diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/data_AFB.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/data_AFB.yaml new file mode 100644 index 0000000000..74bdc68e78 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/data_AFB.yaml @@ -0,0 +1,8 @@ +data_central: +- 0.628 +- 0.608 +- 0.578 +- 0.592 +- 0.616 +- 0.594 +- 0.638 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/filter.py new file mode 100644 index 0000000000..fe27b093a7 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/filter.py @@ -0,0 +1,298 @@ +""" +This file contains the piece of code needed to implement the CMS AFB +measurement at 13 TeV. The treatment of uncertainties is ambiguous, +therefore two variants are implemented. One in which there are only two +uncertainties: a statistical and a systematic uncertainty. The other +in which the full breakdown of uncertainties is taken from Table 1 +of the paper. Note that the Table is in principle valid only for the +first invariant mass bin. +""" + +import yaml + +def get_kinematics(): + """ + returns the relevant kinematics values. + + """ + kin = [] + + hepdata_table = f"rawdata/HEPData-ins2038801-v1-Table_2.yaml" + + with open(hepdata_table, 'r') as file: + input = yaml.safe_load(file) + + for m in input["independent_variables"][0]['values']: + kin_value = { + 'm_ll': {'min': m['low'], 'mid': 0.5 * (m['low'] + m['high']), 'max': m['high']}, + } + + kin.append(kin_value) + + del kin[-1] + + return kin + +def get_data_values(): + """ + returns the central data. + + """ + data = [] + + hepdata_table = f"rawdata/HEPData-ins2038801-v1-Table_2.yaml" + + with open(hepdata_table, 'r') as file: + input = yaml.safe_load(file) + + values = input['dependent_variables'][2]['values'] + + for value in values: + data.append(value['value']) + + del data[-1] + + return data + +def get_uncertainties(variant=None): + """ + returns error definitions and error values. + + """ + tot_err = [] + hepdata_table = f"rawdata/HEPData-ins2038801-v1-Table_2.yaml" + error_defs = {} + + + with open(hepdata_table, 'r') as file: + input = yaml.safe_load(file) + + values = input['dependent_variables'][2] + + error_defs['stat'] = { + "description": "Statistical uncertainties", + "treatment": "ADD", + "type": "UNCORR", + } + + if variant == "": + error_defs['sys'] = { + "description": "Systematic uncertainties", + "treatment": "ADD", + "type": "UNCORR", + } + for err in values['values']: + tot_err.append({ + 'stat': err['errors'][0]['symerror'], + 'sys': err['errors'][1]['symerror'], + }) + elif variant == "_breakdown": + error_defs['sys_pdfs'] = { + "description": "PDF uncertainty", + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_mcbg'] = { + "description": "Statistical uncertainties in templates", # correlation + "treatment": "ADD", + "type": "UNCORR", + } + + error_defs['sys_aplhas'] = { + "description": "Variations of strong coupling, mu_R and mu_F", # event reweighting + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_dy'] = { + "description": "DY cross section uncertainty", # overall unc on whole MC event + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_pileup'] = { + "description": "Uncertainty from difference in measured and simulated pileup", # reweighting + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_fidcor'] = { + "description": "Fiducial corrections", # unc depends on mass, scaling factor per mass bin? + "treatment": "MULT", + "type": "UNCORR", + } + + error_defs['sys_ttbar'] = { + "description": "ttbar cross section uncertainty", # overall unc on whole MC event + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_dypt'] = { + "description": "Uncertainty from mismodelling of the pt spectrum", # reweighting determined per mass bin + "treatment": "MULT", + "type": "UNCORR", + } + + error_defs['sys_emushape'] = { + "description": "Uncertainty from the electron muon background shape", # per cos\theta bin, correlated accross mass bins + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_lumi'] = { + "description": "Integrated luminosity uncertainty", + "treatment": "MULT", + "type": "CMSLUMI16", + } + + error_defs['sys_eid'] = { + "description": "Uncertainty from electron identification/isolation", + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_enorm'] = { + "description": "Electron MisID normalisation", # one variation on all bins, acts as scale factor + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_eshape'] = { + "description": "Electron MisID shape", # variations in template shape, does not have to be coherent accross bins + "treatment": "ADD", + "type": "UNCORR", + } + + error_defs['sys_btag'] = { + "description": "Uncertainty from b tagging", # scalings depend only on jet flav, pt and rapidity not on mass + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_ptmiss'] = { + "description": "Missing pt modelling uncertainty", # estimated by changing jet energy and simulating whole thingagain + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_muid'] = { + "description": "Uncertainty from muon identification/isolation", # same accross mass bins I think? + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_mushape'] = { + "description": "Muon MisID shape", # variations in template shape, does not have to be coherent accross bins + "treatment": "ADD", + "type": "UNCORR", + } + + error_defs['sys_phph'] = { + "description": "gamma gamma --> ll cross section uncertainty", # overall unc on whole MC event + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_munorm'] = { + "description": "Muon MisID normalisation", # one variation on all bins, acts as scale factor + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_etrig'] = { + "description": "Electron trigger uncertainty", # Not sure if it is indeed mult, but I would suppose so? + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_diboson'] = { + "description": "Diboson cross section uncertainty", # overall unc on whole MC event + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_erec'] = { + "description": "Electron reconstruction efficiency", # efficiency correction to all total events with electrons + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_mumom'] = { + "description": "Muon momentum scale corrections", + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_emom'] = { + "description": "Electron momentum scale corrections", + "treatment": "MULT", + "type": "CORR", + } + + error_defs['sys_mutrig'] = { + "description": "Muon trigger uncertainty", + "treatment": "MULT", + "type": "CORR", + } + for err in values['values']: + tot_err.append({ + 'stat': err['errors'][0]['symerror'], + 'sys_pdfs': 0.0081, + 'sys_mcbg': 0.0041, + 'sys_aplhas': 0.0033, + 'sys_dy': 0.003, + 'sys_pileup': 0.0028, + 'sys_fidcor': 0.0027, + 'sys_ttbar': 0.0027, + 'sys_dypt': 0.0021, + 'sys_emushape': 0.0018, + 'sys_lumi': 0.0012, + 'sys_eid': 0.001, + 'sys_enorm': 0.0009, + 'sys_eshape': 0.0008, + 'sys_btag': 0.0008, + 'sys_ptmiss': 0.0007, + 'sys_muid': 0.0006, + 'sys_mushape': 0.0005, + 'sys_phph': 0.0004, + 'sys_munorm': 0.0004, + 'sys_etrig': 0.0004, + 'sys_diboson': 0.0002, + 'sys_erec': 0.0002, + 'sys_mumom': 0.0001, + 'sys_emom': 0.0001, + 'sys_mutrig': 0.0001, + }) + else: + print("Variant not implemented") + exit() + + del tot_err[-1] + + return {'uncertainties': tot_err, 'error defs': error_defs} + +def dump_to_yaml(variant=None): + + data = get_data_values() + kinematics = get_kinematics() + + with open(f"data_AFB.yaml", "w") as file: + yaml.dump({"data_central": data}, file, sort_keys=False) + + with open(f"kinematics_AFB.yaml", "w") as file: + yaml.dump({"bins": kinematics}, file, sort_keys=False) + + with open(f"uncertainties{variant}_AFB.yaml", "w") as file: + yaml.dump({"definitions": get_uncertainties(variant)['error defs'], "bins": get_uncertainties(variant)['uncertainties']}, file, sort_keys=False) + + return + +dump_to_yaml(variant="") +dump_to_yaml(variant="_breakdown") + + + + + diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/kinematics_AFB.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/kinematics_AFB.yaml new file mode 100644 index 0000000000..c9148bc642 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/kinematics_AFB.yaml @@ -0,0 +1,29 @@ +bins: +- m_ll: + min: 170.0 + mid: 185.0 + max: 200.0 +- m_ll: + min: 200.0 + mid: 225.0 + max: 250.0 +- m_ll: + min: 250.0 + mid: 285.0 + max: 320.0 +- m_ll: + min: 320.0 + mid: 415.0 + max: 510.0 +- m_ll: + min: 510.0 + mid: 605.0 + max: 700.0 +- m_ll: + min: 700.0 + mid: 850.0 + max: 1000.0 +- m_ll: + min: 1000.0 + mid: 7000.0 + max: 13000.0 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/metadata.yaml new file mode 100644 index 0000000000..993985699d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/metadata.yaml @@ -0,0 +1,52 @@ +setname: CMS_Z0_13TEV +version: 1 +version_comment: 'Initial implementation' +arXiv: + url: https://arxiv.org/abs/2202.12327 + journal: JHEP 2022 (2022) 08, 063 +iNSPIRE: + url: https://inspirehep.net/literature/1952936 +hepdata: + url: https://www.hepdata.net/record/ins2038801 + version: 1 + +nnpdf_metadata: + nnpdf31_process: "DY NC" + experiment: CMS + +implemented_observables: +- observable_name: AFB + observable: + description: "Measurement of the forward backward asymmetry in NC muon and electron pair production at sqrt(s) = 13 TeV" + label: "A_{FB}" + units: "" + process_type: DY_MLL + tables: [2] + ndata: 7 + plotting: + dataset_label: 'CMS 13 TeV $A_{FB}$ $e$ and $\mu$ channels combined' + plot_x: m_ll + y_label: "$A_{FB}$" + kinematic_coverage: + - m_ll + kinematics: + variables: + m_ll: + description: "dilepton mass" + label: "$m_{ll}$" + units: "$GeV$" + file: kinematics_AFB.yaml + data_central: data_AFB.yaml + data_uncertainties: + - uncertainties_AFB.yaml + variants: + breakdown: + data_uncertainties: + - uncertainties_breakdown_AFB.yaml + theory: + FK_tables: + - - CMS_Z0_13TEV_FWD + - CMS_Z0_13TEV_BWD + operation: ASY + conversion_factor: 1.0 + diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/rawdata/HEPData-ins2038801-v1-Table_2.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/rawdata/HEPData-ins2038801-v1-Table_2.yaml new file mode 100644 index 0000000000..0cb594d16f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/rawdata/HEPData-ins2038801-v1-Table_2.yaml @@ -0,0 +1,175 @@ +dependent_variables: +- header: + name: AFB (mumu) + values: + - errors: + - label: Statistical + symerror: 0.012 + - label: Systematic + symerror: 0.011 + value: 0.61 + - errors: + - label: Statistical + symerror: 0.012 + - label: Systematic + symerror: 0.01 + value: 0.592 + - errors: + - label: Statistical + symerror: 0.014 + - label: Systematic + symerror: 0.009 + value: 0.558 + - errors: + - label: Statistical + symerror: 0.014 + - label: Systematic + symerror: 0.009 + value: 0.598 + - errors: + - label: Statistical + symerror: 0.027 + - label: Systematic + symerror: 0.008 + value: 0.61 + - errors: + - label: Statistical + symerror: 0.042 + - label: Systematic + symerror: 0.009 + value: 0.617 + - errors: + - label: Statistical + symerror: 0.07 + - label: Systematic + symerror: 0.011 + value: 0.595 + - errors: + - label: Statistical + symerror: 0.006 + - label: Systematic + symerror: 0.007 + value: 0.589 +- header: + name: AFB (ee) + values: + - errors: + - label: Statistical + symerror: 0.015 + - label: Systematic + symerror: 0.012 + value: 0.654 + - errors: + - label: Statistical + symerror: 0.015 + - label: Systematic + symerror: 0.011 + value: 0.635 + - errors: + - label: Statistical + symerror: 0.018 + - label: Systematic + symerror: 0.01 + value: 0.61 + - errors: + - label: Statistical + symerror: 0.018 + - label: Systematic + symerror: 0.009 + value: 0.583 + - errors: + - label: Statistical + symerror: 0.033 + - label: Systematic + symerror: 0.009 + value: 0.624 + - errors: + - label: Statistical + symerror: 0.048 + - label: Systematic + symerror: 0.008 + value: 0.563 + - errors: + - label: Statistical + symerror: 0.076 + - label: Systematic + symerror: 0.014 + value: 0.694 + - errors: + - label: Statistical + symerror: 0.008 + - label: Systematic + symerror: 0.007 + value: 0.615 +- header: + name: AFB (combined) + values: + - errors: + - label: Statistical + symerror: 0.009 + - label: Systematic + symerror: 0.011 + value: 0.628 + - errors: + - label: Statistical + symerror: 0.009 + - label: Systematic + symerror: 0.01 + value: 0.608 + - errors: + - label: Statistical + symerror: 0.011 + - label: Systematic + symerror: 0.009 + value: 0.578 + - errors: + - label: Statistical + symerror: 0.011 + - label: Systematic + symerror: 0.008 + value: 0.592 + - errors: + - label: Statistical + symerror: 0.021 + - label: Systematic + symerror: 0.008 + value: 0.616 + - errors: + - label: Statistical + symerror: 0.032 + - label: Systematic + symerror: 0.008 + value: 0.594 + - errors: + - label: Statistical + symerror: 0.052 + - label: Systematic + symerror: 0.011 + value: 0.638 + - errors: + - label: Statistical + symerror: 0.005 + - label: Systematic + symerror: 0.007 + value: 0.599 +independent_variables: +- header: + name: Mass Bins + units: GeV + values: + - high: 200.0 + low: 170.0 + - high: 250.0 + low: 200.0 + - high: 320.0 + low: 250.0 + - high: 510.0 + low: 320.0 + - high: 700.0 + low: 510.0 + - high: 1000.0 + low: 700.0 + - high: 13000.0 + low: 1000.0 + - high: 13000.0 + low: 170.0 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/uncertainties_AFB.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/uncertainties_AFB.yaml new file mode 100644 index 0000000000..0002ef79d6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/uncertainties_AFB.yaml @@ -0,0 +1,24 @@ +definitions: + stat: + description: Statistical uncertainties + treatment: ADD + type: UNCORR + sys: + description: Systematic uncertainties + treatment: ADD + type: UNCORR +bins: +- stat: 0.009 + sys: 0.011 +- stat: 0.009 + sys: 0.01 +- stat: 0.011 + sys: 0.009 +- stat: 0.011 + sys: 0.008 +- stat: 0.021 + sys: 0.008 +- stat: 0.032 + sys: 0.008 +- stat: 0.052 + sys: 0.011 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/uncertainties_breakdown_AFB.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/uncertainties_breakdown_AFB.yaml new file mode 100644 index 0000000000..5c58565c88 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_13TEV/uncertainties_breakdown_AFB.yaml @@ -0,0 +1,288 @@ +definitions: + stat: + description: Statistical uncertainties + treatment: ADD + type: UNCORR + sys_pdfs: + description: PDF uncertainty + treatment: MULT + type: CORR + sys_mcbg: + description: Statistical uncertainties in templates + treatment: ADD + type: UNCORR + sys_aplhas: + description: Variations of strong coupling, mu_R and mu_F + treatment: MULT + type: CORR + sys_dy: + description: DY cross section uncertainty + treatment: MULT + type: CORR + sys_pileup: + description: Uncertainty from difference in measured and simulated pileup + treatment: MULT + type: CORR + sys_fidcor: + description: Fiducial corrections + treatment: MULT + type: UNCORR + sys_ttbar: + description: ttbar cross section uncertainty + treatment: MULT + type: CORR + sys_dypt: + description: Uncertainty from mismodelling of the pt spectrum + treatment: MULT + type: UNCORR + sys_emushape: + description: Uncertainty from the electron muon background shape + treatment: MULT + type: CORR + sys_lumi: + description: Integrated luminosity uncertainty + treatment: MULT + type: CMSLUMI16 + sys_eid: + description: Uncertainty from electron identification/isolation + treatment: MULT + type: CORR + sys_enorm: + description: Electron MisID normalisation + treatment: MULT + type: CORR + sys_eshape: + description: Electron MisID shape + treatment: ADD + type: UNCORR + sys_btag: + description: Uncertainty from b tagging + treatment: MULT + type: CORR + sys_ptmiss: + description: Missing pt modelling uncertainty + treatment: MULT + type: CORR + sys_muid: + description: Uncertainty from muon identification/isolation + treatment: MULT + type: CORR + sys_mushape: + description: Muon MisID shape + treatment: ADD + type: UNCORR + sys_phph: + description: gamma gamma --> ll cross section uncertainty + treatment: MULT + type: CORR + sys_munorm: + description: Muon MisID normalisation + treatment: MULT + type: CORR + sys_etrig: + description: Electron trigger uncertainty + treatment: MULT + type: CORR + sys_diboson: + description: Diboson cross section uncertainty + treatment: MULT + type: CORR + sys_erec: + description: Electron reconstruction efficiency + treatment: MULT + type: CORR + sys_mumom: + description: Muon momentum scale corrections + treatment: MULT + type: CORR + sys_emom: + description: Electron momentum scale corrections + treatment: MULT + type: CORR + sys_mutrig: + description: Muon trigger uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.009 + sys_pdfs: 0.0081 + sys_mcbg: 0.0041 + sys_aplhas: 0.0033 + sys_dy: 0.003 + sys_pileup: 0.0028 + sys_fidcor: 0.0027 + sys_ttbar: 0.0027 + sys_dypt: 0.0021 + sys_emushape: 0.0018 + sys_lumi: 0.0012 + sys_eid: 0.001 + sys_enorm: 0.0009 + sys_eshape: 0.0008 + sys_btag: 0.0008 + sys_ptmiss: 0.0007 + sys_muid: 0.0006 + sys_mushape: 0.0005 + sys_phph: 0.0004 + sys_munorm: 0.0004 + sys_etrig: 0.0004 + sys_diboson: 0.0002 + sys_erec: 0.0002 + sys_mumom: 0.0001 + sys_emom: 0.0001 + sys_mutrig: 0.0001 +- stat: 0.009 + sys_pdfs: 0.0081 + sys_mcbg: 0.0041 + sys_aplhas: 0.0033 + sys_dy: 0.003 + sys_pileup: 0.0028 + sys_fidcor: 0.0027 + sys_ttbar: 0.0027 + sys_dypt: 0.0021 + sys_emushape: 0.0018 + sys_lumi: 0.0012 + sys_eid: 0.001 + sys_enorm: 0.0009 + sys_eshape: 0.0008 + sys_btag: 0.0008 + sys_ptmiss: 0.0007 + sys_muid: 0.0006 + sys_mushape: 0.0005 + sys_phph: 0.0004 + sys_munorm: 0.0004 + sys_etrig: 0.0004 + sys_diboson: 0.0002 + sys_erec: 0.0002 + sys_mumom: 0.0001 + sys_emom: 0.0001 + sys_mutrig: 0.0001 +- stat: 0.011 + sys_pdfs: 0.0081 + sys_mcbg: 0.0041 + sys_aplhas: 0.0033 + sys_dy: 0.003 + sys_pileup: 0.0028 + sys_fidcor: 0.0027 + sys_ttbar: 0.0027 + sys_dypt: 0.0021 + sys_emushape: 0.0018 + sys_lumi: 0.0012 + sys_eid: 0.001 + sys_enorm: 0.0009 + sys_eshape: 0.0008 + sys_btag: 0.0008 + sys_ptmiss: 0.0007 + sys_muid: 0.0006 + sys_mushape: 0.0005 + sys_phph: 0.0004 + sys_munorm: 0.0004 + sys_etrig: 0.0004 + sys_diboson: 0.0002 + sys_erec: 0.0002 + sys_mumom: 0.0001 + sys_emom: 0.0001 + sys_mutrig: 0.0001 +- stat: 0.011 + sys_pdfs: 0.0081 + sys_mcbg: 0.0041 + sys_aplhas: 0.0033 + sys_dy: 0.003 + sys_pileup: 0.0028 + sys_fidcor: 0.0027 + sys_ttbar: 0.0027 + sys_dypt: 0.0021 + sys_emushape: 0.0018 + sys_lumi: 0.0012 + sys_eid: 0.001 + sys_enorm: 0.0009 + sys_eshape: 0.0008 + sys_btag: 0.0008 + sys_ptmiss: 0.0007 + sys_muid: 0.0006 + sys_mushape: 0.0005 + sys_phph: 0.0004 + sys_munorm: 0.0004 + sys_etrig: 0.0004 + sys_diboson: 0.0002 + sys_erec: 0.0002 + sys_mumom: 0.0001 + sys_emom: 0.0001 + sys_mutrig: 0.0001 +- stat: 0.021 + sys_pdfs: 0.0081 + sys_mcbg: 0.0041 + sys_aplhas: 0.0033 + sys_dy: 0.003 + sys_pileup: 0.0028 + sys_fidcor: 0.0027 + sys_ttbar: 0.0027 + sys_dypt: 0.0021 + sys_emushape: 0.0018 + sys_lumi: 0.0012 + sys_eid: 0.001 + sys_enorm: 0.0009 + sys_eshape: 0.0008 + sys_btag: 0.0008 + sys_ptmiss: 0.0007 + sys_muid: 0.0006 + sys_mushape: 0.0005 + sys_phph: 0.0004 + sys_munorm: 0.0004 + sys_etrig: 0.0004 + sys_diboson: 0.0002 + sys_erec: 0.0002 + sys_mumom: 0.0001 + sys_emom: 0.0001 + sys_mutrig: 0.0001 +- stat: 0.032 + sys_pdfs: 0.0081 + sys_mcbg: 0.0041 + sys_aplhas: 0.0033 + sys_dy: 0.003 + sys_pileup: 0.0028 + sys_fidcor: 0.0027 + sys_ttbar: 0.0027 + sys_dypt: 0.0021 + sys_emushape: 0.0018 + sys_lumi: 0.0012 + sys_eid: 0.001 + sys_enorm: 0.0009 + sys_eshape: 0.0008 + sys_btag: 0.0008 + sys_ptmiss: 0.0007 + sys_muid: 0.0006 + sys_mushape: 0.0005 + sys_phph: 0.0004 + sys_munorm: 0.0004 + sys_etrig: 0.0004 + sys_diboson: 0.0002 + sys_erec: 0.0002 + sys_mumom: 0.0001 + sys_emom: 0.0001 + sys_mutrig: 0.0001 +- stat: 0.052 + sys_pdfs: 0.0081 + sys_mcbg: 0.0041 + sys_aplhas: 0.0033 + sys_dy: 0.003 + sys_pileup: 0.0028 + sys_fidcor: 0.0027 + sys_ttbar: 0.0027 + sys_dypt: 0.0021 + sys_emushape: 0.0018 + sys_lumi: 0.0012 + sys_eid: 0.001 + sys_enorm: 0.0009 + sys_eshape: 0.0008 + sys_btag: 0.0008 + sys_ptmiss: 0.0007 + sys_muid: 0.0006 + sys_mushape: 0.0005 + sys_phph: 0.0004 + sys_munorm: 0.0004 + sys_etrig: 0.0004 + sys_diboson: 0.0002 + sys_erec: 0.0002 + sys_mumom: 0.0001 + sys_emom: 0.0001 + sys_mutrig: 0.0001