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nowak |
1.1 |
import ROOT
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import sys, re, math
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sys.path.append("/afs/naf.desy.de/user/n/nowaf/UserCode/nowaf/PythonScripts/")
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import definitions as Def
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import styles as Style
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import MakeRealTauEst_cff as RT
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from copy import deepcopy
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if __name__ == "__main__":
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fileDir = "/scratch/hh/lustre/cms/user/nowaf/2011Data/VersionII/Plots/RealTauEst/"
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#fileName = "_xciv"
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fileName = "_clxix"
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### v4
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#lumi = 927.9
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#lumi = 4.7
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lumi = 5.0
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theTheTitle = "L = " + str( round( lumi,1 ) ) + " fb^{-1}, #sqrt{s} = 7 TeV"
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#theTheTitle = "CMS Preliminary, L = " + str( round( lumi,1 ) ) + " fb^{-1}, #sqrt{s} = 7 TeV"
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draw = False
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saveToEPS = False
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saveToPS = False
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logY = True
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displaySignal = False ## not working currently
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plotRatio = True
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displayNEvents = False
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plotTitle = True
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doSystScaling = False
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statErrsOnly = False
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displayControlPlots = False
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Def.SetGlobalStyles( withTitle=plotTitle )
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ROOT.gStyle.SetHatchesSpacing( 1 )
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#Type = "Pre"
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Type = "Full"
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#Type = "PreCheck"
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roundTo = 0
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if Type == "Full":
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roundTo = 1
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pass
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#fakeColor = ROOT.kRed - 9
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realColor = ROOT.kGreen - 9
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fakeColor = ROOT.kCyan + 2
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#errColor = ROOT.kRed + 2
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removeSamples = []
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removeSamples.append( "TTbar" )
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removeSamples.append( "GVJets" )
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removeSamples.append( "WWJets" )
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removeSamples.append( "Zinv" )
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removeSamples.append( "ZJets" )
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removeSamples.append( "WJets" )
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removeSamples.append( "QCDFlat" )
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#removeSamples.append( "Data" )
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saveName = "plots/Data/final/Data_" + Type + fileName + "_pixelLumi"
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if re.search( "Preliminary", theTheTitle ):
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saveName = saveName + "_CMSPrelim"
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pass
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theSystDictMT = {}
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theSystDictFT = {}
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scaleRealTau = 1.
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scaleFakeTau = 1.
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if doSystScaling:
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scaleRealTau = 1./1.07 ### 9% overprediction due to non-W background
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if Type == "Full":
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scaleRealTau = 1./1.19### 9% overprediction due to non-W background
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pass
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scaleFakeTau = 1.15 ### sel/pred = 1.15
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pass
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if not statErrsOnly:
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if doSystScaling:
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theSystDictFT[ "Closure" ] = {}
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theSystDictFT[ "Closure" ][ "Up" ] = 0.15 ### method uncertainty
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theSystDictFT[ "Closure" ][ "Dwn" ] =0.15 ###
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pass
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theSystDictFT[ "Znunu" ] = {}
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theSystDictFT[ "Znunu" ][ "Up" ] = 0.05 ### Z->nunu presence
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theSystDictFT[ "Znunu" ][ "Dwn" ] =0.05
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theSystDictFT[ "leptonFakesFT" ] = {}
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theSystDictFT[ "leptonFakesFT" ][ "Up" ] = 0.01 ### tau fakes by light leptons
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theSystDictFT[ "leptonFakesFT" ][ "Dwn" ] =0.01
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theSystDictFT[ "FakesClosure" ] = {}
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theSystDictFT[ "FakesClosure" ][ "Up" ] = 0.28
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theSystDictFT[ "FakesClosure" ][ "Dwn" ] = 0.28
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if Type == "Pre":
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theSystDictFT[ "FakesStat" ] = {}
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theSystDictFT[ "FakesStat" ][ "Up" ] = 0.02
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theSystDictFT[ "FakesStat" ][ "Dwn" ] = 0.02
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elif Type == "Full":
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theSystDictFT[ "FakesStat" ] = {}
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theSystDictFT[ "FakesStat" ][ "Up" ] = 0.02
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theSystDictFT[ "FakesStat" ][ "Dwn" ] = 0.02
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pass
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pass
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if not statErrsOnly:
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theSystDictMT[ "tauRecoEffPAS" ] = {}
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theSystDictMT[ "tauRecoEffPAS" ][ "Up" ] = 0.07
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theSystDictMT[ "tauRecoEffPAS" ][ "Dwn" ] = 0.07
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theSystDictMT[ "muIso" ] = {}
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theSystDictMT[ "muIso" ][ "Up" ] = 0.002
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theSystDictMT[ "muIso" ][ "Dwn" ] = 0.002
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theSystDictMT[ "leptonFakesMT" ] = {}
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theSystDictMT[ "leptonFakesMT" ][ "Up" ] = 0.01 ### tau fakes by light leptons
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theSystDictMT[ "leptonFakesMT" ][ "Dwn" ] =0.01
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if Type == "Pre":
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theSystDictMT[ "tauRecoEffStat" ] = {}
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theSystDictMT[ "tauRecoEffStat" ][ "Up" ] = 0.02
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theSystDictMT[ "tauRecoEffStat" ][ "Dwn" ] = 0.02
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theSystDictMT[ "probNotFromTau" ] = {}
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theSystDictMT[ "probNotFromTau" ][ "Up" ] = 0.01
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theSystDictMT[ "probNotFromTau" ][ "Dwn" ] = 0.01
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theSystDictMT[ "TriggerMuonSmear" ] = {}
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theSystDictMT[ "TriggerMuonSmear" ][ "Up" ] = 0.01
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theSystDictMT[ "TriggerMuonSmear" ][ "Dwn" ] = 0.01
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#theSystDictMT[ "non-W" ] = {}
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#theSystDictMT[ "non-W" ][ "Up" ] = 0.07 ### 9% overprediction due to non-W background
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#theSystDictMT[ "non-W" ][ "Dwn" ] = 0.07 ### 9% overprediction due to non-W background
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elif Type == "Full":
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theSystDictMT[ "tauRecoEffStat" ] = {}
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theSystDictMT[ "tauRecoEffStat" ][ "Up" ] = 0.03
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theSystDictMT[ "tauRecoEffStat" ][ "Dwn" ] = 0.03
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theSystDictMT[ "probNotFromTau" ] = {}
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theSystDictMT[ "probNotFromTau" ][ "Up" ] = 0.01
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theSystDictMT[ "probNotFromTau" ][ "Dwn" ] = 0.01
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#theSystDictMT[ "non-W" ] = {}
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#theSystDictMT[ "non-W" ][ "Up" ] = 0.19 ### 9% overprediction due to non-W background
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#theSystDictMT[ "non-W" ][ "Dwn" ] = 0.19 ### 9% overprediction due to non-W background
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theSystDictMT[ "TTbar" ] = {}
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theSystDictMT[ "TTbar" ][ "Up" ] = 0.04
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theSystDictMT[ "TTbar" ][ "Dwn" ] = 0.04
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pass
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pass
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rebinDict = {}
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rebinDict[ "MHTMHT" ] = 4
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rebinDict[ "MHT" ] = 4
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rebinDict[ "MHTUnweighted" ] = 4
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rebinDict[ "MHTUnscaled" ] = 4
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rebinDict[ "MHTMHTEta" ] = 4
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rebinDict[ "MHTEta" ] = 4
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rebinDict[ "MHTUnweightedEta" ] = 4
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rebinDict[ "MHTUnscaledEta" ] = 4
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rebinDict[ "MHTMHTPhi" ] = 4
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rebinDict[ "MHTPhi" ] = 4
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rebinDict[ "MHTUnweightedPhi" ] = 4
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rebinDict[ "MHTUnscaledPhi" ] = 4
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rebinDict[ "HTHT" ] = 4
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rebinDict[ "HT" ] = 4
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rebinDict[ "HTUnweighted" ] = 4
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rebinDict[ "HTUnscaled" ] = 4
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rebinDict[ "JetPtUnweighted" ] = 4
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rebinDict[ "JetPt" ] = 4
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rebinDict[ "Tau1Pt" ] = 4
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rebinDict[ "Tau1PtUnscaled" ] = 4
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rebinDict[ "TauSelectionTau1Pt" ] = 4
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rebinDict[ "JetEtaUnweighted" ] = 4
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rebinDict[ "JetEta" ] = 4
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rebinDict[ "Tau1Eta" ] = 4
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rebinDict[ "Tau1EtaUnscaled" ] = 4
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rebinDict[ "TauSelectionTau1Eta" ] = 4
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rebinDict[ "JetPhiUnweighted" ] = 4
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rebinDict[ "JetPhi" ] = 4
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rebinDict[ "Tau1Phi" ] = 4
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rebinDict[ "Tau1PhiUnscaled" ] = 4
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rebinDict[ "TauSelectionTau1Phi" ] = 4
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rebinDict[ "Jet1Pt" ] = 2
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rebinDict[ "Jet1PtUnweighted" ] = 2
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rebinDict[ "Jet1PtUnscaled" ] = 2
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rebinDict[ "JetSelection30Jet1Pt" ] = 2
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rebinDict[ "Jet1Eta" ] = 4
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rebinDict[ "Jet1EtaUnweighted" ] = 4
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rebinDict[ "Jet1EtaUnscaled" ] = 4
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rebinDict[ "JetSelection30Jet1Eta" ] = 4
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rebinDict[ "Jet1Phi" ] = 4
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rebinDict[ "Jet1PhiUnweighted" ] = 4
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rebinDict[ "Jet1PhiUnscaled" ] = 4
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rebinDict[ "JetSelection30Jet1Phi" ] = 4
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rebinDict[ "Jet2Pt" ] = 2
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rebinDict[ "Jet2PtUnweighted" ] = 2
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rebinDict[ "Jet2PtUnscaled" ] = 2
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rebinDict[ "JetSelection30Jet2Pt" ] = 2
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rebinDict[ "Jet2Eta" ] = 4
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rebinDict[ "Jet2EtaUnweighted" ] = 4
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rebinDict[ "Jet2EtaUnscaled" ] = 4
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rebinDict[ "JetSelection30Jet2Eta" ] = 4
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rebinDict[ "Jet2Phi" ] = 4
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rebinDict[ "Jet2PhiUnweighted" ] = 4
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rebinDict[ "Jet2PhiUnscaled" ] = 4
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rebinDict[ "JetSelection30Jet2Phi" ] = 4
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rebinDict[ "Jet3Pt" ] = 2
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rebinDict[ "Jet3PtUnweighted" ] = 2
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rebinDict[ "Jet3PtUnscaled" ] = 2
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rebinDict[ "JetSelection30Jet3Pt" ] = 2
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rebinDict[ "Jet3Eta" ] = 4
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rebinDict[ "Jet3EtaUnweighted" ] = 4
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rebinDict[ "Jet3EtaUnscaled" ] = 4
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rebinDict[ "JetSelection30Jet3Eta" ] = 4
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rebinDict[ "Jet3Phi" ] = 4
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rebinDict[ "Jet3PhiUnweighted" ] = 4
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rebinDict[ "Jet3PhiUnscaled" ] = 4
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rebinDict[ "JetSelection30Jet3Phi" ] = 4
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rebinDict[ "TauSelectiondPhiMHTTau" ] = 4
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rebinDict[ "DPhiMHTTauUnweighted" ] = 4
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rebinDict[ "DPhiMHTTau" ] = 4
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rebinDict[ "DPhiMHTTauUnscaled" ] = 4
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| 220 |
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rebinDict[ "MHTdPhiMinmhtDphi" ] = 4
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| 221 |
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rebinDict[ "MinDPhiMHTJUnweighted" ] = 4
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| 222 |
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rebinDict[ "MinDPhiMHTJ" ] = 4
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| 223 |
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rebinDict[ "MinDPhiMHTJUnscaled" ] = 4
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| 224 |
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rebinDict[ "DPhi12Unweighted" ] = 4
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| 225 |
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rebinDict[ "MHTdPhiMindPhi12" ] = 4
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| 226 |
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rebinDict[ "DPhi12" ] = 4
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| 227 |
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rebinDict[ "DPhi12Unscaled" ] = 4
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| 228 |
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rebinDict[ "MHTdPhiMindPhi13" ] = 6
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| 229 |
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rebinDict[ "DPhi13Unweighted" ] = 6
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| 230 |
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rebinDict[ "DPhi13" ] = 6
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| 231 |
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rebinDict[ "DPhi13Unscaled" ] = 6
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| 232 |
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rebinDict[ "MHTdPhiMindPhi23" ] = 4
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| 233 |
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rebinDict[ "DPhi23Unweighted" ] = 4
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| 234 |
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rebinDict[ "DPhi23" ] = 4
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| 235 |
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rebinDict[ "DPhi23Unscaled" ] = 4
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| 236 |
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if Type == "Full":
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| 237 |
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rebinDict[ "JetPtUnweighted" ] = 1
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| 238 |
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rebinDict[ "JetPt" ] = 1
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| 239 |
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rebinDict[ "Tau1Pt" ] = 1
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| 240 |
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rebinDict[ "Tau1PtUnscaled" ] = 1
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| 241 |
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rebinDict[ "TauSelectionTau1Pt" ] = 1
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| 242 |
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pass
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| 243 |
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| 244 |
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dirTau = "finalPlotTauPreSelectionControl/"
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| 245 |
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dirPredFakeTau = "QCDPredictionAnalyzerInvertPre2D/"
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| 246 |
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dirPredRealTau = "MuonTemplateAnalyzerPre/"
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| 247 |
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if Type == "Full":
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| 248 |
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dirTau = "finalPlotTauControl/"
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| 249 |
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dirPredFakeTau = "QCDPredictionAnalyzerInvert2D/"
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| 250 |
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dirPredRealTau = "MuonTemplateAnalyzer/"
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| 251 |
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pass
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| 252 |
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if Type == "PreCheck":
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| 253 |
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dirTau = "finalPlotTauPreSelectionPS/"
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| 254 |
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dirPredFakeTau = "QCDPredictionAnalyzer2DEtaMDP/"
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| 255 |
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dirPredRealTau = "MuonTemplateAnalyzerPreMDP/"
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| 256 |
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| 257 |
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yRangeDict = {}
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| 258 |
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yRangeDict[ "MHT" ] = ( 6*10**-2, 10**3 )
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| 259 |
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yRangeDict[ "HT" ] = ( 6*10**-2, 10**3 )
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| 260 |
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yRangeDict[ "Tau1Pt" ] = ( 6*10**-2, 10**3 )
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| 261 |
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yRangeDict[ "Tau1Eta" ] = ( 6*10**-2, 5 * 10**4 )
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| 262 |
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yRangeDict[ "Jet1Pt" ] = ( 6*10**-2, 10**3 )
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| 263 |
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yRangeDict[ "Jet1Eta" ] = ( 6*10**-2, 5 * 10**4 )
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| 264 |
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yRangeDict[ "Jet2Pt" ] = ( 6*10**-2, 10**3 )
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| 265 |
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yRangeDict[ "Jet2Eta" ] = ( 6*10**-2, 5 * 10**4 )
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| 266 |
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yRangeDict[ "Jet3Pt" ] = ( 6*10**-2, 10**3 )
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| 267 |
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yRangeDict[ "Jet3Eta" ] = ( 6*10**-2, 5 * 10**4 )
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| 268 |
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yRangeDict[ "NumberOfJets" ] = ( 6*10**-2, 10**3 )
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| 269 |
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yRangeDict[ "DPhiMHTTau" ] = ( 6*10**-2, 10**3 )
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| 270 |
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yRangeDict[ "MinDPhiMHTJ" ] = ( 6*10**-2, 10**4 )
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| 271 |
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yRangeDict[ "DPhi12" ] = ( 6*10**-2, 10**4 )
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| 272 |
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yRangeDict[ "DPhi13" ] = ( 6*10**-2, 10**4 )
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| 273 |
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yRangeDict[ "DPhi23" ] = ( 6*10**-2, 10**4 )
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| 274 |
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if Type == "Full":
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| 275 |
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yRangeDict[ "MHT" ] = ( 6*10**-2, 10**2 )
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| 276 |
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yRangeDict[ "HT" ] = ( 6*10**-2, 5*10**2 )
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| 277 |
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yRangeDict[ "Tau1Pt" ] = ( 6*10**-2, 10**2 )
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| 278 |
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pass
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| 279 |
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| 280 |
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xRangeDict = {}
|
| 281 |
|
|
xRangeDict[ "MHT" ] = ( 250,1000 )
|
| 282 |
|
|
xRangeDict[ "HT" ] = ( 350,2000 )
|
| 283 |
|
|
xRangeDict[ "Tau1Pt" ] = ( 0,1000 )
|
| 284 |
|
|
xRangeDict[ "Jet1Pt" ] = ( 0,1600 )
|
| 285 |
|
|
xRangeDict[ "Jet2Pt" ] = ( 0,1600 )
|
| 286 |
|
|
xRangeDict[ "Jet3Pt" ] = ( 0,1600 )
|
| 287 |
|
|
if Type == "Full":
|
| 288 |
|
|
xRangeDict[ "MHT" ] = ( 400,1000 )
|
| 289 |
|
|
xRangeDict[ "HT" ] = ( 600,2000 )
|
| 290 |
|
|
xRangeDict[ "Tau1Pt" ] = ( 0,1000 )
|
| 291 |
|
|
pass
|
| 292 |
|
|
|
| 293 |
|
|
posDict = {}
|
| 294 |
|
|
posDict[ "DPhi12" ] = "ul"
|
| 295 |
|
|
posDict[ "DPhi13" ] = "ul"
|
| 296 |
|
|
posDict[ "DPhi23" ] = "ul"
|
| 297 |
|
|
|
| 298 |
|
|
addSamples = []
|
| 299 |
|
|
addSamples.append( "LM13" )
|
| 300 |
|
|
addSamples.append( "LM3" )
|
| 301 |
|
|
addSamples.append( "LM8" )
|
| 302 |
|
|
fileNameSusy = "_liv"
|
| 303 |
|
|
if displaySignal:
|
| 304 |
|
|
yRangeDict[ "MHT" ] = ( 6*10**-2, 5*10**2 )
|
| 305 |
|
|
yRangeDict[ "HT" ] = ( 6*10**-2, 10**4 )
|
| 306 |
|
|
yRangeDict[ "Tau1Pt" ] = ( 6*10**-2, 7*10**2 )
|
| 307 |
|
|
if Type == "Full":
|
| 308 |
|
|
yRangeDict[ "MHT" ] = ( 6*10**-2, 10**3 )
|
| 309 |
|
|
yRangeDict[ "HT" ] = ( 6*10**-2, 5*10**2 )
|
| 310 |
|
|
yRangeDict[ "Tau1Pt" ] = ( 6*10**-2, 10**2 )
|
| 311 |
|
|
pass
|
| 312 |
|
|
pass
|
| 313 |
|
|
|
| 314 |
|
|
############################################################
|
| 315 |
|
|
|
| 316 |
|
|
### the selection.
|
| 317 |
|
|
selReadIn = RT.ReadIn( fileDir, fileName, rebinDict=rebinDict )
|
| 318 |
|
|
selReadIn.removeSamples( removeSamples )
|
| 319 |
|
|
selReadIn.removeHists( [ "MHT" ] )
|
| 320 |
|
|
selReadIn.addHists( [ "MHTMHT", "HTHT", "TauSelectionTau1Pt" ] )
|
| 321 |
|
|
if displayControlPlots:
|
| 322 |
|
|
selReadIn.addHists( [ "MHTMHTEta", "MHTMHTPhi",
|
| 323 |
|
|
"TauSelectionTau1Eta", "TauSelectionTau1Phi",
|
| 324 |
|
|
"JetSelection30Jet1Pt", "JetSelection30Jet1Eta", "JetSelection30Jet1Phi",
|
| 325 |
|
|
"JetSelection30Jet2Pt", "JetSelection30Jet2Eta", "JetSelection30Jet2Phi",
|
| 326 |
|
|
"JetSelection30Jet3Pt", "JetSelection30Jet3Eta", "JetSelection30Jet3Phi",
|
| 327 |
|
|
"JetSelection30NumberOfJets", "TauSelectiondPhiMHTTau", "MHTdPhiMinmhtDphi",
|
| 328 |
|
|
"MHTdPhiMindPhi12","MHTdPhiMindPhi13", "MHTdPhiMindPhi23" ] )
|
| 329 |
|
|
pass
|
| 330 |
|
|
histDictSel = selReadIn.getHists( dirTau )
|
| 331 |
|
|
|
| 332 |
|
|
### these are the predicted events for fake taus.
|
| 333 |
|
|
### binned in MHT, HT, JetPt
|
| 334 |
|
|
readIn = RT.ReadIn( fileDir, fileName, rebinDict=rebinDict, externalScalingFactor=scaleFakeTau )
|
| 335 |
|
|
#readIn.dontScale()
|
| 336 |
|
|
readIn.removeSamples( removeSamples )
|
| 337 |
|
|
readIn.addHists( [ "HT", "JetPt" ] )
|
| 338 |
|
|
if displayControlPlots:
|
| 339 |
|
|
readIn.addHists( [ "MHTEta", "MHTPhi",
|
| 340 |
|
|
"JetEta", "JetPhi",
|
| 341 |
|
|
"Jet1Pt", "Jet1Eta", "Jet1Phi",
|
| 342 |
|
|
"Jet2Pt", "Jet2Eta", "Jet2Phi",
|
| 343 |
|
|
"Jet3Pt", "Jet3Eta", "Jet3Phi",
|
| 344 |
|
|
"nJets", "DPhiMHTTau",
|
| 345 |
|
|
"MinDPhiMHTJ","DPhi12",
|
| 346 |
|
|
"DPhi13", "DPhi23" ] )
|
| 347 |
|
|
pass
|
| 348 |
|
|
#print readIn.histList
|
| 349 |
|
|
histDictFakeTau = readIn.getHists( dirPredFakeTau )
|
| 350 |
|
|
|
| 351 |
|
|
### unscaled hists for fake prediction
|
| 352 |
|
|
### needed for stat err
|
| 353 |
|
|
readInUnscaled = RT.ReadIn( fileDir, fileName, rebinDict=rebinDict )
|
| 354 |
|
|
readInUnscaled.removeHists( [ "MHT" ] )
|
| 355 |
|
|
readInUnscaled.removeSamples( removeSamples )
|
| 356 |
|
|
readInUnscaled.addHists( [ "HTUnweighted", "MHTUnweighted", "JetPtUnweighted" ] )
|
| 357 |
|
|
if displayControlPlots:
|
| 358 |
|
|
readInUnscaled.addHists( [ "MHTEtaUnweighted", "MHTPhiUnweighted",
|
| 359 |
|
|
"JetEtaUnweighted", "JetPhiUnweighted",
|
| 360 |
|
|
"Jet1PtUnweighted", "Jet1EtaUnweighted", "Jet1PhiUnweighted",
|
| 361 |
|
|
"Jet2PtUnweighted", "Jet2EtaUnweighted", "Jet2PhiUnweighted",
|
| 362 |
|
|
"Jet3PtUnweighted", "Jet3EtaUnweighted", "Jet3PhiUnweighted",
|
| 363 |
|
|
"nJetsUnweighted", "DPhiMHTTauUnweighted",
|
| 364 |
|
|
"MinDPhiMHTJUnweighted","DPhi12Unweighted",
|
| 365 |
|
|
"DPhi13Unweighted", "DPhi23Unweighted" ] )
|
| 366 |
|
|
pass
|
| 367 |
|
|
readInUnscaled.dontScale()
|
| 368 |
|
|
#print readIn.histList
|
| 369 |
|
|
histDictFakeTauUnscaled = readInUnscaled.getHists( dirPredFakeTau )
|
| 370 |
|
|
|
| 371 |
|
|
### predicted events for real taus
|
| 372 |
|
|
### binned in MHT, HT, TauPt
|
| 373 |
|
|
muonTausReadIn = RT.ReadIn( fileDir,
|
| 374 |
|
|
fileName,
|
| 375 |
|
|
rebinDict=rebinDict,
|
| 376 |
|
|
externalScalingFactor=scaleRealTau
|
| 377 |
|
|
)
|
| 378 |
|
|
muonTausReadIn.changeScalingFactor( "Data", 1 - 0.352 ) ### hadronic branching fraction
|
| 379 |
|
|
muonTausReadIn.removeSamples( removeSamples )
|
| 380 |
|
|
muonTausReadIn.removeHists( [ "MHT" ] )
|
| 381 |
|
|
muonTausReadIn.addHists( [ "MHT" ] )
|
| 382 |
|
|
muonTausReadIn.addHists( [ "HT" ] )
|
| 383 |
|
|
muonTausReadIn.addHists( [ "Tau1Pt" ] )
|
| 384 |
|
|
if displayControlPlots:
|
| 385 |
|
|
muonTausReadIn.addHists( [ "MHTEta", "MHTPhi",
|
| 386 |
|
|
"Tau1Eta", "Tau1Phi",
|
| 387 |
|
|
"Jet1Pt", "Jet1Eta", "Jet1Phi",
|
| 388 |
|
|
"Jet2Pt", "Jet2Eta", "Jet2Phi",
|
| 389 |
|
|
"Jet3Pt", "Jet3Eta", "Jet3Phi",
|
| 390 |
|
|
"NumberOfJets",
|
| 391 |
|
|
"DPhiMHTTau", "MinDPhiMHTJ",
|
| 392 |
|
|
"DPhi12", "DPhi13", "DPhi23" ] )
|
| 393 |
|
|
pass
|
| 394 |
|
|
histDictRealTau = muonTausReadIn.getHists( dirPredRealTau )
|
| 395 |
|
|
|
| 396 |
|
|
### unscaled hists for real tau pred
|
| 397 |
|
|
### needed for stat err
|
| 398 |
|
|
muonTausReadInUnscaled = RT.ReadIn( fileDir, fileName, rebinDict=rebinDict )
|
| 399 |
|
|
muonTausReadInUnscaled.removeSamples( removeSamples )
|
| 400 |
|
|
muonTausReadInUnscaled.removeHists( [ "MHT" ] )
|
| 401 |
|
|
muonTausReadInUnscaled.addHists( [ "MHTUnscaled" ] )
|
| 402 |
|
|
muonTausReadInUnscaled.addHists( [ "HTUnscaled" ] )
|
| 403 |
|
|
muonTausReadInUnscaled.addHists( [ "Tau1PtUnscaled" ] )
|
| 404 |
|
|
if displayControlPlots:
|
| 405 |
|
|
muonTausReadInUnscaled.addHists( [ "MHTEtaUnscaled", "MHTPhiUnscaled",
|
| 406 |
|
|
"Tau1EtaUnscaled", "Tau1PhiUnscaled",
|
| 407 |
|
|
"Jet1PtUnscaled", "Jet1EtaUnscaled", "Jet1PhiUnscaled",
|
| 408 |
|
|
"Jet2PtUnscaled", "Jet2EtaUnscaled", "Jet2PhiUnscaled",
|
| 409 |
|
|
"Jet3PtUnscaled", "Jet3EtaUnscaled", "Jet3PhiUnscaled",
|
| 410 |
|
|
"NumberOfJetsUnscaled",
|
| 411 |
|
|
"DPhiMHTTauUnscaled", "MinDPhiMHTJUnscaled",
|
| 412 |
|
|
"DPhi12Unscaled", "DPhi13Unscaled", "DPhi23Unscaled" ] )
|
| 413 |
|
|
pass
|
| 414 |
|
|
#muonTausReadInUnscaled.dontScale()
|
| 415 |
|
|
histDictRealTauUnscaled = muonTausReadInUnscaled.getHists( dirPredRealTau )
|
| 416 |
|
|
|
| 417 |
|
|
################### get syst from stat errs on weights #################################
|
| 418 |
|
|
realTausSystReadIn = RT.ReadIn( fileDir, fileName, rebinDict={} )
|
| 419 |
|
|
realTausSystReadIn.changeScalingFactor( "Data", 1 - 0.352 )
|
| 420 |
|
|
realTausSystReadIn.removeSamples( removeSamples )
|
| 421 |
|
|
#realTausSystReadIn.addSamples( addSample )
|
| 422 |
|
|
realTausSystReadIn.removeHists( [ "MHT" ] )
|
| 423 |
|
|
realTausSystReadIn.addHists( [ "IsoErr" ] )
|
| 424 |
|
|
realTausSystReadIn.addHists( [ "RecoErr" ] )
|
| 425 |
|
|
realTausSystReadIn.addHists( [ "EffErrUp" ] )
|
| 426 |
|
|
realTausSystReadIn.addHists( [ "EffErrDwn" ] )
|
| 427 |
|
|
realTausSystReadIn.addHists( [ "NoTauErrUp" ] )
|
| 428 |
|
|
realTausSystReadIn.addHists( [ "NoTauErrDwn" ] )
|
| 429 |
|
|
histDictMTSyst = realTausSystReadIn.getHists( dirPredRealTau )
|
| 430 |
|
|
SFH = RT.SystFromHist( dict=histDictMTSyst )
|
| 431 |
|
|
sDict = SFH.getSystDict()
|
| 432 |
|
|
|
| 433 |
|
|
fakeTausSystReadIn = RT.ReadIn( fileDir, fileName, rebinDict={} )
|
| 434 |
|
|
fakeTausSystReadIn.removeSamples( removeSamples )
|
| 435 |
|
|
fakeTausSystReadIn.removeHists( [ "MHT" ] )
|
| 436 |
|
|
fakeTausSystReadIn.addHists( [ "StatErrUp" ] )
|
| 437 |
|
|
fakeTausSystReadIn.addHists( [ "StatErrDwn" ] )
|
| 438 |
|
|
histDictFTSyst = fakeTausSystReadIn.getHists( dirPredFakeTau )
|
| 439 |
|
|
SFHfakes = RT.SystFromHist( dict=histDictFTSyst )
|
| 440 |
|
|
sDictfakes = SFHfakes.getSystDict()
|
| 441 |
|
|
|
| 442 |
|
|
print
|
| 443 |
|
|
print "--------- syst --------"
|
| 444 |
|
|
for syst in sDict.keys():
|
| 445 |
|
|
print syst, " abs=", round( math.sqrt( sDict[ syst ] ),4 ), \
|
| 446 |
|
|
" rel=", round( math.sqrt( sDict[ syst ] )/ histDictRealTau[ "MHT" ][ "Data" ].Integral(),4 )
|
| 447 |
|
|
pass
|
| 448 |
|
|
for syst in sDictfakes.keys():
|
| 449 |
|
|
print syst, " abs=", round( math.sqrt( sDictfakes[ syst ] ),4 ), \
|
| 450 |
|
|
" rel=", round( math.sqrt( sDictfakes[ syst ] )/ histDictFakeTau[ "MHT" ][ "Data" ].Integral(),4 )
|
| 451 |
|
|
pass
|
| 452 |
|
|
|
| 453 |
|
|
########################################################################################
|
| 454 |
|
|
|
| 455 |
|
|
################### get the stat errs for estimate #####################################
|
| 456 |
|
|
errsMTDict = {}
|
| 457 |
|
|
errsMTDictBin= {}
|
| 458 |
|
|
for hist in muonTausReadInUnscaled.histList:
|
| 459 |
|
|
nameScaled = "".join( hist.split( "Unscaled" ) )
|
| 460 |
|
|
errsMT = RT.StackErr( histDictRealTau[ nameScaled ], histDictRealTauUnscaled[ hist ] )
|
| 461 |
|
|
errsMTDict[ nameScaled ], errsMTDictBin[ nameScaled ] = errsMT.getStackErr()
|
| 462 |
|
|
pass
|
| 463 |
|
|
|
| 464 |
|
|
errsFTDict = {}
|
| 465 |
|
|
errsFTDictBin= {}
|
| 466 |
|
|
for hist in readInUnscaled.histList:
|
| 467 |
|
|
nameScaled = "".join( hist.split( "Unweighted" ) )
|
| 468 |
|
|
errsFT = RT.StackErr( histDictFakeTau[ nameScaled ], histDictFakeTauUnscaled[ hist ] )
|
| 469 |
|
|
errsFTDict[ nameScaled ], errsFTDictBin[ nameScaled ] = errsFT.getStackErr()
|
| 470 |
|
|
pass
|
| 471 |
|
|
|
| 472 |
|
|
errsDict = {}
|
| 473 |
|
|
errsDictBin= {}
|
| 474 |
|
|
for name in errsMTDictBin.keys():
|
| 475 |
|
|
nameFT = name
|
| 476 |
|
|
if name == "Tau1Pt":
|
| 477 |
|
|
nameFT = "JetPt"
|
| 478 |
|
|
elif name == "Tau1Eta":
|
| 479 |
|
|
nameFT = "JetEta"
|
| 480 |
|
|
elif name == "Tau1Phi":
|
| 481 |
|
|
nameFT = "JetPhi"
|
| 482 |
|
|
elif name == "NumberOfJets":
|
| 483 |
|
|
nameFT = "nJets"
|
| 484 |
|
|
pass
|
| 485 |
|
|
errsDict[ name ] = {}
|
| 486 |
|
|
errsDict[ name ][ "All" ] = math.sqrt( errsMTDict[ name ][ "All" ]**2 +\
|
| 487 |
|
|
errsFTDict[ nameFT ][ "All" ]**2 )
|
| 488 |
|
|
errsDictBin[ name ] = {}
|
| 489 |
|
|
errsDictBin[ name ][ "All" ] = {}
|
| 490 |
|
|
for bin in errsMTDictBin[ name ][ "All" ].keys():
|
| 491 |
|
|
#### squared!
|
| 492 |
|
|
errsDictBin[ name ][ "All" ][ bin ] = errsMTDictBin[ name ][ "All" ][ bin ] + \
|
| 493 |
|
|
errsFTDictBin[ nameFT ][ "All" ][ bin ]
|
| 494 |
|
|
pass
|
| 495 |
|
|
pass
|
| 496 |
|
|
########################################################################################
|
| 497 |
|
|
|
| 498 |
|
|
################### get the syst ers ###################################################
|
| 499 |
|
|
errsMTSystDict = {}
|
| 500 |
|
|
errsMTSystDictBin = {}
|
| 501 |
|
|
if not statErrsOnly:
|
| 502 |
|
|
for hist in muonTausReadIn.histList:
|
| 503 |
|
|
errsMTSystDict[ hist ] = {}
|
| 504 |
|
|
errsMTSyst = RT.SystErr( histDictRealTau[ hist ][ "Data" ], theSystDict=theSystDictMT )
|
| 505 |
|
|
#errsSystDict[ hist ], errsSystDictBin[ hist ] = errsSyst.getSystErr()
|
| 506 |
|
|
tuple = errsMTSyst.getSystErr()
|
| 507 |
|
|
errsMTSystDict[ hist ][ "Up" ] = tuple[ 0 ][ 0 ]
|
| 508 |
|
|
errsMTSystDict[ hist ][ "Dwn" ] = tuple[ 0 ][ 1 ]
|
| 509 |
|
|
errsMTSystDictBin[ hist ] = tuple[ 1 ]
|
| 510 |
|
|
pass
|
| 511 |
|
|
pass
|
| 512 |
|
|
|
| 513 |
|
|
errsFTSystDict = {}
|
| 514 |
|
|
errsFTSystDictBin = {}
|
| 515 |
|
|
if not statErrsOnly:
|
| 516 |
|
|
for hist in readIn.histList:
|
| 517 |
|
|
errsFTSystDict[ hist ] = {}
|
| 518 |
|
|
errsFTSyst = RT.SystErr( histDictFakeTau[ hist ][ "Data" ], theSystDict=theSystDictFT )
|
| 519 |
|
|
#errsSystDict[ hist ], errsSystDictBin[ hist ] = errsSyst.getSystErr()
|
| 520 |
|
|
tuple = errsFTSyst.getSystErr()
|
| 521 |
|
|
errsFTSystDict[ hist ][ "Up" ] = tuple[ 0 ][ 0 ]
|
| 522 |
|
|
errsFTSystDict[ hist ][ "Dwn" ] = tuple[ 0 ][ 1 ]
|
| 523 |
|
|
errsFTSystDictBin[ hist ] = tuple[ 1 ]
|
| 524 |
|
|
pass
|
| 525 |
|
|
pass
|
| 526 |
|
|
|
| 527 |
|
|
|
| 528 |
|
|
################### get the combined ers ###################################################
|
| 529 |
|
|
errsCombinedDictBin = {}
|
| 530 |
|
|
errsCombinedDictBin[ "Up" ] = deepcopy( errsDictBin ) ### makes a true copy, *not* an alias
|
| 531 |
|
|
errsCombinedDictBin[ "Dwn" ] = deepcopy( errsDictBin ) ### makes a true copy, *not* an alias
|
| 532 |
|
|
if not statErrsOnly:
|
| 533 |
|
|
errsCombinedDictBin = {}
|
| 534 |
|
|
errsCombinedDictBin[ "Up" ] = {}
|
| 535 |
|
|
errsCombinedDictBin[ "Dwn" ] = {}
|
| 536 |
|
|
for hist in histDictRealTau.keys():
|
| 537 |
|
|
histFT = hist
|
| 538 |
|
|
if hist == "Tau1Pt":
|
| 539 |
|
|
histFT = "JetPt"
|
| 540 |
|
|
elif hist == "Tau1Eta":
|
| 541 |
|
|
histFT = "JetEta"
|
| 542 |
|
|
elif hist == "Tau1Phi":
|
| 543 |
|
|
histFT = "JetPhi"
|
| 544 |
|
|
elif hist == "NumberOfJets":
|
| 545 |
|
|
histFT = "nJets"
|
| 546 |
|
|
pass
|
| 547 |
|
|
errsCombinedDictBin[ "Up" ][ hist ] = {}
|
| 548 |
|
|
errsCombinedDictBin[ "Dwn" ][ hist ] = {}
|
| 549 |
|
|
errsCombinedDictBin[ "Up" ][ hist ][ "All" ] = {}
|
| 550 |
|
|
errsCombinedDictBin[ "Dwn" ][ hist ][ "All" ] = {}
|
| 551 |
|
|
for bin in errsDictBin[ hist ][ "All" ].keys():
|
| 552 |
|
|
### all errDicts already squared
|
| 553 |
|
|
errsCombinedDictBin[ "Up" ][ hist ][ "All" ][ bin ] = errsDictBin[ hist ][ "All" ][ bin ] + \
|
| 554 |
|
|
errsFTSystDictBin[ histFT ][ bin ][ "Up" ] + \
|
| 555 |
|
|
errsMTSystDictBin[ hist ][ bin ][ "Up" ]
|
| 556 |
|
|
errsCombinedDictBin[ "Dwn" ][ hist ][ "All" ][ bin ] = errsDictBin[ hist ][ "All" ][ bin ] + \
|
| 557 |
|
|
errsFTSystDictBin[ histFT ][ bin ][ "Dwn" ] + \
|
| 558 |
|
|
errsMTSystDictBin[ hist ][ bin ][ "Dwn" ]
|
| 559 |
|
|
pass
|
| 560 |
|
|
pass
|
| 561 |
|
|
pass
|
| 562 |
|
|
|
| 563 |
|
|
#print "UP: ", errsCombinedDictBin[ "Up" ][ "MHT" ][ "All" ]
|
| 564 |
|
|
#print "Dwn: ", errsCombinedDictBin[ "Dwn" ][ "MHT" ][ "All" ]
|
| 565 |
|
|
|
| 566 |
|
|
########################################################################################
|
| 567 |
|
|
|
| 568 |
|
|
#### signal selection.
|
| 569 |
|
|
#if displaySignal:
|
| 570 |
|
|
# signalReadIn = RT.ReadIn( fileDir, fileNameSusy, rebinDict=rebinDict, lumi=lumi )
|
| 571 |
|
|
# signalReadIn.removeSamples( removeSamples )
|
| 572 |
|
|
# signalReadIn.removeSamples( [ "Data" ] )
|
| 573 |
|
|
# signalReadIn.addSamples( addSamples )
|
| 574 |
|
|
# signalReadIn.removeHists( [ "MHT" ] )
|
| 575 |
|
|
# signalReadIn.addHists( [ "MHTMHT", "HTHT", "TauSelectionTau1Pt" ] )
|
| 576 |
|
|
# histDictSignal = signalReadIn.getHists( dirTau )
|
| 577 |
|
|
|
| 578 |
|
|
#######################################################################
|
| 579 |
|
|
|
| 580 |
|
|
#### the selected events
|
| 581 |
|
|
print "############################################################################"
|
| 582 |
|
|
nSel = histDictSel[ "MHTMHT" ][ "Data" ].Integral()
|
| 583 |
|
|
#nFake = histDictFakeTau[ "MHT" ][ "Data" ].Integral()
|
| 584 |
|
|
#nReal = histDictRealTau[ "MHT" ][ "Data" ].Integral()
|
| 585 |
|
|
|
| 586 |
|
|
#ftFactor = histDictFakeTau[ "MHT" ][ "Data" ].Integral()/\
|
| 587 |
|
|
# histDictFakeTauUnscaled[ "MHTUnweighted" ][ "Data" ].Integral()
|
| 588 |
|
|
fterr = ROOT.Double( 0 )
|
| 589 |
|
|
nFake = histDictFakeTau[ "MHT" ][ "Data" ].IntegralAndError( 0,histDictFakeTau[ "MHT" ][ "Data" ].GetNbinsX() + 1,
|
| 590 |
|
|
fterr )
|
| 591 |
|
|
print "Fake-tau est =", round( nFake,2 ), " +- ", round( fterr,2 ), " (stat)",\
|
| 592 |
|
|
" + ", round( math.sqrt( errsFTSystDict[ "MHT" ][ "Up" ] ),2 ),\
|
| 593 |
|
|
" - ", round( math.sqrt( errsFTSystDict[ "MHT" ][ "Dwn" ] ),2 ), " (syst)"
|
| 594 |
|
|
#rtFactor = histDictRealTau[ "MHT" ][ "Data" ].Integral()/\
|
| 595 |
|
|
# histDictRealTauUnscaled[ "MHTUnscaled" ][ "Data" ].Integral()
|
| 596 |
|
|
rterr = ROOT.Double( 0 )
|
| 597 |
|
|
nReal = histDictRealTau[ "MHT" ][ "Data" ].IntegralAndError( 0, histDictRealTau[ "MHT" ][ "Data" ].GetNbinsX()+ 1,
|
| 598 |
|
|
rterr )
|
| 599 |
|
|
print "Real-tau est =", round( nReal,2 ) , " +- ", round( rterr,2 ), " (stat)",\
|
| 600 |
|
|
" + ", round( math.sqrt( errsMTSystDict[ "MHT" ][ "Up" ] ),2 ),\
|
| 601 |
|
|
" - ", round( math.sqrt( errsMTSystDict[ "MHT" ][ "Dwn" ] ),2 ), " (syst)"
|
| 602 |
|
|
|
| 603 |
|
|
print "--------------------------------------------------------------------------"
|
| 604 |
|
|
print "Sum =", round( nFake + nReal,2 ), " +- ", round( math.sqrt( fterr**2 + rterr**2 ) ,2 ), " (stat)",\
|
| 605 |
|
|
" + ", round( math.sqrt( errsMTSystDict[ "MHT" ][ "Up" ] + errsFTSystDict[ "MHT" ][ "Up" ] ),2 ),\
|
| 606 |
|
|
" - ", round( math.sqrt( errsMTSystDict[ "MHT" ][ "Dwn" ] + errsFTSystDict[ "MHT" ][ "Dwn" ] ),2 ), " (syst)"
|
| 607 |
|
|
print "--------------------------------------------------------------------------"
|
| 608 |
|
|
print "--------------------------------------------------------------------------"
|
| 609 |
|
|
|
| 610 |
|
|
print "Selected events=", histDictSel[ "MHTMHT" ][ "Data" ].Integral(),\
|
| 611 |
|
|
" +- ", round( math.sqrt( histDictSel[ "MHTMHT" ][ "Data" ].Integral() ),2 )
|
| 612 |
|
|
print "--------------------------------------------------------------------------"
|
| 613 |
|
|
print "--------------------------------------------------------------------------"
|
| 614 |
|
|
print
|
| 615 |
|
|
print "------------------ control regions ---------------------------------------"
|
| 616 |
|
|
print "Fake-tau contr =", histDictFakeTauUnscaled[ "MHTUnweighted" ][ "Data" ].Integral(), " +- ",\
|
| 617 |
|
|
round( math.sqrt( histDictFakeTauUnscaled[ "MHTUnweighted" ][ "Data" ].Integral() ), 2 )
|
| 618 |
|
|
print "Real-tau contr =",histDictRealTauUnscaled[ "MHTUnscaled" ][ "Data" ].Integral(), " +- ",\
|
| 619 |
|
|
round( math.sqrt( histDictRealTauUnscaled[ "MHTUnscaled" ][ "Data" ].Integral() ),2 )
|
| 620 |
|
|
print "###########################################################################"
|
| 621 |
|
|
|
| 622 |
|
|
TF = Def.MakeTexFile( fileName="tex/newCommandsData" + Type )
|
| 623 |
|
|
TF.addCommand( name="Data" + Type + "Lumi",
|
| 624 |
|
|
value=lumi,
|
| 625 |
|
|
roundTo=1 )
|
| 626 |
|
|
TF.addCommand( name="Data" + Type + "RTPred",
|
| 627 |
|
|
value=nReal,
|
| 628 |
|
|
roundTo=roundTo )
|
| 629 |
|
|
TF.addCommand( name="Data" + Type + "RTPredStatUncert",
|
| 630 |
|
|
value=rterr,
|
| 631 |
|
|
roundTo=roundTo )
|
| 632 |
|
|
if not statErrsOnly:
|
| 633 |
|
|
TF.addCommand( name="Data" + Type + "RTPredSystUncertUp",
|
| 634 |
|
|
value=math.sqrt( errsMTSystDict[ "MHT" ][ "Up" ] ),
|
| 635 |
|
|
roundTo=roundTo )
|
| 636 |
|
|
TF.addCommand( name="Data" + Type + "RTPredSystUncertDwn",
|
| 637 |
|
|
value=math.sqrt( errsMTSystDict[ "MHT" ][ "Dwn" ] ),
|
| 638 |
|
|
roundTo=roundTo )
|
| 639 |
|
|
pass
|
| 640 |
|
|
|
| 641 |
|
|
TF.addCommand( name="Data" + Type + "RTPredVEvts",
|
| 642 |
|
|
value=histDictRealTauUnscaled[ "MHTUnscaled" ][ "Data" ].Integral(),
|
| 643 |
|
|
roundTo=0 )
|
| 644 |
|
|
TF.addCommand( name="Data" + Type + "RTPredVEvtsStatUncert",
|
| 645 |
|
|
value=math.sqrt( histDictRealTauUnscaled[ "MHTUnscaled" ][ "Data" ].Integral() ),
|
| 646 |
|
|
roundTo=0 )
|
| 647 |
|
|
TF.addCommand( name="Data" + Type + "FTPred",
|
| 648 |
|
|
value=nFake,
|
| 649 |
|
|
roundTo=roundTo )
|
| 650 |
|
|
TF.addCommand( name="Data" + Type + "FTPredStatUncert",
|
| 651 |
|
|
value=fterr,
|
| 652 |
|
|
roundTo=roundTo )
|
| 653 |
|
|
if not statErrsOnly:
|
| 654 |
|
|
TF.addCommand( name="Data" + Type + "FTPredSystUncertUp",
|
| 655 |
|
|
value=math.sqrt( errsFTSystDict[ "MHT" ][ "Up" ] ),
|
| 656 |
|
|
roundTo=roundTo )
|
| 657 |
|
|
TF.addCommand( name="Data" + Type + "FTPredSystUncertDwn",
|
| 658 |
|
|
value=math.sqrt( errsFTSystDict[ "MHT" ][ "Dwn" ] ),
|
| 659 |
|
|
roundTo=roundTo )
|
| 660 |
|
|
pass
|
| 661 |
|
|
TF.addCommand( name="Data" + Type + "FTPredVEvts",
|
| 662 |
|
|
value=histDictFakeTauUnscaled[ "MHTUnweighted" ][ "Data" ].Integral(),
|
| 663 |
|
|
roundTo=0 )
|
| 664 |
|
|
TF.addCommand( name="Data" + Type + "FTPredVEvtsStatUncert",
|
| 665 |
|
|
value=math.sqrt( histDictFakeTauUnscaled[ "MHTUnweighted" ][ "Data" ].Integral() ),
|
| 666 |
|
|
roundTo=0 )
|
| 667 |
|
|
TF.addCommand( name="Data" + Type + "SumPred",
|
| 668 |
|
|
value=nReal + nFake,
|
| 669 |
|
|
roundTo=roundTo )
|
| 670 |
|
|
TF.addCommand( name="Data" + Type + "SumPredStatUncert",
|
| 671 |
|
|
value=math.sqrt( fterr**2 + rterr**2 ),
|
| 672 |
|
|
roundTo=roundTo )
|
| 673 |
|
|
TF.addCommand( name="Data" + Type + "SumPredSystUncertUp",
|
| 674 |
|
|
value=math.sqrt( errsMTSystDict[ "MHT" ][ "Up" ] +\
|
| 675 |
|
|
errsFTSystDict[ "MHT" ][ "Up" ] ),
|
| 676 |
|
|
roundTo=roundTo )
|
| 677 |
|
|
TF.addCommand( name="Data" + Type + "SumPredSystUncertDwn",
|
| 678 |
|
|
value=math.sqrt( errsMTSystDict[ "MHT" ][ "Dwn" ] +\
|
| 679 |
|
|
errsFTSystDict[ "MHT" ][ "Dwn" ] ), ## + errsSystDictFakes[ "MHT" ]**2
|
| 680 |
|
|
roundTo=roundTo )
|
| 681 |
|
|
TF.addCommand( name="Data" + Type + "Sel",
|
| 682 |
|
|
value=histDictSel[ "MHTMHT" ][ "Data" ].Integral(),
|
| 683 |
|
|
roundTo=0 )
|
| 684 |
|
|
TF.addCommand( name="Data" + Type + "SelStatUncert",
|
| 685 |
|
|
value=math.sqrt( histDictSel[ "MHTMHT" ][ "Data" ].Integral() ),
|
| 686 |
|
|
roundTo=0 )
|
| 687 |
|
|
|
| 688 |
|
|
|
| 689 |
|
|
TF.writeTexFile()
|
| 690 |
|
|
|
| 691 |
|
|
|
| 692 |
|
|
|
| 693 |
|
|
#######################################################################
|
| 694 |
|
|
|
| 695 |
|
|
if draw:
|
| 696 |
|
|
|
| 697 |
|
|
ratioDict = {}
|
| 698 |
|
|
cDict = {}
|
| 699 |
|
|
legDict = {}
|
| 700 |
|
|
stackDict = {}
|
| 701 |
|
|
|
| 702 |
|
|
theTitle = ""
|
| 703 |
|
|
if plotTitle:
|
| 704 |
|
|
theTitle = theTheTitle
|
| 705 |
|
|
pass
|
| 706 |
|
|
|
| 707 |
|
|
|
| 708 |
|
|
pos = "umr"
|
| 709 |
|
|
#if Type == "Full":
|
| 710 |
|
|
# pos = "ul"
|
| 711 |
|
|
# pass
|
| 712 |
|
|
|
| 713 |
|
|
|
| 714 |
|
|
##### prepare the legends
|
| 715 |
|
|
lList = [ "Data",
|
| 716 |
|
|
"Real Tau Est.",
|
| 717 |
|
|
"Fake Tau Est." ]
|
| 718 |
|
|
sDict = { "Real Tau Est." : "BG",
|
| 719 |
|
|
"Data" : "Data",
|
| 720 |
|
|
"Fake Tau Est." : "BG"}
|
| 721 |
|
|
|
| 722 |
|
|
if displayNEvents:
|
| 723 |
|
|
lList = [ "Data (" + str( int( nSel ) ) + ")",
|
| 724 |
|
|
"Real Tau Est (" + str( round( nReal,1 ) ) + ")",
|
| 725 |
|
|
"Fake Tau Est (" + str( round( nFake,1 ) ) + ")" ]
|
| 726 |
|
|
sDict = { "Real Tau Est (" + str( round( nReal,1 ) ) + ")" : "BG",
|
| 727 |
|
|
"Data (" + str( int( nSel ) ) + ")" : "Data",
|
| 728 |
|
|
"Fake Tau Est (" + str( round( nFake,1 ) ) + ")" : "BG"}
|
| 729 |
|
|
pass
|
| 730 |
|
|
|
| 731 |
|
|
nameMap = {}
|
| 732 |
|
|
nameMap[ "MHT" ] = "MHTMHT"
|
| 733 |
|
|
nameMap[ "MHTEta" ] = "MHTMHTEta"
|
| 734 |
|
|
nameMap[ "MHTPhi" ] = "MHTMHTPhi"
|
| 735 |
|
|
nameMap[ "HT" ] = "HTHT"
|
| 736 |
|
|
nameMap[ "Tau1Pt" ] = "TauSelectionTau1Pt"
|
| 737 |
|
|
nameMap[ "Tau1Eta" ] = "TauSelectionTau1Eta"
|
| 738 |
|
|
nameMap[ "Tau1Phi" ] = "TauSelectionTau1Phi"
|
| 739 |
|
|
nameMap[ "Jet1Pt" ] = "JetSelection30Jet1Pt"
|
| 740 |
|
|
nameMap[ "Jet1Eta" ] = "JetSelection30Jet1Eta"
|
| 741 |
|
|
nameMap[ "Jet1Phi" ] = "JetSelection30Jet1Phi"
|
| 742 |
|
|
nameMap[ "Jet2Pt" ] = "JetSelection30Jet2Pt"
|
| 743 |
|
|
nameMap[ "Jet2Eta" ] = "JetSelection30Jet2Eta"
|
| 744 |
|
|
nameMap[ "Jet2Phi" ] = "JetSelection30Jet2Phi"
|
| 745 |
|
|
nameMap[ "Jet3Pt" ] = "JetSelection30Jet3Pt"
|
| 746 |
|
|
nameMap[ "Jet3Eta" ] = "JetSelection30Jet3Eta"
|
| 747 |
|
|
nameMap[ "Jet3Phi" ] = "JetSelection30Jet3Phi"
|
| 748 |
|
|
nameMap[ "NumberOfJets" ] = "JetSelection30NumberOfJets"
|
| 749 |
|
|
nameMap[ "DPhiMHTTau" ] = "TauSelectiondPhiMHTTau"
|
| 750 |
|
|
nameMap[ "MinDPhiMHTJ" ] = "MHTdPhiMinmhtDphi"
|
| 751 |
|
|
nameMap[ "DPhi12" ] = "MHTdPhiMindPhi12"
|
| 752 |
|
|
nameMap[ "DPhi13" ] = "MHTdPhiMindPhi13"
|
| 753 |
|
|
nameMap[ "DPhi23" ] = "MHTdPhiMindPhi23"
|
| 754 |
|
|
|
| 755 |
|
|
nameMapFakes = {}
|
| 756 |
|
|
nameMapFakes[ "MHT" ] = "MHT"
|
| 757 |
|
|
nameMapFakes[ "MHTEta" ] = "MHTEta"
|
| 758 |
|
|
nameMapFakes[ "MHTPhi" ] = "MHTPhi"
|
| 759 |
|
|
nameMapFakes[ "HT" ] = "HT"
|
| 760 |
|
|
nameMapFakes[ "Tau1Pt" ] = "JetPt"
|
| 761 |
|
|
nameMapFakes[ "Tau1Eta" ] = "JetEta"
|
| 762 |
|
|
nameMapFakes[ "Tau1Phi" ] = "JetPhi"
|
| 763 |
|
|
nameMapFakes[ "Jet1Pt" ] = "Jet1Pt"
|
| 764 |
|
|
nameMapFakes[ "Jet1Eta" ] = "Jet1Eta"
|
| 765 |
|
|
nameMapFakes[ "Jet1Phi" ] = "Jet1Phi"
|
| 766 |
|
|
nameMapFakes[ "Jet2Pt" ] = "Jet2Pt"
|
| 767 |
|
|
nameMapFakes[ "Jet2Eta" ] = "Jet2Eta"
|
| 768 |
|
|
nameMapFakes[ "Jet2Phi" ] = "Jet2Phi"
|
| 769 |
|
|
nameMapFakes[ "Jet3Pt" ] = "Jet3Pt"
|
| 770 |
|
|
nameMapFakes[ "Jet3Eta" ] = "Jet3Eta"
|
| 771 |
|
|
nameMapFakes[ "Jet3Phi" ] = "Jet3Phi"
|
| 772 |
|
|
nameMapFakes[ "NumberOfJets" ] = "nJets"
|
| 773 |
|
|
nameMapFakes[ "DPhiMHTTau" ] = "DPhiMHTTau"
|
| 774 |
|
|
nameMapFakes[ "MinDPhiMHTJ" ] = "MinDPhiMHTJ"
|
| 775 |
|
|
nameMapFakes[ "DPhi12" ] = "DPhi12"
|
| 776 |
|
|
nameMapFakes[ "DPhi13" ] = "DPhi13"
|
| 777 |
|
|
nameMapFakes[ "DPhi23" ] = "DPhi23"
|
| 778 |
|
|
|
| 779 |
|
|
xtitleDict = {}
|
| 780 |
|
|
xtitleDict[ "MHT" ] = "#slash H_{T} [GeV]"
|
| 781 |
|
|
xtitleDict[ "MHTEta" ] = "#eta^{MHT}"
|
| 782 |
|
|
xtitleDict[ "MHTPhi" ] = "#phi^{MHT}"
|
| 783 |
|
|
xtitleDict[ "HT" ] = "H_{T} [GeV]"
|
| 784 |
|
|
xtitleDict[ "Tau1Pt" ] = "P_{T}^{#tau} [GeV]"
|
| 785 |
|
|
xtitleDict[ "Tau1Eta" ] = "#eta^{#tau}"
|
| 786 |
|
|
xtitleDict[ "Tau1Phi" ] = "#phi^{#tau}"
|
| 787 |
|
|
xtitleDict[ "Jet1Pt" ] = "P_{T}^{jet1} [GeV]"
|
| 788 |
|
|
xtitleDict[ "Jet1Eta" ] = "#eta^{jet1}"
|
| 789 |
|
|
xtitleDict[ "Jet1Phi" ] = "#phi^{jet1}"
|
| 790 |
|
|
xtitleDict[ "Jet2Pt" ] = "P_{T}^{jet2} [GeV]"
|
| 791 |
|
|
xtitleDict[ "Jet2Eta" ] = "#eta^{jet2}"
|
| 792 |
|
|
xtitleDict[ "Jet2Phi" ] = "#phi^{jet2}"
|
| 793 |
|
|
xtitleDict[ "Jet3Pt" ] = "P_{T}^{jet3} [GeV]"
|
| 794 |
|
|
xtitleDict[ "Jet3Eta" ] = "#eta^{jet3}"
|
| 795 |
|
|
xtitleDict[ "Jet3Phi" ] = "#phi^{jet3}"
|
| 796 |
|
|
xtitleDict[ "NumberOfJets" ] = "Number of jets"
|
| 797 |
|
|
xtitleDict[ "DPhiMHTTau" ] = "#Delta#Phi(MHT,#tau)"
|
| 798 |
|
|
xtitleDict[ "DPhi12" ] = "#Delta#Phi(jet1,jet2)"
|
| 799 |
|
|
xtitleDict[ "DPhi13" ] = "#Delta#Phi(jet1,jet3)"
|
| 800 |
|
|
xtitleDict[ "DPhi23" ] = "#Delta#Phi(jet2,jet3)"
|
| 801 |
|
|
xtitleDict[ "MinDPhiMHTJ" ] = "min #Delta#Phi(MHT,jet123)"
|
| 802 |
|
|
|
| 803 |
|
|
|
| 804 |
|
|
##### make the err hists
|
| 805 |
|
|
#print "--------------Warning!!----ErrHist currently nonsense!"
|
| 806 |
|
|
#MEG = RT.MakeErrGraph( fakeDict=histDictFakeTau, fakeDictU=histDictFakeTauUnscaled,
|
| 807 |
|
|
# realDict=histDictRealTau, realDictU=histDictRealTauUnscaled,
|
| 808 |
|
|
# systDict= errsCombinedDictBin)
|
| 809 |
|
|
MEG = RT.MakeErrGraph( fakeDict=histDictFakeTau,
|
| 810 |
|
|
realDict=histDictRealTau,
|
| 811 |
|
|
errDict= errsCombinedDictBin
|
| 812 |
|
|
)
|
| 813 |
|
|
graphDict = MEG.getErrGraphs()
|
| 814 |
|
|
|
| 815 |
|
|
|
| 816 |
|
|
for hist in muonTausReadIn.histList:
|
| 817 |
|
|
#### get the x,y titles
|
| 818 |
|
|
ytitle = "Events"
|
| 819 |
|
|
if re.search( "GeV", xtitleDict[ hist ] ):
|
| 820 |
|
|
b = histDictSel[ nameMap[ hist ] ][ "Data" ].GetBinWidth( 1 )
|
| 821 |
|
|
ytitle = "Events/"+ str( int( b ) ) + " GeV"
|
| 822 |
|
|
pass
|
| 823 |
|
|
### get new legend position if necessary
|
| 824 |
|
|
if hist in posDict.keys():
|
| 825 |
|
|
pos = posDict[ hist ]
|
| 826 |
|
|
pass
|
| 827 |
|
|
### take your canvas bags ...
|
| 828 |
|
|
cDict[ hist ] = ROOT.TCanvas( hist , hist )
|
| 829 |
|
|
cDict[ hist ].cd()
|
| 830 |
|
|
|
| 831 |
|
|
#### set Styles for selected Events
|
| 832 |
|
|
Style.setHistStyle( histDictSel[ nameMap[ hist ] ][ "Data" ],
|
| 833 |
|
|
status="Data",
|
| 834 |
|
|
color=1,
|
| 835 |
|
|
markerStyle=20,
|
| 836 |
|
|
xTitle=xtitleDict[ hist ],
|
| 837 |
|
|
yTitle=ytitle,
|
| 838 |
|
|
title=theTitle )
|
| 839 |
|
|
#### set style for fake tau est
|
| 840 |
|
|
Style.setHistStyle( histDictFakeTau[ nameMapFakes[ hist ] ][ "Data" ],
|
| 841 |
|
|
status="BG",
|
| 842 |
|
|
color=fakeColor,
|
| 843 |
|
|
xTitle=xtitleDict[ hist ],
|
| 844 |
|
|
yTitle=ytitle,
|
| 845 |
|
|
title=theTitle )
|
| 846 |
|
|
### set style for real tau est
|
| 847 |
|
|
Style.setHistStyle( histDictRealTau[ hist ][ "Data" ],
|
| 848 |
|
|
status="BG",
|
| 849 |
|
|
color=realColor,
|
| 850 |
|
|
xTitle=xtitleDict[ hist ],
|
| 851 |
|
|
yTitle=ytitle,
|
| 852 |
|
|
title=theTitle )
|
| 853 |
|
|
#### set the style for Susy if necessary
|
| 854 |
|
|
#if displaySignal:
|
| 855 |
|
|
# Style.setHistStyle( histDictSignal[ nameMap[ hist ] ][ "LM13" ],
|
| 856 |
|
|
# status="Signal",
|
| 857 |
|
|
# color=ROOT.kAzure-4,
|
| 858 |
|
|
# xTitle=xTitleDict[ hist ],
|
| 859 |
|
|
# yTitle=ytitle,
|
| 860 |
|
|
# title=theTitle )
|
| 861 |
|
|
|
| 862 |
|
|
### i am legend
|
| 863 |
|
|
hlist = [ histDictSel[ nameMap[ hist ] ][ "Data" ],
|
| 864 |
|
|
histDictRealTau[ hist ][ "Data" ],
|
| 865 |
|
|
histDictFakeTau[ nameMapFakes[ hist ] ][ "Data" ] ]
|
| 866 |
|
|
legDict[ hist ] = Style.makeLegendSimple( hlist,
|
| 867 |
|
|
lList,
|
| 868 |
|
|
statusDict=sDict,
|
| 869 |
|
|
position = pos )
|
| 870 |
|
|
|
| 871 |
|
|
### style for uncertainties
|
| 872 |
|
|
Style.setHistStyle( graphDict[ hist ],
|
| 873 |
|
|
status="Err",
|
| 874 |
|
|
color=1,
|
| 875 |
|
|
fillStyle=3354,
|
| 876 |
|
|
xTitle=xtitleDict[ hist ],
|
| 877 |
|
|
yTitle=ytitle )
|
| 878 |
|
|
|
| 879 |
|
|
##### get the ratio plots
|
| 880 |
|
|
xmin = None
|
| 881 |
|
|
xmax = None
|
| 882 |
|
|
if hist in xRangeDict.keys():
|
| 883 |
|
|
xmin = xRangeDict[ hist ][ 0 ]
|
| 884 |
|
|
xmax = xRangeDict[ hist ][ 1 ]
|
| 885 |
|
|
pass
|
| 886 |
|
|
if plotRatio:
|
| 887 |
|
|
print "Warning! Asymm errors not implemented in ratio plot!"
|
| 888 |
|
|
#print MEG.errDict
|
| 889 |
|
|
ratioDict[ hist ] = RT.RatioData( dataHist=histDictSel[ nameMap[ hist ] ][ "Data" ],
|
| 890 |
|
|
fakeHist=histDictFakeTau[ nameMapFakes[ hist ] ][ "Data" ],
|
| 891 |
|
|
realHist=histDictRealTau[ hist ][ "Data" ],
|
| 892 |
|
|
colorErr=1,
|
| 893 |
|
|
mcHistErrDict=MEG.errDict[ "Up" ][ hist ][ "All" ],
|
| 894 |
|
|
xmin=xmin,
|
| 895 |
|
|
xmax=xmax,
|
| 896 |
|
|
title = "Data/Bkg" )
|
| 897 |
|
|
pass
|
| 898 |
|
|
|
| 899 |
|
|
#### get the stacks
|
| 900 |
|
|
stackDict[ hist ] = histDictFakeTau[ nameMapFakes[ hist ] ][ "Data" ].Clone()
|
| 901 |
|
|
stackDict[ hist ].Add( histDictRealTau[ hist ][ "Data" ] )
|
| 902 |
|
|
stackDict[ hist ].UseCurrentStyle()
|
| 903 |
|
|
Style.setHistStyle( stackDict[ hist ],
|
| 904 |
|
|
status="BG",
|
| 905 |
|
|
color=realColor,
|
| 906 |
|
|
xTitle=xtitleDict[ hist ],
|
| 907 |
|
|
yTitle=ytitle,
|
| 908 |
|
|
title=theTitle )
|
| 909 |
|
|
|
| 910 |
|
|
#### now draw.
|
| 911 |
|
|
if logY:
|
| 912 |
|
|
if( hist in yRangeDict.keys() ):
|
| 913 |
|
|
stackDict[ hist ].GetYaxis().SetRangeUser( yRangeDict[ hist ][ 0 ],
|
| 914 |
|
|
yRangeDict[ hist ][ 1 ] )
|
| 915 |
|
|
pass
|
| 916 |
|
|
pass
|
| 917 |
|
|
stackDict[ hist ].Draw( "hist" )
|
| 918 |
|
|
histDictFakeTau[ nameMapFakes[ hist ] ][ "Data" ].Draw( "samehist" )
|
| 919 |
|
|
if( hist in xRangeDict.keys() ):
|
| 920 |
|
|
stackDict[ hist ].GetXaxis().SetRangeUser( xRangeDict[ hist ][ 0 ],
|
| 921 |
|
|
xRangeDict[ hist ][ 1 ] )
|
| 922 |
|
|
pass
|
| 923 |
|
|
histDictSel[ nameMap[ hist ] ][ "Data" ].Draw( "same" )
|
| 924 |
|
|
graphDict[ hist ].Draw( "sameE2" )
|
| 925 |
|
|
stackDict[ hist ].Draw( "axissame" )
|
| 926 |
|
|
if logY:
|
| 927 |
|
|
ROOT.gPad.SetLogy()
|
| 928 |
|
|
pass
|
| 929 |
|
|
cDict[ hist ].Update()
|
| 930 |
|
|
legDict[ hist ].Draw( "same" )
|
| 931 |
|
|
if plotRatio:
|
| 932 |
|
|
ratioDict[ hist ].drawRatio( ROOT.gPad )
|
| 933 |
|
|
pass
|
| 934 |
|
|
|
| 935 |
|
|
pass
|
| 936 |
|
|
|
| 937 |
|
|
|
| 938 |
|
|
if saveToPS:
|
| 939 |
|
|
Style.saveToPS( saveName, cDict )
|
| 940 |
|
|
pass
|
| 941 |
|
|
if saveToEPS:
|
| 942 |
|
|
Style.saveToEPS( saveName, cDict )
|
| 943 |
|
|
pass
|
| 944 |
|
|
pass
|
| 945 |
|
|
|
| 946 |
|
|
|
| 947 |
|
|
####################### Kolmogorov test ###############################
|
| 948 |
|
|
|
| 949 |
|
|
print "------------ KolmogorovTest ------------"
|
| 950 |
|
|
print "MHT: KS=", stackDict[ "MHT" ].KolmogorovTest( histDictSel[ "MHTMHT" ][ "Data" ] )
|
| 951 |
|
|
|
| 952 |
|
|
####################### TauPT test ###################################
|
| 953 |
|
|
print
|
| 954 |
|
|
print "------------ Tau Pt test ---------------"
|
| 955 |
|
|
inte = histDictRealTauUnscaled[ "Tau1PtUnscaled" ][ "Data" ].Integral()
|
| 956 |
|
|
bin100 = histDictRealTauUnscaled[ "Tau1PtUnscaled" ][ "Data" ].FindBin( 100. )
|
| 957 |
|
|
inte100 = histDictRealTauUnscaled[ "Tau1PtUnscaled" ][ "Data" ].Integral( bin100, histDictRealTauUnscaled[ "Tau1PtUnscaled" ][ "Data" ].GetNbinsX() + 1 )
|
| 958 |
|
|
print "Fraction of taus with pt>100 Gev = ", round( inte100/inte, 2 )
|
| 959 |
|
|
bin20 = histDictRealTauUnscaled[ "Tau1PtUnscaled" ][ "Data" ].FindBin( 20. )
|
| 960 |
|
|
inte20 = histDictRealTauUnscaled[ "Tau1PtUnscaled" ][ "Data" ].Integral( 0, bin20 )
|
| 961 |
|
|
print "Fraction of taus with pt<20 Gev = ", round( inte20/inte, 2 )
|
| 962 |
|
|
|
| 963 |
|
|
Def.DontQuit()
|
| 964 |
|
|
pass
|
| 965 |
|
|
|
| 966 |
|
|
|
| 967 |
|
|
|
| 968 |
|
|
|
| 969 |
|
|
|
| 970 |
|
|
|
