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makeCorrectionsWorkspace.py
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#!/usr/bin/env python
import ROOT
import imp
import json
from array import array
wsptools = imp.load_source('wsptools', 'workspaceTools.py')
def GetFromTFile(str):
f = ROOT.TFile(str.split(':')[0])
obj = f.Get(str.split(':')[1]).Clone()
f.Close()
return obj
# Boilerplate
ROOT.PyConfig.IgnoreCommandLineOptions = True
ROOT.gROOT.SetBatch(ROOT.kTRUE)
ROOT.RooWorkspace.imp = getattr(ROOT.RooWorkspace, 'import')
ROOT.TH1.AddDirectory(0)
ROOT.gROOT.LoadMacro("CrystalBallEfficiency.cxx+")
w = ROOT.RooWorkspace('w')
### KIT electron/muon tag and probe results
loc = 'inputs/KIT/v3'
histsToWrap = [
(loc+'/ZmmTP_Data_Fits_IDTrk_pt_eta_bins.root:IDTrk_pt_eta_bins', 'm_id_data'),
(loc+'/ZmmTP_DYJetsToLL_Fits_IDTrk_pt_eta_bins.root:IDTrk_pt_eta_bins', 'm_id_mc'),
(loc+'/ZmmTP_Data_Fits_Iso_pt_eta_bins.root:Iso_pt_eta_bins', 'm_iso_data'),
(loc+'/ZmmTP_DYJetsToLL_Fits_Iso_pt_eta_bins.root:Iso_pt_eta_bins', 'm_iso_mc'),
(loc+'/ZmmTP_Data_Fits_AIso1_pt_eta_bins.root:AIso1_pt_eta_bins', 'm_aiso1_data'),
(loc+'/ZmmTP_DYJetsToLL_Fits_AIso1_pt_eta_bins.root:AIso1_pt_eta_bins', 'm_aiso1_mc'),
(loc+'/ZmmTP_Data_Fits_AIso2_pt_eta_bins.root:AIso2_pt_eta_bins', 'm_aiso2_data'),
(loc+'/ZmmTP_DYJetsToLL_Fits_AIso2_pt_eta_bins.root:AIso2_pt_eta_bins', 'm_aiso2_mc'),
(loc+'/ZmmTP_Data_Fits_Trg_Iso_pt_eta_bins.root:Trg_Iso_pt_eta_bins', 'm_trg_data'),
(loc+'/ZmmTP_Data_Fits_Trg_AIso1_pt_bins_inc_eta.root:Trg_AIso1_pt_bins_inc_eta', 'm_trg_aiso1_data'),
(loc+'/ZmmTP_Data_Fits_Trg_AIso2_pt_bins_inc_eta.root:Trg_AIso2_pt_bins_inc_eta', 'm_trg_aiso2_data'),
(loc+'/ZmmTP_Data_Fits_TrgOR_Iso_pt_eta_bins.root:TrgOR_Iso_pt_eta_bins', 'm_trgOR_data'),
(loc+'/ZmmTP_Data_Fits_TrgOR_AIso1_pt_bins_inc_eta.root:TrgOR_AIso1_pt_bins_inc_eta', 'm_trgOR_aiso1_data'),
(loc+'/ZmmTP_Data_Fits_TrgOR_AIso2_pt_bins_inc_eta.root:TrgOR_AIso2_pt_bins_inc_eta', 'm_trgOR_aiso2_data'),
(loc+'/ZmmTP_Data_Fits_TrgMT_Iso_pt_eta_bins.root:TrgMT_Iso_pt_eta_bins', 'm_trgMT_data'),
(loc+'/ZmmTP_Data_Fits_TrgMTL1_Iso_pt_eta_bins.root:TrgMTL1_Iso_pt_eta_bins', 'm_trgMTL1_data')
]
for task in histsToWrap:
wsptools.SafeWrapHist(w, ['m_pt', 'expr::m_abs_eta("TMath::Abs(@0)",m_eta[0])'],
GetFromTFile(task[0]), name=task[1])
wsptools.MakeBinnedCategoryFuncMap(w, 'm_iso', [0., 0.15, 0.25, 0.50],
'm_iso_binned_data', ['m_iso_data', 'm_aiso1_data', 'm_aiso2_data'])
wsptools.MakeBinnedCategoryFuncMap(w, 'm_iso', [0., 0.15, 0.25, 0.50],
'm_iso_binned_mc', ['m_iso_mc', 'm_aiso1_mc', 'm_aiso2_mc'])
wsptools.MakeBinnedCategoryFuncMap(w, 'm_iso', [0., 0.15, 0.25, 0.50],
'm_trg_binned_data', ['m_trg_data', 'm_trg_aiso1_data', 'm_trg_aiso2_data'])
wsptools.MakeBinnedCategoryFuncMap(w, 'm_iso', [0., 0.15, 0.25, 0.50],
'm_trgOR_binned_data', ['m_trgOR_data', 'm_trgOR_aiso1_data', 'm_trgOR_aiso2_data'])
for t in ['id', 'iso', 'aiso1', 'aiso2', 'iso_binned']:
w.factory('expr::m_%s_ratio("@0/@1", m_%s_data, m_%s_mc)' % (t, t, t))
for t in ['data', 'mc', 'ratio']:
w.factory('expr::m_idiso_%s("@0*@1", m_id_%s, m_iso_%s)' % (t, t, t))
loc = 'inputs/KIT/v2'
histsToWrap = [
(loc+'/ZeeTP_Data_Fits_ID_pt_eta_bins.root:ID_pt_eta_bins', 'e_id_data'),
(loc+'/ZeeTP_DYJetsToLL_Fits_ID_pt_eta_bins.root:ID_pt_eta_bins', 'e_id_mc'),
(loc+'/ZeeTP_Data_Fits_Iso_pt_eta_bins.root:Iso_pt_eta_bins', 'e_iso_data'),
(loc+'/ZeeTP_DYJetsToLL_Fits_Iso_pt_eta_bins.root:Iso_pt_eta_bins', 'e_iso_mc'),
(loc+'/ZeeTP_Data_Fits_AIso1_pt_eta_bins.root:AIso1_pt_eta_bins', 'e_aiso1_data'),
(loc+'/ZeeTP_DYJetsToLL_Fits_AIso1_pt_eta_bins.root:AIso1_pt_eta_bins', 'e_aiso1_mc'),
(loc+'/ZeeTP_Data_Fits_AIso2_pt_eta_bins.root:AIso2_pt_eta_bins', 'e_aiso2_data'),
(loc+'/ZeeTP_DYJetsToLL_Fits_AIso2_pt_eta_bins.root:AIso2_pt_eta_bins', 'e_aiso2_mc'),
(loc+'/ZeeTP_Data_Fits_Trg_Iso_pt_eta_bins.root:Trg_Iso_pt_eta_bins', 'e_trg_data'),
(loc+'/ZeeTP_Data_Fits_Trg_AIso1_pt_bins_inc_eta.root:Trg_AIso1_pt_bins_inc_eta', 'e_trg_aiso1_data'),
(loc+'/ZeeTP_Data_Fits_Trg_AIso2_pt_bins_inc_eta.root:Trg_AIso2_pt_bins_inc_eta', 'e_trg_aiso2_data')
]
for task in histsToWrap:
wsptools.SafeWrapHist(w, ['e_pt', 'expr::e_abs_eta("TMath::Abs(@0)",e_eta[0])'],
GetFromTFile(task[0]), name=task[1])
wsptools.MakeBinnedCategoryFuncMap(w, 'e_iso', [0., 0.10, 0.20, 0.50],
'e_iso_binned_data', ['e_iso_data', 'e_aiso1_data', 'e_aiso2_data'])
wsptools.MakeBinnedCategoryFuncMap(w, 'e_iso', [0., 0.10, 0.20, 0.50],
'e_iso_binned_mc', ['e_iso_mc', 'e_aiso1_mc', 'e_aiso2_mc'])
wsptools.MakeBinnedCategoryFuncMap(w, 'e_iso', [0., 0.10, 0.20, 0.50],
'e_trg_binned_data', ['e_trg_data', 'e_trg_aiso1_data', 'e_trg_aiso2_data'])
for t in ['id', 'iso', 'aiso1', 'aiso2', 'iso_binned']:
w.factory('expr::e_%s_ratio("@0/@1", e_%s_data, e_%s_mc)' % (t, t, t))
for t in ['data', 'mc', 'ratio']:
w.factory('expr::e_idiso_%s("@0*@1", e_id_%s, e_iso_%s)' % (t, t, t))
### Muon tracking efficiency scale factor from the muon POG
loc = 'inputs/MuonPOG'
muon_trk_eff_hist = wsptools.TGraphAsymmErrorsToTH1D(GetFromTFile(loc+'/ratios.root:ratio_eta'))
wsptools.SafeWrapHist(w, ['m_eta'], muon_trk_eff_hist, name='m_trk_ratio')
### Electron tracking efficiency scale factor from the egamma POG
loc = 'inputs/EGammaPOG'
electron_trk_eff_hist = GetFromTFile(loc+'/egammaEffi.txt_SF2D.root:EGamma_SF2D')
wsptools.SafeWrapHist(w, ['e_eta','e_pt'], electron_trk_eff_hist, name='e_trk_ratio')
### DESY electron/muon tag and probe results
loc = 'inputs/LeptonEfficiencies'
desyHistsToWrap = [
(loc+'/Muon/Run2016BCD/Muon_IdIso0p15_eff.root', 'MC', 'm_idiso0p15_desy_mc'),
(loc+'/Muon/Run2016BCD/Muon_IdIso0p15_eff.root', 'Data', 'm_idiso0p15_desy_data'),
(loc+'/Muon/Run2016BCD/Muon_IdIso0p20_eff.root', 'MC', 'm_idiso0p20_desy_mc'),
(loc+'/Muon/Run2016BCD/Muon_IdIso0p20_eff.root', 'Data', 'm_idiso0p20_desy_data'),
(loc+'/Muon/Run2016BCD/Muon_IsoMu22_eff_fineBinning.root', 'Data', 'm_trgIsoMu22_desy_data'),
(loc+'/Muon/Run2016BCD/Muon_IsoMu22_OR_TkIsoMu22_eff_fineBinning.root', 'Data', 'm_trgIsoMu22orTkIsoMu22_desy_data'),
(loc+'/Muon/Run2016BCD/Muon_Mu8leg_eff.root', 'Data', 'm_trgMu8leg_desy_data'),
(loc+'/Muon/Run2016BCD/Muon_Mu23leg_eff.root', 'Data', 'm_trgMu23leg_desy_data')
]
for task in desyHistsToWrap:
wsptools.SafeWrapHist(w, ['m_pt', 'expr::m_abs_eta("TMath::Abs(@0)",m_eta[0])'],
wsptools.ProcessDESYLeptonSFs(task[0], task[1], task[2]), name=task[2])
for t in ['idiso0p15_desy', 'idiso0p20_desy']:
w.factory('expr::m_%s_ratio("@0/@1", m_%s_data, m_%s_mc)' % (t, t, t))
desyHistsToWrap = [
(loc+'/Electron/Run2016BCD/Electron_IdIso0p10_eff.root', 'MC', 'e_idiso0p10_desy_mc'),
(loc+'/Electron/Run2016BCD/Electron_IdIso0p10_eff.root', 'Data', 'e_idiso0p10_desy_data'),
(loc+'/Electron/Run2016BCD/Electron_IdIso0p15_eff.root', 'MC', 'e_idiso0p15_desy_mc'),
(loc+'/Electron/Run2016BCD/Electron_IdIso0p15_eff.root', 'Data', 'e_idiso0p15_desy_data'),
(loc+'/Electron/Run2016BCD/Electron_Ele25eta2p1WPTight_eff_fineBinning.root', 'Data', 'e_trgEle25eta2p1WPTight_desy_data'),
(loc+'/Electron/Run2016BCD/Electron_Ele12leg_eff.root', 'Data', 'e_trgEle12leg_desy_data'),
(loc+'/Electron/Run2016BCD/Electron_Ele23leg_eff.root', 'Data', 'e_trgEle23leg_desy_data')
]
for task in desyHistsToWrap:
wsptools.SafeWrapHist(w, ['e_pt', 'expr::e_abs_eta("TMath::Abs(@0)",e_eta[0])'],
wsptools.ProcessDESYLeptonSFs(task[0], task[1], task[2]), name=task[2])
for t in ['idiso0p10_desy', 'idiso0p15_desy']:
w.factory('expr::e_%s_ratio("@0/@1", e_%s_data, e_%s_mc)' % (t, t, t))
### KIT tau ID scale factors
loc = 'inputs/KIT/tau_id_sfs_2016.root:'
histsToWrap = [
(loc + 'mva_m_dm0_pt30', 't_iso_mva_m_dm0_pt30_sf'),
(loc + 'mva_m_dm1_pt30', 't_iso_mva_m_dm1_pt30_sf'),
(loc + 'mva_m_dm10_pt30', 't_iso_mva_m_dm10_pt30_sf'),
(loc + 'mva_t_dm0_pt40_eta2p1', 't_iso_mva_t_dm0_pt40_eta2p1_sf'),
(loc + 'mva_t_dm1_pt40_eta2p1', 't_iso_mva_t_dm1_pt40_eta2p1_sf'),
(loc + 'mva_t_dm10_pt40_eta2p1', 't_iso_mva_t_dm10_pt40_eta2p1_sf'),
]
for task in histsToWrap:
wsptools.SafeWrapHist(w, ['t_pt', 'expr::t_abs_eta("TMath::Abs(@0)",t_eta[0])'],
GetFromTFile(task[0]), name=task[1])
wsptools.MakeBinnedCategoryFuncMap(w, 't_dm', [-0.5, 0.5, 9.5, 10.5],
't_iso_mva_m_pt30_sf', ['t_iso_mva_m_dm0_pt30_sf', 't_iso_mva_m_dm1_pt30_sf', 't_iso_mva_m_dm10_pt30_sf'])
wsptools.MakeBinnedCategoryFuncMap(w, 't_dm', [-0.5, 0.5, 9.5, 10.5],
't_iso_mva_t_pt40_eta2p1_sf', ['t_iso_mva_t_dm0_pt40_eta2p1_sf', 't_iso_mva_t_dm1_pt40_eta2p1_sf', 't_iso_mva_t_dm10_pt40_eta2p1_sf'])
### Hadronic tau trigger efficiencies
loc = 'inputs/triggerSF/di-tau'
with open(loc+'/real_taus_cumulative.json') as jsonfile:
pars = json.load(jsonfile)
for wp in pars:
x = pars[wp]
w.factory('CrystalBallEfficiency::t_trg%s_data(t_pt[0],%g,%g,%g,%g,%g)' % (
wp, x['m_{0}'], x['sigma'], x['alpha'], x['n'], x['norm']
))
with open(loc+'/same_sign_cumulative.json') as jsonfile:
pars = json.load(jsonfile)
for wp in pars:
x = pars[wp]
w.factory('CrystalBallEfficiency::t_trg%sSS_data(t_pt[0],%g,%g,%g,%g,%g)' % (
wp, x['m_{0}'], x['sigma'], x['alpha'], x['n'], x['norm']
))
### LO DYJetsToLL Z mass vs pT correction
wsptools.SafeWrapHist(w, ['z_gen_mass', 'z_gen_pt'],
GetFromTFile('inputs/zpt_weights_2016.root:zptmass_histo'), name='zpt_weight')
w.importClassCode('CrystalBallEfficiency')
w.Print()
w.writeToFile('htt_scalefactors_v5.root')
w.Delete()