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CalculateScaleVariations2DSimone.py
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CalculateScaleVariations2DSimone.py
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from ROOT import *; import glob, numpy as n; from array import array
from AdditionalFunctions import*
#inputFileName = "pwgevents-0001-mod"
gStyle.SetOptStat(0);
gStyle.SetTitleYOffset(1.2)
gStyle.SetTitleXOffset(1.2)
#histcolors = [2,94, 209, 221, 4, 1, 923, 435,416,620,419]
histcolors = [2,94, 209, 221, 4, 1, 923, 435,416,620,419]
CMS=False
if CMS:NVar = 9
else:NVar = 11
scaleVars=[]#array of histogram with scale variations
scaleVarsCMS=[]#array of histogram with scale variations
scaleVarsRebinnedCMS=[]#array of histogram with scale variations
scaleVarsRebinned=[]#array of histogram with scale variations
scaleVarsInclpT=[]#array of histogram with scale variations
scaleVarsInclpTXTitles=[]#array of histogram with scale variations
pTJetstitles = ["FWD","0-75 GeV0J", "0-75 GeV1J","0-75 GeVGE2J","75-150 GeV0J", "75-150 GeV1J","75-150 GeVGE2J","150-250 GeV0J", "150-250 GeV1J","150-250 GeVGE2J","250-400 GeV0J", "250-400 GeV1J","250-400 GeVGE2J",">400 GeV0J", ">400 GeV1J",">400 GeVGE2J"]
scaleTitles= ["#mu_{R}=1.0 & #mu_{F}=1.0","#mu_{R}=1.0 & #mu_{F}=2.0", "#mu_{R}=2.0 & #mu_{F}=1.0", "#mu_{R}=2.0 & #mu_{F}=2.0", "#mu_{R}=1.0 & #mu_{F}=0.5", "#mu_{R}=0.5 & #mu_{F}=1.0", "#mu_{R}=0.5 & #mu_{F}=0.5","#mu_{R}=2.0 & #mu_{F}=0.5","#mu_{R}=0.5 & #mu_{F}=2.","10th weight", "11th weight"]
if not CMS:
#inputFileName = "pwgevents-0326-mod"
inputFileName = "../VHSTXS_Files/full_isLepton"
#inputFileName = "../VHSTXS_Files/all"
#inputFileName = "../VHSTXS_Files/pwgevents-393"
f = TFile(inputFileName+".root", "read")
else:
filein = TFile("../STXSUnc/ZH_ZToLL_HToBB.root",'read')
maintree=filein.Get("Events")
if not CMS:
centralScale = f.Get("/HiggsTemplateCrossSections/STXS_stage1_1_fine_pTjet30[000]") # mur = 1, muf=1
#centralScale = f.Get("/HiggsTemplateCrossSections/STXS_stage1_1_fine_pTjet30") # mur = 1, muf=1
centralScaleRebinned = ReorganisedHist(centralScale, 'centralScaleRebinned')
else:
centralScaleRebinned=scaleVarsRebinned[4].Clone()
centralScaleRebinned.SetName("centralScaleRebinnedCMS")
for i in range(0,NVar):
if not CMS:
if i<10:
#scaleVars.insert(i, f.Get("/HiggsTemplateCrossSections/STXS_stage1_1_fine_pTjet30["+str(i)+"]"))
scaleVars.insert(i, f.Get("/HiggsTemplateCrossSections/STXS_stage1_1_fine_pTjet30[00"+str(i)+"]"))
# elif i==0 :scaleVars.insert(i, f.Get("/HiggsTemplateCrossSections/STXS_stage1_1_fine_pTjet30")) #forward region
elif i==10:scaleVars.insert(i, f.Get("/HiggsTemplateCrossSections/STXS_stage1_1_fine_pTjet30[010]")) #forward region
scaleVars[i].SetName("scaleVars_"+str(i))
scaleVarsRebinned.insert(i,ReorganisedHist(scaleVars[i], "scaleVarsRebinned_"+str(i)))
#scaleVarsRebinned[i].Scale(centralScaleRebinned.Integral()/scaleVarsRebinned[i].Integral())
else:
scaleVarsCMS.insert(i, TH1F("scaleVarsCMS"+str(i),"scaleVarsCMS"+str(i),16,400,416))
maintree.Draw("HTXS_stage_1p1_uncert_cat>>scaleVarsCMS"+str(i), "1*(LHEScaleWeight["+str(i)+"]*genWeight)","goff");
scaleVarsCMS.insert(i, maintree.GetHistogram())
scaleVarsRebinned.insert(i, ReorganisedHistCMS(scaleVarsCMS[i], "scaleVarsRebinned_"+str(i)))
MaxScaleDeviationRebinned = centralScaleRebinned.Clone()
MaxScaleDeviationRebinned.SetName("MaxScaleDeviationRebinned")#histogram with maximum deviations from central scale with all processes combined.
MaxScaleDeviationRebinned.SetTitle("MaxScaleDeviationRebinned")#histogram with maximum deviations from central scale with all processes combined.
for k in range(0, npTBins):
for j in range(0, nJetBins):
dN=[]
globalBin = nJetBins*k + j + 1
binMax = nJetBins*k+(nJetBins)
if centralScaleRebinned.GetBinContent(globalBin)==0:
print globalBin
continue;
for i in range(0,NVar):
#if (i<9) :continue;
if (i==5 or i==7) and CMS:continue;
dN.insert(i,abs(scaleVarsRebinned[i].Integral(globalBin, binMax)-centralScaleRebinned.Integral(globalBin, binMax)))
dNMax = max(dN)
print globalBin, dN, dNMax, centralScaleRebinned.Integral(globalBin, binMax)
MaxScaleDeviationRebinned.SetBinContent(globalBin, dNMax)
centralScaleRebinnedCMS=scaleVarsRebinned[4].Clone()
centralScaleRebinnedCMS.SetName("centralScaleRebinnedCMS")
if CMS:f0 = TFile("MaxScaleVarInclpT_CMS.root","read")
else: f0 = TFile("MaxScaleVarInclpT_centralSimone.root","read")
UncInPtBins5 = f0.Get("UncInPtBins5")
UncInPtandNJets=[]
for k in range(0, 4):
UncInPtandNJets.insert(k, TH1F("UncInPtandNJets"+str(k), "",nJetBins*npTBins+1, 0,nJetBins*npTBins+1))#k:0=deltapTTotal, 1=delta1, 2=delta2, 3=total
UncInPtandNJets[0].SetBinContent(1, 0)
UncInPtandNJets[1].SetBinContent(1, 0)
UncInPtandNJets[2].SetBinContent(1, 0)
UncInPtandNJets[3].SetBinContent(1, 0)
UncInPtandNJets[1].GetXaxis().SetBinLabel(1,pTJetstitles[0])
UncInPtandNJets[2].GetXaxis().SetBinLabel(1,pTJetstitles[0])
UncInPtandNJets[3].GetXaxis().SetBinLabel(1,pTJetstitles[0])
##Define deltas:
for j in range(0, nJetBins):
for k in range(0, npTBins):
delta1=0; delta2 = 0;
globalBin = nJetBins*k + j + 1
binMax = nJetBins*k+(nJetBins)
if j==0:
#delta1 = MaxScaleDeviationRebinned.GetBinContent(nJetBins*k + j+ 2)/centralScaleRebinned.GetBinContent(nJetBins*k+j+1)
delta1 = -MaxScaleDeviationRebinned.GetBinContent(nJetBins*k + j+ 2)/centralScaleRebinned.GetBinContent(nJetBins*k+j+1)
delta2 = 0
if j==1:
delta1 = MaxScaleDeviationRebinned.GetBinContent(nJetBins*k + j + 1)/(centralScaleRebinned.Integral(nJetBins*k + j + 1, nJetBins*k + j + 2))
#delta2 = MaxScaleDeviationRebinned.GetBinContent(nJetBins*k + j + 2)/(centralScaleRebinned.GetBinContent(nJetBins*k + j + 1))
delta2 = -MaxScaleDeviationRebinned.GetBinContent(nJetBins*k + j + 2)/(centralScaleRebinned.GetBinContent(nJetBins*k + j + 1))
if j==2:
delta1 = MaxScaleDeviationRebinned.GetBinContent(nJetBins*k + j)/(centralScaleRebinned.Integral(nJetBins*k + j,nJetBins*k + j + 1))
delta2 = MaxScaleDeviationRebinned.GetBinContent(nJetBins*k + j+1)/centralScaleRebinned.GetBinContent(nJetBins*k + j+1)
deltapTTotal = UncInPtBins5.GetBinContent(k+1);
print deltapTTotal
total = sqrt(deltapTTotal**2 + delta1**2 + delta2**2)
UncInPtandNJets[0].SetBinContent(globalBin+1, deltapTTotal)
UncInPtandNJets[1].SetBinContent(globalBin+1, delta1)
UncInPtandNJets[2].SetBinContent(globalBin+1, delta2)
UncInPtandNJets[3].SetBinContent(globalBin+1, total)
UncInPtandNJets[1].GetXaxis().SetBinLabel(globalBin+1,pTJetstitles[globalBin])
UncInPtandNJets[2].GetXaxis().SetBinLabel(globalBin+1,pTJetstitles[globalBin])
UncInPtandNJets[3].GetXaxis().SetBinLabel(globalBin+1,pTJetstitles[globalBin])
#Save the results
if CMS:fOut = TFile("MaxScaleVarJetsandPt_CMS.root",'recreate')
else: fOut = TFile("MaxScaleVarJetsandPt_centralSimone.root",'recreate')
MaxScaleDeviationRebinned.Write()
centralScaleRebinned.Write()
UncInPtandNJets[1].Write()
UncInPtandNJets[2].Write()
UncInPtandNJets[3].Write()
UncInPtandNJets[0].Write()
for i in range(0,NVar):
if CMS:scaleVarsCMS[i].Write()
else: scaleVars[i].Write()
scaleVarsRebinned[i].Write()
fOut.Close()
f2 = TFile("MaxScaleVarJetsandPt_centralSimoneFO.root","read")
FOEnv = f2.Get("UncInPtandNJets3")
FOEnv.SetName("FOEnv")
FOEnv.SetTitle("FOEnv")
f3 = TFile("MaxScaleVarJetsandPt_central.root","read")
powhegTotal = f3.Get("UncInPtandNJets3")
powhegTotal.SetName("powhegTotal")
powhegTotal.SetTitle("powhegTotal")
_MYW = 800; _MYH = 600
_MYT = 0.03*_MYH; _MYB = 0.12*_MYH;
_MYL = 0.12*_MYW; _MYR = 0.1*_MYW
cB=0;
cB=TCanvas("cB","cB",_MYW,_MYH);
cB.SetLeftMargin( _MYL/_MYW ); cB.SetRightMargin( _MYR/_MYW );
cB.SetTopMargin( _MYT/_MYH ); cB.SetBottomMargin( _MYB/_MYH );
UncInPtandNJets[1].SetLineColor(kRed)
UncInPtandNJets[1].SetAxisRange(-0.15, 0.35, "Y");
UncInPtandNJets[3].SetAxisRange(-0.15, 0.35, "Y");
UncInPtandNJets[1].SetYTitle("Relative QCD uncertainty")
UncInPtandNJets[3].SetYTitle("Relative QCD uncertainty")
#UncInPtandNJets[1].Draw()
UncInPtandNJets[2].SetLineColor(kBlue)
UncInPtandNJets[2].SetLineWidth(3)
UncInPtandNJets[3].SetLineWidth(3)
UncInPtandNJets[1].SetLineWidth(3)
UncInPtandNJets[0].SetLineWidth(3)
#UncInPtandNJets[2].Draw("same")
UncInPtandNJets[3].SetLineColor(kGreen+3)
#UncInPtandNJets[3].Draw("text")
UncInPtandNJets[0].SetLineColor(kBlack)
#UncInPtandNJets[0].Draw("same")
FOEnv.SetLineColor(kGreen+3)
FOEnv.SetLineStyle(kDashed)
FOEnv.SetLineWidth(3)
FOEnv.SetAxisRange(-0.15, 0.35, "Y");
#FOEnv.Draw("text")
powhegTotal.SetLineColor(9)
powhegTotal.SetAxisRange(-0.15, 0.35, "Y");
powhegTotal.SetLineWidth(3)
powhegTotal.Draw("same text")
leg = TLegend(0.25, 0.68, 0.85, 0.91);
leg.SetTextFont(42)
leg.SetTextSize(0.03)
#leg.AddEntry(UncInPtandNJets[0], "p_{T}^{V} bins unc.", "l");
leg.AddEntry(FOEnv, "#sqrt{#Delta_{FO}^{2} + #Delta_{resumm}^{2}}", "l");
#leg.AddEntry(UncInPtandNJets[1], "#Delta_{1} ", "l");
leg.AddEntry(powhegTotal, "POWHEG NLO total STXS unc.", "l");
#leg.AddEntry(UncInPtandNJets[2], "#Delta_{2} ", "l");
leg.AddEntry(0, "", "");
leg.AddEntry(UncInPtandNJets[3], "GENEVA NNLO total STXS unc.", "l");
leg.SetBorderSize(0);
leg.SetNColumns(2);
leg.Draw('same');
UncInPtandNJets[3].Draw("same")
cB.SetTickx(0); cB.SetTicky(0);
if CMS:cB.SaveAs("pTBinsJetsUnc_CMS.pdf")
else: cB.SaveAs("pTBinsJetsUnc_centralSimonelast11weightsTotalComp.pdf")
#for i in range(0,NVar):
# scaleVarsRebinned[i].Add(centralScaleRebinned,-1)
# scaleVarsRebinned[i].Divide(centralScaleRebinned)
#centralScaleRebinned.Divide(centralScaleRebinned);
#MAXVAL=[]
#for i in range(0,NVar):
# MAXVAL.insert(i,scaleVarsRebinned[i].GetMaximum())
#
#scaleTitlesGeneva = ["nominal","\mu_{FO} up", "\mu_{FO} down", "\mu_{resumm}^{1}","\mu_{resumm}^{1}","\mu_{resumm}^{2}","\mu_{resumm}^{2}","\mu_{resumm}^{3}","\mu_{resumm}^{3}","\mu_{overall} up","\mu_{overall} down"]
#
#_MYW = 800; _MYH = 600
#_MYT = 0.08*_MYH; _MYB = 0.14*_MYH;
#_MYL = 0.14*_MYW; _MYR = 0.18*_MYW
#cB=0;
#cB=TCanvas("cB","cB",_MYW,_MYH);
#cB.SetLeftMargin( _MYL/_MYW ); cB.SetRightMargin( _MYR/_MYW );
#cB.SetTopMargin( _MYT/_MYH ); cB.SetBottomMargin( _MYB/_MYH );
#centralScaleRebinned.SetLineColor(kRed)
#centralScaleRebinned.SetYTitle("Cross-section")
#centralScaleRebinned.SetAxisRange(0, 1.1*max(MAXVAL), "Y");
#centralScaleRebinned.SetLineWidth(3)
#centralScaleRebinned.Draw("")
#for i in range(0, NVar):
# scaleVarsRebinned[i].SetLineColor(i+1)
# #scaleVarsRebinned[i].SetLineWidth(2)
# scaleVarsRebinned[i].Draw("same")
##leg = TLegend(0.5, 0.5, 0.7, 0.90);
#leg = TLegend(0.55, 0.4, 0.75, 0.90);
#leg.SetTextFont(42)
#leg.SetBorderSize(0)
#leg.SetTextSize(0.03)
#for i in range(0, NVar):
# leg.AddEntry(scaleVarsRebinned[i], scaleTitlesGeneva[i], "l");
#leg.Draw('same');
#centralScaleRebinned.Draw("same")
#cB.SetTickx(0); cB.SetTicky(0);
#cB.SaveAs("XsectionpTJetsBinsUnc_Geneva_Relative.pdf");
#