| 1 |
import ROOT
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| 2 |
ROOT.gROOT.SetBatch(True)
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| 3 |
import sys,os
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| 4 |
from BetterConfigParser import BetterConfigParser
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import TdrStyles
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from Ratio import getRatio
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| 7 |
from HistoMaker import HistoMaker
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class StackMaker:
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| 10 |
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.region = region
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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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| 98 |
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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| 122 |
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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| 131 |
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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print histo_dict
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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.SetBottomMargin(0)
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oben.SetFillStyle(4000)
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| 146 |
oben.SetFrameFillStyle(1000)
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| 147 |
oben.SetFrameFillColor(0)
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unten = ROOT.TPad('unten','unten',0,0.0,1.0,0.3)
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unten.SetTopMargin(0.)
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| 150 |
unten.SetBottomMargin(0.35)
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unten.SetFillStyle(4000)
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unten.SetFrameFillStyle(1000)
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| 153 |
unten.SetFrameFillColor(0)
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| 154 |
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| 155 |
oben.Draw()
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| 156 |
unten.Draw()
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| 158 |
oben.cd()
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allStack = ROOT.THStack(self.var,'')
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| 160 |
l = ROOT.TLegend(0.45, 0.6,0.75,0.92)
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l.SetLineWidth(2)
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| 162 |
l.SetBorderSize(0)
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| 163 |
l.SetFillColor(0)
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| 164 |
l.SetFillStyle(4000)
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l.SetTextFont(62)
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| 166 |
l.SetTextSize(0.035)
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l_2 = ROOT.TLegend(0.68, 0.6,0.92,0.92)
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l_2.SetLineWidth(2)
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l_2.SetBorderSize(0)
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| 170 |
l_2.SetFillColor(0)
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| 171 |
l_2.SetFillStyle(4000)
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| 172 |
l_2.SetTextFont(62)
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| 173 |
l_2.SetTextSize(0.035)
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MC_integral=0
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| 175 |
MC_entries=0
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| 176 |
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| 177 |
for histo in self.histos:
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| 178 |
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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| 180 |
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#ORDER AND ADD TOGETHER
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| 183 |
if not 'DYc' in self.typs: self.typLegendDict.update({'DYlight':self.typLegendDict['DYlc']})
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| 184 |
print self.typLegendDict
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| 186 |
k=len(self.histos)
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| 188 |
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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| 195 |
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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| 200 |
elif 'Zee' in self.datanames:
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addFlag = 'Z(e^{-}e^{+})H(b#bar{b})'
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| 202 |
elif 'Zmm' in self.datanames:
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addFlag = 'Z(#mu^{-}#mu^{+})H(b#bar{b})'
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| 204 |
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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addFlag2 = ''
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if 'TTbar' in self.region:
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addFlag2 = 't#bar{t} enriched region'
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elif 'ZLight' in self.region:
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addFlag2 = 'Z+udscg enriched region'
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elif 'Zbb' in self.region:
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addFlag2 = 'Z+b#bar{b} enriched region'
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else:
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addFlag2 = 'pp #rightarrow VH; H #rightarrow b#bar{b}'
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for i in range(0,len(self.datas)):
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print self.datas[i]
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| 224 |
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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| 226 |
flow = d1.GetEntries()-d1.Integral()
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| 227 |
if flow > 0:
|
| 228 |
print "\033[1;31m\tU/O flow: %s\033[1;m"%flow
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| 229 |
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| 230 |
if self.overlay and not isinstance(self.overlay,list):
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| 231 |
self.overlay = [self.overlay]
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| 232 |
if self.overlay:
|
| 233 |
for _overlay in self.overlay:
|
| 234 |
_overlay.SetLineColor(int(self.colorDict[_overlay.GetName()]))
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| 235 |
_overlay.SetLineWidth(2)
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| 236 |
_overlay.SetFillColor(0)
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| 237 |
_overlay.SetFillStyle(4000)
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| 238 |
|
| 239 |
numLegend = 2+k
|
| 240 |
if self.overlay:
|
| 241 |
numLegend += len(self.overlay)
|
| 242 |
l.AddEntry(d1,datatitle,'P')
|
| 243 |
for j in range(0,k):
|
| 244 |
if j < numLegend/2.-1:
|
| 245 |
l.AddEntry(self.histos[j],self.typLegendDict[self.typs[j]],'F')
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| 246 |
else:
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| 247 |
l_2.AddEntry(self.histos[j],self.typLegendDict[self.typs[j]],'F')
|
| 248 |
if self.overlay:
|
| 249 |
for _overlay in self.overlay:
|
| 250 |
l_2.AddEntry(_overlay,self.typLegendDict[_overlay.GetName()],'L')
|
| 251 |
|
| 252 |
if self.normalize:
|
| 253 |
if MC_integral != 0: stackscale=d1.Integral()/MC_integral
|
| 254 |
if self.overlay:
|
| 255 |
for _overlay in self.overlay:
|
| 256 |
_overlay.Scale(stackscale)
|
| 257 |
stackhists=allStack.GetHists()
|
| 258 |
for blabla in stackhists:
|
| 259 |
if MC_integral != 0: blabla.Scale(stackscale)
|
| 260 |
|
| 261 |
allMC=allStack.GetStack().Last().Clone()
|
| 262 |
|
| 263 |
allStack.SetTitle()
|
| 264 |
allStack.Draw("hist")
|
| 265 |
allStack.GetXaxis().SetTitle('')
|
| 266 |
#yTitle = 's/(s+b) weighted entries'
|
| 267 |
if not d1.GetSumOfWeights() % 1 == 0.0:
|
| 268 |
yTitle = 's/(s+b) weighted entries'
|
| 269 |
else:
|
| 270 |
yTitle = 'Entries'
|
| 271 |
if not '/' in yTitle:
|
| 272 |
yAppend = '%.0f' %(allStack.GetXaxis().GetBinWidth(1))
|
| 273 |
yTitle = '%s / %s' %(yTitle, yAppend)
|
| 274 |
allStack.GetYaxis().SetTitle(yTitle)
|
| 275 |
allStack.GetXaxis().SetRangeUser(self.xMin,self.xMax)
|
| 276 |
allStack.GetYaxis().SetRangeUser(0,20000)
|
| 277 |
theErrorGraph = ROOT.TGraphErrors(allMC)
|
| 278 |
theErrorGraph.SetFillColor(ROOT.kGray+3)
|
| 279 |
theErrorGraph.SetFillStyle(3013)
|
| 280 |
theErrorGraph.Draw('SAME2')
|
| 281 |
l_2.AddEntry(theErrorGraph,"MC uncert. (stat.)","fl")
|
| 282 |
Ymax = max(allStack.GetMaximum(),d1.GetMaximum())*1.7
|
| 283 |
if self.log:
|
| 284 |
allStack.SetMinimum(0.1)
|
| 285 |
Ymax = Ymax*ROOT.TMath.Power(10,1.2*(ROOT.TMath.Log(1.2*(Ymax/0.1))/ROOT.TMath.Log(10)))*(0.2*0.1)
|
| 286 |
#Ymax = Ymax*ROOT.TMath.Power(10,1.3*(ROOT.TMath.Log(1.3*(Ymax/0.1))/ROOT.TMath.Log(10)))*(0.3*0.1)
|
| 287 |
ROOT.gPad.SetLogy()
|
| 288 |
allStack.SetMaximum(Ymax)
|
| 289 |
c.Update()
|
| 290 |
ROOT.gPad.SetTicks(1,1)
|
| 291 |
l.SetFillColor(0)
|
| 292 |
l.SetBorderSize(0)
|
| 293 |
l_2.SetFillColor(0)
|
| 294 |
l_2.SetBorderSize(0)
|
| 295 |
|
| 296 |
if self.overlay:
|
| 297 |
for _overlay in self.overlay:
|
| 298 |
_overlay.Draw('hist,same')
|
| 299 |
d1.Draw("E,same")
|
| 300 |
l.Draw()
|
| 301 |
l_2.Draw()
|
| 302 |
|
| 303 |
tPrel = self.myText("CMS",0.17,0.88,1.04)
|
| 304 |
tLumi = self.myText("#sqrt{s} = %s, L = %.1f fb^{-1}"%('7TeV',(float(5000.)/1000.)),0.17,0.83)
|
| 305 |
tLumi1 = self.myText("#sqrt{s} = %s, L = %.1f fb^{-1}"%(self.anaTag,(float(self.lumi)/1000.)),0.17,0.78)
|
| 306 |
tAddFlag = self.myText(addFlag,0.17,0.78)
|
| 307 |
if addFlag2:
|
| 308 |
tAddFlag2 = self.myText(addFlag2,0.17,0.73)
|
| 309 |
|
| 310 |
unten.cd()
|
| 311 |
ROOT.gPad.SetTicks(1,1)
|
| 312 |
|
| 313 |
l2 = ROOT.TLegend(0.50, 0.82,0.92,0.95)
|
| 314 |
l2.SetLineWidth(2)
|
| 315 |
l2.SetBorderSize(0)
|
| 316 |
l2.SetFillColor(0)
|
| 317 |
l2.SetFillStyle(4000)
|
| 318 |
l2.SetTextFont(62)
|
| 319 |
l2.SetNColumns(2)
|
| 320 |
|
| 321 |
|
| 322 |
ratio, error = getRatio(d1,allMC,self.xMin,self.xMax,"",self.maxRatioUncert)
|
| 323 |
ksScore = d1.KolmogorovTest( allMC )
|
| 324 |
chiScore = d1.Chi2Test( allMC , "UWCHI2/NDF")
|
| 325 |
print ksScore
|
| 326 |
print chiScore
|
| 327 |
ratio.SetStats(0)
|
| 328 |
ratio.GetXaxis().SetTitle(self.xAxis)
|
| 329 |
ratioError = ROOT.TGraphErrors(error)
|
| 330 |
ratioError.SetFillColor(ROOT.kGray+3)
|
| 331 |
ratioError.SetFillStyle(3013)
|
| 332 |
ratio.Draw("E1")
|
| 333 |
if self.doFit:
|
| 334 |
fitData = ROOT.TF1("fData", "gaus",0.7, 1.3)
|
| 335 |
fitMC = ROOT.TF1("fMC", "gaus",0.7, 1.3)
|
| 336 |
print 'Fit on data'
|
| 337 |
d1.Fit(fitData,"R")
|
| 338 |
print 'Fit on simulation'
|
| 339 |
allMC.Fit(fitMC,"R")
|
| 340 |
|
| 341 |
|
| 342 |
if not self.AddErrors == None:
|
| 343 |
self.AddErrors.SetFillColor(5)
|
| 344 |
self.AddErrors.SetFillStyle(1001)
|
| 345 |
self.AddErrors.Draw('SAME2')
|
| 346 |
|
| 347 |
l2.AddEntry(self.AddErrors,"MC uncert. (stat. + syst.)","f")
|
| 348 |
|
| 349 |
|
| 350 |
l2.AddEntry(ratioError,"MC total uncert.","f")
|
| 351 |
|
| 352 |
l2.Draw()
|
| 353 |
|
| 354 |
ratioError.Draw('SAME2')
|
| 355 |
ratio.Draw("E1SAME")
|
| 356 |
ratio.SetTitle("")
|
| 357 |
m_one_line = ROOT.TLine(self.xMin,1,self.xMax,1)
|
| 358 |
m_one_line.SetLineStyle(ROOT.kDashed)
|
| 359 |
m_one_line.Draw("Same")
|
| 360 |
|
| 361 |
if not self.blind:
|
| 362 |
#tKsChi = self.myText("#chi_{#nu}^{2} = %.3f K_{s} = %.3f"%(chiScore,ksScore),0.17,0.9,1.5)
|
| 363 |
tKsChi = self.myText("#chi_{#nu}^{2} = %.3f"%(chiScore),0.17,0.9,1.5)
|
| 364 |
t0 = ROOT.TText()
|
| 365 |
t0.SetTextSize(ROOT.gStyle.GetLabelSize()*2.4)
|
| 366 |
t0.SetTextFont(ROOT.gStyle.GetLabelFont())
|
| 367 |
if not self.log:
|
| 368 |
t0.DrawTextNDC(0.1059,0.96, "0")
|
| 369 |
if not os.path.exists(self.plotDir):
|
| 370 |
os.makedirs(os.path.dirname(self.plotDir))
|
| 371 |
name = '%s/%s' %(self.plotDir,self.options['pdfName'])
|
| 372 |
c.Print(name)
|
| 373 |
fOut = ROOT.TFile.Open(name.replace('.pdf','.root'),'RECREATE')
|
| 374 |
for theHist in allStack.GetHists():
|
| 375 |
if not self.AddErrors == None and not theHist.GetName() in ['ZH','WH','VH']:
|
| 376 |
#print theHist.GetNbinsX()
|
| 377 |
#print self.AddErrors.GetN()
|
| 378 |
#print error.GetNbinsX()
|
| 379 |
for bin in range(0,theHist.GetNbinsX()):
|
| 380 |
theRelativeTotalError = self.AddErrors.GetErrorY(bin)
|
| 381 |
if error.GetBinError(bin+1) > 0.:
|
| 382 |
theRelativeIncrease = theRelativeTotalError/error.GetBinError(bin+1)
|
| 383 |
else:
|
| 384 |
theRelativeIncrease = 1.
|
| 385 |
#print 'TheTotalRelativeIncrease is: %.2f' %theRelativeIncrease
|
| 386 |
#print 'TheTotalStatError is: %.2f' %error.GetBinError(bin+1)
|
| 387 |
#print 'TheTotalError is: %.2f' %theRelativeTotalError
|
| 388 |
theHist.SetBinError(bin,theHist.GetBinError(bin)*theRelativeIncrease)
|
| 389 |
theHist.SetDirectory(fOut)
|
| 390 |
if theHist.GetName() == 'ZH' or theHist.GetName() == 'WH':
|
| 391 |
theHist.SetName('VH')
|
| 392 |
theHist.Write()
|
| 393 |
d1.SetName('data_obs')
|
| 394 |
d1.SetDirectory(fOut)
|
| 395 |
d1.Write()
|
| 396 |
fOut.Close()
|
| 397 |
#self.doCompPlot(allStack,l)
|
| 398 |
|
| 399 |
def doSubPlot(self,signal):
|
| 400 |
|
| 401 |
TdrStyles.tdrStyle()
|
| 402 |
histo_dict = HistoMaker.orderandadd([{self.typs[i]:self.histos[i]} for i in range(len(self.histos))],self.setup)
|
| 403 |
#sort
|
| 404 |
print histo_dict
|
| 405 |
sig_histos=[]
|
| 406 |
sub_histos=[histo_dict[key] for key in self.setup]
|
| 407 |
self.typs=self.setup
|
| 408 |
for key in self.setup:
|
| 409 |
if key in signal:
|
| 410 |
sig_histos.append(histo_dict[key])
|
| 411 |
|
| 412 |
c = ROOT.TCanvas(self.var,'', 600, 600)
|
| 413 |
c.SetFillStyle(4000)
|
| 414 |
c.SetFrameFillStyle(1000)
|
| 415 |
c.SetFrameFillColor(0)
|
| 416 |
|
| 417 |
main_pad = ROOT.TPad('main_pad','main_pad',0,0.1 ,1.0,1.0)
|
| 418 |
# main_pad.SetBottomMargin(0)
|
| 419 |
main_pad.SetFillStyle(4000)
|
| 420 |
main_pad.SetFrameFillStyle(1000)
|
| 421 |
main_pad.SetFrameFillColor(0)
|
| 422 |
|
| 423 |
main_pad.Draw()
|
| 424 |
|
| 425 |
main_pad.cd()
|
| 426 |
allStack = ROOT.THStack(self.var,'')
|
| 427 |
bkgStack = ROOT.THStack(self.var,'')
|
| 428 |
sigStack = ROOT.THStack(self.var,'')
|
| 429 |
|
| 430 |
l = ROOT.TLegend(0.59, 0.55,0.88,0.92)
|
| 431 |
l.SetLineWidth(2)
|
| 432 |
l.SetBorderSize(0)
|
| 433 |
l.SetFillColor(0)
|
| 434 |
l.SetFillStyle(4000)
|
| 435 |
l.SetTextFont(62)
|
| 436 |
l.SetTextSize(0.035)
|
| 437 |
MC_integral=0
|
| 438 |
MC_entries=0
|
| 439 |
|
| 440 |
for histo in sub_histos:
|
| 441 |
MC_integral+=histo.Integral()
|
| 442 |
print "\033[1;32m\n\tMC integral = %s\033[1;m"%MC_integral
|
| 443 |
|
| 444 |
|
| 445 |
|
| 446 |
if not 'DYc' in self.typs: self.typLegendDict.update({'DYlight':self.typLegendDict['DYlc']})
|
| 447 |
print self.typLegendDict
|
| 448 |
|
| 449 |
k=len(sub_histos)
|
| 450 |
|
| 451 |
# debug
|
| 452 |
print sub_histos
|
| 453 |
print sig_histos
|
| 454 |
|
| 455 |
for j in range(0,k):
|
| 456 |
#print histos[j].GetBinContent(1)
|
| 457 |
i=k-j-1
|
| 458 |
sub_histos[i].SetFillColor(int(self.colorDict[self.typs[i]]))
|
| 459 |
sub_histos[i].SetLineColor(1)
|
| 460 |
allStack.Add(sub_histos[i])
|
| 461 |
print sub_histos[i].GetName()
|
| 462 |
print sub_histos[i].Integral()
|
| 463 |
if not sub_histos[i] in sig_histos:
|
| 464 |
bkgStack.Add(sub_histos[i])
|
| 465 |
if sub_histos[i] in sig_histos:
|
| 466 |
sigStack.Add(sub_histos[i])
|
| 467 |
|
| 468 |
|
| 469 |
sub_d1 = ROOT.TH1F('subData','subData',self.nBins,self.xMin,self.xMax)
|
| 470 |
sub_mc = ROOT.TH1F('subMC','subMC',self.nBins,self.xMin,self.xMax)
|
| 471 |
|
| 472 |
d1 = ROOT.TH1F('noData','noData',self.nBins,self.xMin,self.xMax)
|
| 473 |
datatitle='Data'
|
| 474 |
addFlag = ''
|
| 475 |
if 'Zee' in self.datanames and 'Zmm' in self.datanames:
|
| 476 |
addFlag = 'Z(l^{-}l^{+})H(b#bar{b})'
|
| 477 |
elif 'Zee' in self.datanames:
|
| 478 |
addFlag = 'Z(e^{-}e^{+})H(b#bar{b})'
|
| 479 |
elif 'Zmm' in self.datanames:
|
| 480 |
addFlag = 'Z(#mu^{-}#mu^{+})H(b#bar{b})'
|
| 481 |
elif 'Znn' in self.datanames:
|
| 482 |
addFlag = 'Z(#nu#nu)H(b#bar{b})'
|
| 483 |
elif 'Wmn' in self.datanames:
|
| 484 |
addFlag = 'W(#mu#nu)H(b#bar{b})'
|
| 485 |
elif 'Wen' in self.datanames:
|
| 486 |
addFlag = 'W(e#nu)H(b#bar{b})'
|
| 487 |
else:
|
| 488 |
addFlag = 'pp #rightarrow VH; H #rightarrow b#bar{b}'
|
| 489 |
for i in range(0,len(self.datas)):
|
| 490 |
print self.datas[i]
|
| 491 |
d1.Add(self.datas[i],1)
|
| 492 |
print "\033[1;32m\n\tDATA integral = %s\033[1;m"%d1.Integral()
|
| 493 |
flow = d1.GetEntries()-d1.Integral()
|
| 494 |
if flow > 0:
|
| 495 |
print "\033[1;31m\tU/O flow: %s\033[1;m"%flow
|
| 496 |
|
| 497 |
|
| 498 |
numLegend = 1+k
|
| 499 |
if self.overlay:
|
| 500 |
numLegend += len(self.overlay)
|
| 501 |
l.AddEntry(d1,datatitle,'P')
|
| 502 |
# l.AddEntry(sub_d1,datatitle,'P')
|
| 503 |
for j in range(0,k):
|
| 504 |
if self.typs[j] in signal:
|
| 505 |
if j < numLegend/2.:
|
| 506 |
l.AddEntry(sub_histos[j],self.typLegendDict[self.typs[j]],'F')
|
| 507 |
else:
|
| 508 |
l_2.AddEntry(sub_histos[j],self.typLegendDict[self.typs[j]],'F')
|
| 509 |
if self.overlay:
|
| 510 |
for _overlay in self.overlay:
|
| 511 |
l_2.AddEntry(_overlay,self.typLegendDict['Overlay'+_overlay.GetName()],'L')
|
| 512 |
|
| 513 |
if self.normalize:
|
| 514 |
if MC_integral != 0: stackscale=d1.Integral()/MC_integral
|
| 515 |
if self.overlay:
|
| 516 |
for _overlay in self.overlay:
|
| 517 |
_overlay.Scale(stackscale)
|
| 518 |
stackhists=allStack.GetHists()
|
| 519 |
for blabla in stackhists:
|
| 520 |
if MC_integral != 0: blabla.Scale(stackscale)
|
| 521 |
|
| 522 |
allMC=allStack.GetStack().Last().Clone()
|
| 523 |
bkgMC=bkgStack.GetStack().Last().Clone()
|
| 524 |
|
| 525 |
bkgMC_noError = bkgMC.Clone()
|
| 526 |
for bin in range(0,bkgMC_noError.GetNbinsX()):
|
| 527 |
bkgMC_noError.SetBinError(bin,0.)
|
| 528 |
sub_d1 = d1.Clone()
|
| 529 |
sub_d1.Sumw2()
|
| 530 |
sub_d1.Add(bkgMC_noError,-1)
|
| 531 |
sub_mc = allMC.Clone()
|
| 532 |
sub_mc.Sumw2()
|
| 533 |
sub_mc.Add(bkgMC_noError,-1)
|
| 534 |
|
| 535 |
sigStack.SetTitle()
|
| 536 |
sigStack.Draw("hist")
|
| 537 |
sigStack.GetXaxis().SetTitle('')
|
| 538 |
yTitle = 's/(s+b) weighted entries'
|
| 539 |
if not '/' in yTitle:
|
| 540 |
yAppend = '%.0f' %(sigStack.GetXaxis().GetBinWidth(1))
|
| 541 |
yTitle = '%s / %s' %(yTitle, yAppend)
|
| 542 |
sigStack.GetYaxis().SetTitle(yTitle)
|
| 543 |
sigStack.GetYaxis().SetTitleOffset(1.3)
|
| 544 |
sigStack.GetXaxis().SetRangeUser(self.xMin,self.xMax)
|
| 545 |
sigStack.GetYaxis().SetRangeUser(-2000,20000)
|
| 546 |
sigStack.GetXaxis().SetTitle(self.xAxis)
|
| 547 |
|
| 548 |
theMCOutline = bkgMC.Clone()
|
| 549 |
for i in range(1,theMCOutline.GetNbinsX()+1):
|
| 550 |
theMCOutline.SetBinContent(i,theMCOutline.GetBinError(i))
|
| 551 |
theNegativeOutline = theMCOutline.Clone()
|
| 552 |
theNegativeOutline.Add(theNegativeOutline,-2.)
|
| 553 |
|
| 554 |
theMCOutline.SetLineColor(4)
|
| 555 |
theNegativeOutline.SetLineColor(4)
|
| 556 |
theMCOutline.SetLineWidth(2)
|
| 557 |
theNegativeOutline.SetLineWidth(2)
|
| 558 |
theMCOutline.SetFillColor(0)
|
| 559 |
theNegativeOutline.SetFillColor(0)
|
| 560 |
theMCOutline.Draw("hist same")
|
| 561 |
theNegativeOutline.Draw("hist same")
|
| 562 |
l.AddEntry(theMCOutline,"Sub. MC uncert.","fl")
|
| 563 |
|
| 564 |
theErrorGraph = ROOT.TGraphErrors(sigStack.GetStack().Last().Clone())
|
| 565 |
theErrorGraph.SetFillColor(ROOT.kGray+3)
|
| 566 |
theErrorGraph.SetFillStyle(3013)
|
| 567 |
theErrorGraph.Draw('SAME2')
|
| 568 |
l.AddEntry(theErrorGraph,"VH + VV MC uncert.","fl")
|
| 569 |
|
| 570 |
Ymax = max(sigStack.GetMaximum(),sub_d1.GetMaximum())*1.7
|
| 571 |
Ymin = max(-sub_mc.GetMinimum(),-sub_d1.GetMinimum())*2.7
|
| 572 |
if self.log:
|
| 573 |
sigStack.SetMinimum(0.1)
|
| 574 |
Ymax = Ymax*ROOT.TMath.Power(10,1.2*(ROOT.TMath.Log(1.2*(Ymax/0.1))/ROOT.TMath.Log(10)))*(0.2*0.1)
|
| 575 |
ROOT.gPad.SetLogy()
|
| 576 |
sigStack.SetMaximum(Ymax)
|
| 577 |
sigStack.SetMinimum(-Ymin)
|
| 578 |
c.Update()
|
| 579 |
ROOT.gPad.SetTicks(1,1)
|
| 580 |
#sigStack.Draw("hist")
|
| 581 |
l.SetFillColor(0)
|
| 582 |
l.SetBorderSize(0)
|
| 583 |
|
| 584 |
if self.overlay:
|
| 585 |
for _overlay in self.overlay:
|
| 586 |
_overlay.Draw('hist,same')
|
| 587 |
sub_d1.Draw("E,same")
|
| 588 |
l.Draw()
|
| 589 |
|
| 590 |
tPrel = self.myText("CMS",0.17,0.88,1.04)
|
| 591 |
tLumi = self.myText("#sqrt{s} = %s, L = %.1f fb^{-1}"%(self.anaTag,(float(self.lumi)/1000.)),0.17,0.83)
|
| 592 |
tLumi = self.myText("#sqrt{s} = 7TeV, L = 5.0 fb^{-1}",0.17,0.78)
|
| 593 |
tAddFlag = self.myText(addFlag,0.17,0.73)
|
| 594 |
|
| 595 |
ROOT.gPad.SetTicks(1,1)
|
| 596 |
|
| 597 |
l2 = ROOT.TLegend(0.5, 0.82,0.92,0.95)
|
| 598 |
l2.SetLineWidth(2)
|
| 599 |
l2.SetBorderSize(0)
|
| 600 |
l2.SetFillColor(0)
|
| 601 |
l2.SetFillStyle(4000)
|
| 602 |
l2.SetTextFont(62)
|
| 603 |
#l2.SetTextSize(0.035)
|
| 604 |
l2.SetNColumns(2)
|
| 605 |
|
| 606 |
|
| 607 |
|
| 608 |
if not self.AddErrors == None:
|
| 609 |
self.AddErrors.SetFillColor(5)
|
| 610 |
self.AddErrors.SetFillStyle(1001)
|
| 611 |
self.AddErrors.Draw('SAME2')
|
| 612 |
|
| 613 |
l2.AddEntry(self.AddErrors,"MC uncert. (stat. + syst.)","f")
|
| 614 |
|
| 615 |
|
| 616 |
if not os.path.exists(self.plotDir):
|
| 617 |
os.makedirs(os.path.dirname(self.plotDir))
|
| 618 |
name = '%s/%s' %(self.plotDir,self.options['pdfName'])
|
| 619 |
c.Print(name)
|
