Exemplo n.º 1
0
def StackPlot(var = 'mt2', xtit = 'm_{T2} (GeV)'):
  pr = [ 'ttZ', 'tW', 'Othernonprompt', 'tWnonprompt', 'Semileptonictt', 'ttDilepNonprompt', 'ttnongaus', 'ttgaus', 'tt']
  if isinstance(year, str):
    if chan=='all':
      hm     = HistoManager(pr, syst, path=GetOutPath(2016, region, 'emu'  , ms, ml), signalList = 'stop'); hm    .ReadHistosFromFile(var)
      hm17   = HistoManager(pr, syst, path=GetOutPath(2017, region, 'emu'  , ms, ml), signalList = 'stop'); hm17  .ReadHistosFromFile(var)
      hm18   = HistoManager(pr, syst, path=GetOutPath(2018, region, 'emu'  , ms, ml), signalList = 'stop'); hm18  .ReadHistosFromFile(var)
      hmee   = HistoManager(pr, syst, path=GetOutPath(2016, region, 'ee'   , ms, ml), signalList = 'stop'); hmee  .ReadHistosFromFile(var)
      hm17ee = HistoManager(pr, syst, path=GetOutPath(2017, region, 'ee'   , ms, ml), signalList = 'stop'); hm17ee.ReadHistosFromFile(var)
      hm18ee = HistoManager(pr, syst, path=GetOutPath(2018, region, 'ee'   , ms, ml), signalList = 'stop'); hm18ee.ReadHistosFromFile(var)
      hmmm   = HistoManager(pr, syst, path=GetOutPath(2016, region, 'mumu' , ms, ml), signalList = 'stop'); hmmm  .ReadHistosFromFile(var)
      hm17mm = HistoManager(pr, syst, path=GetOutPath(2017, region, 'mumu' , ms, ml), signalList = 'stop'); hm17mm.ReadHistosFromFile(var)
      hm18mm = HistoManager(pr, syst, path=GetOutPath(2018, region, 'mumu' , ms, ml), signalList = 'stop'); hm18mm.ReadHistosFromFile(var)
      hm.Add(hm17).Add(hm18).Add(hmee).Add(hm17ee).Add(hm18ee).Add(hmmm).Add(hm17mm).Add(hm18mm)
    else:
      hm   = HistoManager(pr, syst, path=GetOutPath(2016, region, chan, ms, ml), signalList = 'stop')
      hm.ReadHistosFromFile(var)
      hm17 = HistoManager(pr, syst, path=GetOutPath(2017, region, chan, ms, ml), signalList = 'stop')
      hm17.ReadHistosFromFile(var)
      hm18 = HistoManager(pr, syst, path=GetOutPath(2018, region, chan, ms, ml), signalList = 'stop')
      hm18.ReadHistosFromFile(var)
      hm.Add(hm17).Add(hm18)
  else: 
    hm = HistoManager(pr, syst, path=path, signalList = 'stop')
  hm.ReadHistosFromFile(var)
  #hm.AddNormUnc({'tt':0.06, 'ttgaus':0.06, 'ttnongaus':0.3, 'ttDilepNonprompt':30, 'Semileptonictt':0.3, 'tWnonprompt':0.3, 'Nonprompt':0.3, 'ttZ':0.3,'tW':0.15})
  outdir = GetWebpath(year, region, chan, ms, ml)
  s = Stack(outpath=outdir+'/stackplots/')
  s.SetLegendName(legendNames)
  s.SetColors(colors)
  s.SetProcesses(pr)
  s.SetLumi(GetLumi(year) if isinstance(year, int) else (GetLumi(2016) + GetLumi(2017) + GetLumi(2018)) )
  s.SetOutName('stack_'+var)
  s.SetHistosFromMH(hm)
  s.SetLegendPos(x0 = 0.45, y0 = 0.65, x1 = 0.93, y1 = 0.91, size = 0.035, ncol = 2)
  if (not var in ['mt2', 'met', 'dnn']) or (region != 'SR'): s.SetDataHisto(hm.indic['data_obs']['data_obs'])
  else                               : 
    #hData  = hm.GetSumBkg().Clone("Asimov")
    hData  = s.TotMC.Clone("Asimov")
    hData.SetLineWidth(0); hData.SetMarkerStyle(20); hData.SetMarkerColor(kGray)
    hData2 = hData.Clone("Asimov2")
    hData2.Divide(hData)
    s.SetDataHisto(hData)
    s.SetRatio(hData2)
  s.AddSignalHisto(hm.indic['stop']['stop'], color = kTeal+2, mode = 'ontop', ratioBkg = True)
  if   region == 'SR': s.SetTextChan('SR: BS + p_{T}^{miss} #geq 50, m_{T2} #geq 80')
  elif region == 'BS': s.SetTextChan('BS: e#mu, #geq 2 jets, #geq 1 btag')
  elif region == 'ttmt2': s.SetTextChan('BS + met < 50')
  elif region == 'ttmet': s.SetTextChan('BS + m_{T2} < 80')
  s.SetRatioMin(0.5); s.SetRatioMax(1.5)
  s.SetYratioTitle('Ratio')
  s.DrawStack(xtit, 'Events')
  s.SetLogY()
  s.SetOutName('stack_'+var+'_log')
  s.SetPlotMinimum(1.)
  s.SetPlotMaxScale(1200)
  s.DrawStack(xtit, 'Events')
def StackPlot(var = 'mt2', xtit = 'm_{T2} (GeV)', rebin=1):
  pr = process.replace(' ', '').split(',')#['VV', 'ttW', 'DY', 'Nonprompt', 'ttZ', 'tW', 'tt']
  #pr = ['Others', 'Nonprompt', 'ttZ', 'tW', 'tt']
  if year == 'comb':
    hm   = HistoManager(pr, syst, path=GetPath(region, 2016, ms, ml, ch), signalList = 'stop'); hm.SetStackOverflow()
    hm.ReadHistosFromFile(var,rebin=rebin)
    hm17 = HistoManager(pr, syst, path=GetPath(region, 2017, ms, ml, ch), signalList = 'stop'); hm17.SetStackOverflow()
    hm17.ReadHistosFromFile(var,rebin=rebin)
    hm18 = HistoManager(pr, syst, path=GetPath(region, 2018, ms, ml, ch), signalList = 'stop'); hm18.SetStackOverflow()
    hm18.ReadHistosFromFile(var,rebin=rebin)
    hm.Add(hm17).Add(hm18)
  else: 
    hm = HistoManager(pr, syst, path=path, signalList = 'stop'); hm.SetStackOverflow()
  hm.ReadHistosFromFile(var, rebin=rebin)
  hm.AddNormUnc({'tt':0.06, 'Nonprompt':0.3, 'DY':0.3,'ttZ':0.3,'tW':0.15})
  hm.GetDataHisto()
  #if ('mt2' in var or 'met' in var or 'dnn' in var or 'lblb' in var) and region != 'CR':
  #  #del hm.indic['data_obs'] # blind
  #  hm.indic['data_obs']['data_obs'] = hm.GetSumBkg()
  outdir = GetOutpath(region, year, ms, ml, ch)
  s = Stack(outpath=outdir+'/stackplots/')
  s.SetColors(colors)
  s.SetProcesses(pr)
  s.SetLumi(GetLumi(year) if isinstance(year, int) else (GetLumi(2016) + GetLumi(2017) + GetLumi(2018)) )
  s.SetOutName('stack_'+var)
  s.SetHistosFromMH(hm)
  s.SetDataHisto(hm.indic['data_obs']['data_obs'])
  #if not ('mt2' in var or 'met' in var or 'dnn' in var or 'lblb' in var) or (region == 'CR'): s.SetDataHisto(hm.indic['data_obs']['data_obs'])
  #else                               : 
  #  #hData  = hm.GetSumBkg().Clone("Asimov")
  #  hData  = s.TotMC.Clone("Asimov")
  #  hData.SetLineWidth(0); hData.SetMarkerStyle(20); hData.SetMarkerColor(kGray)
  #  hData2 = hData.Clone("Asimov2")
  #  hData2.Divide(hData)
  #  s.SetDataHisto(hData)
  #  s.SetRatio(hData2)
  s.AddSignalHisto(hm.indic['stop']['stop'], color = kTeal+2, mode = 'ontop', ratioBkg = True)
  if   region == 'SR': s.SetTextChan('SR: BS + p_{T}^{miss} #geq 50, m_{T2} #geq 80')
  elif region == 'BS': s.SetTextChan('BS: e#mu, #geq 2 jets, #geq 1 btag')
  elif region == 'CR': s.SetTextChan('BS + met < 50, m_{T2} < 80 ')
  elif region == 'ttmt2': s.SetTextChan('BS + met < 50')
  elif region == 'ttmet': s.SetTextChan('BS + m_{T2} < 80')
  s.SetRatioMin(0.0); s.SetRatioMax(2.5)
  #s.SetYratioTitle('S/(S+B)')
  s.SetYratioTitle('Ratio')
  s.SetPlotMaxScale(2.5)
  s.DrawStack(xtit, 'Events')
  s.SetLogY()
  s.SetOutName('stack_log_'+var)
  s.SetPlotMinimum(0.1)
  s.SetPlotMaxScale(1200)
  s.DrawStack(xtit, 'Events')
Exemplo n.º 3
0
        path=path[2017] if not region == 'BS' else pathBS[2017],
        processDic=processDic[2017],
        lumi=GetLumi(2017) * 1000,
        indic=ss[2017])
    hmSS = HistoManager(
        prSS,
        syst,
        path=path[2018] if not region == 'BS' else pathBS[2018],
        processDic=processDic[2018],
        lumi=GetLumi(2018) * 1000,
        indic=ss[2018])
    hmSS.ScaleByLumi()
    hmSS16.ScaleByLumi()
    hmSS17.ScaleByLumi()
    hmSS.SetHistoName("mt2")
    hmSS.Add(hmSS17).Add(hmSS16)
else:
    hmSS = HistoManager(
        prSS,
        syst,
        path=path[year] if not region == 'BS' else pathBS[year],
        processDic=processDic[year],
        lumi=GetLumi(year) * 1000,
        indic=ss)
hmSS.SetDataName('data')
hmSS.AddNormUnc(normUncSS)

#hmOS = HistoManager(prOS, path = path[year] if not region=='BS' else pathBS[year], processDic = processDic[year], lumi = GetLumi(year)*1000, indic=ss)
if isinstance(year, str):
    hmOS16 = HistoManager(
        prOS,