def __init__(self, fname, **kwargs):
kwargs['channel'] = 'mumu'
super(ModuleMuMu, self).__init__(fname, **kwargs)
self.out = TreeProducerMuMu(fname, self)
self.zwindow = kwargs.get('ZWindow', True)
# TRIGGERS
if self.year == 2016:
self.trigger = lambda e: e.HLT_IsoMu22 or e.HLT_IsoMu22_eta2p1 or e.HLT_IsoTkMu22 or e.HLT_IsoTkMu22_eta2p1 #or e.HLT_IsoMu19_eta2p1_LooseIsoPFTau20_SingleL1
self.muon1CutPt = lambda e: 23
self.muonCutEta = lambda e: 2.4 if e.HLT_IsoMu22 or e.HLT_IsoTkMu22 else 2.1
elif self.year == 2017:
self.trigger = lambda e: e.HLT_IsoMu24 or e.HLT_IsoMu27 #or e.HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1
self.muon1CutPt = lambda e: 25 if e.HLT_IsoMu24 else 28
self.muonCutEta = lambda e: 2.4
else:
self.trigger = lambda e: e.HLT_IsoMu24 or e.HLT_IsoMu27 #or e.HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1
self.muon1CutPt = lambda e: 25
self.muonCutEta = lambda e: 2.4
self.muon2CutPt = 15
self.tauCutPt = 20
self.tauCutEta = 2.3
# CORRECTIONS
if self.ismc:
self.muSFs = MuonSFs(era=self.era)
# CUTFLOW
self.out.cutflow.addcut('none', "no cut")
self.out.cutflow.addcut('trig', "trigger")
self.out.cutflow.addcut('muon', "muon")
self.out.cutflow.addcut('pair', "pair")
self.out.cutflow.addcut('weight', "no cut, weighted", 15)
self.out.cutflow.addcut('weight_no0PU', "no cut, weighted, PU>0",
16) # use for normalization
def __init__(self, fname, **kwargs):
kwargs['channel'] = 'mutau'
super(ModuleMuTau, self).__init__(fname, **kwargs)
self.out = TreeProducerMuTau(fname, self)
# TRIGGERS
if self.year == 2016:
self.trigger = lambda e: e.HLT_IsoMu22 or e.HLT_IsoMu22_eta2p1 or e.HLT_IsoTkMu22 or e.HLT_IsoTkMu22_eta2p1 #or e.HLT_IsoMu19_eta2p1_LooseIsoPFTau20_SingleL1
self.muonCutPt = lambda e: 23
self.muonCutEta = lambda e: 2.4 if e.HLT_IsoMu22 or e.HLT_IsoTkMu22 else 2.1
elif self.year == 2017:
self.trigger = lambda e: e.HLT_IsoMu24 or e.HLT_IsoMu27 #or e.HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1
self.muonCutPt = lambda e: 25 if e.HLT_IsoMu24 else 28
self.muonCutEta = lambda e: 2.4
else:
self.trigger = lambda e: e.HLT_IsoMu24 or e.HLT_IsoMu27 #or e.HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1
self.muonCutPt = lambda e: 25
self.muonCutEta = lambda e: 2.4
self.tauCutPt = 20
self.tauCutEta = 2.3
# CORRECTIONS
if self.ismc:
self.muSFs = MuonSFs(
era=self.era, verb=self.verbosity) # muon id/iso/trigger SFs
self.tesTool = TauESTool(
tauSFVersion[self.year]) # real tau energy scale corrections
self.fesTool = TauFESTool(
tauSFVersion[self.year]) # for mu -> tau fake negligible
self.tauSFs = TauIDSFTool(tauSFVersion[self.year],
'DeepTau2017v2p1VSjet', 'Tight')
self.etfSFs = TauIDSFTool(tauSFVersion[self.year],
'DeepTau2017v2p1VSe', 'VLoose')
self.mtfSFs = TauIDSFTool(tauSFVersion[self.year],
'DeepTau2017v2p1VSmu', 'Tight')
# CUTFLOW
self.out.cutflow.addcut('none', "no cut")
self.out.cutflow.addcut('trig', "trigger")
self.out.cutflow.addcut('muon', "muon")
self.out.cutflow.addcut('tau', "tau")
self.out.cutflow.addcut('pair', "pair")
self.out.cutflow.addcut('weight', "no cut, weighted", 15)
self.out.cutflow.addcut('weight_no0PU', "no cut, weighted, PU>0",
16) # use for normalization
def muonSFs():
LOG.header("muonSFs")
# MUON SFs
start1 = time.time()
print ">>> initializing MuonSF object..."
muSFs = MuonSFs()
print ">>> initialized in %.1f seconds" % (time.time() - start1)
# GET SFs
printtable('trigger', muSFs.getTriggerSF)
printtable('idiso', muSFs.getIdIsoSF)
print ">>> "
# MUON 2018 SFs
start1 = time.time()
print ">>> initializing MuonSF(2018) object..."
muSFs = MuonSFs(year=2018)
print ">>> initialized in %.1f seconds" % (time.time() - start1)
# GET SFs
printtable('trigger', muSFs.getTriggerSF)
printtable('idiso', muSFs.getIdIsoSF)
print ">>> "
class ModuleEMu(ModuleTauPair):
def __init__(self, fname, **kwargs):
kwargs['channel'] = 'emu'
super(ModuleEMu, self).__init__(fname, **kwargs)
self.out = TreeProducerEMu(fname, self)
# TRIGGERS
if self.year == 2016:
self.trigger = lambda e: e.HLT_IsoMu22 or e.HLT_IsoMu22_eta2p1 or e.HLT_IsoTkMu22 or e.HLT_IsoTkMu22_eta2p1 #or e.HLT_IsoMu19_eta2p1_LooseIsoPFTau20_SingleL1
self.muonCutPt = lambda e: 23
self.muonCutEta = lambda e: 2.4 if e.HLT_IsoMu22 or e.HLT_IsoTkMu22 else 2.1
elif self.year == 2017:
self.trigger = lambda e: e.HLT_IsoMu24 or e.HLT_IsoMu27 #or e.HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1
self.muonCutPt = lambda e: 25 if e.HLT_IsoMu24 else 28
self.muonCutEta = lambda e: 2.4
else:
self.trigger = lambda e: e.HLT_IsoMu24 or e.HLT_IsoMu27 #or e.HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1
self.muonCutPt = lambda e: 25
self.muonCutEta = lambda e: 2.4
self.eleCutPt = 15
self.eleCutEta = 2.3
self.tauCutPt = 20
self.tauCutEta = 2.3
# CORRECTIONS
if self.ismc:
self.muSFs = MuonSFs(era=self.era)
self.eleSFs = ElectronSFs(year=self.year)
# CUTFLOW
self.out.cutflow.addcut('none', "no cut")
self.out.cutflow.addcut('trig', "trigger")
self.out.cutflow.addcut('electron', "electron")
self.out.cutflow.addcut('muon', "muon")
self.out.cutflow.addcut('pair', "pair")
self.out.cutflow.addcut('weight', "no cut, weighted", 15)
self.out.cutflow.addcut('weight_no0PU', "no cut, weighted, PU>0",
16) # use for normalization
def beginJob(self):
"""Before processing any events or files."""
super(ModuleEMu, self).beginJob()
print ">>> %-12s = %s" % ('muonCutPt', self.muonCutPt)
print ">>> %-12s = %s" % ('muonCutEta', self.muonCutEta)
print ">>> %-12s = %s" % ('eleCutPt', self.eleCutPt)
print ">>> %-12s = %s" % ('eleCutEta', self.eleCutEta)
print ">>> %-12s = %s" % ('tauCutPt', self.tauCutPt)
print ">>> %-12s = %s" % ('tauCutEta', self.tauCutEta)
pass
def analyze(self, event):
"""Process and pre-select events; fill branches and return True if the events passes,
return False otherwise."""
sys.stdout.flush()
##### NO CUT #####################################
self.out.cutflow.fill('none')
if self.isdata:
self.out.cutflow.fill('weight', 1.)
if event.PV_npvs > 0:
self.out.cutflow.fill('weight_no0PU', 1.)
else:
return False
else:
self.out.cutflow.fill('weight', event.genWeight)
self.out.pileup.Fill(event.Pileup_nTrueInt)
if event.Pileup_nTrueInt > 0:
self.out.cutflow.fill('weight_no0PU', event.genWeight)
else:
return False
##### TRIGGER ####################################
if not self.trigger(event):
return False
self.out.cutflow.fill('trig')
##### ELECTRON ###################################
electrons = []
for electron in Collection(event, 'Electron'):
#if self.ismc and self.ees!=1:
# electron.pt *= self.ees
# electron.mass *= self.ees
if electron.pt < self.eleCutPt: continue
if abs(electron.eta) > self.eleCutEta: continue
if abs(electron.dz) > 0.2: continue
if abs(electron.dxy) > 0.045: continue
if not electron.convVeto: continue
if electron.lostHits > 1: continue
if not (electron.mvaFall17V2Iso_WP90
or electron.mvaFall17V2noIso_WP90):
continue
electrons.append(electron)
if len(electrons) == 0:
return False
self.out.cutflow.fill('electron')
##### MUON #######################################
muons = []
for muon in Collection(event, 'Muon'):
if muon.pt < self.muonCutPt(event): continue
if abs(muon.eta) > self.muonCutEta(event): continue
if abs(muon.dz) > 0.2: continue
if abs(muon.dxy) > 0.045: continue
if not muon.mediumId: continue
if muon.pfRelIso04_all > 0.50: continue
muons.append(muon)
if len(muons) == 0:
return False
self.out.cutflow.fill('muon')
##### MUMU PAIR #################################
dileps = []
for electron in electrons:
for muon in muons:
if muon.DeltaR(electron) < 0.5: continue
ltau = LeptonPair(electron, electron.pfRelIso03_all, muon,
muon.pfRelIso04_all)
dileps.append(ltau)
if len(dileps) == 0:
return False
electron, muon = max(dileps).pair
electron.tlv = electron.p4()
muon.tlv = muon.p4()
self.out.cutflow.fill('pair')
# VETOS
extramuon_veto, extraelec_veto, dilepton_veto = getlepvetoes(
event, [electron], [muon], [], self.channel)
self.out.extramuon_veto[0], self.out.extraelec_veto[
0], self.out.dilepton_veto[0] = getlepvetoes(
event, [electron], [muon], [], self.channel)
self.out.lepton_vetoes[0] = self.out.extramuon_veto[
0] or self.out.extraelec_veto[0] or self.out.dilepton_veto[0]
self.out.lepton_vetoes_notau[
0] = extramuon_veto or extraelec_veto or dilepton_veto
# EVENT
self.fillEventBranches(event)
# MUON 1
self.out.pt_1[0] = electron.pt
self.out.eta_1[0] = electron.eta
self.out.phi_1[0] = electron.phi
self.out.m_1[0] = electron.mass
self.out.y_1[0] = electron.tlv.Rapidity()
self.out.dxy_1[0] = electron.dxy
self.out.dz_1[0] = electron.dz
self.out.q_1[0] = electron.charge
self.out.iso_1[0] = electron.pfRelIso03_all
self.out.cutBased_1[0] = electron.cutBased
self.out.mvaFall17Iso_WP90_1[0] = electron.mvaFall17V2Iso_WP90
self.out.mvaFall17Iso_WP80_1[0] = electron.mvaFall17V2Iso_WP80
self.out.mvaFall17noIso_WP90_1[0] = electron.mvaFall17V2noIso_WP90
self.out.mvaFall17noIso_WP80_1[0] = electron.mvaFall17V2noIso_WP80
# MUON 2
self.out.pt_2[0] = muon.pt
self.out.eta_2[0] = muon.eta
self.out.phi_2[0] = muon.phi
self.out.m_2[0] = muon.mass
self.out.y_2[0] = muon.tlv.Rapidity()
self.out.dxy_2[0] = muon.dxy
self.out.dz_2[0] = muon.dz
self.out.q_2[0] = muon.charge
self.out.iso_2[0] = muon.pfRelIso04_all
# TAU for jet -> tau fake rate measurement in emu+tau events
maxtau = None
ptmax = 20
for tau in Collection(event, 'Tau'):
if tau.pt < ptmax: continue
if electron.DeltaR(tau) < 0.5: continue
if muon.DeltaR(tau) < 0.5: continue
if abs(tau.eta) > 2.3: continue
if abs(tau.dz) > 0.2: continue
if tau.decayMode not in [0, 1, 10, 11]: continue
if abs(tau.charge) != 1: continue
#if ord(tau.idDeepTau2017v2p1VSe)<1: continue # VLoose
#if ord(tau.idDeepTau2017v2p1VSmu)<1: continue # VLoose
maxtau = tau
ptmax = tau.pt
if maxtau > -1:
self.out.pt_3[0] = maxtau.pt
self.out.eta_3[0] = maxtau.eta
self.out.m_3[0] = maxtau.mass
self.out.q_3[0] = maxtau.charge
self.out.dm_3[0] = maxtau.decayMode
self.out.iso_3[0] = maxtau.rawIso
self.out.idiso_2[0] = idIso(
maxtau) # cut-based tau isolation (rawIso)
self.out.idAntiEle_3[0] = maxtau.idAntiEle
self.out.idAntiMu_3[0] = maxtau.idAntiMu
self.out.idMVAoldDM2017v2_3[0] = maxtau.idMVAoldDM2017v2
self.out.idMVAnewDM2017v2_3[0] = maxtau.idMVAnewDM2017v2
self.out.idDeepTau2017v2p1VSe_3[0] = maxtau.idDeepTau2017v2p1VSe
self.out.idDeepTau2017v2p1VSmu_3[0] = maxtau.idDeepTau2017v2p1VSmu
self.out.idDeepTau2017v2p1VSjet_3[
0] = maxtau.idDeepTau2017v2p1VSjet
if self.ismc:
self.out.jpt_match_3[0], self.out.jpt_genmatch_3[
0] = matchtaujet(event, maxtau, self.ismc)
self.out.genmatch_3[0] = maxtau.genPartFlav
else:
self.out.jpt_match_3[0] = matchtaujet(event, maxtau,
self.ismc)[0]
else:
self.out.pt_3[0] = -1
self.out.eta_3[0] = -9
self.out.m_3[0] = -1
self.out.q_3[0] = 0
self.out.dm_3[0] = -1
self.out.idAntiEle_3[0] = -1
self.out.idAntiMu_3[0] = -1
self.out.idMVAoldDM2017v2_3[0] = -1
self.out.idMVAnewDM2017v2_3[0] = -1
self.out.idDeepTau2017v2p1VSe_3[0] = -1
self.out.idDeepTau2017v2p1VSmu_3[0] = -1
self.out.idDeepTau2017v2p1VSjet_3[0] = -1
self.out.iso_3[0] = -1
self.out.jpt_match_3[0] = -1
self.out.jpt_genmatch_3[0] = -1
if self.ismc:
self.out.jpt_genmatch_3[0] = -1
self.out.genmatch_3[0] = -1
# GENERATOR
if self.ismc:
self.out.genmatch_1[0] = electron.genPartFlav
self.out.genmatch_2[0] = muon.genPartFlav
# JETS
jets, met, njets_vars, met_vars = self.fillJetBranches(
event, electron, muon)
# WEIGHTS
if self.ismc:
self.fillCommonCorrBraches(event, jets, met, njets_vars, met_vars)
if electron.pfRelIso03_all < 0.50 and muon.pfRelIso04_all < 0.50:
self.btagTool.fillEffMaps(jets, usejec=self.dojec)
# MUON WEIGHTS
self.out.trigweight[0] = self.muSFs.getTriggerSF(
electron.pt, electron.eta)
self.out.idisoweight_1[0] = self.muSFs.getIdIsoSF(
electron.pt, electron.eta)
self.out.idisoweight_2[0] = self.muSFs.getIdIsoSF(
muon.pt, muon.eta)
# MET & DILEPTON VARIABLES
self.fillMETAndDiLeptonBranches(event, electron.tlv, muon.tlv, met,
met_vars)
self.out.fill()
return True
class ModuleMuTau(ModuleTauPair):
def __init__(self, fname, **kwargs):
kwargs['channel'] = 'mutau'
super(ModuleMuTau,self).__init__(fname,**kwargs)
self.out = TreeProducerMuTau(fname,self)
# TRIGGERS
if self.year==2016:
self.trigger = lambda e: e.HLT_IsoMu22 or e.HLT_IsoMu22_eta2p1 or e.HLT_IsoTkMu22 or e.HLT_IsoTkMu22_eta2p1 #or e.HLT_IsoMu19_eta2p1_LooseIsoPFTau20_SingleL1
self.muonCutPt = lambda e: 23
self.muonCutEta = lambda e: 2.4 if e.HLT_IsoMu22 or e.HLT_IsoTkMu22 else 2.1
elif self.year==2017:
self.trigger = lambda e: e.HLT_IsoMu24 or e.HLT_IsoMu27 #or e.HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1
self.muonCutPt = lambda e: 25 if e.HLT_IsoMu24 else 28
self.muonCutEta = lambda e: 2.4
else:
self.trigger = lambda e: e.HLT_IsoMu24 or e.HLT_IsoMu27 #or e.HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1
self.muonCutPt = lambda e: 25
self.muonCutEta = lambda e: 2.4
self.tauCutPt = 20
self.tauCutEta = 2.3
# CORRECTIONS
if self.ismc:
self.muSFs = MuonSFs(era=self.era,verb=self.verbosity) # muon id/iso/trigger SFs
self.tesTool = TauESTool(tauSFVersion[self.year]) # real tau energy scale corrections
#self.fesTool = TauFESTool(tauSFVersion[self.year]) # e -> tau fake negligible
self.tauSFsT = TauIDSFTool(tauSFVersion[self.year],'DeepTau2017v2p1VSjet','Tight')
self.tauSFsM = TauIDSFTool(tauSFVersion[self.year],'DeepTau2017v2p1VSjet','Medium')
self.tauSFsT_dm = TauIDSFTool(tauSFVersion[self.year],'DeepTau2017v2p1VSjet','Tight', dm=True)
self.etfSFs = TauIDSFTool(tauSFVersion[self.year],'DeepTau2017v2p1VSe', 'VLoose')
self.mtfSFs = TauIDSFTool(tauSFVersion[self.year],'DeepTau2017v2p1VSmu', 'Tight')
# CUTFLOW
self.out.cutflow.addcut('none', "no cut" )
self.out.cutflow.addcut('trig', "trigger" )
self.out.cutflow.addcut('muon', "muon" )
self.out.cutflow.addcut('tau', "tau" )
self.out.cutflow.addcut('pair', "pair" )
self.out.cutflow.addcut('weight', "no cut, weighted", 15 )
self.out.cutflow.addcut('weight_no0PU', "no cut, weighted, PU>0", 16 ) # use for normalization
def beginJob(self):
"""Before processing any events or files."""
super(ModuleMuTau,self).beginJob()
print ">>> %-12s = %s"%('tauwp', self.tauwp)
print ">>> %-12s = %s"%('muonCutPt', self.muonCutPt)
print ">>> %-12s = %s"%('muonCutEta', self.muonCutEta)
print ">>> %-12s = %s"%('tauCutPt', self.tauCutPt)
print ">>> %-12s = %s"%('tauCutEta', self.tauCutEta)
pass
def analyze(self, event):
"""Process and pre-select events; fill branches and return True if the events passes,
return False otherwise."""
sys.stdout.flush()
##### NO CUT #####################################
self.out.cutflow.fill('none')
if self.isdata:
self.out.cutflow.fill('weight',1.)
if event.PV_npvs>0:
self.out.cutflow.fill('weight_no0PU',1.)
else:
return False
else:
self.out.cutflow.fill('weight',event.genWeight)
self.out.pileup.Fill(event.Pileup_nTrueInt)
if event.Pileup_nTrueInt>0:
self.out.cutflow.fill('weight_no0PU',event.genWeight)
else:
return False
##### TRIGGER ####################################
if not self.trigger(event):
return False
self.out.cutflow.fill('trig')
##### MUON #######################################
muons = [ ]
for muon in Collection(event,'Muon'):
if muon.pt<self.muonCutPt(event): continue
if abs(muon.eta)>self.muonCutEta(event): continue
if abs(muon.dz)>0.2: continue
if abs(muon.dxy)>0.045: continue
if not muon.mediumId: continue
if muon.pfRelIso04_all>0.50: continue
muons.append(muon)
if len(muons)==0:
return False
self.out.cutflow.fill('muon')
##### TAU ########################################
taus = [ ]
for tau in Collection(event,'Tau'):
if abs(tau.eta)>self.tauCutEta: continue
if abs(tau.dz)>0.2: continue
if tau.decayMode not in [0,1,10,11]: continue
if abs(tau.charge)!=1: continue
if tau.idDeepTau2017v2p1VSe<1: continue # VVVLoose
if tau.idDeepTau2017v2p1VSmu<1: continue # VLoose
if tau.idDeepTau2017v2p1VSjet<self.tauwp: continue
if self.ismc:
tau.es = 1 # store energy scale for propagating to MET
genmatch = tau.genPartFlav
if genmatch==5: # real tau
if self.tes!=None: # user-defined energy scale (for TES studies)
tes = self.tes
else: # recommended energy scale (apply by default)
tes = self.tesTool.getTES(tau.pt,tau.decayMode,unc=self.tessys)
if tes!=1:
tau.pt *= tes
tau.mass *= tes
tau.es = tes # store for later reuse
elif self.ltf and 0<genmatch<5: # lepton -> tau fake
tau.pt *= self.ltf
tau.mass *= self.ltf
tau.es = self.ltf # store for later reuse
#elif genmatch in [1,3]: # electron -> tau fake (apply by default, override with 'ltf=1.0')
# fes = self.fesTool.getFES(tau.eta,tau.decayMode,unc=self.fes)
# tau.pt *= fes
# tau.mass *= fes
# tau.es = fes
elif self.jtf!=1.0 and genmatch==0: # jet -> tau fake
tau.pt *= self.jtf
tau.mass *= self.jtf
tau.es = self.jtf
if tau.pt<self.tauCutPt: continue
taus.append(tau)
if len(taus)==0:
return False
self.out.cutflow.fill('tau')
##### MUTAU PAIR #################################
ltaus = [ ]
for muon in muons:
for tau in taus:
if tau.DeltaR(muon)<0.5: continue
ltau = LeptonTauPair(muon,muon.pfRelIso04_all,tau,tau.rawDeepTau2017v2p1VSjet)
ltaus.append(ltau)
if len(ltaus)==0:
return False
muon, tau = max(ltaus).pair
muon.tlv = muon.p4()
tau.tlv = tau.p4()
genmatch = -1 if self.isdata else tau.genPartFlav
self.out.cutflow.fill('pair')
# VETOES
extramuon_veto, extraelec_veto, dilepton_veto = getlepvetoes(event,[ ],[muon],[tau],self.channel)
self.out.extramuon_veto[0], self.out.extraelec_veto[0], self.out.dilepton_veto[0] = getlepvetoes(event,[ ],[muon],[ ],self.channel)
self.out.lepton_vetoes[0] = self.out.extramuon_veto[0] or self.out.extraelec_veto[0] or self.out.dilepton_veto[0]
self.out.lepton_vetoes_notau[0] = extramuon_veto or extraelec_veto or dilepton_veto
# TIGHTEN PRE-SELECTION
if self.dotight: # do not save all events to reduce disk space
fail = (self.out.lepton_vetoes[0] and self.out.lepton_vetoes_notau[0]) or\
(tau.idMVAoldDM2017v2<1 and tau.idDeepTau2017v2p1VSjet<1) or\
(tau.idAntiMu<2 and tau.idDeepTau2017v2p1VSmu<2) or\
(tau.idAntiEle<2 and tau.idDeepTau2017v2p1VSe<1)
if (self.tes not in [1,None] or self.tessys!=None) and (fail or tau.genPartFlav!=5):
return False
if (self.ltf!=1 or self.fes!=None) and tau.genPartFlav<1 and tau.genPartFlav>4:
return False
###if self.jtf!=1 and tau.genPartFlav!=0:
### return False
# EVENT
self.fillEventBranches(event)
# MUON
self.out.pt_1[0] = muon.pt
self.out.eta_1[0] = muon.eta
self.out.phi_1[0] = muon.phi
self.out.m_1[0] = muon.mass
self.out.y_1[0] = muon.tlv.Rapidity()
self.out.dxy_1[0] = muon.dxy
self.out.dz_1[0] = muon.dz
self.out.q_1[0] = muon.charge
self.out.iso_1[0] = muon.pfRelIso04_all
# TAU
self.out.pt_2[0] = tau.pt
self.out.eta_2[0] = tau.eta
self.out.phi_2[0] = tau.phi
self.out.m_2[0] = tau.mass
self.out.y_2[0] = tau.tlv.Rapidity()
self.out.dxy_2[0] = tau.dxy
self.out.dz_2[0] = tau.dz
self.out.q_2[0] = tau.charge
self.out.dm_2[0] = tau.decayMode
self.out.iso_2[0] = tau.rawIso
self.out.idiso_2[0] = idIso(tau) # cut-based tau isolation (rawIso)
self.out.rawAntiEle_2[0] = tau.rawAntiEle
self.out.rawMVAoldDM2017v2_2[0] = tau.rawMVAoldDM2017v2
self.out.rawMVAnewDM2017v2_2[0] = tau.rawMVAnewDM2017v2
self.out.rawDeepTau2017v2p1VSe_2[0] = tau.rawDeepTau2017v2p1VSe
self.out.rawDeepTau2017v2p1VSmu_2[0] = tau.rawDeepTau2017v2p1VSmu
self.out.rawDeepTau2017v2p1VSjet_2[0] = tau.rawDeepTau2017v2p1VSjet
self.out.idAntiEle_2[0] = tau.idAntiEle
self.out.idAntiMu_2[0] = tau.idAntiMu
self.out.idDecayMode_2[0] = tau.idDecayMode
self.out.idDecayModeNewDMs_2[0] = tau.idDecayModeNewDMs
self.out.idMVAoldDM2017v2_2[0] = tau.idMVAoldDM2017v2
self.out.idMVAnewDM2017v2_2[0] = tau.idMVAnewDM2017v2
self.out.idDeepTau2017v2p1VSe_2[0] = tau.idDeepTau2017v2p1VSe
self.out.idDeepTau2017v2p1VSmu_2[0] = tau.idDeepTau2017v2p1VSmu
self.out.idDeepTau2017v2p1VSjet_2[0] = tau.idDeepTau2017v2p1VSjet
self.out.chargedIso_2[0] = tau.chargedIso
self.out.neutralIso_2[0] = tau.neutralIso
self.out.leadTkPtOverTauPt_2[0] = tau.leadTkPtOverTauPt
self.out.photonsOutsideSignalCone_2[0] = tau.photonsOutsideSignalCone
self.out.puCorr_2[0] = tau.puCorr
# GENERATOR
if self.ismc:
self.out.genmatch_1[0] = muon.genPartFlav
self.out.genmatch_2[0] = tau.genPartFlav
pt, phi, eta, status = matchgenvistau(event,tau)
self.out.genvistaupt_2[0] = pt
self.out.genvistaueta_2[0] = eta
self.out.genvistauphi_2[0] = phi
self.out.gendm_2[0] = status
if self.dozpt:
self.out.mutaufilter = filtermutau(event) # for stitching DYJetsToTauTauToMuTauh
# JETS
jets, met, njets_vars, met_vars = self.fillJetBranches(event,muon,tau)
if self.ismc:
self.out.jpt_match_2[0], self.out.jpt_genmatch_2[0] = matchtaujet(event,tau,self.ismc)
else:
self.out.jpt_match_2[0] = matchtaujet(event,tau,self.ismc)[0]
# WEIGHTS
if self.ismc:
self.fillCommonCorrBraches(event,jets,met,njets_vars,met_vars)
if muon.pfRelIso04_all<0.50 and tau.idDeepTau2017v2p1VSjet>=2:
self.btagTool.fillEffMaps(jets,usejec=self.dojec)
# MUON WEIGHTS
self.out.trigweight[0] = self.muSFs.getTriggerSF(muon.pt,muon.eta)
self.out.idisoweight_1[0] = self.muSFs.getIdIsoSF(muon.pt,muon.eta)
# DEFAULTS
self.out.idweight_2[0] = 1.
self.out.idweight_dm_2[0] = 1.
self.out.idweight_medium_2[0] = 1.
self.out.ltfweight_2[0] = 1.
if not self.dotight:
self.out.idweightUp_2[0] = 1.
self.out.idweightDown_2[0] = 1.
self.out.idweightUp_dm_2[0] = 1.
self.out.idweightDown_dm_2[0] = 1.
self.out.ltfweightUp_2[0] = 1.
self.out.ltfweightDown_2[0] = 1.
# TAU WEIGHTS
if tau.genPartFlav==5: # real tau
self.out.idweight_2[0] = self.tauSFsT.getSFvsPT(tau.pt)
self.out.idweight_medium_2[0] = self.tauSFsM.getSFvsPT(tau.pt)
self.out.idweight_dm_2[0] = self.tauSFsT_dm.getSFvsDM(tau.pt,tau.decayMode)
if not self.dotight:
self.out.idweightUp_2[0] = self.tauSFsT.getSFvsPT(tau.pt,unc='Up')
self.out.idweightDown_2[0] = self.tauSFsT.getSFvsPT(tau.pt,unc='Down')
self.out.idweightUp_dm_2[0] = self.tauSFsT_dm.getSFvsDM(tau.pt,tau.decayMode,unc='Up')
self.out.idweightDown_dm_2[0] = self.tauSFsT_dm.getSFvsDM(tau.pt,tau.decayMode,unc='Down')
elif tau.genPartFlav in [1,3]: # muon -> tau fake
self.out.ltfweight_2[0] = self.etfSFs.getSFvsEta(tau.eta,tau.genPartFlav)
if not self.dotight:
self.out.ltfweightUp_2[0] = self.etfSFs.getSFvsEta(tau.eta,tau.genPartFlav,unc='Up')
self.out.ltfweightDown_2[0] = self.etfSFs.getSFvsEta(tau.eta,tau.genPartFlav,unc='Down')
elif tau.genPartFlav in [2,4]: # electron -> tau fake
self.out.ltfweight_2[0] = self.mtfSFs.getSFvsEta(tau.eta,tau.genPartFlav)
if not self.dotight:
self.out.ltfweightUp_2[0] = self.mtfSFs.getSFvsEta(tau.eta,tau.genPartFlav,unc='Up')
self.out.ltfweightDown_2[0] = self.mtfSFs.getSFvsEta(tau.eta,tau.genPartFlav,unc='Down')
self.out.weight[0] = self.out.genweight[0]*self.out.puweight[0]*self.out.trigweight[0]*self.out.idisoweight_1[0] #*self.out.idisoweight_2[0]
elif self.isembed:
###self.applyCommonEmbdedCorrections(event,jets,jetIds50,met,njets_vars,met_vars)
self.out.genweight[0] = event.genWeight
self.out.trackweight[0] = 0.975 if tau.decayMode==0 else 1.0247 if tau.decayMode==1 else 0.927 if tau.decayMode==10 else 0.974 if tau.decayMode==11 else 1.0
# MET & DILEPTON VARIABLES
self.fillMETAndDiLeptonBranches(event,muon,tau,met,met_vars)
self.out.fill()
return True
class ModuleMuTau(ModuleTauPair):
def __init__(self, fname, **kwargs):
kwargs['channel'] = 'mutau'
super(ModuleMuTau, self).__init__(fname, **kwargs)
self.out = TreeProducerMuTau(fname, self)
# TRIGGERS
if self.year == 2016:
self.trigger = lambda e: e.HLT_IsoMu22 or e.HLT_IsoMu22_eta2p1 or e.HLT_IsoTkMu22 or e.HLT_IsoTkMu22_eta2p1 #or e.HLT_IsoMu19_eta2p1_LooseIsoPFTau20_SingleL1
self.muonCutPt = lambda e: 23
self.muonCutEta = lambda e: 2.4 if e.HLT_IsoMu22 or e.HLT_IsoTkMu22 else 2.1
elif self.year == 2017:
self.trigger = lambda e: e.HLT_IsoMu24 or e.HLT_IsoMu27 #or e.HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1
self.muonCutPt = lambda e: 25 if e.HLT_IsoMu24 else 28
self.muonCutEta = lambda e: 2.4
else:
self.trigger = lambda e: e.HLT_IsoMu24 or e.HLT_IsoMu27 #or e.HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1
self.muonCutPt = lambda e: 25
self.muonCutEta = lambda e: 2.4
self.tauCutPt = 20
self.tauCutEta = 2.3
# CORRECTIONS
if self.ismc:
self.muSFs = MuonSFs(year=self.year)
self.tesTool = TauESTool(tauSFVersion[self.year])
self.tauSFs = TauIDSFTool(tauSFVersion[self.year],
'DeepTau2017v2p1VSjet', 'Tight')
self.etfSFs = TauIDSFTool(tauSFVersion[self.year],
'DeepTau2017v2p1VSe', 'VLoose')
self.mtfSFs = TauIDSFTool(tauSFVersion[self.year],
'DeepTau2017v2p1VSmu', 'Tight')
# CUTFLOW
self.out.cutflow.addcut('none', "no cut")
self.out.cutflow.addcut('trig', "trigger")
self.out.cutflow.addcut('muon', "muon")
self.out.cutflow.addcut('tau', "tau")
self.out.cutflow.addcut('pair', "pair")
self.out.cutflow.addcut('weight', "no cut, weighted", 15)
self.out.cutflow.addcut('weight_no0PU', "no cut, weighted, PU>0",
16) # use for normalization
def beginJob(self):
"""Before processing any events or files."""
super(ModuleMuTau, self).beginJob()
print ">>> %-12s = %s" % ('muonCutPt', self.muonCutPt)
print ">>> %-12s = %s" % ('muonCutEta', self.muonCutEta)
print ">>> %-12s = %s" % ('tauCutPt', self.tauCutPt)
print ">>> %-12s = %s" % ('tauCutEta', self.tauCutEta)
pass
def analyze(self, event):
"""Process and pre-select events; fill branches and return True if the events passes,
return False otherwise."""
sys.stdout.flush()
##### NO CUT #####################################
self.out.cutflow.fill('none')
if self.isdata:
self.out.cutflow.fill('weight', 1.)
if event.PV_npvs > 0:
self.out.cutflow.fill('weight_no0PU', 1.)
else:
return False
else:
self.out.cutflow.fill('weight', event.genWeight)
self.out.pileup.Fill(event.Pileup_nTrueInt)
if event.Pileup_nTrueInt > 0:
self.out.cutflow.fill('weight_no0PU', event.genWeight)
else:
return False
##### TRIGGER ####################################
if not self.trigger(event):
return False
self.out.cutflow.fill('trig')
##### MUON #######################################
muons = []
for muon in Collection(event, 'Muon'):
if muon.pt < self.muonCutPt(event): continue
if abs(muon.eta) > self.muonCutEta(event): continue
if abs(muon.dz) > 0.2: continue
if abs(muon.dxy) > 0.045: continue
if not muon.mediumId: continue
if muon.pfRelIso04_all > 0.50: continue
muons.append(muon)
if len(muons) == 0:
return False
self.out.cutflow.fill('muon')
##### TAU ########################################
taus = []
for tau in Collection(event, 'Tau'):
if abs(tau.eta) > self.tauCutEta: continue
if abs(tau.dz) > 0.2: continue
if tau.decayMode not in [0, 1, 10, 11]: continue
if abs(tau.charge) != 1: continue
if self.ismc:
genmatch = tau.genPartFlav
if genmatch == 5: # real tau
tes = 1
if self.tes != None:
tes *= self.tes
else:
tes *= self.tesTool.getTES(tau.pt,
tau.decayMode,
unc=self.tessys)
if tes != 1:
tau.pt *= tes
tau.mass *= tes
elif self.ltf != 1.0 and 0 < genmatch < 5: # lepton -> tau fake
tau.pt *= self.ltf
tau.mass *= self.ltf
elif self.jtf != 1.0 and genmatch == 0: # jet -> tau fake
tau.pt *= self.jtf
tau.mass *= self.jtf
if tau.pt < self.tauCutPt: continue
if tau.idDeepTau2017v2p1VSe < 1: continue
if tau.idDeepTau2017v2p1VSmu < 1: continue
taus.append(tau)
if len(taus) == 0:
return False
self.out.cutflow.fill('tau')
##### MUTAU PAIR #################################
ltaus = []
for muon in muons:
for tau in taus:
if tau.DeltaR(muon) < 0.5: continue
ltau = LeptonTauPair(muon, muon.pfRelIso04_all, tau,
tau.rawDeepTau2017v2p1VSjet)
ltaus.append(ltau)
if len(ltaus) == 0:
return False
muon, tau = max(ltaus).pair
muon.tlv = muon.p4()
tau.tlv = tau.p4()
self.out.cutflow.fill('pair')
# VETOS
extramuon_veto, extraelec_veto, dilepton_veto = getLeptonVetoes(
event, [], [muon], [tau], self.channel)
self.out.extramuon_veto[0], self.out.extraelec_veto[
0], self.out.dilepton_veto[0] = getLeptonVetoes(
event, [], [muon], [], self.channel)
self.out.lepton_vetoes[0] = self.out.extramuon_veto[
0] or self.out.extraelec_veto[0] or self.out.dilepton_veto[0]
self.out.lepton_vetoes_notau[
0] = extramuon_veto or extraelec_veto or dilepton_veto
# EVENT
self.fillEventBranches(event)
# MUON
self.out.pt_1[0] = muon.pt
self.out.eta_1[0] = muon.eta
self.out.phi_1[0] = muon.phi
self.out.m_1[0] = muon.mass
self.out.y_1[0] = muon.tlv.Rapidity()
self.out.dxy_1[0] = muon.dxy
self.out.dz_1[0] = muon.dz
self.out.q_1[0] = muon.charge
self.out.iso_1[0] = muon.pfRelIso04_all
# TAU
self.out.pt_2[0] = tau.pt
self.out.eta_2[0] = tau.eta
self.out.phi_2[0] = tau.phi
self.out.m_2[0] = tau.mass
self.out.y_2[0] = tau.tlv.Rapidity()
self.out.dxy_2[0] = tau.dxy
self.out.dz_2[0] = tau.dz
self.out.q_2[0] = tau.charge
self.out.dm_2[0] = tau.decayMode
self.out.iso_2[0] = tau.rawIso
self.out.idiso_2[0] = idIso(tau) # cut-based tau isolation (rawIso)
self.out.rawAntiEle_2[0] = tau.rawAntiEle
self.out.rawMVAoldDM2017v2_2[0] = tau.rawMVAoldDM2017v2
self.out.rawMVAnewDM2017v2_2[0] = tau.rawMVAnewDM2017v2
self.out.rawDeepTau2017v2p1VSe_2[0] = tau.rawDeepTau2017v2p1VSe
self.out.rawDeepTau2017v2p1VSmu_2[0] = tau.rawDeepTau2017v2p1VSmu
self.out.rawDeepTau2017v2p1VSjet_2[0] = tau.rawDeepTau2017v2p1VSjet
self.out.idAntiEle_2[0] = tau.idAntiEle
self.out.idAntiMu_2[0] = tau.idAntiMu
self.out.idDecayMode_2[0] = tau.idDecayMode
self.out.idDecayModeNewDMs_2[0] = tau.idDecayModeNewDMs
self.out.idMVAoldDM2017v2_2[0] = tau.idMVAoldDM2017v2
self.out.idMVAnewDM2017v2_2[0] = tau.idMVAnewDM2017v2
self.out.idDeepTau2017v2p1VSe_2[0] = tau.idDeepTau2017v2p1VSe
self.out.idDeepTau2017v2p1VSmu_2[0] = tau.idDeepTau2017v2p1VSmu
self.out.idDeepTau2017v2p1VSjet_2[0] = tau.idDeepTau2017v2p1VSjet
self.out.chargedIso_2[0] = tau.chargedIso
self.out.neutralIso_2[0] = tau.neutralIso
self.out.leadTkPtOverTauPt_2[0] = tau.leadTkPtOverTauPt
self.out.photonsOutsideSignalCone_2[0] = tau.photonsOutsideSignalCone
self.out.puCorr_2[0] = tau.puCorr
# GENERATOR
if self.ismc:
self.out.genmatch_1[0] = muon.genPartFlav
self.out.genmatch_2[0] = tau.genPartFlav
dRmin = 0.5
taumatch = None
for genvistau in Collection(event, 'GenVisTau'):
dR = genvistau.DeltaR(tau)
if dR < dRmin:
dRmin = dR
taumatch = genvistau
if taumatch:
self.out.genvistaupt_2[0] = taumatch.pt
self.out.genvistaueta_2[0] = taumatch.eta
self.out.genvistauphi_2[0] = taumatch.phi
self.out.gendm_2[0] = taumatch.status
else:
self.out.genvistaupt_2[0] = -1
self.out.genvistaueta_2[0] = -9
self.out.genvistauphi_2[0] = -9
self.out.gendm_2[0] = -1
# JETS
jets, met, njets_vars, met_vars = self.fillJetBranches(
event, muon, tau)
if tau.jetIdx >= 0:
self.out.jpt_match_2[0] = event.Jet_pt[tau.jetIdx]
if self.ismc:
if event.Jet_genJetIdx[tau.jetIdx] >= 0:
self.out.jpt_genmatch_2[0] = event.GenJet_pt[
event.Jet_genJetIdx[tau.jetIdx]]
else:
self.out.jpt_genmatch_2[0] = -1
else:
self.out.jpt_match_2[0] = -1
# WEIGHTS
if self.ismc:
self.fillCommonCorrBraches(event, jets, met, njets_vars, met_vars)
if muon.pfRelIso04_all < 0.50 and tau.idDeepTau2017v2p1VSjet >= 2:
self.btagTool.fillEffMaps(jets, usejec=self.dojec)
# MUON WEIGHTS
self.out.trigweight[0] = self.muSFs.getTriggerSF(muon.pt, muon.eta)
self.out.idisoweight_1[0] = self.muSFs.getIdIsoSF(
muon.pt, muon.eta)
# DEFAULTS
self.out.idweight_2[0] = 1.
self.out.ltfweight_2[0] = 1.
if not self.dotight:
self.out.idweightUp_2[0] = 1.
self.out.idweightDown_2[0] = 1.
self.out.ltfweightUp_2[0] = 1.
self.out.ltfweightDown_2[0] = 1.
# TAU WEIGHTS
if tau.genPartFlav == 5: # real tau
self.out.idweight_2[0] = self.tauSFs.getSFvsPT(tau.pt)
if not self.dotight:
self.out.idweightUp_2[0] = self.tauSFs.getSFvsPT(tau.pt,
unc='Up')
self.out.idweightDown_2[0] = self.tauSFs.getSFvsPT(
tau.pt, unc='Down')
elif tau.genPartFlav in [1, 3]: # muon -> tau fake
self.out.ltfweight_2[0] = self.etfSFs.getSFvsEta(
tau.eta, tau.genPartFlav)
if not self.dotight:
self.out.ltfweightUp_2[0] = self.etfSFs.getSFvsEta(
tau.eta, tau.genPartFlav, unc='Up')
self.out.ltfweightDown_2[0] = self.etfSFs.getSFvsEta(
tau.eta, tau.genPartFlav, unc='Down')
elif tau.genPartFlav in [2, 4]: # electron -> tau fake
self.out.ltfweight_2[0] = self.mtfSFs.getSFvsEta(
tau.eta, tau.genPartFlav)
if not self.dotight:
self.out.ltfweightUp_2[0] = self.mtfSFs.getSFvsEta(
tau.eta, tau.genPartFlav, unc='Up')
self.out.ltfweightDown_2[0] = self.mtfSFs.getSFvsEta(
tau.eta, tau.genPartFlav, unc='Down')
self.out.weight[0] = self.out.genweight[0] * self.out.puweight[
0] * self.out.trigweight[0] * self.out.idisoweight_1[
0] #*self.out.idisoweight_2[0]
elif self.isembed:
###self.applyCommonEmbdedCorrections(event,jets,jetIds50,met,njets_vars,met_vars)
self.out.genweight[0] = event.genWeight
self.out.trackweight[
0] = 0.975 if tau.decayMode == 0 else 1.0247 if tau.decayMode == 1 else 0.927 if tau.decayMode == 10 else 0.974 if tau.decayMode == 11 else 1.0
# MET & DILEPTON VARIABLES
self.fillMETAndDiLeptonBranches(event, muon.tlv, tau.tlv, met,
met_vars)
self.out.fill()
return True