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Copy pathTBanalyzer_plotter.py
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TBanalyzer_plotter.py
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import os
import array
import glob
import math
import ROOT
import sys
from ROOT import *
from array import *
from optparse import OptionParser
gROOT.Macro("rootlogon.C")
gROOT.LoadMacro("insertlogo.C+")
parser = OptionParser()
parser.add_option('-c', '--cuts', metavar='F', type='string', action='store',
default = 'default',
dest = 'cuts',
help = 'Cuts type (ie default, rate, etc)')
(options, args) = parser.parse_args()
cuts = options.cuts
import Wprime_Functions
from Wprime_Functions import *
st1= ROOT.THStack("st1", "st1")
leg = TLegend(0.45, 0.35, 0.84, 0.84)
leg.SetFillColor(0)
leg.SetBorderSize(0)
leg1 = TLegend(0.45, 0.5, 0.84, 0.84)
leg1.SetFillColor(0)
leg1.SetBorderSize(0)
leg2 = TLegend(0.5, 0.5, 0.84, 0.84)
leg2.SetFillColor(0)
leg2.SetBorderSize(0)
rebin =4
Mult = 1.0
#Kfac=1.2
sigf = [
ROOT.TFile("rootfiles/TBanalyzerweightedsignalright1500_Trigger_nominal_none_PSET_"+options.cuts+".root"),
ROOT.TFile("rootfiles/TBanalyzerweightedsignalright1900_Trigger_nominal_none_PSET_"+options.cuts+".root"),
ROOT.TFile("rootfiles/TBanalyzerweightedsignalright2300_Trigger_nominal_none_PSET_"+options.cuts+".root")
]
sigh = [
sigf[0].Get("Mtb"),
sigf[1].Get("Mtb"),
sigf[2].Get("Mtb")
]
sigh[0].Scale(Mult)
sigh[1].Scale(Mult)
sigh[2].Scale(Mult)
sigh[0].Rebin(rebin)
sigh[1].Rebin(rebin)
sigh[2].Rebin(rebin)
sigh[0].SetLineStyle(5)
sigh[1].SetLineStyle(6)
sigh[2].SetLineStyle(7)
sigh[0].SetLineWidth(2)
sigh[1].SetLineWidth(2)
sigh[2].SetLineWidth(2)
sigh[0].SetLineColor(1)
sigh[1].SetLineColor(2)
sigh[2].SetLineColor(4)
stops = ['singletop_s','singletop_sB','singletop_t','singletop_tB','singletop_tW','singletop_tWB']
sfiles=[]
shists=[]
ssubs=[]
ssubsh=[]
ssubsl=[]
DataB11 = ROOT.TFile("rootfiles/TBanalyzerdata_Trigger_none_none_PSET_"+options.cuts+".root")
DataFS = DataB11.Get("Mtb")
DataBE = DataB11.Get("QCDbkg")
DataBE2d = DataB11.Get("QCDbkg2D")
c1 = TCanvas('c1', 'Data Full selection vs b pt tagging background', 700, 600)
main = ROOT.TPad("main", "main", 0, 0.3, 1, 1)
sub = ROOT.TPad("sub", "sub", 0, 0, 1, 0.3)
main.SetLeftMargin(0.16)
main.SetRightMargin(0.05)
main.SetTopMargin(0.11)
main.SetBottomMargin(0.0)
sub.SetLeftMargin(0.16)
sub.SetRightMargin(0.05)
sub.SetTopMargin(0)
sub.SetBottomMargin(0.3)
main.Draw()
sub.Draw()
main.cd()
TTmc = ROOT.TFile("rootfiles/TBanalyzerttbar_Trigger_nominal_none_PSET_"+options.cuts+".root")
TTmcScaleUp = ROOT.TFile("rootfiles/TBanalyzerttbar_Trigger_nominal_ScaleUp_PSET_"+options.cuts+".root")
TTmcScaleDown = ROOT.TFile("rootfiles/TBanalyzerttbar_Trigger_nominal_ScaleDown_PSET_"+options.cuts+".root")
TTmcPtSmearUp = ROOT.TFile("rootfiles/TBanalyzerttbar_Trigger_nominal_PtSmearUp_PSET_"+options.cuts+".root")
TTmcPtSmearDown = ROOT.TFile("rootfiles/TBanalyzerttbar_Trigger_nominal_PtSmearDown_PSET_"+options.cuts+".root")
TTmcQ2ScaleUp = ROOT.TFile("rootfiles/TBanalyzerttbarscaleup_Trigger_nominal_none_PSET_"+options.cuts+".root")
TTmcQ2ScaleDown = ROOT.TFile("rootfiles/TBanalyzerttbarscaledown_Trigger_nominal_none_PSET_"+options.cuts+".root")
TTmcEtaSmearUp = ROOT.TFile("rootfiles/TBanalyzerttbar_Trigger_nominal_EtaSmearUp_PSET_"+options.cuts+".root")
TTmcEtaSmearDown = ROOT.TFile("rootfiles/TBanalyzerttbar_Trigger_nominal_EtaSmearDown_PSET_"+options.cuts+".root")
TTmcTriggerUp = ROOT.TFile("rootfiles/TBanalyzerttbar_Trigger_up_none_PSET_"+options.cuts+".root")
TTmcTriggerDown = ROOT.TFile("rootfiles/TBanalyzerttbar_Trigger_down_none_PSET_"+options.cuts+".root")
output = ROOT.TFile( "TBanalyzer_output_PSET_"+options.cuts+".root", "recreate" )
output.cd()
TTmcFS = TTmc.Get("Mtb")
TTmcBE = TTmc.Get("QCDbkg")
TTmcBE2d = TTmc.Get("QCDbkg2D")
TTmcBEh = TTmc.Get("QCDbkgh")
DataBEh = DataB11.Get("QCDbkgh")
TTmcBEl = TTmc.Get("QCDbkgl")
DataBEl = DataB11.Get("QCDbkgl")
TTmcFSScaleUp = TTmcScaleUp.Get("Mtb")
TTmcFSScaleDown = TTmcScaleDown.Get("Mtb")
TTmcFSQ2ScaleUp = TTmcQ2ScaleUp.Get("Mtb")
TTmcFSQ2ScaleDown = TTmcQ2ScaleDown.Get("Mtb")
TTmcFSPtSmearUp = TTmcPtSmearUp.Get("Mtb")
TTmcFSPtSmearDown = TTmcPtSmearDown.Get("Mtb")
TTmcFSEtaSmearUp = TTmcEtaSmearUp.Get("Mtb")
TTmcFSEtaSmearDown = TTmcEtaSmearDown.Get("Mtb")
TTmcFSTriggerUp = TTmcTriggerUp.Get("Mtb")
TTmcFSTriggerDown = TTmcTriggerDown.Get("Mtb")
TTmcFSBUp = TTmc.Get("MtbBup")
TTmcFSBDown = TTmc.Get("MtbBDown")
TTmcFSptup = TTmc.Get("Mtbptup")
TTmcFSptdown = TTmc.Get("Mtbptdown")
TTmcFSBUp.Rebin(rebin)
TTmcFSBDown.Rebin(rebin)
TTmcFSptup.Rebin(rebin)
TTmcFSptdown.Rebin(rebin)
TTmcFSQ2ScaleUp.Rebin(rebin)
TTmcFSQ2ScaleDown.Rebin(rebin)
TTmcFSScaleUp.Rebin(rebin)
TTmcFSScaleDown.Rebin(rebin)
TTmcFSPtSmearUp.Rebin(rebin)
TTmcFSPtSmearDown.Rebin(rebin)
TTmcFSEtaSmearUp.Rebin(rebin)
TTmcFSEtaSmearDown.Rebin(rebin)
TTmcFSTriggerUp.Rebin(rebin)
TTmcFSTriggerDown.Rebin(rebin)
DataBE2d.Rebin(rebin)
TTmcFS.Rebin(rebin)
DataBE.Rebin(rebin)
DataFS.Rebin(rebin)
print DataFS.Integral()
DataBEl.Rebin(rebin)
DataBEh.Rebin(rebin)
TTmcBE.Rebin(rebin)
TTmcBE2d.Rebin(rebin)
TTmcBEh.Rebin(rebin)
TTmcBEl.Rebin(rebin)
#subtract weighted TT pretags
unsubbkg = DataBE.Clone()
DataBE.Add(TTmcBE,-1)
DataBE2d.Add(TTmcBE2d,-1)
DataBEl.Add(TTmcBE,-1)
DataBEh.Add(TTmcBE,-1)
singletop = ROOT.TH1F("singletop", "singletop", 140, 500, 4000 )
singletop.Rebin(rebin)
schanst = ROOT.TH1F("schanst", "singletop", 140, 500, 4000 )
schanst.Rebin(rebin)
for ifile in range(0,len(stops)):
sfiles.append(ROOT.TFile("rootfiles/TBanalyzerweighted"+stops[ifile]+"_Trigger_nominal_none_PSET_"+options.cuts+".root"))
shists.append(sfiles[ifile].Get("Mtb"))
ssubs.append(sfiles[ifile].Get("QCDbkg"))
ssubsh.append(sfiles[ifile].Get("QCDbkgh"))
ssubsl.append(sfiles[ifile].Get("QCDbkgl"))
shists[ifile].Rebin(rebin)
ssubs[ifile].Rebin(rebin)
ssubsh[ifile].Rebin(rebin)
ssubsl[ifile].Rebin(rebin)
#print str((Luminosity*stopxsecs[ifile]*TeffScale)/stopnevents[ifile])
DataBE.Add(ssubs[ifile],-1)
DataBEl.Add(ssubsl[ifile],-1)
DataBEh.Add(ssubsh[ifile],-1)
singletop.SetFillColor(6)
singletop.Add(shists[ifile])
if ifile<=1:
schanst.Add(shists[ifile])
st1.Add(singletop)
output.cd()
fittitles = ["pol0","pol2","pol3","FIT","Bifpoly","expofit"]
QCDbkg_ARR = []
for ihist in range(0,len(fittitles)):
QCDbkg_ARR.append(DataB11.Get("QCDbkg"+str(fittitles[ihist])).Rebin(rebin))
BEfiterrh = Fit_Uncertainty(QCDbkg_ARR)
output.cd()
DataQCDBEH=DataBE.Clone("DataQCDBEH")
DataQCDBEL=DataBE.Clone("DataQCDBEL")
DataTOTALBEH=DataBE.Clone("DataTOTALBEH")
DataTOTALBEL=DataBE.Clone("DataTOTALBEL")
for ibin in range(0,DataBE.GetNbinsX()):
PtScaleup=(TTmcFSScaleUp.GetBinContent(ibin) -TTmcFS.GetBinContent(ibin))
Q2Scaleup=(TTmcFSQ2ScaleUp.GetBinContent(ibin) -TTmcFS.GetBinContent(ibin))
PtSmearup=(TTmcFSPtSmearUp.GetBinContent(ibin) -TTmcFS.GetBinContent(ibin))
EtaSmearup=(TTmcFSEtaSmearUp.GetBinContent(ibin) -TTmcFS.GetBinContent(ibin))
Triggerup=(TTmcFSTriggerUp.GetBinContent(ibin) -TTmcFS.GetBinContent(ibin))
Btaggingup=(TTmcFSBUp.GetBinContent(ibin)-TTmcFS.GetBinContent(ibin))
ptup=(TTmcFSptup.GetBinContent(ibin)-TTmcFS.GetBinContent(ibin))
PtScaledown=(TTmcFSScaleDown.GetBinContent(ibin) -TTmcFS.GetBinContent(ibin))
Q2Scaledown=(TTmcFSQ2ScaleDown.GetBinContent(ibin) -TTmcFS.GetBinContent(ibin))
PtSmeardown=(TTmcFSPtSmearDown.GetBinContent(ibin) -TTmcFS.GetBinContent(ibin))
EtaSmeardown=(TTmcFSEtaSmearDown.GetBinContent(ibin) -TTmcFS.GetBinContent(ibin))
Triggerdown=(TTmcFSTriggerDown.GetBinContent(ibin) -TTmcFS.GetBinContent(ibin))
Btaggingdown=(TTmcFSBDown.GetBinContent(ibin)-TTmcFS.GetBinContent(ibin))
ptdown=(TTmcFSptdown.GetBinContent(ibin)-TTmcFS.GetBinContent(ibin))
ups = [PtScaleup,Q2Scaleup,PtSmearup,EtaSmearup,Triggerup,Btaggingup,ptup]
downs = [PtScaledown,Q2Scaledown,PtSmeardown,EtaSmeardown,Triggerdown,Btaggingdown,ptdown]
upstr = ["PtScaleup","Q2Scaleup","PtSmearup","EtaSmearup","Triggerup","Btaggingup","ptup"]
downstr = ["PtScaledown","Q2Scaledown","PtSmeardown","EtaSmeardown","Triggerdown","Btaggingdown","ptdown"]
sigsqup = 0.
sigsqdown = 0.
for i in range(0,len(ups)):
upsig = max(ups[i],downs[i],0.)
downsig = min(ups[i],downs[i],0.)
sigsqup+=upsig*upsig
sigsqdown+=downsig*downsig
CrossSection=0.19*TTmcFS.GetBinContent(ibin)
TTstat=TTmcFS.GetBinError(ibin)
if DataBE.GetBinContent(ibin)>0:
QCDstat=DataBE.GetBinError(ibin)
else:
QCDstat=0.
QCDfit=abs(BEfiterrh.GetBinContent(ibin))
QCDfit1=abs((DataBEh.GetBinContent(ibin)-DataBEl.GetBinContent(ibin))/2)
QCDfit2=abs(DataBE2d.GetBinContent(ibin)-DataBE.GetBinContent(ibin))
QCDsys=sqrt(QCDfit*QCDfit + QCDfit1*QCDfit1 + QCDfit2*QCDfit2)
QCDerror= sqrt(QCDstat*QCDstat+QCDsys*QCDsys)
TTerrorup=sqrt(sigsqup+TTstat*TTstat+CrossSection*CrossSection)
TTerrordown=sqrt(sigsqdown+TTstat*TTstat+CrossSection*CrossSection)
Totalerrorup=sqrt(QCDerror*QCDerror+TTerrorup*TTerrorup)
Totalerrordown=sqrt(QCDerror*QCDerror+TTerrordown*TTerrordown)
DataQCDBEH.SetBinContent(ibin,DataQCDBEH.GetBinContent(ibin)+QCDerror)
DataQCDBEL.SetBinContent(ibin,DataQCDBEL.GetBinContent(ibin)-QCDerror)
DataTOTALBEH.SetBinContent(ibin,DataTOTALBEH.GetBinContent(ibin)+Totalerrorup)
DataTOTALBEL.SetBinContent(ibin,DataTOTALBEL.GetBinContent(ibin)-Totalerrordown)
print "QCD total error"
print (DataQCDBEH.Integral()-DataBE.Integral())/DataBE.Integral()
print
DataQCDBEH.Write()
DataQCDBEL.Write()
DataTOTALBEH.Write()
DataTOTALBEL.Write()
DataTOTALBEL.Add(TTmcFS)
DataTOTALBEH.Add(TTmcFS)
#DataTOTALBEL.Add(singletop)
#DataTOTALBEH.Add(singletop)
for ifile in range(0,len(stops)):
DataTOTALBEL.Add(shists[ifile])
DataTOTALBEH.Add(shists[ifile])
DataBE.SetFillColor(TROOT.kYellow)
TTmcFS.SetFillColor(TROOT.kRed)
DataTOTALBEH.SetLineColor(kBlue)
DataTOTALBEH.SetLineWidth(2)
#DataTOTALBEH.SetLineStyle(2)
centerqcd = DataTOTALBEL.Clone("centerqcd")
centerqcd.SetFillColor(TROOT.kYellow)
centerqcd.Add(TTmcFS,-1)
centerqcd.Add(singletop,-1)
DataTOTALBEL.SetLineColor(kBlue)
DataTOTALBEL.SetLineWidth(2)
#DataTOTALBEL.SetFillColor(0)
#DataTOTALBEL.SetLineStyle(0)
#DataTOTALBEL.SetLineWidth(2)
#DataTOTALBEL.SetLineStyle(2)
sigst= ROOT.THStack("sigst", "sigst")
sigma = DataTOTALBEH.Clone("sigma")
sigma.SetFillStyle(3245)
sigma.SetFillColor(1)
sigma.SetLineColor(0)
centerqcd.SetLineColor(TROOT.kYellow)
sigma.Add(DataTOTALBEL,-1)
sigst.Add(singletop)
sigst.Add(TTmcFS)
sigst.Add(centerqcd)
sigst.Add(sigma)
st1.Add(TTmcFS)
st1.Add(DataBE)
bkgline=st1.GetStack().Last().Clone("bkgline")
bkgline.SetFillColor(0)
bkgline.SetFillStyle(0)
leg.AddEntry( DataFS, 'Data', 'P')
leg.AddEntry( DataBE, 'QCD background prediction', 'F')
leg.AddEntry( TTmcFS, 't#bar{t} MC prediction', 'F')
leg.AddEntry( singletop, 'Single top quark MC prediction', 'F')
leg.AddEntry( sigma, '1 #sigma background uncertainty', 'F')
leg.AddEntry( sigh[0], 'W`_{R} at 1500 GeV', 'L')
leg.AddEntry( sigh[1], 'W`_{R} at 1900 GeV', 'L')
leg.AddEntry( sigh[2], 'W`_{R} at 2300 GeV', 'L')
#c1.cd()
#c1.SetLeftMargin(0.17)
#st1.GetXaxis().SetRangeUser(0,3000)
st1.SetMaximum(DataTOTALBEH.GetMaximum() * 1.3)
st1.SetMinimum(1.0)
st1.SetTitle(';M_{tb} (GeV);Counts per 100 GeV')
st1.Draw("hist")
gPad.SetLeftMargin(.16)
st1.GetYaxis().SetTitleOffset(0.9)
#DataTOTALBEH.Draw("histsame")
#DataTOTALBEL.Draw("histsame")
sigst.Draw("samehist")
bkgline.Draw("samehist")
sigh[0].Draw("samehist")
sigh[1].Draw("samehist")
sigh[2].Draw("samehist")
DataFS1 = TH1D("DataFS1", "mass W' in b+1", 140, 500, 4000 )
DataFS1.Rebin(rebin)
for ibin in range(1,DataFS.GetNbinsX()+1):
DataFS1.SetBinContent(ibin,DataFS.GetBinContent(ibin))
DataFS1.SetBinErrorOption(DataFS1.kPoisson)
DataFS1.Draw("samepE")
leg.Draw()
prelim = TLatex()
prelim.SetNDC()
insertlogo( main, 2, 11 )
#prelim.DrawLatex( 0.5, 0.91, "#scale[0.8]{CMS Preliminary, 8 TeV, 19.7 fb^{-1}}" )
sub.cd()
gPad.SetLeftMargin(.16)
totalH = st1.GetStack().Last().Clone("totalH")
#totalH.Add(TTmcFS)
pull = Make_Pull_plot( DataFS1,totalH,DataTOTALBEH,DataTOTALBEL )
#pull.GetXaxis().SetRangeUser(0,3000)
pull.SetFillColor(TROOT.kBlue)
pull.SetTitle(';M_{tb} (GeV);(Data-Bkg)/#sigma')
pull.SetStats(0)
pull.GetYaxis().SetRangeUser(-2.9,2.9)
pull.GetXaxis().SetLabelSize(0.05)
pull.GetYaxis().SetLabelSize(0.05)
LS = .13
pull.GetYaxis().SetTitleOffset(0.4)
pull.GetXaxis().SetTitleOffset(0.9)
pull.SetStats(0)
pull.GetYaxis().SetLabelSize(LS)
pull.GetYaxis().SetTitleSize(LS)
pull.GetYaxis().SetNdivisions(306)
pull.GetXaxis().SetLabelSize(LS)
pull.GetXaxis().SetTitleSize(LS)
pull.Draw("hist")
line2=ROOT.TLine(500.0,0.0,4000.0,0.0)
line2.SetLineColor(0)
line1=ROOT.TLine(500.0,0.0,4000.0,0.0)
line1.SetLineStyle(2)
line2.Draw()
line1.Draw()
gPad.Update()
main.RedrawAxis()
c1.Print('plots/MtbvsBkg_BifPoly_fit_PSET_'+options.cuts+'.root', 'root')
c1.Print('plots/MtbvsBkg_BifPoly_fit_PSET_'+options.cuts+'.pdf', 'pdf')
c1.Print('plots/MtbvsBkg_BifPoly_fit_PSET_'+options.cuts+'.png', 'png')
main.SetLogy()
st1.SetMaximum( DataBEh.GetMaximum() * 5000 )
st1.SetMinimum( 0.1)
main.RedrawAxis()
c1.Print('plots/MtbvsBkgsemilog_BifPoly_fit_PSET_'+options.cuts+'.root', 'root')
c1.Print('plots/MtbvsBkgsemilog_BifPoly_fit_PSET_'+options.cuts+'.pdf', 'pdf')
c1.Print('plots/MtbvsBkgsemilog_BifPoly_fit_PSET_'+options.cuts+'.png', 'png')