API Reference Guide

• pocket_coffea
  • pocket_coffea package
    • Subpackages
      • pocket_coffea.executors package
        • Submodules
        • pocket_coffea.executors.executors_CLAIX module
        • pocket_coffea.executors.executors_DESY_NAF module
          • ParslCondorExecutorFactory
            • ParslCondorExecutorFactory.close()
            • ParslCondorExecutorFactory.customized_args()
            • ParslCondorExecutorFactory.get()
            • ParslCondorExecutorFactory.get_worker_env()
            • ParslCondorExecutorFactory.setup()
          • get_executor_factory()
        • pocket_coffea.executors.executors_RWTH module
        • pocket_coffea.executors.executors_T3_CH_PSI module
          • DaskExecutorFactory
            • DaskExecutorFactory.close()
            • DaskExecutorFactory.customized_args()
            • DaskExecutorFactory.get()
            • DaskExecutorFactory.get_worker_env()
            • DaskExecutorFactory.setup()
          • get_executor_factory()
        • pocket_coffea.executors.executors_base module
          • ExecutorFactoryABC
            • ExecutorFactoryABC.close()
            • ExecutorFactoryABC.customized_args()
            • ExecutorFactoryABC.get()
            • ExecutorFactoryABC.set_env()
            • ExecutorFactoryABC.setup()
            • ExecutorFactoryABC.setup_proxyfile()
          • FuturesExecutorFactory
            • FuturesExecutorFactory.customized_args()
            • FuturesExecutorFactory.get()
          • IterativeExecutorFactory
            • IterativeExecutorFactory.get()
          • get_executor_factory()
        • pocket_coffea.executors.executors_brux module
        • pocket_coffea.executors.executors_casa module
          • DaskExecutorFactory
            • DaskExecutorFactory.close()
            • DaskExecutorFactory.customized_args()
            • DaskExecutorFactory.get()
            • DaskExecutorFactory.setup()
          • get_executor_factory()
        • pocket_coffea.executors.executors_cern_swan module
        • pocket_coffea.executors.executors_infn_af module
        • pocket_coffea.executors.executors_lxplus module
          • DaskExecutorFactory
            • DaskExecutorFactory.close()
            • DaskExecutorFactory.customized_args()
            • DaskExecutorFactory.get()
            • DaskExecutorFactory.setup()
          • ExecutorFactoryCondorCERN
            • ExecutorFactoryCondorCERN.get()
            • ExecutorFactoryCondorCERN.prepare_jobs()
            • ExecutorFactoryCondorCERN.recreate_jobs()
            • ExecutorFactoryCondorCERN.submit_jobs()
          • get_executor_factory()
          • get_worker_env()
          • set_queue()
          • update_queue()
        • pocket_coffea.executors.executors_manual_jobs module
          • ExecutorFactoryManualABC
            • ExecutorFactoryManualABC.close()
            • ExecutorFactoryManualABC.customized_args()
            • ExecutorFactoryManualABC.get()
            • ExecutorFactoryManualABC.prepare_jobs()
            • ExecutorFactoryManualABC.prepare_splitting()
            • ExecutorFactoryManualABC.recreate_jobs()
            • ExecutorFactoryManualABC.set_env()
            • ExecutorFactoryManualABC.setup()
            • ExecutorFactoryManualABC.setup_proxyfile()
            • ExecutorFactoryManualABC.submit()
            • ExecutorFactoryManualABC.submit_jobs()
          • ensure_job_sh_forwards_inner_yaml()
          • ensure_sub_transfers_inner_yaml()
          • write_inner_run_options()
        • pocket_coffea.executors.executors_oscar module
        • pocket_coffea.executors.executors_purdue_af module
          • DaskGatewayExecutorFactory
            • DaskGatewayExecutorFactory.close()
            • DaskGatewayExecutorFactory.customized_args()
            • DaskGatewayExecutorFactory.get()
            • DaskGatewayExecutorFactory.get_worker_env()
            • DaskGatewayExecutorFactory.setup()
            • DaskGatewayExecutorFactory.setup_proxyfile()
          • get_executor_factory()
        • pocket_coffea.executors.executors_rubin module
        • Module contents
      • pocket_coffea.law_tasks package
        • Subpackages
          • pocket_coffea.law_tasks.configuration package
            • Submodules
            • pocket_coffea.law_tasks.configuration.general module
              • baseconfig
                • baseconfig.cfg
              • datacardconfig
                • datacardconfig.category
                • datacardconfig.datacard_name
                • datacardconfig.shapes_name
                • datacardconfig.stat_config
                • datacardconfig.variable
                • datacardconfig.years
                  • datacardconfig._inst
              • datasetconfig
                • datasetconfig.allowlist_sites
                  • datasetconfig._inst
                • datasetconfig.blocklist_sites
                  • datasetconfig._inst
                • datasetconfig.check
                • datasetconfig.dataset_definition
                  • datasetconfig._inst
                • datasetconfig.dataset_dir
                • datasetconfig.download
                • datasetconfig.include_redirector
                • datasetconfig.keys
                • datasetconfig.local_prefix
                • datasetconfig.overwrite
                • datasetconfig.parallelize
                • datasetconfig.prioritylist_sites
                  • datasetconfig._inst
                • datasetconfig.regex_sites
                • datasetconfig.sort_replicas
                • datasetconfig.split_by_year
              • runnerconfig
                • runnerconfig.coffea_output
                • runnerconfig.executor
                • runnerconfig.limit_chunks
                • runnerconfig.limit_files
                • runnerconfig.process_separately
                • runnerconfig.scaleout
                • runnerconfig.skip_bad_files
                • runnerconfig.test
              • transferconfig
                • transferconfig.transfer
            • pocket_coffea.law_tasks.configuration.plotting module
              • plottingconfig
                • plottingconfig.blind
                • plottingconfig.compare
                • plottingconfig.density
                • plottingconfig.log_scale_x
                • plottingconfig.log_scale_y
                • plottingconfig.no_ratio
                • plottingconfig.plot_dir
                • plottingconfig.plot_format
                • plottingconfig.plot_style
                • plottingconfig.plot_syst
                • plottingconfig.plot_verbose
                • plottingconfig.plot_workers
                • plottingconfig.variables
                  • plottingconfig._inst
              • plottingsystematicsconfig
                • plottingsystematicsconfig.ratio
            • Module contents
          • pocket_coffea.law_tasks.tasks package
            • Submodules
            • pocket_coffea.law_tasks.tasks.base module
              • BaseTask
                • BaseTask.base_store
                • BaseTask.exclude_index
                • BaseTask.exclude_params_index
                • BaseTask.exclude_params_repr
                • BaseTask.exclude_params_repr_empty
                • BaseTask.exclude_params_req
                • BaseTask.exclude_params_req_get
                • BaseTask.exclude_params_req_set
                • BaseTask.local_directory_target()
                • BaseTask.local_file_target()
                • BaseTask.local_path()
                • BaseTask.store_parts()
                • BaseTask.version
                • BaseTask.version_store
                • BaseTask.wlcg_directory_target()
                • BaseTask.wlcg_file_target()
                • BaseTask.wlcg_path()
              • BaseTaskWithTest
                • BaseTaskWithTest.exclude_index
                • BaseTaskWithTest.exclude_params_index
                • BaseTaskWithTest.exclude_params_repr
                • BaseTaskWithTest.exclude_params_repr_empty
                • BaseTaskWithTest.exclude_params_req
                • BaseTaskWithTest.exclude_params_req_get
                • BaseTaskWithTest.exclude_params_req_set
                • BaseTaskWithTest.store_parts()
                • BaseTaskWithTest.test
            • pocket_coffea.law_tasks.tasks.datacard module
              • DatacardProducer
                • DatacardProducer.category
                • DatacardProducer.cfg
                • DatacardProducer.clone_parent()
                • DatacardProducer.clone_parents()
                • DatacardProducer.datacard_name
                • DatacardProducer.exclude_index
                • DatacardProducer.exclude_params_index
                • DatacardProducer.exclude_params_repr
                • DatacardProducer.exclude_params_repr_empty
                • DatacardProducer.exclude_params_req
                • DatacardProducer.exclude_params_req_get
                • DatacardProducer.exclude_params_req_set
                • DatacardProducer.output()
                • DatacardProducer.requires()
                • DatacardProducer.run()
                • DatacardProducer.shapes_name
                • DatacardProducer.stat_config
                • DatacardProducer.store_parts()
                • DatacardProducer.transfer
                • DatacardProducer.variable
                • DatacardProducer.years
                  • DatacardProducer._inst
            • pocket_coffea.law_tasks.tasks.datasets module
              • CreateDatasets
                • CreateDatasets.allowlist_sites
                  • CreateDatasets._inst
                • CreateDatasets.blocklist_sites
                  • CreateDatasets._inst
                • CreateDatasets.cfg
                • CreateDatasets.check
                • CreateDatasets.clone_parent()
                • CreateDatasets.clone_parents()
                • CreateDatasets.dataset_definition
                  • CreateDatasets._inst
                • CreateDatasets.dataset_dir
                • CreateDatasets.download
                • CreateDatasets.exclude_index
                • CreateDatasets.exclude_params_index
                • CreateDatasets.exclude_params_repr
                • CreateDatasets.exclude_params_repr_empty
                • CreateDatasets.exclude_params_req
                • CreateDatasets.exclude_params_req_get
                • CreateDatasets.exclude_params_req_set
                • CreateDatasets.include_redirector
                • CreateDatasets.keys
                • CreateDatasets.local_prefix
                • CreateDatasets.output()
                • CreateDatasets.overwrite
                • CreateDatasets.parallelize
                • CreateDatasets.prioritylist_sites
                  • CreateDatasets._inst
                • CreateDatasets.regex_sites
                • CreateDatasets.run()
                • CreateDatasets.sort_replicas
                • CreateDatasets.split_by_year
            • pocket_coffea.law_tasks.tasks.plotting module
            • pocket_coffea.law_tasks.tasks.runner module
              • Runner
                • Runner.cfg
                • Runner.clone_parent()
                • Runner.clone_parents()
                • Runner.coffea_output
                • Runner.config
                • Runner.exclude_index
                • Runner.exclude_params_index
                • Runner.exclude_params_repr
                • Runner.exclude_params_repr_empty
                • Runner.exclude_params_req
                • Runner.exclude_params_req_get
                • Runner.exclude_params_req_set
                • Runner.executor
                • Runner.limit_chunks
                • Runner.limit_files
                • Runner.output()
                • Runner.process_separately
                • Runner.requires()
                • Runner.run()
                • Runner.scaleout
                • Runner.skip_bad_files
                • Runner.skip_output_removal
                • Runner.store_parts()
                • Runner.test
            • Module contents
        • Submodules
        • pocket_coffea.law_tasks.utils module
          • create_datasets_paths()
          • exclude_samples_from_plotting()
          • extract_executor_and_site()
          • filter_items_by_regex()
          • get_executor()
          • import_analysis_config()
          • load_analysis_config()
          • load_plotting_style()
          • load_run_options()
          • load_sample_names()
          • merge_datasets_definition()
          • modify_dataset_output_path()
          • process_datasets()
          • read_datasets_definition()
        • Module contents
      • pocket_coffea.lib package
        • Subpackages
          • pocket_coffea.lib.calibrators package
            • Subpackages
              • pocket_coffea.lib.calibrators.common package
                • Submodules
                • pocket_coffea.lib.calibrators.common.common module
                  • ElectronsScaleCalibrator
                    • ElectronsScaleCalibrator.calibrate()
                    • ElectronsScaleCalibrator.calibrated_collections
                    • ElectronsScaleCalibrator.has_variations
                    • ElectronsScaleCalibrator.initialize()
                    • ElectronsScaleCalibrator.isMC_only
                    • ElectronsScaleCalibrator.name
                  • JetsCalibrator
                    • JetsCalibrator.apply_regression()
                    • JetsCalibrator.apply_variation()
                    • JetsCalibrator.calibrate()
                    • JetsCalibrator.has_variations
                    • JetsCalibrator.initialize()
                    • JetsCalibrator.isMC_only
                    • JetsCalibrator.name
                  • JetsSoftdropMassCalibrator
                    • JetsSoftdropMassCalibrator.calibrate()
                    • JetsSoftdropMassCalibrator.has_variations
                    • JetsSoftdropMassCalibrator.initialize()
                    • JetsSoftdropMassCalibrator.isMC_only
                    • JetsSoftdropMassCalibrator.name
                  • METCalibrator
                    • METCalibrator.calibrate()
                    • METCalibrator.has_variations
                    • METCalibrator.initialize()
                    • METCalibrator.isMC_only
                    • METCalibrator.name
                  • MuonsCalibrator
                    • MuonsCalibrator.calibrate()
                    • MuonsCalibrator.calibrated_collections
                    • MuonsCalibrator.has_variations
                    • MuonsCalibrator.initialize()
                    • MuonsCalibrator.isMC_only
                    • MuonsCalibrator.name
                • Module contents
                  • ElectronsScaleCalibrator
                    • ElectronsScaleCalibrator.calibrate()
                    • ElectronsScaleCalibrator.calibrated_collections
                    • ElectronsScaleCalibrator.has_variations
                    • ElectronsScaleCalibrator.initialize()
                    • ElectronsScaleCalibrator.isMC_only
                    • ElectronsScaleCalibrator.name
                  • JetsCalibrator
                    • JetsCalibrator.apply_regression()
                    • JetsCalibrator.apply_variation()
                    • JetsCalibrator.calibrate()
                    • JetsCalibrator.has_variations
                    • JetsCalibrator.initialize()
                    • JetsCalibrator.isMC_only
                    • JetsCalibrator.name
                  • METCalibrator
                    • METCalibrator.calibrate()
                    • METCalibrator.has_variations
                    • METCalibrator.initialize()
                    • METCalibrator.isMC_only
                    • METCalibrator.name
            • Submodules
            • pocket_coffea.lib.calibrators.calibrator module
              • Calibrator
                • Calibrator.calibrate()
                • Calibrator.calibrated_collections
                • Calibrator.has_variations
                • Calibrator.initialize()
                • Calibrator.isMC_only
                • Calibrator.name
                • Calibrator.serialize()
                • Calibrator.variations
              • CalibratorRegistry
                • CalibratorRegistry.calibrator_classes
                • CalibratorRegistry.get_calibrator()
            • pocket_coffea.lib.calibrators.calibrators_manager module
              • CalibratorsManager
                • CalibratorsManager.calibrate()
                • CalibratorsManager.calibration_loop()
                • CalibratorsManager.get_available_variations()
                • CalibratorsManager.reset_events_to_original()
            • Module contents
          • pocket_coffea.lib.weights package
            • Subpackages
              • pocket_coffea.lib.weights.common package
                • Submodules
                • pocket_coffea.lib.weights.common.common module
                  • SF_btag
                    • SF_btag.compute()
                    • SF_btag.has_variations
                    • SF_btag.name
                  • SF_btag_calib
                    • SF_btag_calib.compute()
                    • SF_btag_calib.has_variations
                    • SF_btag_calib.name
                  • SF_ctag
                    • SF_ctag.compute()
                    • SF_ctag.has_variations
                    • SF_ctag.name
                  • SF_ctag_calib
                    • SF_ctag_calib.compute()
                    • SF_ctag_calib.has_variations
                    • SF_ctag_calib.name
                  • SF_jet_puId
                    • SF_jet_puId.compute()
                    • SF_jet_puId.has_variations
                    • SF_jet_puId.name
                • pocket_coffea.lib.weights.common.weights_run2_UL module
                  • SF_ele_trigger
                    • SF_ele_trigger.compute()
                    • SF_ele_trigger.has_variations
                    • SF_ele_trigger.name
                  • get_ele_trigger_sf()
                  • sf_ele_trigger()
                  • sf_qcd_factor_scale()
                  • sf_qcd_renorm_scale()
                • pocket_coffea.lib.weights.common.weights_run3 module
                • Module contents
            • Submodules
            • pocket_coffea.lib.weights.test_weights_mechanism module
            • pocket_coffea.lib.weights.weights module
              • WeightData
                • WeightData.down
                • WeightData.name
                • WeightData.nominal
                • WeightData.up
              • WeightDataMultiVariation
                • WeightDataMultiVariation.down
                • WeightDataMultiVariation.name
                • WeightDataMultiVariation.nominal
                • WeightDataMultiVariation.up
                • WeightDataMultiVariation.variations
              • WeightLambda
                • WeightLambda.compute()
              • WeightWrapper
                • WeightWrapper.compute()
                • WeightWrapper.has_variations
                • WeightWrapper.isMC_only
                • WeightWrapper.name
                • WeightWrapper.serialize()
                • WeightWrapper.variations
              • WeightWrapperMeta
                • WeightWrapperMeta.get_weight_class_from_name()
                • WeightWrapperMeta.weight_classes
                • WeightWrapperMeta.wrap_func()
            • pocket_coffea.lib.weights.weights_manager module
              • WeightsManager
                • WeightsManager.add_weight()
                • WeightsManager.compute()
                • WeightsManager.get_available_modifiers_bycategory()
                • WeightsManager.get_available_modifiers_byweight()
                • WeightsManager.get_available_weights()
                • WeightsManager.get_weight()
                • WeightsManager.get_weight_only_subsample()
              • get_weights_by_cat_var()
              • get_weights_by_cat_var_subsample()
            • Module contents
        • Submodules
        • pocket_coffea.lib.categorization module
          • CartesianSelection
            • CartesianSelection.get_mask()
            • CartesianSelection.get_masks()
            • CartesianSelection.items()
            • CartesianSelection.keys()
            • CartesianSelection.prepare()
            • CartesianSelection.serialize()
            • CartesianSelection.template_mask
          • MaskStorage
            • MaskStorage.add()
            • MaskStorage.all()
            • MaskStorage.masks
            • MaskStorage.names
          • MultiCut
            • MultiCut.get_mask()
            • MultiCut.ncuts
            • MultiCut.prepare()
            • MultiCut.serialize()
          • StandardSelection
            • StandardSelection.get_mask()
            • StandardSelection.get_masks()
            • StandardSelection.items()
            • StandardSelection.keys()
            • StandardSelection.prepare()
            • StandardSelection.serialize()
            • StandardSelection.template_mask
        • pocket_coffea.lib.columns_manager module
          • ColOut
            • ColOut.collection
            • ColOut.columns
            • ColOut.fill_none
            • ColOut.fill_value
            • ColOut.flatten
            • ColOut.pos_end
            • ColOut.pos_start
            • ColOut.store_size
          • ColumnsManager
            • ColumnsManager.add_column()
            • ColumnsManager.fill_ak_arrays()
            • ColumnsManager.fill_columns_accumulators()
            • ColumnsManager.ncols
        • pocket_coffea.lib.cut_definition module
          • Cut
            • Cut.collection
            • Cut.function
            • Cut.get_mask()
            • Cut.id
            • Cut.name
            • Cut.params
            • Cut.serialize()
        • pocket_coffea.lib.cut_functions module
          • apply_event_flags()
          • apply_golden_json()
          • count_objects_eq()
          • count_objects_gt()
          • count_objects_lt()
          • eq_nObj()
          • eq_nObj_minPt()
          • get_HLTsel()
          • get_HLTsel_custom()
          • get_JetVetoMap()
          • get_JetVetoMap_Mask()
          • get_L1sel()
          • get_L1sel_custom()
          • get_nBtag()
          • get_nBtagEq()
          • get_nBtagMin()
          • get_nElectron()
          • get_nMuon()
          • get_nObj_eq()
          • get_nObj_less()
          • get_nObj_min()
          • get_nPVgood()
          • less_nObj()
          • min_nObj()
          • min_nObj_minPt()
          • nBtagEq()
          • nBtagMin()
          • nElectron()
          • nMuon()
          • passthrough_f()
        • pocket_coffea.lib.delayed_eval module
          • DelayedEvalBranchManager
            • DelayedEvalBranchManager.ensure_nominal_index()
            • DelayedEvalBranchManager.prepare_nominal_snapshot()
            • DelayedEvalBranchManager.register()
            • DelayedEvalBranchManager.union_final_categories_mask()
            • DelayedEvalBranchManager.update_for_current_variation()
        • pocket_coffea.lib.deltaR_matching module
          • deltaR_matching_nonunique()
          • delta_phi()
          • get_matching_objects_indices_padnone()
          • get_matching_pairs_indices()
          • metric_eta()
          • metric_phi()
          • metric_pt()
          • object_matching()
        • pocket_coffea.lib.gen_objects module
          • getGenJets()
          • getGenLeptons()
        • pocket_coffea.lib.hist_manager module
          • Axis
            • Axis.bins
            • Axis.coll
            • Axis.field
            • Axis.growth
            • Axis.label
            • Axis.lim
            • Axis.name
            • Axis.overflow
            • Axis.pos
            • Axis.start
            • Axis.stop
            • Axis.transform
            • Axis.type
            • Axis.underflow
          • HistConf
            • HistConf.autofill
            • HistConf.axes
            • HistConf.collapse_2D_masks
            • HistConf.collapse_2D_masks_mode
            • HistConf.exclude_categories
            • HistConf.exclude_samples
            • HistConf.hist_obj
            • HistConf.metadata_hist
            • HistConf.no_weights
            • HistConf.only_categories
            • HistConf.only_samples
            • HistConf.only_variations
            • HistConf.serialize()
            • HistConf.storage
            • HistConf.variations
          • HistManager
            • HistManager.fill_histograms()
            • HistManager.get_histogram()
            • HistManager.get_histograms()
            • HistManager.get_metadata_histograms()
            • HistManager.mask_and_broadcast_weight()
          • get_hist_axis_from_config()
          • weights_cache()
        • pocket_coffea.lib.jets module
          • CCsorted()
          • CvsLsorted()
          • ProbBsorted()
          • add_jec_variables()
          • add_jec_variables_subjet()
          • btagging()
          • compute_jetId()
          • get_dijet()
          • get_jer_correction_set()
          • get_jersmear()
          • get_rho()
          • jet_correction_corrlib()
          • jet_selection()
          • load_jet_factory()
          • met_correction()
          • met_correction_after_jec()
          • met_xy_correction()
          • msoftdrop_correction()
        • pocket_coffea.lib.leptons module
          • get_charged_leptons()
          • get_diboson()
          • get_dilepton()
          • get_ele_scaled()
          • get_ele_scaled_etdependent()
          • get_ele_smeared()
          • get_ele_smeared_etdependent()
          • lepton_selection()
          • lepton_selection_promptMVA()
          • soft_lepton_selection()
        • pocket_coffea.lib.muon_scale_and_resolution module
          • CrystallBall
            • CrystallBall.cdf()
            • CrystallBall.invcdf()
          • SeedSequence
            • SeedSequence.generate()
          • filter_boundaries()
          • get_k()
          • get_rndm()
          • get_std()
          • pt_resol()
          • pt_resol_var()
          • pt_scale()
          • pt_scale_var()
          • random()
        • pocket_coffea.lib.objects module
        • pocket_coffea.lib.parton_provenance module
          • analyze_W_flat()
          • analyze_parton_decays_flat_nomesons()
          • get_partons_provenance_tt5F()
          • get_partons_provenance_ttHbb()
          • get_partons_provenance_ttHbb_dileptonic()
          • get_partons_provenance_ttbb4F()
          • reverse_index_array()
        • pocket_coffea.lib.photon module
          • photon_selection()
        • pocket_coffea.lib.reconstruction module
        • pocket_coffea.lib.scale_factors module
          • get_ele_sf()
          • get_mu_sf()
          • get_pho_sf()
          • sf_L1prefiring()
          • sf_btag()
          • sf_btag_calib()
          • sf_ctag()
          • sf_ctag_calib()
          • sf_ele_id()
          • sf_ele_promptmva()
          • sf_ele_reco()
          • sf_ele_trigger()
          • sf_jet_puId()
          • sf_mu()
          • sf_mu_promptmva()
          • sf_partonshower_fsr()
          • sf_partonshower_isr()
          • sf_photon()
          • sf_pileup_reweight()
        • pocket_coffea.lib.triggers module
          • apply_trigger_mask()
          • get_trigger_mask_byprimarydataset()
        • Module contents
      • pocket_coffea.parameters package
        • Subpackages
          • pocket_coffea.parameters.jec package
            • Module contents
        • Submodules
        • pocket_coffea.parameters.cuts module
        • pocket_coffea.parameters.dask_env module
          • setup_dask()
        • pocket_coffea.parameters.defaults module
          • compose_parameters_from_files()
          • dump_parameters()
          • get_default_parameters()
          • get_default_run_options()
          • get_defaults_and_compose()
          • merge_parameters()
          • merge_parameters_from_files()
          • merge_parameters_from_string()
          • register_configuration_dir()
          • setup_cvmfs_resolver()
        • pocket_coffea.parameters.histograms module
          • count_hist()
          • ele_hists()
          • fatjet_hists()
          • fatjet_taggers_hists()
          • genjet_hists()
          • jet_hists()
          • jet_taggers_hists()
          • lepton_hists()
          • met_hists()
          • muon_hists()
          • parton_hists()
          • processing_metadata_hists()
          • sv_hists()
        • pocket_coffea.parameters.lumi module
          • femtobarn()
        • Module contents
      • pocket_coffea.scripts package
        • Subpackages
          • pocket_coffea.scripts.dataset package
            • Submodules
            • pocket_coffea.scripts.dataset.append_genweights module
            • pocket_coffea.scripts.dataset.append_parents module
            • pocket_coffea.scripts.dataset.build_datasets module
            • pocket_coffea.scripts.dataset.dataset_query module
              • DataDiscoveryCLI
                • DataDiscoveryCLI.as_dict
                • DataDiscoveryCLI.do_allowlist_sites()
                • DataDiscoveryCLI.do_blocklist_sites()
                • DataDiscoveryCLI.do_clear()
                • DataDiscoveryCLI.do_list_replicas()
                • DataDiscoveryCLI.do_list_selected()
                • DataDiscoveryCLI.do_login()
                • DataDiscoveryCLI.do_prioritylist_sites()
                • DataDiscoveryCLI.do_query()
                • DataDiscoveryCLI.do_query_results()
                • DataDiscoveryCLI.do_regex_sites()
                • DataDiscoveryCLI.do_replicas()
                • DataDiscoveryCLI.do_save()
                • DataDiscoveryCLI.do_select()
                • DataDiscoveryCLI.do_set_replicas_sorting()
                • DataDiscoveryCLI.do_sites_filters()
                • DataDiscoveryCLI.do_whoami()
                • DataDiscoveryCLI.extract_era_from_dataset_name()
                • DataDiscoveryCLI.extract_xsec_from_dataset_name()
                • DataDiscoveryCLI.extract_year_from_dataset_name()
                • DataDiscoveryCLI.generate_default_metadata()
                • DataDiscoveryCLI.is_mc_dataset()
                • DataDiscoveryCLI.load_dataset_definition()
                • DataDiscoveryCLI.start_cli()
              • get_indices_query()
              • print_dataset_query()
            • pocket_coffea.scripts.dataset.download module
            • Module contents
          • pocket_coffea.scripts.plot package
            • Submodules
            • pocket_coffea.scripts.plot.make_plots module
            • pocket_coffea.scripts.plot.plot_cutflow module
            • pocket_coffea.scripts.plot.trigger_efficiency module
            • pocket_coffea.scripts.plot.trigger_scalefactor module
            • Module contents
        • Submodules
        • pocket_coffea.scripts.build_jec module
          • jet_factory_factory()
        • pocket_coffea.scripts.check_jobs module
          • bump_jobqueue()
          • check_jobs_logs()
          • create_layout()
          • find_other_file()
          • get_progress_table()
          • get_tables()
          • update_blacklist()
        • pocket_coffea.scripts.config_template module
        • pocket_coffea.scripts.hadd_skimmed_files module
          • do_hadd()
        • pocket_coffea.scripts.make_config module
          • write_config()
        • pocket_coffea.scripts.merge_columns module
          • find_leaf_dirs()
          • merge_leaf_dir()
          • worker()
        • pocket_coffea.scripts.merge_outputs module
          • append_configs()
          • merge_group_reduction()
          • merge_outputs()
          • process_failed()
        • pocket_coffea.scripts.pileup_corrlib module
        • pocket_coffea.scripts.print_parameters module
        • pocket_coffea.scripts.runner module
        • pocket_coffea.scripts.split_output module
          • split_output()
        • Module contents
      • pocket_coffea.utils package
        • Subpackages
          • pocket_coffea.utils.stat package
            • Submodules
            • pocket_coffea.utils.stat.combine module
              • Datacard
                • Datacard.adjust_columns
                • Datacard.adjust_first_column
                • Datacard.adjust_syst_colum
                • Datacard.bin
                • Datacard.content()
                • Datacard.create_shape_histogram_dict()
                • Datacard.dump()
                • Datacard.expectation_section()
                • Datacard.get_datasets_by_sample()
                • Datacard.imax
                • Datacard.is_empty_dataset()
                • Datacard.jmax
                • Datacard.kmax
                • Datacard.mcstat_config
                • Datacard.mcstat_section()
                • Datacard.observation
                • Datacard.observation_section()
                • Datacard.preamble()
                • Datacard.rate()
                • Datacard.rate_parameters_section()
                • Datacard.rearrange_histograms()
                • Datacard.shape_section()
                • Datacard.shape_variations
                • Datacard.systematics_section()
              • combine_datacards()
            • pocket_coffea.utils.stat.processes module
              • DataProcess
                • DataProcess.years
              • DataProcesses
              • MCProcess
                • MCProcess.has_rateParam
                • MCProcess.is_signal
                • MCProcess.years
              • MCProcesses
                • MCProcesses.background_processes
                • MCProcesses.n_processes
                • MCProcesses.signal_processes
              • Process
                • Process.is_data
                • Process.label
                • Process.name
                • Process.samples
            • pocket_coffea.utils.stat.systematics module
              • SystematicUncertainty
                • SystematicUncertainty.coffea_name_alias
                • SystematicUncertainty.datacard_name
                • SystematicUncertainty.get_coffea_name()
                • SystematicUncertainty.name
                • SystematicUncertainty.processes
                • SystematicUncertainty.typ
                • SystematicUncertainty.value
                • SystematicUncertainty.years
              • Systematics
                • Systematics.get_systematics_by_process()
                • Systematics.get_systematics_by_type()
                • Systematics.list_type()
                • Systematics.n_systematics()
                • Systematics.variations_names
            • Module contents
              • DataProcess
                • DataProcess.is_data
                • DataProcess.name
                • DataProcess.samples
                • DataProcess.years
              • DataProcesses
              • Datacard
                • Datacard.adjust_columns
                • Datacard.adjust_first_column
                • Datacard.adjust_syst_colum
                • Datacard.bin
                • Datacard.content()
                • Datacard.create_shape_histogram_dict()
                • Datacard.dump()
                • Datacard.expectation_section()
                • Datacard.get_datasets_by_sample()
                • Datacard.imax
                • Datacard.is_empty_dataset()
                • Datacard.jmax
                • Datacard.kmax
                • Datacard.mcstat_config
                • Datacard.mcstat_section()
                • Datacard.observation
                • Datacard.observation_section()
                • Datacard.preamble()
                • Datacard.rate()
                • Datacard.rate_parameters_section()
                • Datacard.rearrange_histograms()
                • Datacard.shape_section()
                • Datacard.shape_variations
                • Datacard.systematics_section()
              • MCProcess
                • MCProcess.has_rateParam
                • MCProcess.is_data
                • MCProcess.is_signal
                • MCProcess.name
                • MCProcess.samples
                • MCProcess.years
              • MCProcesses
                • MCProcesses.background_processes
                • MCProcesses.n_processes
                • MCProcesses.signal_processes
              • SystematicUncertainty
                • SystematicUncertainty.coffea_name_alias
                • SystematicUncertainty.datacard_name
                • SystematicUncertainty.get_coffea_name()
                • SystematicUncertainty.name
                • SystematicUncertainty.processes
                • SystematicUncertainty.typ
                • SystematicUncertainty.value
                • SystematicUncertainty.years
              • Systematics
                • Systematics.get_systematics_by_process()
                • Systematics.get_systematics_by_type()
                • Systematics.list_type()
                • Systematics.n_systematics()
                • Systematics.variations_names
        • Submodules
        • pocket_coffea.utils.benchmarking module
          • print_processing_stats()
        • pocket_coffea.utils.build_jets_calibrator module
          • build()
        • pocket_coffea.utils.configurator module
          • Configurator
            • Configurator.clone()
            • Configurator.filter_dataset()
            • Configurator.load()
            • Configurator.load_columns_config()
            • Configurator.load_cuts_and_categories()
            • Configurator.load_datasets()
            • Configurator.load_subsamples()
            • Configurator.load_variations_config()
            • Configurator.load_weights_config()
            • Configurator.load_workflow()
            • Configurator.perform_checks()
            • Configurator.save_config()
            • Configurator.set_filesets_manually()
          • format()
        • pocket_coffea.utils.cutflow_utils module
        • pocket_coffea.utils.dataset module
          • Dataset
            • Dataset.check_samples()
            • Dataset.down_file
            • Dataset.download()
            • Dataset.get_samples()
            • Dataset.save()
          • Sample
            • Sample.check_files()
            • Sample.get_entries_uproot()
            • Sample.get_filelist()
            • Sample.get_parentlist()
            • Sample.get_sample_dict()
          • build_datasets()
          • do_dataset()
        • pocket_coffea.utils.export module
          • export_coffea_output_to_root()
          • save_histogram_to_root()
        • pocket_coffea.utils.filter_output module
          • compare_dict_types()
          • filter_dictionary()
          • filter_output_by_category()
          • filter_output_by_year()
        • pocket_coffea.utils.histogram module
          • rebin_hist()
        • pocket_coffea.utils.load_output module
          • load_output()
        • pocket_coffea.utils.logging module
          • LogFormatter
            • LogFormatter.COLOR_CODES
            • LogFormatter.RESET_CODE
            • LogFormatter.format()
          • setup_logging()
          • try_and_log_error()
        • pocket_coffea.utils.network module
          • check_port()
          • get_proxy_path()
        • pocket_coffea.utils.plot_efficiency module
          • EfficiencyMap
            • EfficiencyMap.compute_efficiency()
            • EfficiencyMap.define_1d_figures()
            • EfficiencyMap.define_datamc()
            • EfficiencyMap.define_systematics()
            • EfficiencyMap.define_variations()
            • EfficiencyMap.initialize_stack()
            • EfficiencyMap.plot1d()
            • EfficiencyMap.plot2d()
            • EfficiencyMap.save1d()
            • EfficiencyMap.save2d()
            • EfficiencyMap.save_corrections()
          • plot_efficiency_maps()
          • plot_efficiency_maps_splitHT()
          • plot_efficiency_maps_spliteras()
          • plot_ratio()
          • plot_residue()
          • plot_variation()
          • stack_sum()
          • uncertainty_efficiency()
          • uncertainty_sf()
        • pocket_coffea.utils.plot_functions module
          • plot_shapes_comparison()
        • pocket_coffea.utils.plot_sf module
          • plot_variation_correctionlib()
        • pocket_coffea.utils.plot_utils module
        • pocket_coffea.utils.rucio module
          • get_dataset_files_from_dbs()
          • get_dataset_files_replicas()
          • get_rucio_client()
          • get_xrootd_sites_map()
          • query_dataset()
        • pocket_coffea.utils.run module
          • get_runner()
        • pocket_coffea.utils.skim module
          • apply_skim_sumgenweights_override()
          • copy_file()
          • is_rootcompat()
          • save_skimed_dataset_definition()
          • uproot_writeable()
        • pocket_coffea.utils.time module
          • wait_until()
        • pocket_coffea.utils.utils module
          • adapt_chunksize()
          • add_to_path()
          • dump_ak_array()
          • get_nano_version()
          • get_random_seed()
          • load_config()
          • load_failed_jobs()
          • path_import()
          • replace_at_indices()
          • save_failed_jobs()
        • Module contents
      • pocket_coffea.workflows package
        • Submodules
        • pocket_coffea.workflows.base module
          • BaseProcessorABC
            • BaseProcessorABC.apply_object_preselection()
            • BaseProcessorABC.apply_preselections()
            • BaseProcessorABC.compute_weights()
            • BaseProcessorABC.compute_weights_extra()
            • BaseProcessorABC.count_events()
            • BaseProcessorABC.count_objects()
            • BaseProcessorABC.define_categories()
            • BaseProcessorABC.define_column_accumulators()
            • BaseProcessorABC.define_column_accumulators_extra()
            • BaseProcessorABC.define_common_variables_after_presel()
            • BaseProcessorABC.define_common_variables_before_presel()
            • BaseProcessorABC.define_custom_axes_extra()
            • BaseProcessorABC.define_histograms()
            • BaseProcessorABC.define_histograms_extra()
            • BaseProcessorABC.define_weights()
            • BaseProcessorABC.export_skimmed_chunk()
            • BaseProcessorABC.fill_column_accumulators()
            • BaseProcessorABC.fill_column_accumulators_extra()
            • BaseProcessorABC.fill_histograms()
            • BaseProcessorABC.fill_histograms_extra()
            • BaseProcessorABC.get_preselection_mask()
            • BaseProcessorABC.initialize_calibrators()
            • BaseProcessorABC.load_metadata()
            • BaseProcessorABC.load_metadata_extra()
            • BaseProcessorABC.loop_over_variations()
            • BaseProcessorABC.nevents
            • BaseProcessorABC.postprocess()
            • BaseProcessorABC.process()
            • BaseProcessorABC.process_extra_after_calibrators()
            • BaseProcessorABC.process_extra_after_presel()
            • BaseProcessorABC.process_extra_after_skim()
            • BaseProcessorABC.process_extra_before_presel()
            • BaseProcessorABC.process_extra_before_skim()
            • BaseProcessorABC.rescale_sumgenweights()
            • BaseProcessorABC.save_processing_metadata()
            • BaseProcessorABC.skim_events()
        • pocket_coffea.workflows.genweights module
          • genWeightsProcessor
            • genWeightsProcessor.apply_object_preselection()
            • genWeightsProcessor.count_objects()
            • genWeightsProcessor.load_metadata()
            • genWeightsProcessor.process()
        • pocket_coffea.workflows.semileptonic_triggerSF module
          • semileptonicTriggerProcessor
            • semileptonicTriggerProcessor.define_custom_axes_extra()
        • pocket_coffea.workflows.sf_lepton_variations module
        • pocket_coffea.workflows.tthbb_base_processor module
          • ttHbbBaseProcessor
            • ttHbbBaseProcessor.apply_object_preselection()
            • ttHbbBaseProcessor.count_objects()
            • ttHbbBaseProcessor.define_common_variables_before_presel()
            • ttHbbBaseProcessor.fill_histograms_extra()
        • Module contents
    • Module contents