| 1 |
nowak |
1.1 |
import sys, ROOT, re, math
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sys.path.append("/afs/naf.desy.de/user/n/nowaf/UserCode/nowaf/PythonScripts/")
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import styles as Style
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import definitions as Def
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| 6 |
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def readInHist( file, dir ):
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hist = file.Get( dir + "/nEvts" )
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hist.SetDirectory( 0 )
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hist.UseCurrentStyle()
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return hist
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def readInScanHists( file, list=None ):
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dirList = [ "ScanAnalyzerMC",
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"ScanAnalyzerPreMC",
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"ScanAnalyzerAllMC",
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"ScanAnalyzerNLO",
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"ScanAnalyzerPreNLO",
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"ScanAnalyzerAllNLO",
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"qcdPred2DPre",
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"qcdPred2D",
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"MuonTemplateAnalyzer2D",
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"MuonTemplateAnalyzer2DPre",
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"ScanAnalyzerJECUp",
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"ScanAnalyzerPreJECUp",
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"ScanAnalyzerJECDn",
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"ScanAnalyzerPreJECDn",
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"ScanAnalyzerTEUp",
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"ScanAnalyzerPreTEUp",
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"ScanAnalyzerTEDn",
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"ScanAnalyzerPreTEDn",
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"ScanAnalyzerNLO2",
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"ScanAnalyzerPreNLO2",
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"ScanAnalyzerNLO05",
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"ScanAnalyzerPreNLO05",
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"ScanAnalyzerMuonIsoUp",
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"ScanAnalyzerPreMuonIsoUp",
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"ScanAnalyzerMuonIsoDn",
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"ScanAnalyzerPreMuonIsoDn",
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"ScanAnalyzerElecIsoUp",
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"ScanAnalyzerPreElecIsoUp",
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"ScanAnalyzerElecIsoDn",
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"ScanAnalyzerPreElecIsoDn",
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#"ScanAnalyzerPrePDFxsec",
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#"ScanAnalyzerPrePDFxsecUncert",
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#"ScanAnalyzerPDFxsec",
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#"ScanAnalyzerPDFxsecUncert",
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]
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if not list == None:
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dirList = list
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pass
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| 51 |
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histDict = {}
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for dir in dirList:
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histDict[ dir ] = readInHist( file, dir )
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pass
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return histDict
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def getPDFHists( file, histDict ):
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hist1 = file.Get( "ScanAnalyzerPDF/nEvtsPDF1" )
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hist1.SetDirectory( 0 )
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hist1.UseCurrentStyle()
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histDict[ "ScanAnalyzerPDF" ] = hist1
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hist2 = file.Get( "ScanAnalyzerPrePDF/nEvtsPDF1" )
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hist2.SetDirectory( 0 )
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hist2.UseCurrentStyle()
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histDict[ "ScanAnalyzerPrePDF" ] = hist2
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hist3 = file.Get( "ScanAnalyzerAllPDF/nEvtsPDF1" )
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hist3.SetDirectory( 0 )
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hist3.UseCurrentStyle()
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histDict[ "ScanAnalyzerAllPDF" ] = hist3
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pass
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def getRelPDFErr( histDict, Type="" ):
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h2DUp = ROOT.TH2F( "PDFRateRelUp", "PDFRateRelUp", histDict[ "ScanAnalyzerAllPDF" ].GetNbinsX(),
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histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmin(),
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histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmax(),
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histDict[ "ScanAnalyzerAllPDF" ].GetNbinsY(),
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histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmin(),
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histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmax() )
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h2DDn = ROOT.TH2F( "PDFRateRelDn", "PDFRateRelDn", histDict[ "ScanAnalyzerAllPDF" ].GetNbinsX(),
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histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmin(),
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histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmax(),
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histDict[ "ScanAnalyzerAllPDF" ].GetNbinsY(),
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histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmin(),
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histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmax() )
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h2DAccUp = ROOT.TH2F( "PDFAcceptanceRelUp",
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"PDFAcceptanceRelUp",
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histDict[ "ScanAnalyzerAllPDF" ].GetNbinsX(),
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histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmin(),
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histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmax(),
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histDict[ "ScanAnalyzerAllPDF" ].GetNbinsY(),
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histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmin(),
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histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmax() )
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h2DAccDn = ROOT.TH2F( "PDFAcceptanceRelDn",
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"PDFAcceptanceRelDn",
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histDict[ "ScanAnalyzerAllPDF" ].GetNbinsX(),
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histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmin(),
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histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmax(),
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histDict[ "ScanAnalyzerAllPDF" ].GetNbinsY(),
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histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmin(),
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histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmax() )
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| 104 |
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### loop over each susy point
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for ix in range( 1, histDict[ "ScanAnalyzerAllPDF" ].GetNbinsX() + 1 ):
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for iy in range( 1, histDict[ "ScanAnalyzerAllPDF" ].GetNbinsY() + 1 ):
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#### get the pdf mean
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mean = histDict[ "ScanAnalyzer" + Type + "PDF" ].GetBinContent( ix, iy, 1 )
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meanAll = histDict[ "ScanAnalyzerAllPDF" ].GetBinContent( ix, iy, 1 )
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| 110 |
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if mean == 0:
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continue
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| 112 |
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### get the variations up and dwn
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nVary = 0
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errUp = 0
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| 115 |
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errDn = 0
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| 116 |
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errUpAll = 0
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| 117 |
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errDnAll = 0
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| 118 |
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for iz in range( 2, histDict[ "ScanAnalyzerAllPDF" ].GetNbinsZ() + 1 ):
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| 119 |
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### even is up, odd is dwn
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even = False
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nVary += 1
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if not iz%2:
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even = True
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pass
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value = histDict[ "ScanAnalyzer" + Type + "PDF" ].GetBinContent( ix, iy, iz )
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valueAll = histDict[ "ScanAnalyzerAllPDF" ].GetBinContent( ix, iy, iz )
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| 127 |
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if even:
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errUp += ( value - mean )**2
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| 129 |
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errUpAll += ( valueAll - meanAll )**2
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| 130 |
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else:
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| 131 |
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errDn += ( value - mean )**2
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| 132 |
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errDnAll += ( valueAll - meanAll )**2
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| 133 |
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pass
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pass
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if not nVary == 0:
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| 136 |
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errUp *= 1/( nVary/2. )
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| 137 |
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errDn *= 1/( nVary/2. )
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| 138 |
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errUpAll *= 1/( nVary/2. )
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| 139 |
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errDnAll *= 1/( nVary/2. )
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| 140 |
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pass
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| 141 |
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### rel err on rate
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| 142 |
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relErrUp = math.sqrt( errUp )/float( mean )
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| 143 |
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relErrDn = math.sqrt( errUp )/float( mean )
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| 144 |
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h2DUp.SetBinContent( ix, iy, relErrUp )
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h2DDn.SetBinContent( ix, iy, relErrDn )
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| 146 |
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### rel err on acc=nsel/ntot
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### nsel = mean, ntot = meanAll
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| 148 |
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### err**2 = ( ErrSel/ntot )**2 + ( nsel * ErrTot/(ntot)**2 )**2
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Acc = mean/meanAll
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| 150 |
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errAccUp2 = errUp / ( meanAll )**2 + ( mean / meanAll**2 )**2 * errUpAll
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errAccDn2 = errDn / ( meanAll )**2 + ( mean / meanAll**2 )**2 * errDnAll
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| 152 |
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relErrUpAcc = math.sqrt( errAccUp2 ) / Acc
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| 153 |
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relErrDnAcc = math.sqrt( errAccDn2 ) / Acc
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h2DAccUp.SetBinContent( ix, iy, relErrUpAcc )
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h2DAccDn.SetBinContent( ix, iy, relErrDnAcc )
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| 156 |
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pass
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| 157 |
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pass
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| 158 |
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histDict[ "RateRelPDFUp" + Type ] = h2DUp
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| 159 |
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histDict[ "RateRelPDFDn" + Type ] = h2DDn
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| 160 |
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histDict[ "AcceptanceRelPDFUp" + Type ] = h2DAccUp
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| 161 |
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histDict[ "AcceptanceRelPDFDn" + Type ] = h2DAccDn
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| 162 |
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pass
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| 163 |
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| 164 |
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def getCombTheoRelRateErr( histDict, Type="" ):
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histList = []
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for h in histDict.keys():
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if re.search( "RateRel", h ) and not re.search( "RateRel0", h ) \
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| 168 |
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and ( re.search( "PDFxsecUncert", h ) or re.search( "NLO", h ) ) :
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| 169 |
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histList.append( h )
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| 170 |
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pass
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| 171 |
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pass
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| 172 |
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histNEvts = histDict[ "Rate" + "NLO" + Type ].Clone()
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| 173 |
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xbins = 0
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| 174 |
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xmin = 0
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| 175 |
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xmax = 0
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| 176 |
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ybins = 0
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| 177 |
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ymin = 0
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| 178 |
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ymax = 0
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| 179 |
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if len( histList ) > 0:
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| 180 |
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xbins = histDict[ histList[ 0 ] ].GetNbinsX()
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| 181 |
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ybins = histDict[ histList[ 0 ] ].GetNbinsY()
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| 182 |
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xmin = histDict[ histList[ 0 ] ].GetXaxis().GetXmin()
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| 183 |
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ymin = histDict[ histList[ 0 ] ].GetYaxis().GetXmin()
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| 184 |
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xmax = histDict[ histList[ 0 ] ].GetXaxis().GetXmax()
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| 185 |
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ymax = histDict[ histList[ 0 ] ].GetYaxis().GetXmax()
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| 186 |
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pass
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| 187 |
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histUp = ROOT.TH2F( "RelRateCombTheoUp" + Type, "RelRateCombTheoUp" + Type,
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| 188 |
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xbins, xmin, xmax, ybins, ymin, ymax )
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| 189 |
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histDn = ROOT.TH2F( "RelRateCombTheoDn" + Type, "RelRateCombTheoDn" + Type,
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| 190 |
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xbins, xmin, xmax, ybins, ymin, ymax )
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| 191 |
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entryDictUp = {}
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| 192 |
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entryDictDn = {}
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| 193 |
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for h in histList:
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| 194 |
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### xbins
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| 195 |
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for ix in range( 1, histDict[ h ].GetNbinsX() + 1 ):
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| 196 |
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if not ix in entryDictUp.keys():
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| 197 |
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entryDictUp[ ix ] = {}
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| 198 |
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entryDictDn[ ix ] = {}
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| 199 |
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pass
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| 200 |
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### y axis
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| 201 |
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for iy in range( 1, histDict[ h ].GetNbinsY() + 1 ):
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| 202 |
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if not iy in entryDictUp[ ix ].keys():
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| 203 |
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entryDictUp[ ix ][ iy ] = 0
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| 204 |
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entryDictDn[ ix ][ iy ] = 0
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| 205 |
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pass
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| 206 |
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if histDict[ h ].GetBinContent( ix, iy ) == 0:
|
| 207 |
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continue
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| 208 |
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if not re.search( "Dn", h ):
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| 209 |
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entryDictUp[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) - 1 )**2
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| 210 |
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pass
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| 211 |
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if not re.search( "Up", h ):
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| 212 |
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entryDictDn[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) - 1 )**2
|
| 213 |
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pass
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| 214 |
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pass
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| 215 |
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pass
|
| 216 |
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pass
|
| 217 |
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if len( histList ) > 0:
|
| 218 |
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for ix in range( 1, histDict[ histList[ 0 ] ].GetNbinsX() + 1 ):
|
| 219 |
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for iy in range( 1, histDict[ histList[ 0 ] ].GetNbinsY() + 1 ):
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| 220 |
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histUp.SetBinContent( ix, iy, math.sqrt( entryDictUp[ ix ][ iy ] ) )
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| 221 |
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histDn.SetBinContent( ix, iy, math.sqrt( entryDictDn[ ix ][ iy ] ) )
|
| 222 |
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pass
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| 223 |
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pass
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| 224 |
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pass
|
| 225 |
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histDict[ "RateRelCombTheoUp" + Type ] = histUp
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| 226 |
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histDict[ "RateRelCombTheoDn" + Type ] = histDn
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| 227 |
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| 228 |
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| 229 |
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| 230 |
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def getCombRelRateErr( histDict, Type="", addLumiAndTrig = True, lumiErr=0.045, trigErr=0.025 ):
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| 231 |
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histList = []
|
| 232 |
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for h in histDict.keys():
|
| 233 |
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if re.search( "RateRel", h ) and not re.search( "RateRel0", h ) \
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| 234 |
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and not re.search( "PDFxsec", h ) and not re.search( "NLO", h ) :
|
| 235 |
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histList.append( h )
|
| 236 |
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pass
|
| 237 |
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#elif re.search( "SignalCont", h ) and re.search( "Rel", h ):
|
| 238 |
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# histList.append( h )
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| 239 |
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# pass
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| 240 |
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pass
|
| 241 |
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histNEvts = histDict[ "Rate" + "NLO" + Type ].Clone()
|
| 242 |
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xbins = 0
|
| 243 |
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xmin = 0
|
| 244 |
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xmax = 0
|
| 245 |
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ybins = 0
|
| 246 |
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ymin = 0
|
| 247 |
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ymax = 0
|
| 248 |
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if len( histList ) > 0:
|
| 249 |
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xbins = histDict[ histList[ 0 ] ].GetNbinsX()
|
| 250 |
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ybins = histDict[ histList[ 0 ] ].GetNbinsY()
|
| 251 |
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xmin = histDict[ histList[ 0 ] ].GetXaxis().GetXmin()
|
| 252 |
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ymin = histDict[ histList[ 0 ] ].GetYaxis().GetXmin()
|
| 253 |
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xmax = histDict[ histList[ 0 ] ].GetXaxis().GetXmax()
|
| 254 |
|
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ymax = histDict[ histList[ 0 ] ].GetYaxis().GetXmax()
|
| 255 |
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pass
|
| 256 |
|
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histUp = ROOT.TH2F( "RelRateCombUp" + Type, "RelRateComb" + Type,
|
| 257 |
|
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xbins, xmin, xmax, ybins, ymin, ymax )
|
| 258 |
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histDn = ROOT.TH2F( "RelRateCombDn" + Type, "RelRateComb" + Type,
|
| 259 |
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xbins, xmin, xmax, ybins, ymin, ymax )
|
| 260 |
|
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entryDictUp = {}
|
| 261 |
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entryDictDn = {}
|
| 262 |
|
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for h in histList:
|
| 263 |
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### xbins
|
| 264 |
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for ix in range( 1, histDict[ h ].GetNbinsX() + 1 ):
|
| 265 |
|
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if not ix in entryDictUp.keys():
|
| 266 |
|
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entryDictUp[ ix ] = {}
|
| 267 |
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entryDictDn[ ix ] = {}
|
| 268 |
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pass
|
| 269 |
|
|
### y axis
|
| 270 |
|
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for iy in range( 1, histDict[ h ].GetNbinsY() + 1 ):
|
| 271 |
|
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if not iy in entryDictUp[ ix ].keys():
|
| 272 |
|
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entryDictUp[ ix ][ iy ] = 0
|
| 273 |
|
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entryDictDn[ ix ][ iy ] = 0
|
| 274 |
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pass
|
| 275 |
|
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#print "x=", ix, " y=", iy, histDict[ h ].GetBinContent( ix, iy )
|
| 276 |
|
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if not re.search( "JEC", h ) and not re.search( "TE", h ) \
|
| 277 |
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and not re.search( "NLO", h ):
|
| 278 |
|
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if not re.search( "Dn", h ):
|
| 279 |
|
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entryDictUp[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 280 |
|
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pass
|
| 281 |
|
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if not re.search( "Up", h ):
|
| 282 |
|
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entryDictDn[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 283 |
|
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pass
|
| 284 |
|
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else:
|
| 285 |
|
|
if not histDict[ h ].GetBinContent( ix, iy ) == 0:
|
| 286 |
|
|
#if not re.search( "Dn", h ):
|
| 287 |
|
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if 1 - histDict[ h ].GetBinContent( ix, iy ) > 0:
|
| 288 |
|
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entryDictUp[ ix ][ iy ] += ( 1 - histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 289 |
|
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pass
|
| 290 |
|
|
#if not re.search( "Up", h ):
|
| 291 |
|
|
if 1 - histDict[ h ].GetBinContent( ix, iy ) < 0:
|
| 292 |
|
|
entryDictDn[ ix ][ iy ] += ( 1 - histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 293 |
|
|
pass
|
| 294 |
|
|
pass
|
| 295 |
|
|
pass
|
| 296 |
|
|
pass
|
| 297 |
|
|
pass
|
| 298 |
|
|
pass
|
| 299 |
|
|
if addLumiAndTrig:
|
| 300 |
|
|
for ix in range( 1, histNEvts.GetNbinsX() + 1 ):
|
| 301 |
|
|
for iy in range( 1, histNEvts.GetNbinsY() + 1 ):
|
| 302 |
|
|
if histNEvts.GetBinContent( ix, iy ) == 0:
|
| 303 |
|
|
continue
|
| 304 |
|
|
entryDictUp[ ix ][ iy ] += lumiErr**2 + trigErr**2
|
| 305 |
|
|
entryDictDn[ ix ][ iy ] += lumiErr**2 + trigErr**2
|
| 306 |
|
|
pass
|
| 307 |
|
|
pass
|
| 308 |
|
|
pass
|
| 309 |
|
|
if len( histList ) > 0:
|
| 310 |
|
|
for ix in range( 1, histDict[ histList[ 0 ] ].GetNbinsX() + 1 ):
|
| 311 |
|
|
for iy in range( 1, histDict[ histList[ 0 ] ].GetNbinsY() + 1 ):
|
| 312 |
|
|
histUp.SetBinContent( ix, iy, math.sqrt( entryDictUp[ ix ][ iy ] ) )
|
| 313 |
|
|
histDn.SetBinContent( ix, iy, math.sqrt( entryDictDn[ ix ][ iy ] ) )
|
| 314 |
|
|
pass
|
| 315 |
|
|
pass
|
| 316 |
|
|
pass
|
| 317 |
|
|
histDict[ "RateRelCombUp" + Type ] = histUp
|
| 318 |
|
|
histDict[ "RateRelCombDn" + Type ] = histDn
|
| 319 |
|
|
pass
|
| 320 |
|
|
|
| 321 |
|
|
def getCombRelAccErr( histDict, Type="", addLumiAndTrig = True, lumiErr=0.045, trigErr=0.063 ):
|
| 322 |
|
|
histList = []
|
| 323 |
|
|
for h in histDict.keys():
|
| 324 |
|
|
if re.search( "AcceptanceRel", h ):
|
| 325 |
|
|
histList.append( h )
|
| 326 |
|
|
pass
|
| 327 |
|
|
pass
|
| 328 |
|
|
histNEvts = histDict[ "Acceptance" + "NLO" + Type ].Clone()
|
| 329 |
|
|
xbins = 0
|
| 330 |
|
|
xmin = 0
|
| 331 |
|
|
xmax = 0
|
| 332 |
|
|
ybins = 0
|
| 333 |
|
|
ymin = 0
|
| 334 |
|
|
ymax = 0
|
| 335 |
|
|
if len( histList ) > 0:
|
| 336 |
|
|
xbins = histDict[ histList[ 0 ] ].GetNbinsX()
|
| 337 |
|
|
ybins = histDict[ histList[ 0 ] ].GetNbinsY()
|
| 338 |
|
|
xmin = histDict[ histList[ 0 ] ].GetXaxis().GetXmin()
|
| 339 |
|
|
ymin = histDict[ histList[ 0 ] ].GetYaxis().GetXmin()
|
| 340 |
|
|
xmax = histDict[ histList[ 0 ] ].GetXaxis().GetXmax()
|
| 341 |
|
|
ymax = histDict[ histList[ 0 ] ].GetYaxis().GetXmax()
|
| 342 |
|
|
pass
|
| 343 |
|
|
histUp = ROOT.TH2F( "RelAccCombUp" + Type, "RelAccCombUp" + Type,
|
| 344 |
|
|
xbins, xmin, xmax, ybins, ymin, ymax )
|
| 345 |
|
|
histDn = ROOT.TH2F( "RelAccCombDn" + Type, "RelAccCombDn" + Type,
|
| 346 |
|
|
xbins, xmin, xmax, ybins, ymin, ymax )
|
| 347 |
|
|
entryDictUp = {}
|
| 348 |
|
|
entryDictDn = {}
|
| 349 |
|
|
for h in histList:
|
| 350 |
|
|
### xbins
|
| 351 |
|
|
for ix in range( 1, histDict[ h ].GetNbinsX() + 1 ):
|
| 352 |
|
|
if not ix in entryDictUp.keys():
|
| 353 |
|
|
entryDictDn[ ix ] = {}
|
| 354 |
|
|
entryDictUp[ ix ] = {}
|
| 355 |
|
|
pass
|
| 356 |
|
|
### y axis
|
| 357 |
|
|
for iy in range( 1, histDict[ h ].GetNbinsY() + 1 ):
|
| 358 |
|
|
if not iy in entryDictUp[ ix ].keys():
|
| 359 |
|
|
entryDictUp[ ix ][ iy ] = 0
|
| 360 |
|
|
entryDictDn[ ix ][ iy ] = 0
|
| 361 |
|
|
pass
|
| 362 |
|
|
if not re.search( "JEC", h ) and not re.search( "TE", h ) \
|
| 363 |
|
|
and not re.search( "NLO", h ):
|
| 364 |
|
|
if not re.search( "Dn", h ):
|
| 365 |
|
|
entryDictUp[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 366 |
|
|
pass
|
| 367 |
|
|
if not re.search( "Up", h ):
|
| 368 |
|
|
entryDictDn[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 369 |
|
|
pass
|
| 370 |
|
|
else:
|
| 371 |
|
|
if not histDict[ h ].GetBinContent( ix, iy ) == 0:
|
| 372 |
|
|
if 1 - histDict[ h ].GetBinContent( ix, iy ) > 0:
|
| 373 |
|
|
#if not re.search( "Dn", h ):
|
| 374 |
|
|
entryDictUp[ ix ][ iy ] += ( 1 - histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 375 |
|
|
pass
|
| 376 |
|
|
#if not re.search( "Up", h ):
|
| 377 |
|
|
if 1 - histDict[ h ].GetBinContent( ix, iy ) < 0:
|
| 378 |
|
|
entryDictDn[ ix ][ iy ] += ( 1 - histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 379 |
|
|
pass
|
| 380 |
|
|
pass
|
| 381 |
|
|
pass
|
| 382 |
|
|
pass
|
| 383 |
|
|
pass
|
| 384 |
|
|
pass
|
| 385 |
|
|
if addLumiAndTrig:
|
| 386 |
|
|
for ix in range( 1, histNEvts.GetNbinsX() + 1 ):
|
| 387 |
|
|
for iy in range( 1, histNEvts.GetNbinsY() + 1 ):
|
| 388 |
|
|
if histNEvts.GetBinContent( ix, iy ) == 0:
|
| 389 |
|
|
continue
|
| 390 |
|
|
entryDictUp[ ix ][ iy ] += lumiErr**2 + trigErr**2
|
| 391 |
|
|
entryDictDn[ ix ][ iy ] += lumiErr**2 + trigErr**2
|
| 392 |
|
|
pass
|
| 393 |
|
|
pass
|
| 394 |
|
|
pass
|
| 395 |
|
|
if len( histList ) > 0:
|
| 396 |
|
|
for ix in range( 1, histDict[ histList[ 0 ] ].GetNbinsX() + 1 ):
|
| 397 |
|
|
for iy in range( 1, histDict[ histList[ 0 ] ].GetNbinsY() + 1 ):
|
| 398 |
|
|
histUp.SetBinContent( ix, iy, math.sqrt( entryDictUp[ ix ][ iy ] ) )
|
| 399 |
|
|
histDn.SetBinContent( ix, iy, math.sqrt( entryDictDn[ ix ][ iy ] ) )
|
| 400 |
|
|
pass
|
| 401 |
|
|
pass
|
| 402 |
|
|
pass
|
| 403 |
|
|
histDict[ "AcceptanceRelCombUp" + Type ] = histUp
|
| 404 |
|
|
histDict[ "AcceptanceRelCombDn" + Type ] = histDn
|
| 405 |
|
|
pass
|
| 406 |
|
|
|
| 407 |
|
|
def getRelRate( histDict, rate1, rate2, Type="" ):
|
| 408 |
|
|
histRate1 = histDict[ "Rate" + rate1 + Type ].Clone()
|
| 409 |
|
|
histRate2 = histDict[ "Rate" + rate2 + Type ].Clone()
|
| 410 |
|
|
histRate1.Divide( histRate2 )
|
| 411 |
|
|
histDict[ "RateRel" + rate1 + Type ] = histRate1
|
| 412 |
|
|
histRate10 = histRate1.Clone()
|
| 413 |
|
|
for ix in range( 1,histRate10.GetNbinsX() + 1 ):
|
| 414 |
|
|
for iy in range( 1,histRate10.GetNbinsY() + 1 ):
|
| 415 |
|
|
if not histRate10.GetBinContent( ix, iy ) == 0:
|
| 416 |
|
|
histRate10.SetBinContent( ix, iy, math.fabs( histRate10.GetBinContent( ix, iy ) - 1 ) )
|
| 417 |
|
|
pass
|
| 418 |
|
|
pass
|
| 419 |
|
|
pass
|
| 420 |
|
|
histDict[ "RateRel0" + rate1 + Type ] = histRate10
|
| 421 |
|
|
pass
|
| 422 |
|
|
|
| 423 |
|
|
def getRelAcc( histDict, acc1, acc2, Type="" ):
|
| 424 |
|
|
histAcc1 = histDict[ "Acceptance" + acc1 + Type ].Clone()
|
| 425 |
|
|
histAcc2 = histDict[ "Acceptance" + acc2 + Type ].Clone()
|
| 426 |
|
|
histAcc1.Divide( histAcc2 )
|
| 427 |
|
|
histDict[ "AcceptanceRel" + acc1 + Type ] = histAcc1
|
| 428 |
|
|
pass
|
| 429 |
|
|
|
| 430 |
|
|
## def getSignalCont( histDict, Type="", backgr="QCD", data=2.9, lumi=4.4 ):
|
| 431 |
|
|
## hist = histDict[ "qcdPred2D" ].Clone()
|
| 432 |
|
|
## if backgr == "QCD" and Type == "Pre":
|
| 433 |
|
|
## hist = histDict[ "qcdPred2DPre" ].Clone()
|
| 434 |
|
|
## elif backgr == "Muon":
|
| 435 |
|
|
## hist = histDict[ "MuonTemplateAnalyzer2D" ].Clone()
|
| 436 |
|
|
## if Type == "Pre":
|
| 437 |
|
|
## hist = histDict[ "MuonTemplateAnalyzer2DPre" ].Clone()
|
| 438 |
|
|
## pass
|
| 439 |
|
|
## pass
|
| 440 |
|
|
## histNEvtsTotal = histDict[ "ScanAnalyzerAllMC" ].Clone()
|
| 441 |
|
|
## hist.Divide( histNEvtsTotal )
|
| 442 |
|
|
## hist.Scale( lumi * 1000 )
|
| 443 |
|
|
## histDict[ "SignalCont" + backgr + Type ] = hist.Clone()
|
| 444 |
|
|
## histRel = hist.Clone()
|
| 445 |
|
|
## histRel.Scale( 1/float(data) )
|
| 446 |
|
|
## histDict[ "SignalCont" + backgr + "Rel" + Type ] = histRel.Clone()
|
| 447 |
|
|
## pass
|
| 448 |
|
|
|
| 449 |
|
|
def getSignalCont( histDict, Type="", backgr="QCD", data=2.9, lumi=4.4 ):
|
| 450 |
|
|
hist = histDict[ "qcdPred2D" ].Clone()
|
| 451 |
|
|
if backgr == "QCD" and Type == "Pre":
|
| 452 |
|
|
hist = histDict[ "qcdPred2DPre" ].Clone()
|
| 453 |
|
|
elif backgr == "Muon":
|
| 454 |
|
|
hist = histDict[ "MuonTemplateAnalyzer2D" ].Clone()
|
| 455 |
|
|
if Type == "Pre":
|
| 456 |
|
|
hist = histDict[ "MuonTemplateAnalyzer2DPre" ].Clone()
|
| 457 |
|
|
pass
|
| 458 |
|
|
pass
|
| 459 |
|
|
histNEvtsTotal = histDict[ "ScanAnalyzerAllMC" ].Clone()
|
| 460 |
|
|
hist.Divide( histNEvtsTotal )
|
| 461 |
|
|
hist.Scale( lumi * 1000 )
|
| 462 |
|
|
histDict[ "SignalCont" + backgr + Type ] = hist.Clone()
|
| 463 |
|
|
histRel = hist.Clone()
|
| 464 |
|
|
#histRel.Scale( 1/float(data) )
|
| 465 |
|
|
histNEvtsNLO = histDict[ "ScanAnalyzer" + Type + "NLO" ].Clone()
|
| 466 |
|
|
histRel.Divide( histNEvtsNLO )
|
| 467 |
|
|
histDict[ "SignalCont" + backgr + "Rel" + Type ] = histRel.Clone()
|
| 468 |
|
|
pass
|
| 469 |
|
|
|
| 470 |
|
|
|
| 471 |
|
|
def getAccHist( histDict, appendix, Type="", otherApp=None ):
|
| 472 |
|
|
hist = histDict[ "ScanAnalyzer" + appendix ].Clone()
|
| 473 |
|
|
if Type == "Pre":
|
| 474 |
|
|
hist = histDict[ "ScanAnalyzerPre" + appendix ].Clone()
|
| 475 |
|
|
pass
|
| 476 |
|
|
if otherApp == None:
|
| 477 |
|
|
hist.Divide( histDict[ "ScanAnalyzerAll" + appendix ] )
|
| 478 |
|
|
else:
|
| 479 |
|
|
hist.Divide( histDict[ "ScanAnalyzerAll" + otherApp ] )
|
| 480 |
|
|
pass
|
| 481 |
|
|
histDict[ "Acceptance" + appendix + Type ] = hist
|
| 482 |
|
|
pass
|
| 483 |
|
|
|
| 484 |
|
|
def getRateHist( histDict, appendix, Type="", lumi=4.4 ):
|
| 485 |
|
|
hist = histDict[ "ScanAnalyzer" + Type + appendix ].Clone()
|
| 486 |
|
|
#### NLO hist is weighted to pb
|
| 487 |
|
|
#### *1000 ===> fb
|
| 488 |
|
|
#### / nEvtsTotal
|
| 489 |
|
|
histNEvtsTotal = histDict[ "ScanAnalyzerAllMC" ].Clone()
|
| 490 |
|
|
hist.Divide( histNEvtsTotal )
|
| 491 |
|
|
hist.Scale( lumi * 1000 )
|
| 492 |
|
|
histDict[ "Rate"+ appendix + Type ] = hist
|
| 493 |
|
|
pass
|
| 494 |
|
|
|
| 495 |
|
|
def drawRelErr( histDict,
|
| 496 |
|
|
app,
|
| 497 |
|
|
Type="",
|
| 498 |
|
|
xTitle="m_{0} [GeV]",
|
| 499 |
|
|
yTitle="m_{1/2} [GeV]",
|
| 500 |
|
|
title="" ):
|
| 501 |
|
|
cDict = {}
|
| 502 |
|
|
if app in [ "MuonIsoUp", "MuonIsoDn", "ElecIsoUp", "ElecIsoDn", "CombUp", "CombDn", "PDFUp", "PDFDn", "CombTheoUp", "CombTheoDn" ]:
|
| 503 |
|
|
Style.setHistStyle( histDict[ "RateRel" + app + Type ],
|
| 504 |
|
|
xTitle=xTitle,
|
| 505 |
|
|
yTitle=yTitle,
|
| 506 |
|
|
title=title )
|
| 507 |
|
|
else:
|
| 508 |
|
|
Style.setHistStyle( histDict[ "RateRel0" + app + Type ],
|
| 509 |
|
|
xTitle=xTitle,
|
| 510 |
|
|
yTitle=yTitle,
|
| 511 |
|
|
title=title )
|
| 512 |
|
|
#Style.setHistStyle( histDict[ "AcceptanceRel" + app + Type ],
|
| 513 |
|
|
# xTitle=xTitle,
|
| 514 |
|
|
# yTitle=yTitle,
|
| 515 |
|
|
# title=title )
|
| 516 |
|
|
## take your canvas bags ...
|
| 517 |
|
|
cDict[ "RateRel" + app + Type ] = ROOT.TCanvas( "RateRel" + app + Type,
|
| 518 |
|
|
"RateRel" + app + Type )
|
| 519 |
|
|
cDict[ "RateRel" + app + Type ].cd()
|
| 520 |
|
|
if app in [ "MuonIsoUp", "MuonIsoDn", "ElecIsoUp", "ElecIsoDn", "CombUp", "CombDn", "PDFUp", "PDFDn", "CombTheoUp", "CombTheoDn" ]:
|
| 521 |
|
|
histDict[ "RateRel" + app + Type ].Draw( "COLZ" )
|
| 522 |
|
|
else:
|
| 523 |
|
|
histDict[ "RateRel0" + app + Type ].Draw( "COLZ" )
|
| 524 |
|
|
|
| 525 |
|
|
#cDict[ "AcceptanceRel" + app + Type ] = ROOT.TCanvas( "AcceptanceRel" + app + Type,
|
| 526 |
|
|
# "AcceptanceRel" + app + Type )
|
| 527 |
|
|
#cDict[ "AcceptanceRel" + app + Type ].cd()
|
| 528 |
|
|
#histDict[ "AcceptanceRel" + app + Type ].Draw( "COLZ" )
|
| 529 |
|
|
|
| 530 |
|
|
return cDict
|
| 531 |
|
|
|
| 532 |
|
|
def drawSignalCont( histDict,
|
| 533 |
|
|
Type="",
|
| 534 |
|
|
backgr="QCD",
|
| 535 |
|
|
xTitle="m_{0} [GeV]",
|
| 536 |
|
|
yTitle="m_{1/2} [GeV]",
|
| 537 |
|
|
title="" ):
|
| 538 |
|
|
cDict = {}
|
| 539 |
|
|
Style.setHistStyle( histDict[ "SignalCont" + backgr + Type ],
|
| 540 |
|
|
xTitle=xTitle,
|
| 541 |
|
|
yTitle=yTitle,
|
| 542 |
|
|
title=title )
|
| 543 |
|
|
Style.setHistStyle( histDict[ "SignalCont" + backgr + "Rel" + Type ],
|
| 544 |
|
|
xTitle=xTitle,
|
| 545 |
|
|
yTitle=yTitle,
|
| 546 |
|
|
title=title )
|
| 547 |
|
|
### take your canvas bags ...
|
| 548 |
|
|
cDict[ "SignalCont" + backgr + Type ] = ROOT.TCanvas( "SignalCont" + backgr + Type,
|
| 549 |
|
|
"SignalCont" + backgr + Type )
|
| 550 |
|
|
cDict[ "SignalCont" + backgr + Type ].cd()
|
| 551 |
|
|
histDict[ "SignalCont" + backgr + Type ].GetZaxis().SetRangeUser( 10**-5, 10**2 )
|
| 552 |
|
|
histDict[ "SignalCont" + backgr + Type ].Draw( "COLZ" )
|
| 553 |
|
|
ROOT.gPad.SetLogz()
|
| 554 |
|
|
|
| 555 |
|
|
cDict[ "SignalCont" + backgr + "Rel" + Type ] = ROOT.TCanvas( "SignalCont" + backgr + "Rel" + Type,
|
| 556 |
|
|
"SignalCont" + backgr + "Rel" + Type )
|
| 557 |
|
|
cDict[ "SignalCont" + backgr + "Rel" + Type ].cd()
|
| 558 |
|
|
histDict[ "SignalCont" + backgr+ "Rel" + Type ].GetZaxis().SetRangeUser( 10**-3, 1 )
|
| 559 |
|
|
histDict[ "SignalCont" + backgr + "Rel" + Type ].Draw( "COLZ" )
|
| 560 |
|
|
ROOT.gPad.SetLogz()
|
| 561 |
|
|
|
| 562 |
|
|
return cDict
|
| 563 |
|
|
|
| 564 |
|
|
def drawStandard( histDict, Type="", xTitle="m_{0} [GeV]", yTitle="m_{1/2} [GeV]", title="" ):
|
| 565 |
|
|
cDict = {}
|
| 566 |
|
|
Style.setHistStyle( histDict[ "Rate" + "NLO" + Type ],
|
| 567 |
|
|
xTitle=xTitle,
|
| 568 |
|
|
yTitle=yTitle,
|
| 569 |
|
|
title=title )
|
| 570 |
|
|
Style.setHistStyle( histDict[ "Acceptance" + "NLO" + Type ],
|
| 571 |
|
|
xTitle=xTitle,
|
| 572 |
|
|
yTitle=yTitle,
|
| 573 |
|
|
title=title )
|
| 574 |
|
|
### take your canvas bags ...
|
| 575 |
|
|
cDict[ "Rate" + "NLO" + Type ] = ROOT.TCanvas( "Rate" + Type + "NLO" , "Rate" + Type + "NLO" )
|
| 576 |
|
|
cDict[ "Rate" + "NLO" + Type ].cd()
|
| 577 |
|
|
histDict[ "Rate" + "NLO" + Type ].GetZaxis().SetRangeUser( 10**-4, 4*10**2 )
|
| 578 |
|
|
histDict[ "Rate" + "NLO" + Type ].Draw( "COLZ" )
|
| 579 |
|
|
ROOT.gPad.SetLogz()
|
| 580 |
|
|
|
| 581 |
|
|
cDict[ "Acc" + "NLO" + Type ] = ROOT.TCanvas( "Acc" + Type + "NLO" , "Acc" + Type + "NLO" )
|
| 582 |
|
|
cDict[ "Acc" + "NLO" + Type ].cd()
|
| 583 |
|
|
histDict[ "Acceptance" + "NLO" + Type ].Draw( "COLZ" )
|
| 584 |
|
|
ROOT.gPad.SetLogz()
|
| 585 |
|
|
|
| 586 |
|
|
return cDict
|
| 587 |
|
|
|
| 588 |
|
|
def drawMC( histDict, xTitle="m_{0} [GeV]", yTitle="m_{1/2} [GeV]", title="" ):
|
| 589 |
|
|
cDict = {}
|
| 590 |
|
|
Style.setHistStyle( histDict[ "ScanAnalyzerAllMC" ],
|
| 591 |
|
|
xTitle=xTitle,
|
| 592 |
|
|
yTitle=yTitle,
|
| 593 |
|
|
title=title )
|
| 594 |
|
|
Style.setHistStyle( histDict[ "ScanAnalyzerPreMC" ],
|
| 595 |
|
|
xTitle=xTitle,
|
| 596 |
|
|
yTitle=yTitle,
|
| 597 |
|
|
title=title )
|
| 598 |
|
|
Style.setHistStyle( histDict[ "ScanAnalyzerMC" ],
|
| 599 |
|
|
xTitle=xTitle,
|
| 600 |
|
|
yTitle=yTitle,
|
| 601 |
|
|
title=title )
|
| 602 |
|
|
### take your canvas bags ...
|
| 603 |
|
|
cDict[ "MCAll" ] = ROOT.TCanvas( "MCAll" , "MCAll" )
|
| 604 |
|
|
cDict[ "MCAll" ].cd()
|
| 605 |
|
|
histDict[ "ScanAnalyzerAllMC" ].Draw( "COLZ" )
|
| 606 |
|
|
|
| 607 |
|
|
cDict[ "MCPre" ] = ROOT.TCanvas( "MCPre" , "MCPre" )
|
| 608 |
|
|
cDict[ "MCPre" ].cd()
|
| 609 |
|
|
histDict[ "ScanAnalyzerPreMC" ].GetZaxis().SetRangeUser( 10**0, 6*10**2 )
|
| 610 |
|
|
histDict[ "ScanAnalyzerPreMC" ].Draw( "COLZ" )
|
| 611 |
|
|
ROOT.gPad.SetLogz()
|
| 612 |
|
|
|
| 613 |
|
|
cDict[ "MC" ] = ROOT.TCanvas( "MC" , "MC" )
|
| 614 |
|
|
cDict[ "MC" ].cd()
|
| 615 |
|
|
histDict[ "ScanAnalyzerMC" ].GetZaxis().SetRangeUser( 10**0, 4*10**2 )
|
| 616 |
|
|
histDict[ "ScanAnalyzerMC" ].Draw( "COLZ" )
|
| 617 |
|
|
ROOT.gPad.SetLogz()
|
| 618 |
|
|
|
| 619 |
|
|
return cDict
|
| 620 |
|
|
|
