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import ROOT
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| 2 |
ROOT.gROOT.SetBatch(True)
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import sys,os
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from BetterConfigParser import BetterConfigParser
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import TdrStyles
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from Ratio import getRatio
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from HistoMaker import HistoMaker
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class StackMaker:
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def __init__(self, config, var,region,SignalRegion,setup=None):
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section='Plot:%s'%region
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self.var = var
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self.SignalRegion=SignalRegion
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self.normalize = eval(config.get(section,'Normalize'))
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self.log = eval(config.get(section,'log'))
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if config.has_option('plotDef:%s'%var,'log') and not self.log:
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self.log = eval(config.get('plotDef:%s'%var,'log'))
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self.blind = eval(config.get(section,'blind'))
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if setup is None:
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self.setup=config.get('Plot_general','setup')
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if self.log:
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self.setup=config.get('Plot_general','setupLog')
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self.setup=self.setup.split(',')
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else:
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self.setup=setup
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if not SignalRegion:
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if 'ZH' in self.setup:
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self.setup.remove('ZH')
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if 'WH' in self.setup:
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self.setup.remove('WH')
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self.rebin = 1
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if config.has_option(section,'rebin'):
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self.rebin = eval(config.get(section,'rebin'))
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if config.has_option(section,'nBins'):
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self.nBins = int(eval(config.get(section,'nBins'))/self.rebin)
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else:
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self.nBins = int(eval(config.get('plotDef:%s'%var,'nBins'))/self.rebin)
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print self.nBins
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if config.has_option(section,'min'):
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self.xMin = eval(config.get(section,'min'))
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else:
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self.xMin = eval(config.get('plotDef:%s'%var,'min'))
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if config.has_option(section,'max'):
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self.xMax = eval(config.get(section,'max'))
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else:
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self.xMax = eval(config.get('plotDef:%s'%var,'max'))
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self.name = config.get('plotDef:%s'%var,'relPath')
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self.mass = config.get(section,'Signal')
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data = config.get(section,'Datas')
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if '<mass>' in self.name:
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self.name = self.name.replace('<mass>',self.mass)
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print self.name
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if config.has_option('Cuts',region):
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cut = config.get('Cuts',region)
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else:
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cut = None
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if config.has_option(section, 'Datacut'):
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cut=config.get(section, 'Datacut')
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if config.has_option(section, 'doFit'):
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self.doFit=eval(config.get(section, 'doFit'))
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else:
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self.doFit = False
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self.colorDict=eval(config.get('Plot_general','colorDict'))
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self.typLegendDict=eval(config.get('Plot_general','typLegendDict'))
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self.anaTag = config.get("Analysis","tag")
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self.xAxis = config.get('plotDef:%s'%var,'xAxis')
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self.options = {'var': self.name,'name':'','xAxis': self.xAxis, 'nBins': self.nBins, 'xMin': self.xMin, 'xMax': self.xMax,'pdfName': '%s_%s_%s.pdf'%(region,var,self.mass),'cut':cut,'mass': self.mass, 'data': data, 'blind': self.blind}
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if config.has_option('Weights','weightF'):
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self.options['weight'] = config.get('Weights','weightF')
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else:
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self.options['weight'] = None
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self.plotDir = config.get('Directories','plotpath')
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self.maxRatioUncert = 0.5
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if self.SignalRegion:
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self.maxRatioUncert = 1000.
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self.config = config
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self.datas = None
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self.datatyps = None
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self.overlay = None
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self.lumi = None
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self.histos = None
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self.typs = None
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self.AddErrors = None
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print self.setup
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@staticmethod
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def myText(txt="CMS Preliminary",ndcX=0,ndcY=0,size=0.8):
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ROOT.gPad.Update()
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text = ROOT.TLatex()
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text.SetNDC()
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text.SetTextColor(ROOT.kBlack)
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text.SetTextSize(text.GetTextSize()*size)
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text.DrawLatex(ndcX,ndcY,txt)
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return text
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def doCompPlot(self,aStack,l):
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c = ROOT.TCanvas(self.var+'Comp','',600,600)
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c.SetFillStyle(4000)
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c.SetFrameFillStyle(1000)
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c.SetFrameFillColor(0)
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k=len(self.histos)
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l.Clear()
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maximum = 0.
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for j in range(0,k):
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#print histos[j].GetBinContent(1)
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i=k-j-1
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self.histos[i].SetLineColor(int(self.colorDict[self.typs[i]]))
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self.histos[i].SetFillColor(0)
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self.histos[i].SetLineWidth(3)
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if self.histos[i].Integral() > 0.:
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self.histos[i].Scale(1./self.histos[i].Integral())
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if self.histos[i].GetMaximum() > maximum:
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maximum = self.histos[i].GetMaximum()
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l.AddEntry(self.histos[j],self.typLegendDict[self.typs[j]],'l')
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aStack.SetMinimum(0.)
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aStack.SetMaximum(maximum*1.5)
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aStack.GetXaxis().SetTitle(self.xAxis)
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aStack.Draw('HISTNOSTACK')
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if self.overlay:
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if self.overlay.Integral() > 0.:
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self.overlay.Scale(1./self.overlay.Integral())
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self.overlay.Draw('hist,same')
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l.AddEntry(self.overlay,self.typLegendDict['Overlay'],'L')
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l.Draw()
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name = '%s/comp_%s' %(self.plotDir,self.options['pdfName'])
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c.Print(name)
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def doPlot(self):
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TdrStyles.tdrStyle()
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histo_dict = HistoMaker.orderandadd([{self.typs[i]:self.histos[i]} for i in range(len(self.histos))],self.setup)
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#sort
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self.histos=[histo_dict[key] for key in self.setup]
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self.typs=self.setup
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c = ROOT.TCanvas(self.var,'', 600, 600)
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c.SetFillStyle(4000)
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c.SetFrameFillStyle(1000)
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c.SetFrameFillColor(0)
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#oben = ROOT.TPad('oben','oben',0,0.3 ,1.0,1.0)
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oben = ROOT.TPad('oben','oben',0,0.5 ,1.0,1.0)
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oben.SetBottomMargin(0)
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oben.SetFillStyle(4000)
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| 145 |
oben.SetFrameFillStyle(1000)
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oben.SetFrameFillColor(0)
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#unten = ROOT.TPad('unten1','unten1',0,0.0,1.0,0.17)
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unten = ROOT.TPad('unten1','unten1',0,0.0,1.0,0.29)
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unten.SetTopMargin(0.)
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unten.SetBottomMargin(0.35)
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unten.SetFillStyle(4000)
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unten.SetFrameFillStyle(1000)
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unten.SetFrameFillColor(0)
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#unten1 = ROOT.TPad('unten2','unten2',0,0.17,1.0,0.3)
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unten1 = ROOT.TPad('unten2','unten2',0,0.29,1.0,0.5)
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unten1.SetTopMargin(0.)
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| 157 |
unten1.SetBottomMargin(0.)
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unten1.SetFillStyle(4000)
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unten1.SetFrameFillStyle(1000)
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unten1.SetFrameFillColor(0)
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oben.Draw()
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unten.Draw()
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unten1.Draw()
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oben.cd()
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allStack = ROOT.THStack(self.var,'')
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#l = ROOT.TLegend(0.68, 0.65,0.92,0.92)
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l = ROOT.TLegend(0.68, 0.5,0.92,0.92)
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l.SetLineWidth(2)
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l.SetBorderSize(0)
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l.SetFillColor(0)
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l.SetFillStyle(4000)
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l.SetTextFont(62)
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#l.SetTextSize(0.035)
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l.SetTextSize(0.052)
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MC_integral=0
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MC_entries=0
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for histo in self.histos:
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MC_integral+=histo.Integral()
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print "\033[1;32m\n\tMC integral = %s\033[1;m"%MC_integral
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#ORDER AND ADD TOGETHER
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#print typs
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#print setup
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if not 'DYc' in self.typs: self.typLegendDict.update({'DYlight':self.typLegendDict['DYlc']})
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print self.typLegendDict
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k=len(self.histos)
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for j in range(0,k):
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#print histos[j].GetBinContent(1)
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i=k-j-1
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self.histos[i].SetFillColor(int(self.colorDict[self.typs[i]]))
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self.histos[i].SetLineColor(1)
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allStack.Add(self.histos[i])
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d1 = ROOT.TH1F('noData','noData',self.nBins,self.xMin,self.xMax)
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datatitle='Data'
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addFlag = ''
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if 'Zee' in self.datanames and 'Zmm' in self.datanames:
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addFlag = 'Z(l^{-}l^{+})H(b#bar{b})'
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elif 'Zee' in self.datanames:
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addFlag = 'Z(e^{-}e^{+})H(b#bar{b})'
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elif 'Zmm' in self.datanames:
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addFlag = 'Z(#mu^{-}#mu^{+})H(b#bar{b})'
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elif 'Znn' in self.datanames:
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addFlag = 'Z(#nu#nu)H(b#bar{b})'
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elif 'Wmn' in self.datanames:
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addFlag = 'W(#mu#nu)H(b#bar{b})'
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elif 'Wen' in self.datanames:
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addFlag = 'W(e#nu)H(b#bar{b})'
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elif 'Wtn' in self.datanames:
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addFlag = 'W(#tau#nu)H(b#bar{b})'
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else:
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addFlag = 'pp #rightarrow VH; H #rightarrow b#bar{b}'
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for i in range(0,len(self.datas)):
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d1.Add(self.datas[i],1)
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print "\033[1;32m\n\tDATA integral = %s\033[1;m"%d1.Integral()
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flow = d1.GetEntries()-d1.Integral()
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if flow > 0:
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print "\033[1;31m\tU/O flow: %s\033[1;m"%flow
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| 228 |
if self.overlay:
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self.overlay.SetLineColor(2)
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| 230 |
self.overlay.SetLineWidth(2)
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| 231 |
self.overlay.SetFillColor(0)
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| 232 |
self.overlay.SetFillStyle(4000)
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self.overlay.SetNameTitle('Overlay','Overlay')
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| 234 |
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| 235 |
l.AddEntry(d1,datatitle,'P')
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for j in range(0,k):
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l.AddEntry(self.histos[j],self.typLegendDict[self.typs[j]],'F')
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| 238 |
if self.overlay:
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| 239 |
l.AddEntry(self.overlay,self.typLegendDict['Overlay'],'L')
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| 240 |
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| 241 |
if self.normalize:
|
| 242 |
if MC_integral != 0: stackscale=d1.Integral()/MC_integral
|
| 243 |
if self.overlay:
|
| 244 |
self.overlay.Scale(stackscale)
|
| 245 |
stackhists=allStack.GetHists()
|
| 246 |
for blabla in stackhists:
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| 247 |
if MC_integral != 0: blabla.Scale(stackscale)
|
| 248 |
|
| 249 |
#if self.SignalRegion:
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| 250 |
# allMC=allStack.GetStack().At(allStack.GetStack().GetLast()-1).Clone()
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| 251 |
#else:
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| 252 |
allMC=allStack.GetStack().Last().Clone()
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| 253 |
bkgMC=allStack.GetStack().First().Clone()
|
| 254 |
|
| 255 |
sigRatio = allMC.Clone()
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| 256 |
sigRatio.Divide(bkgMC)
|
| 257 |
|
| 258 |
allStack.SetTitle()
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| 259 |
allStack.Draw("hist")
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| 260 |
allStack.GetXaxis().SetTitle('')
|
| 261 |
yTitle = 'Entries'
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| 262 |
if not '/' in yTitle:
|
| 263 |
yAppend = '%.2f' %(allStack.GetXaxis().GetBinWidth(1))
|
| 264 |
yTitle = '%s / %s' %(yTitle, yAppend)
|
| 265 |
allStack.GetYaxis().SetTitle(yTitle)
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| 266 |
allStack.GetXaxis().SetRangeUser(self.xMin,self.xMax)
|
| 267 |
allStack.GetYaxis().SetRangeUser(0,20000)
|
| 268 |
allStack.GetYaxis().SetTitleSize(ROOT.gStyle.GetTitleSize()*1.3)
|
| 269 |
allStack.GetYaxis().SetLabelSize(ROOT.gStyle.GetLabelSize() * 1.3)
|
| 270 |
allStack.GetYaxis().SetTitleOffset(0.9)
|
| 271 |
theErrorGraph = ROOT.TGraphErrors(allMC)
|
| 272 |
theErrorGraph.SetFillColor(ROOT.kGray+3)
|
| 273 |
theErrorGraph.SetFillStyle(3013)
|
| 274 |
theErrorGraph.Draw('SAME2')
|
| 275 |
l.AddEntry(theErrorGraph,"B total uncert.","fl")
|
| 276 |
Ymax = max(allStack.GetMaximum(),d1.GetMaximum())*1.7
|
| 277 |
if self.log:
|
| 278 |
allStack.SetMinimum(0.1)
|
| 279 |
#Ymax = Ymax*ROOT.TMath.Power(10,1.2*(ROOT.TMath.Log(1.2*(Ymax/0.1))/ROOT.TMath.Log(10)))*(0.2*0.1)
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| 280 |
Ymax = Ymax*ROOT.TMath.Power(10,0.9*(ROOT.TMath.Log(0.9*(Ymax/0.1))/ROOT.TMath.Log(10)))*(0.2*0.1)
|
| 281 |
ROOT.gPad.SetLogy()
|
| 282 |
allStack.SetMaximum(Ymax)
|
| 283 |
c.Update()
|
| 284 |
ROOT.gPad.SetTicks(1,1)
|
| 285 |
#allStack.Draw("hist")
|
| 286 |
l.SetFillColor(0)
|
| 287 |
l.SetBorderSize(0)
|
| 288 |
|
| 289 |
#if self.overlay:
|
| 290 |
# self.overlay.Draw('hist,same')
|
| 291 |
d1.Draw("E,same")
|
| 292 |
l.Draw()
|
| 293 |
|
| 294 |
#tPrel = self.myText("CMS",0.17,0.88,1.04)
|
| 295 |
#tLumi = self.myText("#sqrt{s} = %s, L = %.1f fb^{-1}"%('7TeV',(float(5000.)/1000.)),0.17,0.83)
|
| 296 |
#tLumi = self.myText("#sqrt{s} = %s, L = %.1f fb^{-1}"%(self.anaTag,(float(self.lumi)/1000.)),0.17,0.78)
|
| 297 |
#tAddFlag = self.myText(addFlag,0.17,0.78)
|
| 298 |
tPrel = self.myText("CMS",0.17,0.85,1.56)
|
| 299 |
tLumi = self.myText("#sqrt{s} = %s, L = %.1f fb^{-1}"%('7TeV',(float(5000.)/1000.)),0.17,0.77,1.2)
|
| 300 |
tLumi = self.myText("#sqrt{s} = %s, L = %.1f fb^{-1}"%(self.anaTag,(float(self.lumi)/1000.)),0.17,0.69,1.2)
|
| 301 |
tAddFlag = self.myText(addFlag,0.17,0.61,1.2)
|
| 302 |
|
| 303 |
unten.cd()
|
| 304 |
ROOT.gPad.SetTicks(1,1)
|
| 305 |
|
| 306 |
l2 = ROOT.TLegend(0.5, 0.82,0.92,0.95)
|
| 307 |
l2.SetLineWidth(2)
|
| 308 |
l2.SetBorderSize(0)
|
| 309 |
l2.SetFillColor(0)
|
| 310 |
l2.SetFillStyle(4000)
|
| 311 |
l2.SetTextFont(62)
|
| 312 |
#l2.SetTextSize(0.035)
|
| 313 |
l2.SetNColumns(2)
|
| 314 |
|
| 315 |
|
| 316 |
ratio, error = getRatio(d1,allMC,self.xMin,self.xMax,"",self.maxRatioUncert)
|
| 317 |
ksScore = d1.KolmogorovTest( allMC )
|
| 318 |
chiScore = d1.Chi2Test( allMC , "UWCHI2/NDF")
|
| 319 |
print ksScore
|
| 320 |
print chiScore
|
| 321 |
ratio.SetStats(0)
|
| 322 |
ratio.GetXaxis().SetTitle(self.xAxis)
|
| 323 |
ratioError = ROOT.TGraphErrors(error)
|
| 324 |
ratioError.SetFillColor(ROOT.kGray+3)
|
| 325 |
ratioError.SetFillStyle(3013)
|
| 326 |
ratio.Draw("E1")
|
| 327 |
if self.doFit:
|
| 328 |
fitData = ROOT.TF1("fData", "gaus",0.7, 1.3)
|
| 329 |
fitMC = ROOT.TF1("fMC", "gaus",0.7, 1.3)
|
| 330 |
print 'Fit on data'
|
| 331 |
d1.Fit(fitData,"R")
|
| 332 |
print 'Fit on simulation'
|
| 333 |
allMC.Fit(fitMC,"R")
|
| 334 |
|
| 335 |
|
| 336 |
if not self.AddErrors == None:
|
| 337 |
self.AddErrors.SetFillColor(5)
|
| 338 |
self.AddErrors.SetFillStyle(1001)
|
| 339 |
self.AddErrors.Draw('SAME2')
|
| 340 |
|
| 341 |
l2.AddEntry(self.AddErrors,"MC uncert. (stat. + syst.)","f")
|
| 342 |
|
| 343 |
#ksScore = d1.KolmogorovTest( self.AddErrors )
|
| 344 |
#chiScore = d1.Chi2Test( self.AddErrors , "UWCHI2/NDF")
|
| 345 |
|
| 346 |
|
| 347 |
l2.AddEntry(ratioError,"MC uncert. (stat.)","f")
|
| 348 |
|
| 349 |
#l2.Draw()
|
| 350 |
|
| 351 |
ratioError.Draw('SAME2')
|
| 352 |
#ratio.GetXaxis().SetTitleSize(ROOT.gStyle.GetTitleSize()*3.6)
|
| 353 |
ratio.GetXaxis().SetTitleSize(ROOT.gStyle.GetTitleSize()*2.6)
|
| 354 |
ratio.GetXaxis().SetTitleOffset(0.9)
|
| 355 |
#ratio.GetXaxis().SetLabelSize(ROOT.gStyle.GetLabelSize() * 3.6)
|
| 356 |
ratio.GetXaxis().SetLabelSize(ROOT.gStyle.GetLabelSize() * 2.6)
|
| 357 |
#ratio.GetYaxis().SetTitleSize(ROOT.gStyle.GetTitleSize()*2.8)
|
| 358 |
#ratio.GetYaxis().SetLabelSize(ROOT.gStyle.GetLabelSize() * 2.8)
|
| 359 |
ratio.GetYaxis().SetTitleSize(ROOT.gStyle.GetTitleSize()*2.0)
|
| 360 |
ratio.GetYaxis().SetLabelSize(ROOT.gStyle.GetLabelSize() * 2.0)
|
| 361 |
ratio.GetYaxis().SetTitleOffset(0.55)
|
| 362 |
ratio.Draw("E1SAME")
|
| 363 |
ratio.SetTitle("")
|
| 364 |
ratio.SetYTitle("#frac{Data}{MC(S+B)}")
|
| 365 |
m_one_line = ROOT.TLine(self.xMin,1,self.xMax,1)
|
| 366 |
m_one_line.SetLineStyle(ROOT.kDashed)
|
| 367 |
m_one_line.Draw("Same")
|
| 368 |
|
| 369 |
unten1.cd()
|
| 370 |
ROOT.gPad.SetTicks(1,1)
|
| 371 |
|
| 372 |
ratio1, error1 = getRatio(d1,bkgMC,self.xMin,self.xMax,"",self.maxRatioUncert)
|
| 373 |
ratio1.Draw("E1")
|
| 374 |
#l2.Draw()
|
| 375 |
|
| 376 |
ratioError1 = ROOT.TGraphErrors(error1)
|
| 377 |
ratioError1.SetFillColor(ROOT.kGray+3)
|
| 378 |
ratioError1.SetFillStyle(3013)
|
| 379 |
ratioError1.Draw('SAME2')
|
| 380 |
sigRatio.SetFillStyle(0)
|
| 381 |
sigRatio.SetLineColor(2)
|
| 382 |
sigRatio.SetLineWidth(2)
|
| 383 |
sigRatio.Draw('HISTSAME')
|
| 384 |
ratio1.Draw("E1SAME")
|
| 385 |
ratio1.SetTitle("")
|
| 386 |
ratio1.SetYTitle("#frac{Data}{MC(B)}")
|
| 387 |
#ratio1.GetYaxis().SetTitleSize(ROOT.gStyle.GetTitleSize()*3.7)
|
| 388 |
ratio1.GetYaxis().SetTitleSize(ROOT.gStyle.GetTitleSize()*2.7)
|
| 389 |
ratio1.GetYaxis().SetTitleOffset(0.4)
|
| 390 |
#ratio1.GetYaxis().SetLabelSize(ROOT.gStyle.GetLabelSize() * 3.7)
|
| 391 |
ratio1.GetYaxis().SetLabelSize(ROOT.gStyle.GetLabelSize() * 2.7)
|
| 392 |
|
| 393 |
m_one_line.Draw("Same")
|
| 394 |
|
| 395 |
#if not self.blind:
|
| 396 |
# tKsChi = self.myText("#chi_{#nu}^{2} = %.3f K_{s} = %.3f"%(chiScore,ksScore),0.17,0.9,1.5)
|
| 397 |
t0 = ROOT.TText()
|
| 398 |
t0.SetTextSize(ROOT.gStyle.GetLabelSize()*2.4)
|
| 399 |
t0.SetTextFont(ROOT.gStyle.GetLabelFont())
|
| 400 |
if not self.log:
|
| 401 |
t0.DrawTextNDC(0.1059,0.96, "0")
|
| 402 |
if not os.path.exists(self.plotDir):
|
| 403 |
os.makedirs(os.path.dirname(self.plotDir))
|
| 404 |
name = '%s/%s' %(self.plotDir,self.options['pdfName'])
|
| 405 |
c.Print(name)
|
| 406 |
fOut = ROOT.TFile.Open(name.replace('.pdf','.root'),'RECREATE')
|
| 407 |
for theHist in allStack.GetHists():
|
| 408 |
theHist.SetDirectory(fOut)
|
| 409 |
if theHist.GetName() == 'ZH' or theHist.GetName() == 'WH':
|
| 410 |
theHist.SetName('VH')
|
| 411 |
theHist.Write()
|
| 412 |
d1.SetName('data_obs')
|
| 413 |
d1.SetDirectory(fOut)
|
| 414 |
d1.Write()
|
| 415 |
fOut.Close()
|
| 416 |
#self.doCompPlot(allStack,l)
|
