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nowak |
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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 Helper
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if __name__ == "__main__":
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Def.SetGlobalStyles()
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#fileDir = "/scratch/hh/lustre/cms/user/nowaf/2011Data/VersionII/Plots/QCDFlat_xxxiv/"
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#fileDir = "/afs/naf.desy.de/group/cms/scratch/nowaf/CMSSW_4_2_4/src/RA2/Configuration/FinalPlots/"
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fileDir = "/scratch/hh/lustre/cms/user/nowaf/2011Data/VersionII/Plots/RealTauEst/"
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fileName = "_lxii"
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s = "All"
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#Type = "Pre"
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#Type = "Full"
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Type = "PreCheck"
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draw = True
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saveToEPS = False
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saveToPS = False
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eta = True
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all = False
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pre = False
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inv = False
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f2d = True
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relIso = False
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add = "Dijets"
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if all:
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add = "All"
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pass
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if pre:
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add = "BaseLine"
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pass
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if inv:
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add ="InvertMHT"
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pass
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add2 = "1D"
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if f2d:
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add2 = "2D"
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pass
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add3 = "Pt"
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if eta:
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add3 = "eta"
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pass
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if relIso:
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add3 = "relIso"
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pass
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mcColor = ROOT.kRed - 9
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errColor = ROOT.kRed + 2
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logY = True
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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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addSamples = []
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#addSamples.append( "LM13" )
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#addSamples.append( "LM3" )
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#addSamples.append( "LM8" )
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## samples = []
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## samples.append( "TTbar" )
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## samples.append( "GVJets" )
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## samples.append( "VVJets" )
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## samples.append( "Zinv" )
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## samples.append( "ZJets" )
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## samples.append( "WJets" )
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## samples.append( "QCDFlat" )
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## samples.append( "Data" )
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## s = ""
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## for sample in samples:
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## if not sample in removeSamples:
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## s += sample
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## pass
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## pass
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saveName = "plots/FakeTauEst_DataClosure_" + s + "_" + add + "_" + add3 + "_" + add2 + fileName + "_" + Type
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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[ "HTHT" ] = 4
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rebinDict[ "HT" ] = 4
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rebinDict[ "HTUnweighted" ] = 4
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rebinDict[ "JetPtUnweighted" ] = 4
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rebinDict[ "JetPt" ] = 4
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rebinDict[ "TauSelectionTau1Pt" ] = 4
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if Type == "Full":
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rebinDict[ "JetPtUnweighted" ] = 8
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rebinDict[ "JetPt" ] = 8
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rebinDict[ "TauSelectionTau1Pt" ] = 8
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pass
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if Type == "PreCheck":
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dirFakeTau = "finalPlotTauPreSelectionPS/"
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dirPredTau = "QCDPredictionAnalyzer2DEtaMDP/"
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pass
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print dirPredTau
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histDict = {}
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readIn = Helper.ReadIn( fileDir, fileName, rebinDict=rebinDict )
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readIn.removeSamples( removeSamples )
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readIn.addSamples( addSamples )
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readIn.addHists( [ "HT", "JetPt" ] )
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#print readIn.histList
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histDict = readIn.getHists( dirPredTau )
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histDictPred = {}
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predReadIn = Helper.ReadIn( fileDir, fileName, rebinDict=rebinDict )
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predReadIn.removeSamples( removeSamples )
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predReadIn.addSamples( addSamples )
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predReadIn.removeHists( [ "MHT" ] )
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predReadIn.addHists( [ "nPredEvents", "statErr" ] )
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#predReadIn.dontScale()
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histDictPred = predReadIn.getHists( dirPredTau )
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histDictSel = {}
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selReadIn = Helper.ReadIn( fileDir, fileName, rebinDict=rebinDict )
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selReadIn.removeSamples( removeSamples )
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selReadIn.addSamples( addSamples )
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selReadIn.removeHists( [ "MHT" ] )
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selReadIn.addHists( [ "MHTMHT", "HTHT", "TauSelectionTau1Pt" ] )
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histDictSel = selReadIn.getHists( dirFakeTau )
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histDictUnscaled = {}
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readInUnscaled = Helper.ReadIn( fileDir, fileName, rebinDict=rebinDict )
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readInUnscaled.removeHists( [ "MHT" ] )
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readInUnscaled.removeSamples( removeSamples )
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readInUnscaled.addSamples( addSamples )
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readInUnscaled.addHists( [ "HTUnweighted", "MHTUnweighted", "JetPtUnweighted" ] )
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readInUnscaled.dontScale()
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#print readIn.histList
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histDictUnscaled = readInUnscaled.getHists( dirPredTau )
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#histDictMCScaled = {}
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#readInMCScaled = Helper.ReadIn( fileDir, fileName, rebinDict=rebinDict )
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#readInMCScaled.removeHists( [ "MHT" ] )
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#readInMCScaled.removeSamples( removeSamples )
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#readInMCScaled.addSamples( addSamples )
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#readInMCScaled.addHists( [ "MHTMCWeights" ] )
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##print readIn.histList
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#histDictMCScaled = readInMCScaled.getHists( dirPredTau )
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print
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print "Number of events in control region at L=", readIn.lumi
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tauControl = 0.
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#print "########## currently nonsense"
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#for sample in readIn.sampleList:
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# tauControl = histDictMCScaled[ "MHTMCWeights" ][ sample ].Integral()
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# print sample, " : ", round( tauControl, 2 ),\
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# " +- ", round( math.sqrt( histDictUnscaled[ "MHTUnweighted" ][ sample ].Integral() ) *\
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# tauControl/histDictUnscaled[ "MHTUnweighted" ][ sample ].Integral(),2 )
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# pass
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print
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print "Number of events in control sample (Data)"
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for sample in readIn.sampleList:
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print sample, " : ", round( histDictUnscaled[ "MHTUnweighted" ][ sample ].Integral(),2 ), \
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" +- ", round( math.sqrt( histDictUnscaled[ "MHTUnweighted" ][ sample ].Integral() ), 2 )
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pass
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print
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print "Number of Data events selected"
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print
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for sample in readIn.sampleList:
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print sample, " : ", histDictSel[ "MHTMHT" ][ sample ].GetEntries()
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print
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print "----- tau-selected events (no gen tau) ----"
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tauSel = 0.
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for sample in selReadIn.sampleList:
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tauSel = histDictSel[ "MHTMHT" ][ sample ].Integral()
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print sample , " n sel events = ", round( tauSel,2 )
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pass
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#avFakeRate = tauSel / ( tauSel + tauControl )
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#print
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#print "Average fake rate=", round( avFakeRate, 2 )
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#scaleControl = 1/( 1-avFakeRate )
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#print "(Not done) Scale control sample with 1/(1-f)=", round( scaleControl, 2 )
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print
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print "----- pred Events ------"
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for sample in predReadIn.sampleList:
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print sample , " n pred events = ", round( histDictPred[ "nPredEvents" ][ sample ].GetBinContent( 1 ) ,2 ) ,\
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" +- ", round( histDictPred[ "statErr" ][ sample ].GetBinContent( 1 ) ,2 )
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#print sample , " n pred events * 1/(1-f) = ", \
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# round( scaleControl * histDictPred[ "nPredEvents" ][ sample ].GetBinContent( 1 ) ,2 ) ,\
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# " +- ", round( histDictPred[ "statErr" ][ sample ].GetBinContent( 1 ) ,2 )
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pass
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if draw:
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print "###### plots are not scaled with 1/(1-f) yet ########"
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#### get the full stat error and the hist binned stat error
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errsDict = {}
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errsBinDict = {}
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for hist in readIn.histList:
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errs = Helper.StackErr( histDict[ hist ], histDictUnscaled[ hist + "Unweighted" ] )
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errsDict[ hist ], errsBinDict[ hist ] = errs.getStackErr()
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pass
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#### get the sample stack of all selected fake tau events
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for hist in selReadIn.histList:
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addup = Helper.AddUp( histDictSel[ hist ] )
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histDictSel[ hist ][ "All" ] = addup.add()
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pass
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#### get the sample stack of predicted fake tau distributions
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allHist = {}
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for hist in histDict.keys():
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addup = Helper.AddUp( histDict[ hist ] )
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allHist[ hist ] = addup.add()
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pass
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#### get the hists for the stat errors
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errHistUpDict = {}
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errHistDwnDict = {}
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for hist in allHist.keys():
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ErrHists = Helper.StatErrorHists( allHist[ hist ],errsBinDict[ hist ] ,colorUp=errColor, colorDwn = mcColor )
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errHistUpDict[ hist ], errHistDwnDict[ hist ] = ErrHists.getErrHists( histname = hist )
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pass
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cDict = {}
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legDict = {}
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ratioDict = {}
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cDict[ "MHT" ] = ROOT.TCanvas( "MHT" , "MHT" )
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cDict[ "MHT" ].cd()
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allHist[ "MHT" ].UseCurrentStyle()
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histDictSel[ "MHTMHT" ][ "All" ].UseCurrentStyle()
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Style.setHistStyle( allHist[ "MHT" ],
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status="BG",
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color=mcColor,
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xTitle="MHT [GeV]", yTitle="events" )
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Style.setHistStyle( histDictSel[ "MHTMHT" ][ "All" ],
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status="Data",
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color=1,
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xTitle="MHT [GeV]", yTitle="events" )
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allHist[ "MHT" ].Draw( "hist" )
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errHistUpDict[ "MHT" ][ "All" ].Draw( "same" )
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errHistDwnDict[ "MHT" ][ "All" ].Draw( "same" )
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histDictSel[ "MHTMHT" ][ "All" ].Draw( "same" )
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errHistUpDict[ "MHT" ][ "All" ].Draw( "axissame" )
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if logY:
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allHist[ "MHT" ].SetMinimum( 6 * 10**-4 )
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histDictSel[ "MHTMHT" ][ "All" ].SetMinimum( 6 * 10**-4 )
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allHist[ "MHT" ].SetMaximum( 10**3 )
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histDictSel[ "MHTMHT" ][ "All" ].SetMaximum( 10**3 )
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pass
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if logY:
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ROOT.gPad.SetLogy()
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pass
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| 289 |
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legDict[ "MHT" ] = Style.makeLegendSimple( [ histDictSel[ "MHTMHT" ][ "All" ],
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allHist[ "MHT" ],
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errHistUpDict[ "MHT" ][ "All" ], ],
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[ "sel evts (MC)", "predicted", "stat err" ],
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statusDict={ "predicted" : "BG",
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"sel evts (MC)" : "Data",
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"stat err" : "BG"})
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legDict[ "MHT" ].Draw( "same" )
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ratioDict[ "MHT" ] = Helper.Ratio( histDictSel[ "MHTMHT" ][ "All" ],
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allHist[ "MHT" ],
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mcHistErrDict=errsBinDict[ "MHT" ][ "All" ], colorUp=errColor )
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ratioDict[ "MHT" ].drawRatio( ROOT.gPad )
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cDict[ "HT" ] = ROOT.TCanvas( "HT" , "HT" )
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cDict[ "HT" ].cd()
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allHist[ "HT" ].UseCurrentStyle()
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histDictSel[ "HTHT" ][ "All" ].UseCurrentStyle()
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Style.setHistStyle( allHist[ "HT" ],
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status="BG",
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color=mcColor,
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xTitle="HT [GeV]", yTitle="events" )
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Style.setHistStyle( histDictSel[ "HTHT" ][ "All" ],
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status="Data",
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color=1,
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xTitle="HT [GeV]", yTitle="events" )
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| 319 |
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allHist[ "HT" ].Draw( "hist" )
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| 320 |
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errHistUpDict[ "HT" ][ "All" ].Draw( "same" )
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| 321 |
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errHistDwnDict[ "HT" ][ "All" ].Draw( "same" )
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histDictSel[ "HTHT" ][ "All" ].Draw( "same" )
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| 323 |
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| 324 |
|
|
errHistUpDict[ "HT" ][ "All" ].Draw( "axissame" )
|
| 325 |
|
|
|
| 326 |
|
|
if logY:
|
| 327 |
|
|
allHist[ "HT" ].SetMinimum( 6 * 10**-4 )
|
| 328 |
|
|
histDictSel[ "HTHT" ][ "All" ].SetMinimum( 6 * 10**-4 )
|
| 329 |
|
|
allHist[ "HT" ].SetMaximum( 10**3 )
|
| 330 |
|
|
histDictSel[ "HTHT" ][ "All" ].SetMaximum( 10**3 )
|
| 331 |
|
|
pass
|
| 332 |
|
|
|
| 333 |
|
|
if logY:
|
| 334 |
|
|
ROOT.gPad.SetLogy()
|
| 335 |
|
|
pass
|
| 336 |
|
|
|
| 337 |
|
|
|
| 338 |
|
|
legDict[ "HT" ] = Style.makeLegendSimple( [ histDictSel[ "HTHT" ][ "All" ],
|
| 339 |
|
|
allHist[ "HT" ],
|
| 340 |
|
|
errHistUpDict[ "HT" ][ "All" ], ],
|
| 341 |
|
|
[ "sel evts (MC)", "predicted", "stat err" ],
|
| 342 |
|
|
statusDict={ "predicted" : "BG",
|
| 343 |
|
|
"sel evts (MC)" : "Data",
|
| 344 |
|
|
"stat err" : "BG"})
|
| 345 |
|
|
|
| 346 |
|
|
|
| 347 |
|
|
legDict[ "HT" ].Draw( "same" )
|
| 348 |
|
|
|
| 349 |
|
|
ratioDict[ "HT" ] = Helper.Ratio( histDictSel[ "HTHT" ][ "All" ],
|
| 350 |
|
|
allHist[ "HT" ],
|
| 351 |
|
|
mcHistErrDict=errsBinDict[ "HT" ][ "All" ], colorUp=errColor )
|
| 352 |
|
|
ratioDict[ "HT" ].drawRatio( ROOT.gPad )
|
| 353 |
|
|
|
| 354 |
|
|
|
| 355 |
|
|
|
| 356 |
|
|
cDict[ "Tau1Pt" ] = ROOT.TCanvas( "Tau1Pt" , "Tau1Pt" )
|
| 357 |
|
|
cDict[ "Tau1Pt" ].cd()
|
| 358 |
|
|
allHist[ "JetPt" ].UseCurrentStyle()
|
| 359 |
|
|
histDictSel[ "TauSelectionTau1Pt" ][ "All" ].UseCurrentStyle()
|
| 360 |
|
|
Style.setHistStyle( allHist[ "JetPt" ],
|
| 361 |
|
|
status="BG",
|
| 362 |
|
|
color=mcColor,
|
| 363 |
|
|
xTitle="Tau1 P_{T} [GeV]", yTitle="events" )
|
| 364 |
|
|
Style.setHistStyle( histDictSel[ "TauSelectionTau1Pt" ][ "All" ],
|
| 365 |
|
|
status="Data",
|
| 366 |
|
|
color=1,
|
| 367 |
|
|
xTitle="Tau1 P_{T} [GeV]", yTitle="events" )
|
| 368 |
|
|
allHist[ "JetPt" ].Draw( "hist" )
|
| 369 |
|
|
errHistUpDict[ "JetPt" ][ "All" ].Draw( "same" )
|
| 370 |
|
|
errHistDwnDict[ "JetPt" ][ "All" ].Draw( "same" )
|
| 371 |
|
|
histDictSel[ "TauSelectionTau1Pt" ][ "All" ].Draw( "same" )
|
| 372 |
|
|
|
| 373 |
|
|
errHistUpDict[ "JetPt" ][ "All" ].Draw( "axissame" )
|
| 374 |
|
|
|
| 375 |
|
|
if logY:
|
| 376 |
|
|
allHist[ "JetPt" ].SetMinimum( 6 * 10**-4 )
|
| 377 |
|
|
histDictSel[ "TauSelectionTau1Pt" ][ "All" ].SetMinimum( 6 * 10**-4 )
|
| 378 |
|
|
allHist[ "JetPt" ].SetMaximum( 10**3 )
|
| 379 |
|
|
histDictSel[ "TauSelectionTau1Pt" ][ "All" ].SetMaximum( 10**3 )
|
| 380 |
|
|
pass
|
| 381 |
|
|
|
| 382 |
|
|
if logY:
|
| 383 |
|
|
ROOT.gPad.SetLogy()
|
| 384 |
|
|
pass
|
| 385 |
|
|
|
| 386 |
|
|
|
| 387 |
|
|
legDict[ "Tau1Pt" ] = Style.makeLegendSimple( [ histDictSel[ "TauSelectionTau1Pt" ][ "All" ],
|
| 388 |
|
|
allHist[ "JetPt" ],
|
| 389 |
|
|
errHistUpDict[ "JetPt" ][ "All" ], ],
|
| 390 |
|
|
[ "sel evts (MC)", "predicted", "stat err" ],
|
| 391 |
|
|
statusDict={ "predicted" : "BG",
|
| 392 |
|
|
"sel evts (MC)" : "Data",
|
| 393 |
|
|
"stat err" : "BG"})
|
| 394 |
|
|
|
| 395 |
|
|
|
| 396 |
|
|
legDict[ "Tau1Pt" ].Draw( "same" )
|
| 397 |
|
|
|
| 398 |
|
|
ratioDict[ "Tau1Pt" ] = Helper.Ratio( histDictSel[ "TauSelectionTau1Pt" ][ "All" ],
|
| 399 |
|
|
allHist[ "JetPt" ],
|
| 400 |
|
|
mcHistErrDict=errsBinDict[ "JetPt" ][ "All" ], colorUp=errColor )
|
| 401 |
|
|
ratioDict[ "Tau1Pt" ].drawRatio( ROOT.gPad )
|
| 402 |
|
|
|
| 403 |
|
|
|
| 404 |
|
|
if saveToPS:
|
| 405 |
|
|
Style.saveToPS( saveName, cDict )
|
| 406 |
|
|
pass
|
| 407 |
|
|
if saveToEPS:
|
| 408 |
|
|
Style.saveToEPS( saveName, cDict )
|
| 409 |
|
|
pass
|
| 410 |
|
|
pass
|
| 411 |
|
|
|
| 412 |
|
|
Def.DontQuit()
|
