphys.eff_exponents.PreprocessingPlotter method) (validphys.pdfplots.DistancePDFPlotter method) (validphys.pdfplots.FlavoursPlotter method) (validphys.pdfplots.PDFPlotter method) (validphys.pdfplots.VarDistancePDFPlotter method)

get_xcol() (validphys.plotoptions.core.PlotInfo method) get_xq2map() (in module validphys.plotoptions.core) get_yaml_information() (in module validphys.pineparser) get_ylabel() (validphys.asy_exponents.AsyExponentBandPlotter method) (validphys.deltachi2.PDFEpsilonPlotter method) (validphys.eff_exponents.PreprocessingPlotter method) (validphys.pdfplots.AllFlavoursPlotter method) (validphys.pdfplots.DistancePDFPlotter method) (validphys.pdfplots.PDFPlotter method) (validphys.pdfplots.UncertaintyPDFPlotter method) (validphys.pdfplots.VarDistancePDFPlotter method) grid_values (validphys.pdfgrids.KineticXPlottingGrid attribute) (validphys.pdfgrids.Lumi1dGrid attribute) (validphys.pdfgrids.Lumi2dGrid attribute) (validphys.pdfgrids.XPlottingGrid attribute) grid_values() (in module validphys.gridvalues) (n3fit.vpinterface.N3LHAPDFSet method) (validphys.lhapdfset.LHAPDFSet method) (validphys.pdfbases.Basis method) GridFileNotFound GridInfo (class in validphys.fkparser) gridname() (in module validphys.mc2hessian) group (validphys.kinematics.XQ2Map attribute) group_label() (validphys.plotoptions.core.PlotInfo method) group_result_table() (in module validphys.results) group_result_table_68cl() (in module validphys.results) group_result_table_no_table() (in module validphys.results) groups_bootstrap_expected_xi() (in module validphys.closuretest.multiclosure) groups_bootstrap_expected_xi_table() (in module validphys.closuretest.multiclosure_output) groups_bootstrap_ratio() (in module validphys.closuretest.multiclosure) groups_bootstrap_sqrt_ratio() (in module validphys.closuretest.multiclosure) groups_bootstrap_sqrt_ratio_table() (in module validphys.closuretest.multiclosure_output) groups_bootstrap_xi_comparison() (in module validphys.closuretest.multiclosure_output) groups_bootstrap_xi_table() (in module validphys.closuretest.multiclosure_output) groups_central_values() (in module validphys.results) groups_central_values_no_table() (in module validphys.results) groups_chi2_table() (in module validphys.results) groups_corrmat() (in module validphys.covmats) (in module validphys.results) groups_covmat() (in module validphys.covmats) (in module validphys.results) groups_covmat_no_table() (in module validphys.covmats) (in module validphys.results) groups_data_values() (in module validphys.results) groups_index() (in module validphys.results) groups_invcovmat() (in module validphys.covmats) (in module validphys.results) groups_normcovmat() (in module validphys.covmats) (in module validphys.results) groups_sqrtcovmat() (in module validphys.covmats) (in module validphys.results)

H

hadron_predictions() (in module validphys.convolution) hadronic (validphys.coredata.FKTableData attribute) (validphys.fkparser.GridInfo attribute) (validphys.n3fit_data_utils.FittableDataSet property) half (validphys.plotoptions.core.ResultTransformations attribute) half() (in module validphys.plotoptions.resulttransforms) half_sample_stats_error() (in module validphys.paramfits.dataops) handle_meta_interactive() (in module validphys.scripts.wiki_upload) handle_single_file() (in module validphys.scripts.wiki_upload) HandlerSpec (in module validphys.plotutils) has_element() (validphys.pdfbases.Basis method) hatch_iter() (in module validphys.plotutils) hessian_from_lincomb() (in module validphys.lhio) HessianStats (class in validphys.core) hig_rap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) high_xq() (in module validphys.plotoptions.labelers) hqp_mqq_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) hqp_ptq_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute)

hqp_ptqq_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) hqp_yq_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) hqp_yqq_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) HQPTXQ2MapMixin (class in validphys.plotoptions.kintransforms) HQQPTXQ2MapMixin (class in validphys.plotoptions.kintransforms) hyperopt_dataframe() (in module validphys.hyperoptplot) hyperopt_table() (in module validphys.hyperoptplot) HyperoptPlotApp (class in validphys.scripts.vp_deltachi2) (class in validphys.scripts.vp_hyperoptplot) HyperoptTrial (class in validphys.hyperoptplot) hyperscan_index (validphys.loader.RemoteLoader property) hyperscan_resultpath (validphys.loader.LoaderBase property) hyperscan_url (validphys.loader.RemoteLoader property) HyperscanNotFound HyperscanSpec (class in validphys.core) HyperscanUploader (class in validphys.uploadutils)

I

id (validphys.core.TheoryIDSpec attribute) inc_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) InconsistentMetaDataError indexed_make_replica() (in module validphys.pseudodata) info (validphys.core.PDF property) infofilename() (in module validphys.lhaindex) infopath (validphys.core.PDF property) init() (validphys.app.App method) init_output() (n3fit.scripts.n3fit_exec.N3FitEnvironment method) (n3fit.scripts.vp_setupfit.SetupFitEnvironment method) integdatasets_fitting_integ_dict() (in module validphys.n3fit_data) integnumbers (validphys.fitdata.FitInfo attribute) integrability() (in module n3fit.hyper_optimization.penalties) integrability_number() (in module validphys.arclength) integrability_numbers() (in module n3fit.vpinterface) integrability_veto() (in module validphys.fitveto) IntegrabilitySetSpec (class in validphys.core) interactive (validphys.renametools.Spinner property) interactive_author() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_current_fit() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_current_fit_label() (validphys.scripts.vp_comparefits.CompareFitApp method)

interactive_description() (in module validphys.scripts.vp_nextfitruncard) interactive_keywords() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_meta() (in module validphys.uploadutils) interactive_reference_fit() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_reference_fit_label() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_thcovmat_if_present() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_title() (validphys.scripts.vp_comparefits.CompareFitApp method) INTERNAL (validphys.core.CutsPolicy attribute) internal_multiclosure_data_loader() (in module validphys.closuretest.multiclosure) internal_multiclosure_dataset_loader() (in module validphys.closuretest.multiclosure) internal_nonsinglet_xgrid() (in module validphys.closuretest.multiclosure_pdf) internal_singlet_gluon_xgrid() (in module validphys.closuretest.multiclosure_pdf) InternalCutsWrapper (class in validphys.core) interpolate_alphaem() (validphys.photon.compute.Alpha method) InterpStructureFunction (class in validphys.photon.structure_functions) is_pineappl() (validphys.core.TheoryIDSpec method) is_positive (validphys.fitdata.FitInfo attribute) is_t0 (validphys.lhapdfset.LHAPDFSet property) isinstalled (validphys.core.PDF property) isinstalled() (in module validphys.lhaindex) iterate_preprocessing_yaml() (in module validphys.eff_exponents) iterated_runcard_yaml() (in module validphys.eff_exponents)

J

jet_eta() (in module validphys.plotoptions.labelers) jet_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute)

JETXQ2MapMixin (class in validphys.plotoptions.kintransforms) jsonfit() (in module n3fit.io.writer)

K

k1 (validphys.plotoptions.core.KinLabel attribute) k2 (validphys.plotoptions.core.KinLabel attribute) k2bins10() (in module validphys.plotoptions.labelers) k2bins5() (in module validphys.plotoptions.labelers) k2bins6() (in module validphys.plotoptions.labelers) k3 (validphys.plotoptions.core.KinLabel attribute) kde_chi2dist_experiments() (in module validphys.dataplots) kde_plot() (in module validphys.plotutils) KeywordsWithCache (class in validphys.promptutils) kfold_masks() (in module validphys.n3fit_data)

kinematics (validphys.coredata.CommonData property) kinematics_override (validphys.plotoptions.core.PlottingOptions attribute) kinematics_table() (in module validphys.kinematics) kinematics_table_notable() (in module validphys.kinematics) kinetic_xplotting_grid() (in module validphys.pdfgrids) KineticXPlottingGrid (class in validphys.pdfgrids) KinLabel (class in validphys.plotoptions.core) kinlimits() (in module validphys.kinematics) Kintransform (class in validphys.plotoptions.kintransforms) kitable() (in module validphys.plotoptions.core)

L

label (validphys.core.FitSpec attribute) (validphys.core.HyperscanSpec attribute) (validphys.core.PDF property) (validphys.results.DataResult property) label() (in module validphys.plotoptions.utils) LabeledShifts (class in validphys.theorycovariance.tests) labels (validphys.pdfbases.Basis attribute) LagrangeSetSpec (class in validphys.core) legend() (validphys.deltachi2.PDFEpsilonPlotter method) (validphys.pdfplots.BandPDFPlotter method) (validphys.pdfplots.PDFPlotter method) legend_artist() (validphys.plotutils.ComposedHandler method) level0_commondata_wc() (in module validphys.pseudodata) lhapdf_pdfs (validphys.loader.RemoteLoader property) lhapdf_urls (validphys.loader.RemoteLoader property) LHAPDFSet (class in validphys.lhapdfset) line_by (validphys.plotoptions.core.PlottingOptions attribute) linear (validphys.plotoptions.core.Scale attribute) linear_fk_predictions() (in module validphys.convolution) linear_hadron_predictions() (in module validphys.convolution) linear_predictions() (in module validphys.convolution) LinearBasis (class in validphys.pdfbases) link_trials() (validphys.hyperoptplot.HyperoptTrial method) list_bases() (in module validphys.pdfbases) ListAction (class in validphys.scripts.vp_get) load() (n3fit.vpinterface.N3PDF method) (validphys.core.CommonDataSpec method) (validphys.core.Cuts method) (validphys.core.InternalCutsWrapper method) (validphys.core.MatchedCuts method) (validphys.core.PDF method) (validphys.core.SimilarCuts method) (validphys.core.ThCovMatSpec method) load_adapted_fits_chi2_table() (in module validphys.tableloader) load_all_replicas() (in module validphys.lhio)

load_cfactors() (validphys.core.FKTableSpec method) load_commondata() (in module validphys.commondataparser) (validphys.core.DataGroupSpec method) (validphys.core.DataSetSpec method) (validphys.core.LagrangeSetSpec method) load_commondata_instance() (validphys.core.CommonDataSpec method) (validphys.core.DataGroupSpec method) load_default_data_grouping() (validphys.config.CoreConfig method) load_default_default_filter_rules() (validphys.config.CoreConfig method) load_default_default_filter_settings() (validphys.config.CoreConfig method) load_experiments_covmat() (in module validphys.tableloader) load_experiments_invcovmat() (in module validphys.tableloader) load_fitinfo() (in module validphys.fitdata) load_fits_chi2_table() (in module validphys.tableloader) load_fits_computed_psedorreplicas_chi2() (in module validphys.tableloader) load_fits_computed_pseudoreplicas_chi2() (in module validphys.tableloader) load_fktable() (in module validphys.fkparser) load_perreplica_chi2_table() (in module validphys.tableloader) load_replica() (in module validphys.lhio) load_t0() (validphys.core.PDF method) load_with_cuts() (validphys.core.FKTableSpec method) loaded_commondata_with_cuts() (in module validphys.commondata) Loader (class in validphys.loader) loader (validphys.config.CoreConfig property) LoaderBase (class in validphys.loader) LoaderError LoadFailedError location (validphys.paramfits.dataops.RobustSampleWrapper property) (validphys.paramfits.dataops.StandardSampleWrapper property) log (validphys.plotoptions.core.Scale attribute) loss (validphys.hyperoptplot.HyperoptTrial property) Lumi1dGrid (class in validphys.pdfgrids) Lumi2dGrid (class in validphys.pdfgrids) lumigrid1d() (in module validphys.pdfgrids) lumigrid2d() (in module validphys.pdfgrids) luminosity_mapping (validphys.coredata.FKTableData property)

M

m (validphys.pdfgrids.Lumi1dGrid attribute) (validphys.pdfgrids.Lumi2dGrid attribute) main() (in module n3fit.scripts.evolven3fit_new) (in module n3fit.scripts.n3fit_exec) (in module n3fit.scripts.varflavors) (in module n3fit.scripts.vp_setupfit) (in module validphys.app) (in module validphys.scripts.main) (in module validphys.scripts.postfit) (in module validphys.scripts.vp_checktheory) (in module validphys.scripts.vp_comparefits) (in module validphys.scripts.vp_deltachi2) (in module validphys.scripts.vp_fitrename) (in module validphys.scripts.vp_get) (in module validphys.scripts.vp_hyperoptplot) (in module validphys.scripts.vp_list) (in module validphys.scripts.vp_nextfitruncard) (in module validphys.scripts.vp_pdffromreplicas) (in module validphys.scripts.vp_pdfrename) (in module validphys.scripts.vp_rebuild_data) (in module validphys.scripts.vp_upload) (in module validphys.scripts.wiki_upload) make_checker() (validphys.loader.FallbackLoader method) make_dataset_dir() (in module validphys.filters) make_label() (validphys.results.ThPredictionsResult static method) make_level1_data() (in module validphys.pseudodata) make_pdf_from_filtered_outliers() (in module validphys.reweighting) make_query() (in module validphys.theorydbutils) make_replica() (in module validphys.pseudodata) make_scale_var_covmat() (in module validphys.theorycovariance.construction) make_stop() (n3fit.stopping.Stopping method) make_unweighted_pdf() (in module validphys.reweighting) marker_iter_plot() (in module validphys.plotutils) marker_iter_scatter() (in module validphys.plotutils) masked (validphys.kinematics.XQ2Map attribute) match_datasets_by_name() (in module validphys.fitdata) matched_experiments_index() (in module validphys.theorycovariance.tests) MatchedCuts (class in validphys.core) matrix_plot_labels() (in module validphys.theorycovariance.output) mc2hessian() (in module validphys.mc2hessian) mc2hessian_xgrid() (in module validphys.mc2hessian) MCStats (class in validphys.core) members (validphys.lhapdfset.LHAPDFSet property) metadata (validphys.core.CommonDataSpec property) (validphys.coredata.FKTableData attribute) MissingLabelError MissingRuleAttribute MixBandPDFPlotter (class in validphys.pdfplots) module n3fit n3fit.backends.keras_backend n3fit.checks n3fit.hyper_optimization n3fit.hyper_optimization.filetrials n3fit.hyper_optimization.penalties n3fit.hyper_optimization.rewards n3fit.io n3fit.io.writer n3fit.n3fit_checks_provider n3fit.performfit n3fit.scaler n3fit.scripts n3fit.scripts.evolven3fit_new n3fit.scripts.n3fit_exec n3fit.scripts.varflavors n3fit.scripts.vp_setupfit n3fit.stopping n3fit.stopwatch n3fit.tests n3fit.tests.regressions n3fit.tests.test_hyperopt n3fit.tests.test_stopwatch n3fit.version n3fit.vpinterface validphys validphys.api validphys.app validphys.arclength validphys.asy_exponents validphys.calcutils validphys.checks validphys.chi2grids validphys.closuretest validphys.closuretest.closure_checks validphys.closuretest.closure_plots validphys.closuretest.closure_results validphys.closuretest.multiclosure validphys.closuretest.multiclosure_output validphys.closuretest.multiclosure_pdf validphys.closuretest.multiclosure_pdf_output validphys.closuretest.multiclosure_preprocessing validphys.closuretest.multiclosure_pseudodata validphys.commondata validphys.commondataparser validphys.commondatawriter validphys.compareclosuretemplates validphys.comparefittemplates validphys.config validphys.convolution validphys.core validphys.coredata validphys.correlations validphys.covmats validphys.covmats_utils validphys.cuts validphys.cuts.lockfiles validphys.dataplots validphys.deltachi2 validphys.deltachi2templates validphys.eff_exponents validphys.filters validphys.fitdata validphys.fitveto validphys.fkparser validphys.gridvalues validphys.hyper_algorithm validphys.hyperoptplot validphys.hyperplottemplates validphys.kinematics validphys.lhaindex validphys.lhapdfset validphys.lhio validphys.loader validphys.mc2hessian validphys.mc_gen validphys.mplstyles validphys.n3fit_data validphys.n3fit_data_utils validphys.overfit_metric validphys.paramfits validphys.paramfits.config validphys.paramfits.dataops validphys.paramfits.plots validphys.pdfbases validphys.pdfgrids validphys.pdfoutput validphys.pdfplots validphys.photon validphys.photon.compute validphys.photon.constants validphys.photon.structure_functions validphys.pineparser validphys.plotoptions validphys.plotoptions.core validphys.plotoptions.kintransforms validphys.plotoptions.labelers validphys.plotoptions.resulttransforms validphys.plotoptions.utils validphys.plotutils validphys.promptutils validphys.pseudodata validphys.renametools validphys.replica_selector validphys.results validphys.reweighting validphys.scalevariations validphys.scripts validphys.scripts.main validphys.scripts.postfit validphys.scripts.vp_checktheory validphys.scripts.vp_comparefits validphys.scripts.vp_deltachi2 validphys.scripts.vp_fitrename validphys.scripts.vp_get validphys.scripts.vp_hyperoptplot validphys.scripts.vp_list validphys.scripts.vp_nextfitruncard validphys.scripts.vp_pdffromreplicas validphys.scripts.vp_pdfrename validphys.scripts.vp_rebuild_data validphys.scripts.vp_upload validphys.scripts.wiki_upload validphys.sumrules validphys.tableloader validphys.tests validphys.tests.baseline validphys.tests.photon validphys.tests.regressions validphys.tests.test_closuretest validphys.tests.test_metaexps validphys.tests.test_tableloader validphys.tests.test_totalchi2 validphys.tests.test_vplistscript validphys.tests.test_weights validphys.theorycovariance validphys.theorycovariance.construction validphys.theorycovariance.output validphys.theorycovariance.tests validphys.theorycovariance.theorycovarianceutils validphys.theorydbutils validphys.theoryinfo validphys.uploadutils validphys.utils validphys.version

moment() (validphys.core.HessianStats method) (validphys.core.MCStats method) (validphys.core.Stats method) (validphys.core.SymmHessianStats method) monitor_chi2() (n3fit.stopping.Stopping method) multiplicative_errors (validphys.coredata.CommonData property)

N

n3fit module n3fit.backends.keras_backend module n3fit.checks module n3fit.hyper_optimization module n3fit.hyper_optimization.filetrials module n3fit.hyper_optimization.penalties module n3fit.hyper_optimization.rewards module n3fit.io module n3fit.io.writer module n3fit.n3fit_checks_provider module n3fit.performfit module n3fit.scaler module n3fit.scripts module n3fit.scripts.evolven3fit_new module n3fit.scripts.n3fit_exec module n3fit.scripts.varflavors module n3fit.scripts.vp_setupfit module n3fit.stopping module n3fit.stopwatch module n3fit.tests module n3fit.tests.regressions module n3fit.tests.test_hyperopt module n3fit.tests.test_stopwatch module n3fit.version module n3fit.vpinterface module n3fit_checks_action() (in module n3fit.n3fit_checks_provider) N3FitApp (class in n3fit.scripts.n3fit_exec) N3FitConfig (class in n3fit.scripts.n3fit_exec) N3FitEnvironment (class in n3fit.scripts.n3fit_exec) N3FitError N3LHAPDFSet (class in n3fit.vpinterface) N3PDF (class in n3fit.vpinterface) N3Stats (class in n3fit.vpinterface)

n_fit_samples() (in module validphys.closuretest.multiclosure) n_members (validphys.lhapdfset.LHAPDFSet property) n_replica_samples() (in module validphys.closuretest.multiclosure) name (validphys.commondataparser.CommonDataMetadata attribute) (validphys.core.CommonDataSpec property) (validphys.core.FitSpec attribute) (validphys.core.HyperscanSpec attribute) (validphys.n3fit_data_utils.FittableDataSet attribute) name_to_label() (validphys.plotoptions.core.PlotInfo method) namelist (validphys.theorycovariance.construction.ProcessInfo attribute) natural_keys() (in module validphys.scripts.vp_list) ndata (validphys.closuretest.closure_results.BiasData attribute) (validphys.closuretest.closure_results.VarianceData attribute) (validphys.commondataparser.CommonDataMetadata attribute) (validphys.core.CommonDataSpec property) (validphys.coredata.CommonData attribute) (validphys.coredata.FKTableData attribute) (validphys.fkparser.GridInfo attribute) (validphys.n3fit_data_utils.FittableDataSet property) (validphys.results.Chi2Data attribute) new_labels() (in module validphys.plotoptions.utils) (validphys.plotoptions.kintransforms.dijet_CMS_3D method) (validphys.plotoptions.kintransforms.dijet_CMS_5TEV method) (validphys.plotoptions.kintransforms.dijet_sqrt_scale method) (validphys.plotoptions.kintransforms.dijet_sqrt_scale_ATLAS method) (validphys.plotoptions.kintransforms.dis_sqrt_scale method) (validphys.plotoptions.kintransforms.ewk_pseudorapity_sqrt_scale method) (validphys.plotoptions.kintransforms.jet_sqrt_scale method) (validphys.plotoptions.kintransforms.nmc_process method) (validphys.plotoptions.kintransforms.SqrtScaleMixin method) new_pdf_from_indexes() (in module validphys.lhio) new_trial_docs() (n3fit.hyper_optimization.filetrials.FileTrials method) new_trial_ids() (n3fit.hyper_optimization.filetrials.FileTrials method) next_effective_exponents_table() (in module validphys.eff_exponents) next_multiclosure_alpha_preprocessing_table() (in module validphys.closuretest.multiclosure_preprocessing) next_multiclosure_beta_preprocessing_table() (in module validphys.closuretest.multiclosure_preprocessing) nite (validphys.fitdata.FitInfo attribute) nkin (validphys.coredata.CommonData attribute) nmc_process (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) nnpdf31_process (validphys.plotoptions.core.PlottingOptions attribute) nnpdf_pdfs (validphys.loader.RemoteLoader property) nnpdf_pdfs_index (validphys.loader.RemoteLoader property) nnpdf_pdfs_urls (validphys.loader.RemoteLoader property) nnpdf_weights() (in module validphys.reweighting) nnpdf_weights_numerator() (in module validphys.reweighting) NOCUTS (validphys.core.CutsPolicy attribute) normalize (validphys.plotoptions.core.PlottingFile attribute) normalize() (validphys.pdfplots.DistancePDFPlotter method) (validphys.pdfplots.PDFPlotter method) normalize_pdf (validphys.pdfplots.PDFPlotter property) ns_dump_description() (n3fit.scripts.n3fit_exec.N3FitEnvironment class method) (n3fit.scripts.vp_setupfit.SetupFitEnvironment class method) nsys (validphys.commondataparser.CommonDataMetadata attribute) (validphys.core.CommonDataSpec property) (validphys.coredata.CommonData attribute) num_fitted_replicas() (in module validphys.fitdata) numpy_functions (validphys.filters.Rule attribute) nx (validphys.fkparser.GridInfo attribute)

O

obs_obs_correlations() (in module validphys.correlations) obs_pdf_correlations() (in module validphys.correlations) offset_xcentered() (in module validphys.plotutils) one_art_data_residuals() (in module validphys.mc_gen)

one_or_more_results() (in module validphys.results) open_fkpath() (in module validphys.fkparser) operation (validphys.n3fit_data_utils.FittableDataSet attribute) order_axis() (in module validphys.hyperoptplot)

P

p_alpha_study() (in module validphys.reweighting) parabolic_as_determination() (in module validphys.paramfits.dataops) parabolic_as_determination_with_tag() (in module validphys.paramfits.dataops) ParamfitsConfig (class in validphys.paramfits.config) params (validphys.hyperoptplot.HyperoptTrial property) parse() (validphys.filters.PerturbativeOrder method) parse_added_filter_rules() (validphys.config.CoreConfig method) parse_additional_errors() (validphys.config.CoreConfig method) parse_architecture() (in module validphys.hyperoptplot) parse_blacklist_datasets() (validphys.paramfits.config.ParamfitsConfig method) parse_cfactor() (in module validphys.fkparser) parse_commondata() (in module validphys.commondataparser) parse_cut_similarity_threshold() (validphys.config.CoreConfig method) parse_data_cv() (in module validphys.tableloader) parse_data_grouping() (validphys.config.CoreConfig method) parse_dataset_input() (validphys.config.CoreConfig method) parse_dataset_inputs() (validphys.config.CoreConfig method) parse_default_filter_rules() (validphys.config.CoreConfig method) parse_default_filter_rules_recorded_spec_() (validphys.config.CoreConfig method) parse_default_filter_settings() (validphys.config.CoreConfig method) parse_exp_mat() (in module validphys.tableloader) parse_experiment() (validphys.config.CoreConfig method) parse_experiment_input() (validphys.config.CoreConfig method) parse_experiment_inputs() (validphys.config.CoreConfig method) parse_experiments() (validphys.config.CoreConfig method) parse_experiments_covmat_output() (validphys.paramfits.config.ParamfitsConfig method) parse_extra_sum() (validphys.paramfits.config.ParamfitsConfig method) parse_extra_sums() (validphys.paramfits.config.ParamfitsConfig method) parse_fakedata() (n3fit.scripts.n3fit_exec.N3FitConfig method) parse_fakepdf() (validphys.config.CoreConfig method) parse_figure_by() (validphys.plotoptions.core.PlottingOptions method) parse_filter_defaults() (validphys.config.CoreConfig method) parse_filter_rules() (validphys.config.CoreConfig method) parse_fit() (validphys.config.CoreConfig method) parse_fitdeclaration() (validphys.config.CoreConfig method) parse_fitdeclarations() (validphys.config.CoreConfig method) parse_fits() (validphys.config.CoreConfig method) parse_fits_chi2_paramfits_output() (validphys.paramfits.config.ParamfitsConfig method) parse_fits_computed_psedorreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig method) parse_fits_computed_pseudoreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig method) parse_fktable() (in module validphys.fkparser) parse_flarr() (in module validphys.pdfbases) parse_groupby() (validphys.config.CoreConfig method) parse_hyperscan() (validphys.config.CoreConfig method) parse_hyperscan_config() (validphys.config.CoreConfig method) parse_hyperscans() (validphys.config.CoreConfig method) parse_index() (in module validphys.lhaindex) parse_info() (in module validphys.lhaindex) parse_integdataset() (validphys.config.CoreConfig method) parse_integdatasets() (validphys.config.CoreConfig method) parse_keys() (in module validphys.hyper_algorithm) parse_line_by() (validphys.plotoptions.core.PlottingOptions method) parse_losses() (in module n3fit.stopping) parse_lumi_channel() (validphys.config.CoreConfig method) parse_lumi_channels() (validphys.config.CoreConfig method) parse_luxset() (validphys.config.CoreConfig method) parse_metadata_group() (validphys.config.CoreConfig method) parse_ndata() (in module n3fit.stopping) parse_norm_threshold() (validphys.config.CoreConfig method) parse_optimizer() (in module validphys.hyperoptplot) parse_pdf() (validphys.config.CoreConfig method) parse_pdfs() (validphys.config.CoreConfig method) parse_posdataset() (validphys.config.CoreConfig method) parse_posdatasets() (validphys.config.CoreConfig method) parse_reweighting_experiments() (validphys.config.CoreConfig method) parse_speclabel() (validphys.config.CoreConfig method) parse_statistics() (in module validphys.hyperoptplot) parse_stopping() (in module validphys.hyperoptplot) parse_systypes() (in module validphys.commondataparser) parse_t0pdfset() (validphys.config.CoreConfig method) parse_theoryid() (validphys.config.CoreConfig method) parse_theoryids() (validphys.config.CoreConfig method) parse_trial() (in module validphys.hyperoptplot) parse_use_cuts() (validphys.config.CoreConfig method) parse_use_fitcommondata() (validphys.config.CoreConfig method) parse_use_t0() (validphys.config.CoreConfig method) parse_x() (validphys.plotoptions.core.PlottingOptions method) parse_yaml_inp() (in module validphys.utils) path (validphys.core.FitSpec attribute) (validphys.core.HyperscanSpec attribute) (validphys.core.TheoryIDSpec attribute) patience() (in module n3fit.hyper_optimization.penalties) PDF (class in validphys.core) pdf (validphys.arclength.ArcLengthGrid attribute) pdf_central_difference() (in module validphys.closuretest.multiclosure_pdf) pdf_replica_difference() (in module validphys.closuretest.multiclosure_pdf) pdf_results() (in module validphys.results) PDFDoesNotExist PDFEpsilonPlotter (class in validphys.deltachi2) pdferr_plus_covmat() (in module validphys.covmats) pdferr_plus_dataset_inputs_covmat() (in module validphys.covmats) PDFNotFound PDFPlotter (class in validphys.pdfplots) pdfset() (in module validphys.pdfoutput) PDFUploader (class in validphys.uploadutils) pdg_id_to_canonical_index() (in module validphys.pdfbases) peek_commondata_metadata() (in module validphys.commondataparser) performfit() (in module n3fit.performfit) perreplica_chi2_table() (in module validphys.results) PerturbativeOrder (class in validphys.filters) phi_data() (in module validphys.results) Photon (class in validphys.photon.compute) pht_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) pineappl_reader() (in module validphys.pineparser) pineko_apfelcomb_compatibility_flags() (in module validphys.pineparser) pineko_yaml() (in module validphys.pineparser) plot_activation_per_layer() (in module validphys.hyperoptplot) plot_alpha_asy() (in module validphys.asy_exponents) plot_alpha_eff() (in module validphys.eff_exponents) plot_alpha_eff_internal() (in module validphys.eff_exponents) plot_arc_lengths() (in module validphys.arclength) plot_as_central_parabola() (in module validphys.paramfits.plots) plot_as_cummulative_central_chi2() (in module validphys.paramfits.plots) plot_as_cummulative_central_chi2_diff() (in module validphys.paramfits.plots) plot_as_cummulative_central_chi2_diff_negative() (in module validphys.paramfits.plots) plot_as_cummulative_central_chi2_diff_underflow() (in module validphys.paramfits.plots) plot_as_datasets_compare() (in module validphys.paramfits.plots) plot_as_datasets_pseudoreplicas_chi2() (in module validphys.paramfits.plots) plot_as_datasets_pseudorreplicas_chi2() (in module validphys.paramfits.plots) plot_as_distribution() (in module validphys.paramfits.plots) plot_as_exepriments_central_chi2() (in module validphys.paramfits.plots) plot_as_value_error_central() (in module validphys.paramfits.plots) plot_beta_asy() (in module validphys.asy_exponents) plot_beta_eff() (in module validphys.eff_exponents) plot_beta_eff_internal() (in module validphys.eff_exponents) plot_bias_variance_distributions() (in module validphys.closuretest.multiclosure_output) plot_biases() (in module validphys.closuretest.closure_plots) plot_blockcovdiff_heatmap() (in module validphys.theorycovariance.output) plot_chi2_eigs() (in module validphys.dataplots) plot_chi2dist() (in module validphys.dataplots) plot_chi2dist_experiments() (in module validphys.dataplots) plot_clipnorm() (in module validphys.hyperoptplot) plot_corrmat_heatmap() (in module validphys.theorycovariance.output) plot_covdiff_heatmap_custom() (in module validphys.theorycovariance.output) plot_covmat_heatmap() (in module validphys.theorycovariance.output) plot_data_central_diff_histogram() (in module validphys.closuretest.multiclosure_output) plot_data_fits_bias_variance() (in module validphys.closuretest.multiclosure_output) plot_data_xi() (in module validphys.closuretest.multiclosure_output) plot_data_xi_histogram() (in module validphys.closuretest.multiclosure_output) plot_dataset_fits_bias_variance() (in module validphys.closuretest.multiclosure_output) plot_dataset_inputs_phi_dist() (in module validphys.dataplots) plot_dataset_xi() (in module validphys.closuretest.multiclosure_output) plot_dataset_xi_histogram() (in module validphys.closuretest.multiclosure_output) plot_datasets_chi2() (in module validphys.dataplots) plot_datasets_chi2_spider() (in module validphys.dataplots) plot_datasets_chi2_theory() (in module validphys.theorycovariance.output) plot_dataspecs_as_value_error() (in module validphys.paramfits.plots) plot_dataspecs_as_value_error_comparing_with_central() (in module validphys.paramfits.plots) plot_dataspecs_central_parabolas() (in module validphys.paramfits.plots) plot_dataspecs_datasets_chi2() (in module validphys.dataplots) plot_dataspecs_datasets_chi2_spider() (in module validphys.dataplots) plot_dataspecs_groups_chi2() (in module validphys.dataplots) plot_dataspecs_groups_chi2_spider() (in module validphys.dataplots) plot_dataspecs_parabola_examples() (in module validphys.paramfits.plots) plot_dataspecs_positivity() (in module validphys.dataplots) plot_dataspecs_pseudoreplica_means() (in module validphys.paramfits.plots) plot_dataspecs_pseudorreplica_means() (in module validphys.paramfits.plots) plot_delta_chi2() (in module validphys.closuretest.closure_plots) plot_delta_chi2_hessian_distribution() (in module validphys.deltachi2) plot_delta_chi2_hessian_eigenv() (in module validphys.deltachi2) plot_diag_cov_comparison() (in module validphys.theorycovariance.output) plot_diag_cov_impact() (in module validphys.theorycovariance.output) plot_epochs() (in module validphys.hyperoptplot) plot_epsilon() (in module validphys.deltachi2) plot_expcorrmat_heatmap() (in module validphys.theorycovariance.output) plot_experiments_sqrt_ratio_bootstrap_distribution() (in module validphys.closuretest.multiclosure_output) plot_experiments_xi_bootstrap_distribution() (in module validphys.closuretest.multiclosure_output) plot_expplusblockthcorrmat_heatmap() (in module validphys.theorycovariance.output) plot_expplusthcorrmat_heatmap_custom() (in module validphys.theorycovariance.output) plot_fancy() (in module validphys.dataplots) plot_fancy_dataspecs() (in module validphys.dataplots) plot_fits_as_profile() (in module validphys.paramfits.plots) plot_fits_bootstrap_bias() (in module validphys.closuretest.closure_plots) plot_fits_bootstrap_variance() (in module validphys.closuretest.closure_plots) plot_fits_chi2_spider() (in module validphys.dataplots) plot_fits_datasets_chi2() (in module validphys.dataplots) plot_fits_datasets_chi2_spider() (in module validphys.dataplots) plot_fits_datasets_chi2_spider_bygroup() (in module validphys.dataplots) plot_fits_groups_data_chi2() (in module validphys.dataplots) plot_fits_groups_data_phi() (in module validphys.dataplots) plot_fits_phi_spider() (in module validphys.dataplots) plot_fitted_replicas_as_profiles_matched() (in module validphys.paramfits.plots) plot_flavours() (in module validphys.pdfplots) plot_groups_data_chi2() (in module validphys.dataplots) plot_groups_data_chi2_spider() (in module validphys.dataplots) plot_groups_data_phi_spider() (in module validphys.dataplots) plot_horizontal_errorbars() (in module validphys.plotutils) plot_initializer() (in module validphys.hyperoptplot) plot_iterations() (in module validphys.hyperoptplot) plot_kinlabels (validphys.core.CommonDataSpec property) plot_kullback_leibler() (in module validphys.deltachi2) plot_learning_rate() (in module validphys.hyperoptplot) plot_lumi1d() (in module validphys.pdfplots) plot_lumi1d_replicas() (in module validphys.pdfplots)

plot_lumi1d_uncertainties() (in module validphys.pdfplots) plot_lumi2d() (in module validphys.pdfplots) plot_lumi2d_uncertainty() (in module validphys.pdfplots) plot_mean_pulls() (in module validphys.paramfits.plots) plot_multiclosure_correlation_eigenvalues() (in module validphys.closuretest.multiclosure_pdf_output) plot_multiclosure_correlation_matrix() (in module validphys.closuretest.multiclosure_pdf_output) plot_multiclosure_covariance_matrix() (in module validphys.closuretest.multiclosure_pdf_output) plot_next_multiclosure_alpha_preprocessing() (in module validphys.closuretest.multiclosure_preprocessing) plot_next_multiclosure_alpha_preprocessing_range_width() (in module validphys.closuretest.multiclosure_preprocessing) plot_next_multiclosure_beta_preprocessing() (in module validphys.closuretest.multiclosure_preprocessing) plot_next_multiclosure_beta_preprocessing_range_width() (in module validphys.closuretest.multiclosure_preprocessing) plot_normexpcovmat_heatmap() (in module validphys.theorycovariance.output) plot_normexpplusblockthcovmat_heatmap() (in module validphys.theorycovariance.output) plot_normexpplusthcovmat_heatmap_custom() (in module validphys.theorycovariance.output) plot_normthblockcovmat_heatmap() (in module validphys.theorycovariance.output) plot_normthcovmat_heatmap_custom() (in module validphys.theorycovariance.output) plot_number_of_layers() (in module validphys.hyperoptplot) plot_obscorrs() (in module validphys.dataplots) plot_optimizers() (in module validphys.hyperoptplot) plot_overfitting_histogram() (in module validphys.overfit_metric) plot_p_alpha() (in module validphys.reweighting) plot_pdf_central_diff_histogram() (in module validphys.closuretest.multiclosure_pdf_output) plot_pdf_matrix() (in module validphys.closuretest.multiclosure_pdf_output) plot_pdf_uncertainties() (in module validphys.pdfplots) plot_pdfdistances() (in module validphys.pdfplots) plot_pdfreplicas() (in module validphys.pdfplots) plot_pdfreplicas_kinetic_energy() (in module validphys.pdfplots) plot_pdfs() (in module validphys.pdfplots) plot_pdfs_kinetic_energy() (in module validphys.pdfplots) plot_pdfs_mixed() (in module validphys.pdfplots) plot_pdfs_mixed_kinetic_energy() (in module validphys.pdfplots) plot_pdfvardistances() (in module validphys.pdfplots) plot_phi() (in module validphys.dataplots) plot_phi_scatter_dataspecs() (in module validphys.dataplots) plot_poly_as_fit() (in module validphys.paramfits.plots) plot_pos_neg_pdfs() (in module validphys.deltachi2) plot_positivity() (in module validphys.dataplots) plot_pull_gaussian_fit_central() (in module validphys.paramfits.plots) plot_pull_gaussian_fit_pseudo() (in module validphys.paramfits.plots) plot_pull_plots_global_min() (in module validphys.paramfits.plots) plot_pulls_central() (in module validphys.paramfits.plots) plot_replica_sum_rules() (in module validphys.dataplots) plot_scans() (in module validphys.hyperoptplot) plot_smpdf() (in module validphys.dataplots) plot_thblockcorrmat_heatmap() (in module validphys.theorycovariance.output) plot_thcorrmat_heatmap_custom() (in module validphys.theorycovariance.output) plot_total_as_distribution_dataspecs() (in module validphys.paramfits.plots) plot_total_fits_bias_variance() (in module validphys.closuretest.multiclosure_output) plot_training_length() (in module validphys.dataplots) plot_training_validation() (in module validphys.dataplots) plot_trainvaliddist() (in module validphys.dataplots) plot_xi_flavour_x() (in module validphys.closuretest.multiclosure_pdf_output) plot_xq2() (in module validphys.dataplots) PlotInfo (class in validphys.plotoptions.core) PlottingFile (class in validphys.plotoptions.core) PlottingOptions (class in validphys.plotoptions.core) pos_neg_xplotting_grids() (in module validphys.deltachi2) posdatasets_fitting_pos_dict() (in module validphys.n3fit_data) Positivity (class in n3fit.stopping) positivity_predictions_data_result() (in module validphys.results) positivity_status (n3fit.stopping.Stopping property) PositivityResult (class in validphys.results) PositivitySetSpec (class in validphys.core) PostfitError predictions() (in module validphys.convolution) predictions_by_kinematics_table() (in module validphys.results) PredictionsRequireCutsError PreprocessingPlotter (class in validphys.eff_exponents) previous_effective_exponents() (in module validphys.eff_exponents) previous_effective_exponents_table() (in module validphys.eff_exponents) print_current_stats() (n3fit.stopping.Stopping method) print_dataset_differences() (in module validphys.fitdata) print_different_cuts() (in module validphys.fitdata) print_systype_overlap() (in module validphys.fitdata) proc_result_table() (in module validphys.results) proc_result_table_no_table() (in module validphys.results) process (validphys.theorycovariance.tests.LabeledShifts attribute) process_args() (in module validphys.scripts.vp_fitrename) (in module validphys.scripts.vp_nextfitruncard) (in module validphys.scripts.vp_pdfrename) process_description (validphys.plotoptions.core.PlottingOptions attribute) process_label() (validphys.pdfgrids.KineticXPlottingGrid method) (validphys.pdfgrids.XPlottingGrid method) process_lookup() (in module validphys.theorycovariance.theorycovarianceutils) process_slice() (in module validphys.hyper_algorithm) process_starting_points() (in module validphys.theorycovariance.construction) process_starting_points_dataspecs() (in module validphys.theorycovariance.tests) process_type (validphys.commondataparser.CommonDataMetadata attribute) (validphys.core.CommonDataSpec property) ProcessInfo (class in validphys.theorycovariance.construction) procs_central_values() (in module validphys.results) procs_central_values_no_table() (in module validphys.results) procs_chi2_table() (in module validphys.results) procs_chi2_table_diagtheory() (in module validphys.theorycovariance.output) procs_chi2_table_theory() (in module validphys.theorycovariance.output) procs_corrmat() (in module validphys.results) procs_covmat() (in module validphys.results) procs_covmat_no_table() (in module validphys.results) procs_data_values() (in module validphys.results) procs_index() (in module validphys.results) procs_index_matched() (in module validphys.theorycovariance.construction) procs_normcovmat() (in module validphys.results) produce_all_commondata() (validphys.config.CoreConfig method) produce_all_lumi_channels() (validphys.config.CoreConfig method) produce_basisfromfit() (validphys.config.CoreConfig method) produce_combine_dataspecs_pseudoreplicas_as() (validphys.paramfits.config.ParamfitsConfig method) produce_combine_dataspecs_pseudorreplicas_as() (validphys.paramfits.config.ParamfitsConfig method) produce_combined_shift_and_theory_dataspecs() (validphys.config.CoreConfig method) produce_commondata() (validphys.config.CoreConfig method) produce_covariance_matrix() (validphys.config.CoreConfig method) produce_covmat_t0_considered() (validphys.config.CoreConfig method) produce_cuts() (validphys.config.CoreConfig method) produce_data() (validphys.config.CoreConfig method) produce_data_input() (validphys.config.CoreConfig method) produce_dataset() (validphys.config.CoreConfig method) produce_dataset_inputs_covariance_matrix() (validphys.config.CoreConfig method) produce_dataset_inputs_covmat_t0_considered() (validphys.config.CoreConfig method) produce_dataset_inputs_fitting_covmat() (validphys.config.CoreConfig method) produce_dataset_inputs_sampling_covmat() (validphys.config.CoreConfig method) produce_dataspecs_with_matched_cuts() (validphys.config.CoreConfig method) produce_defaults() (validphys.config.CoreConfig method) produce_experiment_from_input() (validphys.config.CoreConfig method) produce_filter_data() (validphys.config.CoreConfig method) produce_fit() (n3fit.scripts.n3fit_exec.N3FitConfig method) produce_fit_id() (validphys.config.CoreConfig method) produce_fitcontext() (validphys.config.CoreConfig method) produce_fitcontextwithcuts() (validphys.config.CoreConfig method) produce_fitenvironment() (validphys.config.CoreConfig method) produce_fitinputcontext() (validphys.config.CoreConfig method) produce_fitpdf() (validphys.config.CoreConfig method) produce_fitpdfandbasis() (validphys.config.CoreConfig method) produce_fitreplicas() (validphys.config.CoreConfig method) produce_fits_as() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_as_from_fitdeclarations() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_central_chi2_by_dataset_item() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_central_chi2_by_experiment_and_dataset() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_central_chi2_for_total() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudoreplicas_chi2_by_dataset_item() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudoreplicas_chi2_by_experiment_and_dataset() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudoreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudorreplicas_chi2_by_dataset_item() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudorreplicas_chi2_by_experiment_and_dataset() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudorreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_name() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_name_from_fitdeclarations() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_pdf_config() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_replica_data_correlated_for_total() (validphys.paramfits.config.ParamfitsConfig method) produce_fitthcovmat() (validphys.config.CoreConfig method) produce_fitunderlyinglaw() (validphys.config.CoreConfig method) produce_fivetheories() (validphys.config.CoreConfig method) produce_group_dataset_inputs_by_experiment() (validphys.config.CoreConfig method) produce_group_dataset_inputs_by_metadata() (validphys.config.CoreConfig method) produce_group_dataset_inputs_by_process() (validphys.config.CoreConfig method) produce_hyperscanner() (n3fit.scripts.n3fit_exec.N3FitConfig method) produce_inclusive_use_scalevar_uncertainties() (validphys.config.CoreConfig method) produce_integdatasets() (validphys.config.CoreConfig method) produce_kfold_parameters() (n3fit.scripts.n3fit_exec.N3FitConfig method) produce_kpartitions() (n3fit.scripts.n3fit_exec.N3FitConfig method) produce_loaded_theory_covmat() (validphys.config.CoreConfig method) produce_loaded_user_covmat_path() (validphys.config.CoreConfig method) produce_matched_datasets_from_dataspecs() (validphys.config.CoreConfig method) produce_matched_positivity_from_dataspecs() (validphys.config.CoreConfig method) produce_matched_pseudoreplicas_for_total() (validphys.paramfits.config.ParamfitsConfig method) produce_matched_pseudorreplcias_for_total() (validphys.paramfits.config.ParamfitsConfig method) produce_multiclosure_underlyinglaw() (validphys.config.CoreConfig method) produce_nnfit_theory_covmat() (validphys.config.CoreConfig method) produce_no_covmat_reg() (validphys.config.CoreConfig method) produce_pdf_id() (validphys.config.CoreConfig method) produce_pdfreplicas() (validphys.config.CoreConfig method) produce_posdatasets() (validphys.config.CoreConfig method) produce_processed_data_grouping() (validphys.config.CoreConfig method) produce_processed_metadata_group() (validphys.config.CoreConfig method) produce_replicas() (validphys.config.CoreConfig method) produce_reweight_all_datasets() (validphys.config.CoreConfig method) produce_rules() (validphys.config.CoreConfig method) produce_scale_variation_theories() (validphys.config.CoreConfig method) produce_sep_mult() (validphys.config.CoreConfig method) produce_seventheories() (validphys.config.CoreConfig method) produce_t0set() (validphys.config.CoreConfig method) produce_theory_database() (validphys.config.CoreConfig method) produce_total_chi2_data() (validphys.config.CoreConfig method) produce_total_phi_data() (validphys.config.CoreConfig method) produce_use_fitcommondata() (n3fit.scripts.n3fit_exec.N3FitConfig method) produce_use_fits_chi2_paramfits_output() (validphys.paramfits.config.ParamfitsConfig method) produce_use_fits_computed_psedorreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig method) produce_use_fits_computed_pseudoreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig method) ProfileNotFound projected_condition_num() (in module validphys.theorycovariance.tests) projector_eigenvalue_ratio() (in module validphys.theorycovariance.tests) protected (validphys.coredata.FKTableData attribute) pseudodata (validphys.pseudodata.DataTrValSpec attribute) pseudodata_table() (in module validphys.n3fit_data) PseudoReplicaExpChi2Data (in module validphys.chi2grids) pseudoreplicas_stats_error() (in module validphys.paramfits.dataops) pseudorreplicas_stats_error() (in module validphys.paramfits.dataops) pt_ratio() (in module validphys.plotoptions.labelers)

Q

Q (validphys.pdfgrids.KineticXPlottingGrid attribute) (validphys.pdfgrids.XPlottingGrid attribute) (validphys.pdfplots.PDFPlotter property) Q0 (validphys.coredata.FKTableData attribute) q_min (validphys.core.PDF property) qbindis (validphys.plotoptions.core.ResultTransformations attribute) qbindis() (in module validphys.plotoptions.resulttransforms) qbindyp (validphys.plotoptions.core.ResultTransformations attribute) qbindyp() (in module validphys.plotoptions.resulttransforms) qbinEMC (validphys.plotoptions.core.ResultTransformations attribute) qbinEMC() (in module validphys.plotoptions.resulttransforms) qbinexp (validphys.plotoptions.core.ResultTransformations attribute) qbinexp() (in module validphys.plotoptions.resulttransforms) qbinjets (validphys.plotoptions.core.ResultTransformations attribute) qbinjets() (in module validphys.plotoptions.resulttransforms) qlabel (validphys.plotoptions.kintransforms.dyp_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_jpt_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_jrap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_mll_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_pt_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_ptrap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_rap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewk_mll_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewk_pt_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewk_ptrap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewk_rap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hig_rap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hqp_mqq_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hqp_ptq_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hqp_ptqq_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hqp_yq_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hqp_yqq_sqrt_scale attribute) (validphys.plotoptions.kintransforms.inc_sqrt_scale attribute) (validphys.plotoptions.kintransforms.pht_sqrt_scale attribute) (validphys.plotoptions.kintransforms.sia_sqrt_scale attribute) (validphys.plotoptions.kintransforms.SqrtScaleMixin attribute)

quadratic_as_determination() (in module validphys.paramfits.dataops) quadratic_as_determination_with_tag() (in module validphys.paramfits.dataops)

R

rawdata (validphys.results.StatsResult property) read_all_xqf() (in module validphys.lhio) read_replica_pseudodata() (in module validphys.pseudodata) read_xqf_from_file() (in module validphys.lhio) read_xqf_from_lhapdf() (in module validphys.lhio) rebuild_commondata_without_cuts() (in module validphys.loader) recreate_fit_pseudodata() (in module validphys.pseudodata) recreate_pdf_pseudodata() (in module validphys.pseudodata) recreate_pdf_pseudodata_no_table() (in module validphys.pseudodata) refresh() (n3fit.hyper_optimization.filetrials.FileTrials method) register() (n3fit.stopping.FitHistory method) register_ref() (n3fit.stopwatch.StopWatch method) register_times() (n3fit.stopwatch.StopWatch method) regularize_covmat() (in module validphys.calcutils) regularize_l2() (in module validphys.calcutils) relabel_experiments_to_groups() (in module validphys.results) relative_symlink() (in module validphys.scripts.postfit) remote_files() (validphys.loader.RemoteLoader method) remote_fits (validphys.loader.RemoteLoader property) remote_hyperscans (validphys.loader.RemoteLoader property) remote_keywords (validphys.loader.RemoteLoader property) remote_nnpdf_pdfs (validphys.loader.RemoteLoader property) remote_theories (validphys.loader.RemoteLoader property) RemoteLoader (class in validphys.loader) RemoteLoaderError rename_nnfit() (in module validphys.renametools) rename_pdf() (in module validphys.renametools) rename_postfit() (in module validphys.renametools) reorder_thcovmat_as_expcovmat() (in module validphys.covmats) rep_matrix() (in module validphys.lhio) replica_and_central_diff_totalpdf() (in module validphys.closuretest.multiclosure_pdf)

replica_data() (in module validphys.fitdata) replica_luxseed() (in module validphys.n3fit_data) replica_mcseed() (in module validphys.n3fit_data) replica_nnseed() (in module validphys.n3fit_data) replica_nnseed_fitting_data_dict() (in module validphys.n3fit_data) replica_paths() (in module validphys.fitdata) replica_result (validphys.results.Chi2Data attribute) replica_training_mask() (in module validphys.n3fit_data) replica_training_mask_table() (in module validphys.n3fit_data) replica_trvlseed() (in module validphys.n3fit_data) ReplicaGenerationError ReplicaPDFPlotter (class in validphys.pdfplots) ReportFileUploader (class in validphys.uploadutils) ReportUploader (class in validphys.uploadutils) Result (class in validphys.results) result_transform (validphys.plotoptions.core.PlottingOptions attribute) results() (in module validphys.results) ResultTransformations (class in validphys.plotoptions.core) reward (validphys.hyperoptplot.HyperoptTrial property) reweighting_stats() (in module validphys.reweighting) rge() (in module validphys.photon.compute) RobustSampleWrapper (class in validphys.paramfits.dataops) root_url (validphys.uploadutils.ArchiveUploader attribute) (validphys.uploadutils.FitUploader property) (validphys.uploadutils.HyperscanUploader property) (validphys.uploadutils.PDFUploader property) (validphys.uploadutils.ReportUploader property) Rule (class in validphys.filters) RuleProcessingError run() (n3fit.scripts.n3fit_exec.N3FitApp method) (n3fit.scripts.vp_setupfit.SetupFitApp method) (validphys.app.App method)

S

sample_trials() (validphys.core.HyperscanSpec method) sample_values() (validphys.core.MCStats method) (validphys.core.Stats method) sane_groupby_iter() (in module validphys.utils) saturation() (in module n3fit.hyper_optimization.penalties) save_md5() (n3fit.scripts.vp_setupfit.SetupFitEnvironment method) save_vetoes_info() (in module validphys.fitveto) scalar_function_transformation() (in module validphys.pdfbases) scalar_log_formatter() (in module validphys.plotutils) ScalarFunctionTransformation (class in validphys.pdfbases) Scale (class in validphys.plotoptions.core) scale (validphys.paramfits.dataops.RobustSampleWrapper property) (validphys.paramfits.dataops.StandardSampleWrapper property) (validphys.pdfgrids.KineticXPlottingGrid attribute) (validphys.pdfgrids.XPlottingGrid attribute) scale_from_grid() (in module validphys.utils) second_only (validphys.fitdata.DatasetComp attribute) select_flavour() (validphys.pdfgrids.XPlottingGrid method) set_actual_column_level0() (in module validphys.tableloader) set_lhapdf_info() (in module validphys.scripts.postfit) setname (validphys.coredata.CommonData attribute) (validphys.fkparser.GridInfo attribute) setup_flavour() (validphys.deltachi2.PDFEpsilonPlotter method) (validphys.pdfplots.AllFlavoursPlotter method) (validphys.pdfplots.BandPDFPlotter method) (validphys.pdfplots.PDFPlotter method) SetupFitApp (class in n3fit.scripts.vp_setupfit) SetupFitConfig (class in n3fit.scripts.vp_setupfit) SetupFitEnvironment (class in n3fit.scripts.vp_setupfit) SetupFitError shift_diag_cov_comparison() (in module validphys.theorycovariance.tests) shift_vector() (in module validphys.theorycovariance.tests) shifts (validphys.theorycovariance.tests.LabeledShifts attribute) sia_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.core.TransformFunctions attribute) sigma (validphys.coredata.FKTableData attribute) SimilarCuts (class in validphys.core) sizes (validphys.theorycovariance.construction.ProcessInfo attribute) space_eval_trial() (in module n3fit.hyper_optimization.filetrials) spiderplot() (in module validphys.plotutils) Spinner (class in validphys.renametools) spinner_task() (validphys.renametools.Spinner method) spinning_cursor() (validphys.renametools.Spinner static method) splash() (in module validphys.scripts.postfit) split_by() (in module validphys.utils)

split_ranges() (in module validphys.utils) split_sep() (in module validphys.lhio) sqrt_covmat() (in module validphys.covmats) sqrt_datasets_bias_variance_ratio() (in module validphys.closuretest.multiclosure_output) sqrt_experiments_bias_variance_ratio() (in module validphys.closuretest.multiclosure_output) sqrtcovmat (validphys.results.DataResult property) SqrtScaleMixin (class in validphys.plotoptions.kintransforms) StandardSampleWrapper (class in validphys.paramfits.dataops) start_key (n3fit.stopwatch.StopWatch attribute) stat_errors (validphys.coredata.CommonData property) Stats (class in validphys.core) stats (validphys.arclength.ArcLengthGrid attribute) stats_class (validphys.core.PDF property) StatsResult (class in validphys.results) std() (in module n3fit.hyper_optimization.rewards) std_error (validphys.results.DataResult property) (validphys.results.StatsResult property) std_error() (validphys.core.HessianStats method) (validphys.core.MCStats method) (validphys.core.Stats method) (validphys.core.SymmHessianStats method) std_interval() (validphys.core.Stats method) stop() (n3fit.stopwatch.StopWatch method) stop_epoch (n3fit.stopping.Stopping property) stop_here() (n3fit.stopping.Stopping method) Stopping (class in n3fit.stopping) StopWatch (class in n3fit.stopwatch) storefit() (in module n3fit.io.writer) StructureFunction (class in validphys.photon.structure_functions) study_combination() (in module validphys.hyper_algorithm) subplots() (in module validphys.plotutils) sum_rules() (in module validphys.sumrules) sum_rules_table() (in module validphys.sumrules) summarise_closure_underlying_pdfs() (in module validphys.closuretest.closure_results) summarise_fits() (in module validphys.fitdata) summarise_overfitting() (in module validphys.overfit_metric) summarise_theory_covmat_fits() (in module validphys.fitdata) SuperEncoder (class in n3fit.io.writer) symlog (validphys.plotoptions.core.Scale attribute) SymmHessianStats (class in validphys.core) SysNotFoundError systematic_errors() (validphys.coredata.CommonData method) systematics_matrix() (in module validphys.covmats_utils) systematics_matrix_from_commondata() (in module validphys.covmats) systematics_table (validphys.coredata.CommonData attribute) systype_table (validphys.coredata.CommonData attribute)

T

t0_chi2_info_table() (in module validphys.fitdata) t0_covmat_from_systematics() (in module validphys.covmats) TableLoaderError target_dir (validphys.uploadutils.ArchiveUploader attribute) (validphys.uploadutils.FitUploader property) (validphys.uploadutils.HyperscanUploader property) (validphys.uploadutils.PDFUploader property) (validphys.uploadutils.ReportUploader property) tempfile_cleaner() (in module validphys.utils) test_abs_chi2_data() (in module validphys.tests.test_totalchi2) test_abs_chi2_data_singlepoint() (in module validphys.tests.test_totalchi2) test_bias_function() (in module validphys.tests.test_closuretest) test_chi2_arithmetic() (in module validphys.tests.test_weights) test_disable_weights() (in module validphys.tests.test_weights) test_extrasum_slice() (in module validphys.tests.test_tableloader) test_for_same_cuts() (in module validphys.fitdata) test_hessian_total_chi2() (in module validphys.tests.test_totalchi2) test_listdatasets() (in module validphys.tests.test_vplistscript) test_listfits() (in module validphys.tests.test_vplistscript) test_listpdfs() (in module validphys.tests.test_vplistscript) test_listtheories() (in module validphys.tests.test_vplistscript) test_local() (in module validphys.tests.test_vplistscript) test_mc_total_chi2() (in module validphys.tests.test_totalchi2) test_min_combination() (in module validphys.tests.test_tableloader) test_no_systematic_overlaps() (in module validphys.tests.test_metaexps) test_python_weights() (in module validphys.tests.test_weights) test_register_ref() (in module n3fit.tests.test_stopwatch) test_register_times() (in module n3fit.tests.test_stopwatch) test_remote() (in module validphys.tests.test_vplistscript) test_rewards() (in module n3fit.tests.test_hyperopt) test_variance_function() (in module validphys.tests.test_closuretest) test_weights_have_same_commondata() (in module validphys.tests.test_weights) TestResult (class in validphys.tests.test_closuretest) ThCovMatSpec (class in validphys.core) theory (validphys.theorycovariance.construction.ProcessInfo attribute) theory_block_diag_covmat() (in module validphys.theorycovariance.construction) theory_blockcorrmat() (in module validphys.theorycovariance.construction) theory_corrmat_custom() (in module validphys.theorycovariance.construction) theory_corrmat_custom_dataspecs() (in module validphys.theorycovariance.tests) theory_corrmat_singleprocess() (in module validphys.theorycovariance.construction) theory_covmat_custom() (in module validphys.theorycovariance.construction) theory_covmat_custom_dataspecs() (in module validphys.theorycovariance.tests) theory_covmat_custom_fitting() (in module validphys.theorycovariance.construction) theory_covmat_datasets() (in module validphys.theorycovariance.construction) theory_covmat_eigenvalues() (in module validphys.theorycovariance.tests) theory_covmat_singleprocess() (in module validphys.theorycovariance.construction) theory_covmat_singleprocess_no_table() (in module validphys.theorycovariance.construction) theory_description() (in module validphys.results) theory_diagcovmat() (in module validphys.theorycovariance.construction) theory_diagonal_covmat() (in module validphys.theorycovariance.construction) theory_index (validphys.loader.RemoteLoader property) theory_info_table() (in module validphys.theoryinfo) theory_matrix_threshold() (in module validphys.theorycovariance.tests) theory_normblockcovmat() (in module validphys.theorycovariance.construction) theory_normcovmat_custom() (in module validphys.theorycovariance.construction) theory_normcovmat_singleprocess() (in module validphys.theorycovariance.construction) theory_reference (validphys.plotoptions.core.PlottingOptions attribute) theory_shift_test() (in module validphys.theorycovariance.tests) theory_urls (validphys.loader.RemoteLoader property) theory_vector() (in module validphys.theorycovariance.tests)

TheoryDataBaseNotFound theorydb_file (validphys.loader.Loader property) TheoryIDSpec (class in validphys.core) TheoryNotFound TheoryNotFoundInDatabase theta() (in module validphys.theorycovariance.tests) ThPredictionsResult (class in validphys.results) thspec (validphys.core.DataGroupSpec property) time_comparer() (in module n3fit.tests.test_stopwatch) to_known_elements() (validphys.pdfbases.Basis method) to_unweighted() (validphys.core.DataGroupSpec method) (validphys.core.DataSetSpec method) (validphys.core.LagrangeSetSpec method) total_bias_variance_ratio() (in module validphys.closuretest.multiclosure_output) total_bootstrap_ratio() (in module validphys.closuretest.multiclosure) total_bootstrap_xi() (in module validphys.closuretest.multiclosure) total_chi2_data_from_experiments() (in module validphys.results) total_chi2_per_point_data() (in module validphys.results) total_covmat_datasets() (in module validphys.theorycovariance.construction) total_covmat_diagtheory_datasets() (in module validphys.theorycovariance.construction) total_covmat_diagtheory_procs() (in module validphys.theorycovariance.construction) total_covmat_procs() (in module validphys.theorycovariance.construction) total_expected_data_delta_chi2() (in module validphys.closuretest.multiclosure_pseudodata) total_expected_xi_error_finite_effects() (in module validphys.closuretest.multiclosure_output) total_expected_xi_means_finite_effects() (in module validphys.closuretest.multiclosure_output) total_expected_xi_resample() (in module validphys.closuretest.multiclosure) total_fitted_points() (in module validphys.kinematics) total_partial_tr_chi2() (n3fit.stopping.FitState method) total_partial_vl_chi2() (n3fit.stopping.FitState method) total_phi_data_from_experiments() (in module validphys.results) total_ratio_error_finite_effects() (in module validphys.closuretest.multiclosure_output) total_ratio_means_finite_effects() (in module validphys.closuretest.multiclosure_output) total_std_xi_error_finite_effects() (in module validphys.closuretest.multiclosure_output) total_std_xi_means_finite_effects() (in module validphys.closuretest.multiclosure_output) total_theory_covmat() (in module validphys.theorycovariance.construction) total_theory_covmat_fitting() (in module validphys.theorycovariance.construction) total_tr_chi2() (n3fit.stopping.FitState method) total_vl_chi2() (n3fit.stopping.FitState method) total_xi_error_finite_effects() (in module validphys.closuretest.multiclosure_output) total_xi_means_finite_effects() (in module validphys.closuretest.multiclosure_output) total_xi_resample() (in module validphys.closuretest.multiclosure) tr_chi2 (n3fit.stopping.FitState property) tr_idx (validphys.pseudodata.DataTrValSpec attribute) tr_loss (n3fit.stopping.FitState property) tr_masks() (in module validphys.n3fit_data) tr_ndata (n3fit.stopping.FitState attribute) training (validphys.fitdata.FitInfo attribute) training_fktables() (validphys.n3fit_data_utils.FittableDataSet method) training_mask (validphys.n3fit_data_utils.FittableDataSet attribute) training_mask() (in module validphys.n3fit_data) training_mask_table() (in module validphys.n3fit_data) training_pseudodata() (in module validphys.n3fit_data) transform_func (validphys.pdfbases.ScalarFunctionTransformation attribute) transform_result() (in module validphys.plotoptions.core) TransformFunctions (class in validphys.plotoptions.core) tries_files (validphys.core.HyperscanSpec property) try_complete_args() (validphys.scripts.vp_comparefits.CompareFitApp method) TupleComp (class in validphys.core) two_Q2_bins() (in module validphys.plotoptions.labelers) type_fitname() (in module validphys.scripts.postfit)

U

uncertainty (validphys.coredata.CFactorData attribute) UncertaintyPDFPlotter (class in validphys.pdfplots) underlying_xi_grid_values() (in module validphys.closuretest.multiclosure_pdf) unknown_sum_rules() (in module validphys.sumrules) unknown_sum_rules_table() (in module validphys.sumrules) UnknownElement unweighted_index() (in module validphys.reweighting) update_runcard_description_yaml() (in module validphys.eff_exponents) upload_context() (validphys.app.App static method) (validphys.uploadutils.ArchiveUploader method) (validphys.uploadutils.FileUploader method) (validphys.uploadutils.Uploader method)

upload_host (validphys.uploadutils.Uploader property) upload_or_exit_context() (validphys.uploadutils.ArchiveUploader method) (validphys.uploadutils.Uploader method) upload_output() (validphys.uploadutils.ArchiveUploader method) (validphys.uploadutils.FitUploader method) (validphys.uploadutils.Uploader method) Uploader (class in validphys.uploadutils) UploadError user_covmat() (in module validphys.theorycovariance.construction) user_covmat_fitting() (in module validphys.theorycovariance.construction)

V

val_idx (validphys.pseudodata.DataTrValSpec attribute) validation (validphys.fitdata.FitInfo attribute) validation_fktables() (validphys.n3fit_data_utils.FittableDataSet method) validation_pseudodata() (in module validphys.n3fit_data) validation_theory_chi2() (in module validphys.theorycovariance.tests) validphys module validphys.api module validphys.app module validphys.arclength module validphys.asy_exponents module validphys.calcutils module validphys.checks module validphys.chi2grids module validphys.closuretest module validphys.closuretest.closure_checks module validphys.closuretest.closure_plots module validphys.closuretest.closure_results module validphys.closuretest.multiclosure module validphys.closuretest.multiclosure_output module validphys.closuretest.multiclosure_pdf module validphys.closuretest.multiclosure_pdf_output module validphys.closuretest.multiclosure_preprocessing module validphys.closuretest.multiclosure_pseudodata module validphys.commondata module validphys.commondataparser module validphys.commondatawriter module validphys.compareclosuretemplates module validphys.comparefittemplates module validphys.config module validphys.convolution module validphys.core module validphys.coredata module validphys.correlations module validphys.covmats module validphys.covmats_utils module validphys.cuts module validphys.cuts.lockfiles module validphys.dataplots module validphys.deltachi2 module validphys.deltachi2templates module validphys.eff_exponents module validphys.filters module validphys.fitdata module validphys.fitveto module validphys.fkparser module validphys.gridvalues module validphys.hyper_algorithm module validphys.hyperoptplot module validphys.hyperplottemplates module validphys.kinematics module validphys.lhaindex module validphys.lhapdfset module validphys.lhio module validphys.loader module validphys.mc2hessian module validphys.mc_gen module validphys.mplstyles module validphys.n3fit_data module validphys.n3fit_data_utils module validphys.overfit_metric module validphys.paramfits module validphys.paramfits.config module validphys.paramfits.dataops module validphys.paramfits.plots module validphys.pdfbases module validphys.pdfgrids module validphys.pdfoutput module validphys.pdfplots module

validphys.photon module validphys.photon.compute module validphys.photon.constants module validphys.photon.structure_functions module validphys.pineparser module validphys.plotoptions module validphys.plotoptions.core module validphys.plotoptions.kintransforms module validphys.plotoptions.labelers module validphys.plotoptions.resulttransforms module validphys.plotoptions.utils module validphys.plotutils module validphys.promptutils module validphys.pseudodata module validphys.renametools module validphys.replica_selector module validphys.results module validphys.reweighting module validphys.scalevariations module validphys.scripts module validphys.scripts.main module validphys.scripts.postfit module validphys.scripts.vp_checktheory module validphys.scripts.vp_comparefits module validphys.scripts.vp_deltachi2 module validphys.scripts.vp_fitrename module validphys.scripts.vp_get module validphys.scripts.vp_hyperoptplot module validphys.scripts.vp_list module validphys.scripts.vp_nextfitruncard module validphys.scripts.vp_pdffromreplicas module validphys.scripts.vp_pdfrename module validphys.scripts.vp_rebuild_data module validphys.scripts.vp_upload module validphys.scripts.wiki_upload module validphys.sumrules module validphys.tableloader module validphys.tests module validphys.tests.baseline module validphys.tests.photon module validphys.tests.regressions module validphys.tests.test_closuretest module validphys.tests.test_metaexps module validphys.tests.test_tableloader module validphys.tests.test_totalchi2 module validphys.tests.test_vplistscript module validphys.tests.test_weights module validphys.theorycovariance module validphys.theorycovariance.construction module validphys.theorycovariance.output module validphys.theorycovariance.tests module validphys.theorycovariance.theorycovarianceutils module validphys.theorydbutils module validphys.theoryinfo module validphys.uploadutils module validphys.utils module validphys.version module validphys_group_extractor() (in module validphys.n3fit_data_utils) VarDistancePDFPlotter (class in validphys.pdfplots) variance (validphys.closuretest.closure_results.VarianceData attribute) variance_dataset() (in module validphys.closuretest.closure_results) variance_distance_grids() (in module validphys.pdfgrids) variance_experiment() (in module validphys.closuretest.closure_results) VarianceData (class in validphys.closuretest.closure_results) vectors_3pt() (in module validphys.theorycovariance.tests) vectors_5barpt() (in module validphys.theorycovariance.tests) vectors_5pt() (in module validphys.theorycovariance.tests) vectors_7pt() (in module validphys.theorycovariance.tests) vectors_9pt() (in module validphys.theorycovariance.tests) version() (in module n3fit.io.writer) vl_chi2 (n3fit.stopping.FitState property) (n3fit.stopping.Stopping property) vl_loss (n3fit.stopping.FitState property) vl_ndata (n3fit.stopping.FitState attribute) vl_suffix (n3fit.stopping.FitState attribute)

W

weighted_reward (validphys.hyperoptplot.HyperoptTrial property) with_central_value() (validphys.coredata.CommonData method) with_cfactor() (validphys.coredata.FKTableData method) with_cuts() (validphys.coredata.CommonData method) (validphys.coredata.FKTableData method) wrapper_check_NN() (in module n3fit.checks) wrapper_hyperopt() (in module n3fit.checks)

write_commondata_data() (in module validphys.commondatawriter) write_commondata_to_file() (in module validphys.commondatawriter) write_data() (n3fit.io.writer.WriterWrapper method) write_replica() (in module validphys.lhio) write_systype_data() (in module validphys.commondatawriter) write_systype_to_file() (in module validphys.commondatawriter) WriterWrapper (class in n3fit.io.writer)

X

x (validphys.plotoptions.core.PlottingOptions attribute) x_label (validphys.plotoptions.core.PlottingOptions attribute) x_scale (validphys.plotoptions.core.PlottingOptions attribute) xfxQ() (n3fit.vpinterface.N3LHAPDFSet method) (validphys.lhapdfset.LHAPDFSet method) xgrid (validphys.coredata.FKTableData attribute) (validphys.pdfgrids.KineticXPlottingGrid attribute) (validphys.pdfgrids.XPlottingGrid attribute) xgrid() (in module validphys.pdfgrids) xi_flavour_table() (in module validphys.closuretest.multiclosure_pdf_output) xi_flavour_x() (in module validphys.closuretest.multiclosure_pdf) xi_grid_values() (in module validphys.closuretest.multiclosure_pdf) xi_pdfgrids() (in module validphys.closuretest.multiclosure_pdf) xi_resampling_data() (in module validphys.closuretest.multiclosure) xi_resampling_dataset() (in module validphys.closuretest.multiclosure) xi_totalpdf() (in module validphys.closuretest.multiclosure_pdf)

xlabel (validphys.plotoptions.core.PlotInfo property) xplotting_grid() (in module validphys.pdfgrids) XPlottingGrid (class in validphys.pdfgrids) XQ2Map (class in validphys.kinematics) xq2map() (validphys.plotoptions.kintransforms.DIJET3DXQ2MapMixin method) (validphys.plotoptions.kintransforms.DIJETATLASXQ2MapMixin method) (validphys.plotoptions.kintransforms.DIJETXQ2MapMixin method) (validphys.plotoptions.kintransforms.DISXQ2MapMixin method) (validphys.plotoptions.kintransforms.DYMXQ2MapMixin method) (validphys.plotoptions.kintransforms.DYXQ2MapMixin method) (validphys.plotoptions.kintransforms.EWPTXQ2MapMixin method) (validphys.plotoptions.kintransforms.HQPTXQ2MapMixin method) (validphys.plotoptions.kintransforms.HQQPTXQ2MapMixin method) (validphys.plotoptions.kintransforms.JETXQ2MapMixin method) xq2map_with_cuts() (in module validphys.kinematics) xscale (validphys.pdfplots.PDFPlotter property)

Y

y (validphys.pdfgrids.Lumi2dGrid attribute) y_label (validphys.plotoptions.core.PlottingOptions attribute) y_scale (validphys.plotoptions.core.PlottingOptions attribute)

yamldb_path (validphys.core.TheoryIDSpec property) YamlFileNotFound yes_no_str() (in module validphys.promptutils)