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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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if __name__ == "__main__":
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Def.SetGlobalStyles()
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#lumi = 180.
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lumi = 1000.
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#lumi = 5000.
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saveName = "plots/cutFlow_MHT_PreSelHT600_Bench_1fb"
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saveToPS = False
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saveToEPS = False
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sampleList = []
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sampleList.append( "LM13" )
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#sampleList.append( "330_340" )
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#sampleList.append( "330_390" )
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##sampleList.append( "LM8" )
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##sampleList.append( "LM7" )
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#sampleList.append( "GMSBc" )
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#sampleList.append( "LM3" )
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#sampleList.append( "LM9" )
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#sampleList.append( "LM12" )
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sampleList.append( "TTbar" )
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sampleList.append( "GVJets" )
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#sampleList.append( "WWJets" )
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sampleList.append( "Zinv" )
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#sampleList.append( "ZJets" )
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sampleList.append( "WJets" )
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sampleList.append( "QCDFlat" )
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fileDir = "/scratch/hh/lustre/cms/user/nowaf/2011Data/VersionII/Plots/RealTauEst/"
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#bDir = "/scratch/hh/lustre/cms/user/nowaf/2011Data/VersionI/mSugraScanTan50_TaNC_cuts/"
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add = ""
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#add = "_tightID"
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fileDict = {}
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fileDict[ "Multijet" ] = fileDir + "QCDFlat_TaNC_cuts" + add + ".root"
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fileDict[ "W+Jets" ] = fileDir + "WJets_TaNC_cuts" + add + ".root"
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fileDict[ "Z+Jets" ] = fileDir + "ZJets_TaNC_cuts" + add + ".root"
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fileDict[ "Zinv" ] = fileDir + "Zinv_TaNC_cuts" + add + ".root"
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fileDict[ "VV+Jets" ] = fileDir + "VVJets_TaNC_cuts" + add + ".root"
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fileDict[ "GV+Jets" ] = fileDir + "GVJets_TaNC_cuts" + add + ".root"
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fileDict[ "TTbar" ] = fileDir + "TTbar_TaNC_cuts" + add + ".root"
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fileDict[ "LM13" ] = fileDir + "LM13_TaNC_cuts" + add + ".root"
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fileDict[ "LM7" ] = fileDir + "LM7_TaNC_cuts" + add + ".root"
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fileDict[ "LM8" ] = fileDir + "LM8_TaNC_cuts" + add + ".root"
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fileDict[ "GMSBc" ] = fileDir + "GMSBc_TaNC_cuts" + add + ".root"
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fileDict[ "LM3" ] = fileDir + "LM3_TaNC_cuts" + add + ".root"
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fileDict[ "LM9" ] = fileDir + "LM9_TaNC_cuts" + add + ".root"
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fileDict[ "LM12" ] = fileDir + "LM12_TaNC_cuts" + add + ".root"
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fileDict[ "330_340" ] = fileDir + "PhysicsProcesses_mSUGRA_tanbeta50v038xjob_66_RA2SelectionTau.root"
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fileDict[ "330_390" ] = fileDir + "PhysicsProcesses_mSUGRA_tanbeta50v038xjob_405_RA2SelectionTau.root"
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#dir = "finalPlotTauPreSelection/"
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dir = "finalPlotTau/"
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#histList = []
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#histList.append( "MHTMHT" )
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#hist = "MHTMHT"
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hist = "HTHT"
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colorDict = {}
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colorDict[ "QCDFlat" ] = ROOT.kYellow + 3
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colorDict[ "TTbar" ] = ROOT.kRed + 3
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colorDict[ "GVJets" ] = ROOT.kRed
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colorDict[ "ZJets" ] = ROOT.kOrange
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colorDict[ "Zinv" ] = ROOT.kOrange - 3
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colorDict[ "VVJets" ] = ROOT.kOrange + 7
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colorDict[ "WJets" ] = ROOT.kYellow + 2
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colorDict[ "LM13" ] = ROOT.kBlue
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colorDict[ "LM7" ] = ROOT.kBlue - 7
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colorDict[ "LM8" ] = ROOT.kAzure + 10
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colorDict[ "GMSBc" ] = ROOT.kCyan + 2
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colorDict[ "LM3" ] = ROOT.kViolet + 1
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colorDict[ "LM9" ] = ROOT.kViolet - 6
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colorDict[ "LM12" ] = ROOT.kTeal - 1
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colorDict[ "330_340" ] = ROOT.kTeal - 6
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colorDict[ "330_390" ] = ROOT.kTeal + 5
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statusDict = {}
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statusDict[ "QCDFlat" ] = "BG"
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#statusDict[ "Multijet" ] = "Signal"
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statusDict[ "TTbar" ] = "BG"
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statusDict[ "GV+Jets" ] = "BG"
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statusDict[ "Z+Jets" ] = "BG"
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statusDict[ "Zinv" ] = "BG"
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statusDict[ "VV+Jets" ] = "BG"
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statusDict[ "W+Jets" ] = "BG"
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statusDict[ "LM13" ] = "Signal"
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statusDict[ "LM7" ] = "Signal"
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statusDict[ "LM8" ] = "Signal"
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statusDict[ "GMSBc" ] = "Signal"
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statusDict[ "LM3" ] = "Signal"
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statusDict[ "LM9" ] = "Signal"
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statusDict[ "LM12" ] = "Signal"
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statusDict[ "330_340" ] = "Signal"
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statusDict[ "330_390" ] = "Signal"
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scalingFactors = {}
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if add == "":
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scalingFactors[ "QCDFlat" ] = lumi/1000.
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scalingFactors[ "ZJets" ] = lumi * 3048/( 36277961 *1. )
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##print "Warning: Wrong scaling Factor for: VVJets"
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scalingFactors[ "VVJets" ] = lumi/100.
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scalingFactors[ "WWJets" ] = lumi * 43. / ( 1197558. * 1. )
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#scalingFactors[ "WJets" ] = lumi * 31300. / ( 81352581 )
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scalingFactors[ "WJets" ] = lumi * 31300. / ( 81352581 )
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scalingFactors[ "TTbar" ] = lumi * 165 / ( 3701947. * 1. )
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scalingFactors[ "GVJets" ] = lumi * 173 / ( 1067879. * 1. )
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##print "Warning: Wrong scaling Factor for: Zinv"
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scalingFactors[ "Zinv" ] = lumi * 32.92 / ( 3067017. )
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scalingFactors[ "Data" ] = 1.
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scalingFactors[ "LM13" ] = lumi * 6.899 / ( 77000. * 1. )
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scalingFactors[ "LM3" ] = lumi * 3.438 / ( 36475. * 1. )
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scalingFactors[ "LM8" ] = lumi * 0.73 / ( 10595. * 1. )
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pass
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initialEvts = {}
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initialEvts[ "LM13" ] = 8.83 * lumi
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initialEvts[ "LM7" ] = 1.51 * lumi
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initialEvts[ "LM8" ] = 0.83 * lumi
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initialEvts[ "GMSBc" ] = 0.33 * lumi
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initialEvts[ "LM3" ] = 4.63 * lumi
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initialEvts[ "LM9" ] = 7.93 * lumi
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initialEvts[ "LM12" ] = 4.39 * lumi
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initialEvts[ "TTbar" ] = 165.22 * lumi
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initialEvts[ "GV+Jets" ] = 172.45 * lumi
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initialEvts[ "VV+Jets" ] = 41.31 * lumi
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initialEvts[ "Zinv" ] = 5753.01 * lumi
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initialEvts[ "Z+Jets" ] = 2589.56 * lumi
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initialEvts[ "W+Jets" ] = 31178.42 * lumi
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initialEvts[ "Multijet" ] = 801107074.66 * lumi
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initialEvts[ "330_340" ] = 0.5 * lumi
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initialEvts[ "330_390" ] = 0.2 * lumi
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#######################################################################
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histDict = {}
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histDict[ "Signal" ] = {}
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histDict[ "BG" ] = {}
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for sample in sampleList:
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rootfile = ROOT.TFile.Open( fileDict[ sample ] )
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print sample, " scalingFactor=", scalingFactors[ sample ]
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if statusDict[ sample ] == "Signal":
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histDict[ "Signal" ][ sample ] = rootfile.Get( dir + hist )
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histDict[ "Signal" ][ sample ].SetDirectory( 0 )
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histDict[ "Signal" ][ sample ].Scale( scalingFactors[ sample ] )
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pass
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else:
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histDict[ "BG" ][ sample ] = rootfile.Get( dir + hist )
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histDict[ "BG" ][ sample ].SetDirectory( 0 )
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histDict[ "BG" ][ sample ].Scale( scalingFactors[ sample ] )
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pass
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pass
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sb = Style.SB( histDict[ "Signal" ], histDict[ "BG" ] )
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eyDict = sb.flowYields
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for sample in sampleList:
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print sample, ": ", round( eyDict[ sample ][ 1 ],2 )
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pass
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print "Background: ", round( eyDict[ "BG" ][ 1 ],2 )
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newHistDict = {}
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newHistDict[ "nEvts" ] = {}
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newHistDict[ "eff" ] = {}
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newHistDict[ "sb" ] = {}
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newHistDict[ "ssqb" ] = {}
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newHistDict[ "ssb" ] = {}
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newHistDict[ "ssqsb" ] = {}
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for sample in sampleList:
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newHistDict[ "nEvts" ][ sample ] = ROOT.TH1F( "nEvts" + sample, "nEvts" + sample, \
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histDict[ "BG" ][ "Multijet" ].GetNbinsX(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmin(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmax() )
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newHistDict[ "eff" ][ sample ] = ROOT.TH1F( "eff" + sample, "eff" + sample, \
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histDict[ "BG" ][ "Multijet" ].GetNbinsX(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmin(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmax() )
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newHistDict[ "sb" ][ sample ] = ROOT.TH1F( "S/B" + sample, "S/B" + sample, \
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histDict[ "BG" ][ "Multijet" ].GetNbinsX(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmin(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmax() )
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newHistDict[ "ssqb" ][ sample ] = ROOT.TH1F( "S/sqrt(B)" + sample, "S/sqrt(B)" + sample, \
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histDict[ "BG" ][ "Multijet" ].GetNbinsX(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmin(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmax() )
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newHistDict[ "ssb" ][ sample ] = ROOT.TH1F( "S/(S+B)" + sample, "S/(S+B)" + sample, \
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histDict[ "BG" ][ "Multijet" ].GetNbinsX(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmin(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmax() )
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newHistDict[ "ssqsb" ][ sample ] = ROOT.TH1F( "S/sqrt(S+B)" + sample, "S/sqrt(S+B)" + sample, \
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histDict[ "BG" ][ "Multijet" ].GetNbinsX(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmin(),\
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histDict[ "BG" ][ "Multijet" ].GetXaxis().GetXmax() )
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newHistDict[ "nEvts" ][ sample ].SetDirectory( 0 )
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newHistDict[ "eff" ][ sample ].SetDirectory( 0 )
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newHistDict[ "sb" ][ sample ].SetDirectory( 0 )
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newHistDict[ "ssqb" ][ sample ].SetDirectory( 0 )
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newHistDict[ "ssb" ][ sample ].SetDirectory( 0 )
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newHistDict[ "ssqsb" ][ sample ].SetDirectory( 0 )
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### use signal style for all hists
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Style.setHistStyle( newHistDict[ "nEvts" ][ sample ], "Signal", colorDict[ sample ], \
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title = "", xTitle="cut at " + hist, yTitle="number of events" )
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Style.setHistStyle( newHistDict[ "eff" ][ sample ], "Signal", colorDict[ sample ], \
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title = "", xTitle="cut at " + hist, yTitle="efficiency" )
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Style.setHistStyle( newHistDict[ "sb" ][ sample ], "Signal", colorDict[ sample ], \
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title = "", xTitle="cut at " + hist, yTitle="S/B" )
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Style.setHistStyle( newHistDict[ "ssqb" ][ sample ], "Signal", colorDict[ sample ], \
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title = "", xTitle="cut at " + hist, yTitle="S/sqrt(B)" )
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Style.setHistStyle( newHistDict[ "ssb" ][ sample ], "Signal", colorDict[ sample ], \
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title = "", xTitle="cut at " + hist, yTitle="S/(S+B)" )
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Style.setHistStyle( newHistDict[ "ssqsb" ][ sample ], "Signal", colorDict[ sample ], \
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title = "", xTitle="cut at " + hist, yTitle="S/sqrt(S+B)" )
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for bin in range( 1, histDict[ "BG" ][ "Multijet" ].GetNbinsX() + 1 ):
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newHistDict[ "nEvts" ][ sample ].SetBinContent( bin, eyDict[ sample ][ bin ] )
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if initialEvts[ sample ] > 0:
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newHistDict[ "eff" ][ sample ].SetBinContent( bin, eyDict[ sample ][ bin ]/ initialEvts[ sample ] )
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pass
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if eyDict[ "BG" ][ bin ] > 0:
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newHistDict[ "sb" ][ sample ].SetBinContent( bin, eyDict[ sample ][ bin ]/ eyDict[ "BG" ][ bin ] )
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newHistDict[ "ssqb" ][ sample ].SetBinContent( bin, eyDict[ sample ][ bin ]/ \
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math.sqrt( eyDict[ "BG" ][ bin ] ) )
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pass
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| 240 |
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if eyDict[ sample ][ bin ] + eyDict[ "BG" ][ bin ] > 0:
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| 241 |
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newHistDict[ "ssqsb" ][ sample ].SetBinContent( bin, eyDict[ sample ][ bin ]/ \
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| 242 |
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math.sqrt( eyDict[ sample ][ bin ] + \
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| 243 |
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eyDict[ "BG" ][ bin ] ) )
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| 244 |
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newHistDict[ "ssb" ][ sample ].SetBinContent( bin, eyDict[ sample ][ bin ]/ \
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| 245 |
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( eyDict[ sample ][ bin ] + eyDict[ "BG" ][ bin ] ) )
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| 246 |
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pass
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| 247 |
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pass
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| 248 |
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| 249 |
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cDict = {}
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| 250 |
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cDict[ "nEvts_Sig" ] = ROOT.TCanvas( "nEvts_Sig", "nEvts_Sig" )
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| 251 |
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cDict[ "nEvts_BG" ] = ROOT.TCanvas( "nEvts_BG", "nEvts_BG" )
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| 252 |
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cDict[ "eff_Sig" ] = ROOT.TCanvas( "eff_Sig", "eff_Sig" )
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| 253 |
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cDict[ "eff_BG" ] = ROOT.TCanvas( "eff_BG", "eff_BG" )
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| 254 |
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| 255 |
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cDict[ "sb" ] = ROOT.TCanvas( "sb", "sb" )
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| 256 |
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cDict[ "ssqb" ] = ROOT.TCanvas( "ssqb", "ssqb" )
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| 257 |
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cDict[ "ssb" ] = ROOT.TCanvas( "ssb", "ssb" )
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| 258 |
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cDict[ "ssqsb" ] = ROOT.TCanvas( "ssqsb", "ssqsb" )
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| 259 |
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| 260 |
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legDict = {}
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| 261 |
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| 262 |
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option = ""
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| 263 |
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cDict[ "nEvts_Sig" ].cd()
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| 264 |
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sigList = []
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| 265 |
|
|
for sample in sampleList:
|
| 266 |
|
|
if statusDict[ sample ] == "Signal":
|
| 267 |
|
|
sigList.append( sample )
|
| 268 |
|
|
newHistDict[ "nEvts" ][ sample ].Draw( option )
|
| 269 |
|
|
option = "same"
|
| 270 |
|
|
pass
|
| 271 |
|
|
pass
|
| 272 |
|
|
legDict[ "nEvts" ] = Style.makeLegend( "nEvts" , newHistDict, sigList, statusDict, "ur" )
|
| 273 |
|
|
legDict[ "nEvts" ].Draw( "same" )
|
| 274 |
|
|
|
| 275 |
|
|
ROOT.gPad.SetLogy()
|
| 276 |
|
|
cDict[ "nEvts_Sig" ].Update()
|
| 277 |
|
|
|
| 278 |
|
|
cDict[ "nEvts_BG" ].cd()
|
| 279 |
|
|
bgList = []
|
| 280 |
|
|
option = ""
|
| 281 |
|
|
for sample in sampleList:
|
| 282 |
|
|
if statusDict[ sample ] == "BG":
|
| 283 |
|
|
bgList.append( sample )
|
| 284 |
|
|
newHistDict[ "nEvts" ][ sample ].Draw( option )
|
| 285 |
|
|
newHistDict[ "nEvts" ][ sample ].SetMinimum( 10**-1 )
|
| 286 |
|
|
newHistDict[ "nEvts" ][ sample ].SetMaximum( 2*10**2 )
|
| 287 |
|
|
option = "same"
|
| 288 |
|
|
pass
|
| 289 |
|
|
pass
|
| 290 |
|
|
legDict[ "nEvts_BG" ] = Style.makeLegend( "nEvts" , newHistDict, bgList, position="ur" )
|
| 291 |
|
|
legDict[ "nEvts_BG" ].Draw( "same" )
|
| 292 |
|
|
|
| 293 |
|
|
ROOT.gPad.SetLogy()
|
| 294 |
|
|
cDict[ "nEvts_BG" ].Update()
|
| 295 |
|
|
|
| 296 |
|
|
option = ""
|
| 297 |
|
|
cDict[ "eff_Sig" ].cd()
|
| 298 |
|
|
for sample in sampleList:
|
| 299 |
|
|
if statusDict[ sample ] == "Signal":
|
| 300 |
|
|
newHistDict[ "eff" ][ sample ].Draw( option )
|
| 301 |
|
|
option = "same"
|
| 302 |
|
|
pass
|
| 303 |
|
|
pass
|
| 304 |
|
|
legDict[ "eff" ] = Style.makeLegend( "eff" , newHistDict, sigList, statusDict, "ur" )
|
| 305 |
|
|
legDict[ "eff" ].Draw( "same" )
|
| 306 |
|
|
|
| 307 |
|
|
ROOT.gPad.SetLogy()
|
| 308 |
|
|
cDict[ "eff_Sig" ].Update()
|
| 309 |
|
|
|
| 310 |
|
|
cDict[ "eff_BG" ].cd()
|
| 311 |
|
|
option = ""
|
| 312 |
|
|
for sample in sampleList:
|
| 313 |
|
|
if statusDict[ sample ] == "BG":
|
| 314 |
|
|
newHistDict[ "eff" ][ sample ].Draw( option )
|
| 315 |
|
|
newHistDict[ "eff" ][ sample ].SetMinimum( 10**-11 )
|
| 316 |
|
|
newHistDict[ "eff" ][ sample ].SetMaximum( 10**-2 )
|
| 317 |
|
|
option = "same"
|
| 318 |
|
|
pass
|
| 319 |
|
|
pass
|
| 320 |
|
|
legDict[ "eff_BG" ] = Style.makeLegend( "eff" , newHistDict, bgList, position="ur" )
|
| 321 |
|
|
legDict[ "eff_BG" ].Draw( "same" )
|
| 322 |
|
|
|
| 323 |
|
|
ROOT.gPad.SetLogy()
|
| 324 |
|
|
cDict[ "eff_BG" ].Update()
|
| 325 |
|
|
|
| 326 |
|
|
|
| 327 |
|
|
cDict[ "sb" ].cd()
|
| 328 |
|
|
option = ""
|
| 329 |
|
|
for sample in sampleList:
|
| 330 |
|
|
if statusDict[ sample ] == "Signal":
|
| 331 |
|
|
newHistDict[ "sb" ][ sample ].Draw( option )
|
| 332 |
|
|
newHistDict[ "sb" ][ sample ].SetMinimum( 10**-2 )
|
| 333 |
|
|
#newHistDict[ "eff" ][ sample ].SetMaximum( 10**-2 )
|
| 334 |
|
|
option = "same"
|
| 335 |
|
|
pass
|
| 336 |
|
|
pass
|
| 337 |
|
|
legDict[ "sb" ] = Style.makeLegend( "sb" , newHistDict, sigList, position="ur" )
|
| 338 |
|
|
legDict[ "sb" ].Draw( "same" )
|
| 339 |
|
|
|
| 340 |
|
|
ROOT.gPad.SetLogy()
|
| 341 |
|
|
cDict[ "sb" ].Update()
|
| 342 |
|
|
|
| 343 |
|
|
|
| 344 |
|
|
cDict[ "ssqb" ].cd()
|
| 345 |
|
|
option = ""
|
| 346 |
|
|
for sample in sampleList:
|
| 347 |
|
|
if statusDict[ sample ] == "Signal":
|
| 348 |
|
|
newHistDict[ "ssqb" ][ sample ].Draw( option )
|
| 349 |
|
|
newHistDict[ "ssqb" ][ sample ].SetMinimum( 10**-2 )
|
| 350 |
|
|
#newHistDict[ "eff" ][ sample ].SetMaximum( 10**-2 )
|
| 351 |
|
|
option = "same"
|
| 352 |
|
|
pass
|
| 353 |
|
|
pass
|
| 354 |
|
|
legDict[ "ssqb" ] = Style.makeLegend( "ssqb" , newHistDict, sigList, position="ur" )
|
| 355 |
|
|
legDict[ "ssqb" ].Draw( "same" )
|
| 356 |
|
|
|
| 357 |
|
|
ROOT.gPad.SetLogy()
|
| 358 |
|
|
cDict[ "ssqb" ].Update()
|
| 359 |
|
|
|
| 360 |
|
|
cDict[ "ssb" ].cd()
|
| 361 |
|
|
option = ""
|
| 362 |
|
|
for sample in sampleList:
|
| 363 |
|
|
if statusDict[ sample ] == "Signal":
|
| 364 |
|
|
newHistDict[ "ssb" ][ sample ].Draw( option )
|
| 365 |
|
|
newHistDict[ "ssb" ][ sample ].SetMinimum( 10**-2 )
|
| 366 |
|
|
#newHistDict[ "eff" ][ sample ].SetMaximum( 10**-2 )
|
| 367 |
|
|
option = "same"
|
| 368 |
|
|
pass
|
| 369 |
|
|
pass
|
| 370 |
|
|
legDict[ "ssb" ] = Style.makeLegend( "ssb" , newHistDict, sigList, position="ur" )
|
| 371 |
|
|
legDict[ "ssb" ].Draw( "same" )
|
| 372 |
|
|
|
| 373 |
|
|
ROOT.gPad.SetLogy()
|
| 374 |
|
|
cDict[ "ssb" ].Update()
|
| 375 |
|
|
|
| 376 |
|
|
|
| 377 |
|
|
cDict[ "ssqsb" ].cd()
|
| 378 |
|
|
option = ""
|
| 379 |
|
|
for sample in sampleList:
|
| 380 |
|
|
if statusDict[ sample ] == "Signal":
|
| 381 |
|
|
newHistDict[ "ssqsb" ][ sample ].Draw( option )
|
| 382 |
|
|
newHistDict[ "ssqsb" ][ sample ].SetMinimum( 10**-2 )
|
| 383 |
|
|
#newHistDict[ "eff" ][ sample ].SetMaximum( 10**-2 )
|
| 384 |
|
|
option = "same"
|
| 385 |
|
|
pass
|
| 386 |
|
|
pass
|
| 387 |
|
|
legDict[ "ssqsb" ] = Style.makeLegend( "ssqsb" , newHistDict, sigList, position="ur" )
|
| 388 |
|
|
legDict[ "ssqsb" ].Draw( "same" )
|
| 389 |
|
|
|
| 390 |
|
|
ROOT.gPad.SetLogy()
|
| 391 |
|
|
cDict[ "ssqsb" ].Update()
|
| 392 |
|
|
|
| 393 |
|
|
if saveToPS:
|
| 394 |
|
|
Style.saveToPS( saveName, cDict, [ "nEvts_Sig", "nEvts_BG", "eff_Sig", "eff_BG", "sb", "ssqb", "ssb", "ssqsb" ] )
|
| 395 |
|
|
if saveToEPS:
|
| 396 |
|
|
Style.saveToEPS( saveName, cDict )
|
| 397 |
|
|
pass
|
| 398 |
|
|
|
| 399 |
|
|
Def.DontQuit()
|
| 400 |
|
|
|
| 401 |
|
|
pass
|
| 402 |
|
|
|
| 403 |
|
|
|
| 404 |
|
|
|
| 405 |
|
|
|
| 406 |
|
|
|
| 407 |
|
|
|
