/
FakeShiftCmp.py
1492 lines (1393 loc) · 58.8 KB
/
FakeShiftCmp.py
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from sys import argv, stdout, stderr
import ROOT
import sys
import math
import array
import numpy
##get qcd normalization (choose selections for qcd)
def make_qcd_norm(presel, var, predir, savedir, channel ,wjets1_pre_ntuple_file, wjets2_pre_ntuple_file, wjets3_pre_ntuple_file, wjets4_pre_ntuple_file, wjetsFiltered_ntuple_file, zjets_pre_ntuple_file, ttbar_semi_pre_ntuple_file, ttbar_full_pre_ntuple_file, ww_pre_ntuple_file, data_pre_ntuple_file,data_ntuple_file,wjets1_norm, wjets2_norm, wjets3_norm, wjets4_norm, wjetsFiltered_norm, zjets_norm, ttbar_semi_norm, ttbar_full_norm, ww_norm):
qcd_os_inc = 1.06* get_ss_inc_qcd(var,channel, wjets1_pre_ntuple_file, wjets2_pre_ntuple_file, wjets3_pre_ntuple_file, wjets4_pre_ntuple_file, wjetsFiltered_pre_ntuple_file, zjets_pre_ntuple_file, ttbar_semi_pre_ntuple_file, ttbar_full_pre_ntuple_file, ww_pre_ntuple_file, data_pre_ntuple_file, wjets1_norm, wjets2_norm, wjets3_norm, wjets4_norm, wjetsFiltered_norm, zjets_norm, ttbar_semi_norm, ttbar_full_norm, ww_norm) ##gets same sign inclusive qcd
#factor of 1.06 for os inclusive qcd
if not presel: #get efficiency of vbf cuts
if channel == "highMtssvbf":
ssanti_iso_ntuple_spot = "highMtssantiisomuonvbf"
else:
ssanti_iso_ntuple_spot = "ssantiisomuon" + channel ##channel = gg or vbf
qcd_antiiso_ss = data_ntuple_file.Get(ssanti_iso_ntuple_spot+"/"+var).Clone()
print qcd_antiiso_ss.Integral()
qcd_antiiso_ss_inc = data_pre_ntuple_file.Get(ssanti_iso_ntuple_spot+"/"+var).Clone()
qcd_norm = qcd_os_inc*qcd_antiiso_ss.Integral()/qcd_antiiso_ss_inc.Integral()
else:
qcd_norm = qcd_os_inc
return qcd_norm
#return same sign inclusive qcd normalization
def get_ss_inc_qcd(var,channel, wjets1_pre_ntuple_file, wjets2_pre_ntuple_file, wjets3_pre_ntuple_file, wjets4_pre_ntuple_file, wjetsFiltered_pre_ntuple_file, zjets_pre_ntuple_file, ttbar_semi_pre_ntuple_file, ttbar_full_pre_ntuple_file, ww_pre_ntuple_file, data_pre_ntuple_file, wjets1_norm, wjets2_norm, wjets3_norm, wjets4_norm, wjetsFiltered_norm, zjets_norm, ttbar_semi_norm, ttbar_full_norm, ww_norm):
if channel == "highMtssvbf":
ss_ntuple_spot = "highMtssvbf"
elif channel == "highMtssgg":
ss_ntuple_spot = "highMtssgg"
elif channel == "highMtvbf":
ss_ntuple_spot = "highMtssvbf"
elif channel == "ssvbf":
ss_ntuple_spot = "ssvbf"
elif channel == "ssgg":
ss_ntuple_spot = "ssgg"
else:
ss_ntuple_spot = "ss"+channel #channel = vbf or gg
zjets_pre = zjets_pre_ntuple_file.Get(ss_ntuple_spot+"/"+var).Clone()
zjets_pre.Scale(zjets_norm)
ttbar_semi_pre = ttbar_semi_pre_ntuple_file.Get(ss_ntuple_spot+"/"+var).Clone()
ttbar_full_pre = ttbar_full_pre_ntuple_file.Get(ss_ntuple_spot+"/"+var).Clone()
ttbar_semi_pre.Scale(ttbar_semi_norm)
ttbar_full_pre.Scale(ttbar_full_norm)
ttbar_pre = ttbar_full_pre.Clone()
ttbar_pre.Add(ttbar_semi_pre)
ww_pre = ww_pre_ntuple_file.Get(ss_ntuple_spot+"/"+var).Clone()
ww_pre.Scale(ww_norm)
data_ss_inc = data_pre_ntuple_file.Get(ss_ntuple_spot+"/"+var).Clone()
wjets_pre = get_w(var,ss_ntuple_spot,wjets1_pre_ntuple_file, wjets2_pre_ntuple_file, wjets3_pre_ntuple_file, wjets4_pre_ntuple_file, wjetsFiltered_pre_ntuple_file, zjets_pre_ntuple_file, ttbar_semi_pre_ntuple_file, ttbar_full_pre_ntuple_file, ww_pre_ntuple_file, data_pre_ntuple_file, wjets1_norm, wjets2_norm, wjets3_norm, wjets4_norm, wjetsFiltered_norm, zjets_norm, ttbar_semi_norm, ttbar_full_norm, ww_norm) #returns integral of w+jets estimation
qcd_ss_inc = data_ss_inc.Integral() - zjets_pre.Integral()-ttbar_pre.Integral() - ww_pre.Integral()-wjets_pre #subtract MC from data to get QCD
print "qcd test:"
print zjets_pre.Integral()
print ttbar_pre.Integral()
print ww_pre.Integral()
print wjets_pre
print data_ss_inc.Integral()
return qcd_ss_inc
## return w+jets MC estimation
def get_w(var,ss_ntuple_spot, wjets1_pre_ntuple_file, wjets2_pre_ntuple_file, wjets3_pre_ntuple_file, wjets4_pre_ntuple_file, wjetsFiltered_pre_ntuple_file, zjets_pre_ntuple_file, ttbar_semi_pre_ntuple_file, ttbar_full_pre_ntuple_file, ww_pre_ntuple_file, data_pre_ntuple_file, wjets1_norm, wjets2_norm, wjets3_norm, wjets4_norm, wjetsFiltered_norm, zjets_norm, ttbar_semi_norm, ttbar_full_norm, ww_norm):
if ss_ntuple_spot == "highMtssvbf":
ss_highmt_ntuple_spot = "highMtssvbf"
elif ss_ntuple_spot == "highMtssgg":
ss_highmt_ntuple_spot = "highMtssgg"
else:
ss_highmt_ntuple_spot = "highMt"+ss_ntuple_spot
#print ss_highmt_ntuple_spot
data_ss_highmt = data_pre_ntuple_file.Get(ss_highmt_ntuple_spot+"/"+var).Clone() #data_ss_highmt
zjets_ss_highmt = zjets_pre_ntuple_file.Get(ss_highmt_ntuple_spot+"/"+var).Clone()
zjets_ss_highmt.Scale(zjets_norm)
ttbar_semi_ss_highmt = ttbar_semi_pre_ntuple_file.Get(ss_highmt_ntuple_spot+"/"+var).Clone()
ttbar_full_ss_highmt = ttbar_full_pre_ntuple_file.Get(ss_highmt_ntuple_spot+"/"+var).Clone()
ttbar_semi_ss_highmt.Scale(ttbar_semi_norm)
ttbar_full_ss_highmt.Scale(ttbar_full_norm)
ttbar_ss_highmt = ttbar_full_ss_highmt.Clone()
ttbar_ss_highmt.Add(ttbar_semi_ss_highmt)
ww_ss_highmt = ww_pre_ntuple_file.Get(ss_highmt_ntuple_spot+"/"+var).Clone()
ww_ss_highmt.Scale(ww_norm)
wjets1_mc_ss_highmt = wjets1_pre_ntuple_file.Get(ss_highmt_ntuple_spot+"/"+var).Clone()
wjets1_mc_ss_highmt.Scale(wjets1_norm)
wjets2_mc_ss_highmt = wjets2_pre_ntuple_file.Get(ss_highmt_ntuple_spot+"/"+var).Clone()
wjets2_mc_ss_highmt.Scale(wjets2_norm)
wjets3_mc_ss_highmt = wjets3_pre_ntuple_file.Get(ss_highmt_ntuple_spot+"/"+var).Clone()
wjets3_mc_ss_highmt.Scale(wjets3_norm)
wjets4_mc_ss_highmt = wjets4_pre_ntuple_file.Get(ss_highmt_ntuple_spot+"/"+var).Clone()
wjets4_mc_ss_highmt.Scale(wjets4_norm)
wjetsFiltered_mc_ss_highmt = wjetsFiltered_pre_ntuple_file.Get(ss_highmt_ntuple_spot+"/"+var).Clone()
wjetsFiltered_mc_ss_highmt.Scale(wjetsFiltered_norm)
wjets_mc_ss_highmt = wjets1_mc_ss_highmt.Clone()
print wjets_mc_ss_highmt.Integral()
wjets_mc_ss_highmt.Add(wjets2_mc_ss_highmt)
print wjets_mc_ss_highmt.Integral()
wjets_mc_ss_highmt.Add(wjets3_mc_ss_highmt)
print wjets_mc_ss_highmt.Integral()
wjets_mc_ss_highmt.Add(wjets4_mc_ss_highmt)
wjets_mc_ss_highmt.Add(wjetsFiltered_mc_ss_highmt)
print wjets_mc_ss_highmt.Integral()
if "gg0" in ss_ntuple_spot:
wjets_mc_ss_highmt.Scale(0.8585376)
print wjets_mc_ss_highmt.Integral()
#print wjets_mc_ss_highmt.Integral()
wjets1_mc_ss = wjets1_pre_ntuple_file.Get(ss_ntuple_spot+"/"+var).Clone()
wjets1_mc_ss.Scale(wjets1_norm)
wjets2_mc_ss = wjets2_pre_ntuple_file.Get(ss_ntuple_spot+"/"+var).Clone()
wjets2_mc_ss.Scale(wjets2_norm)
wjets3_mc_ss = wjets3_pre_ntuple_file.Get(ss_ntuple_spot+"/"+var).Clone()
wjets3_mc_ss.Scale(wjets3_norm)
wjets4_mc_ss = wjets4_pre_ntuple_file.Get(ss_ntuple_spot+"/"+var).Clone()
wjets4_mc_ss.Scale(wjets4_norm)
wjetsFiltered_mc_ss = wjetsFiltered_pre_ntuple_file.Get(ss_ntuple_spot+"/"+var).Clone()
wjetsFiltered_mc_ss.Scale(wjetsFiltered_norm)
wjets_mc_ss = wjets1_mc_ss.Clone()
wjets_mc_ss.Add(wjets2_mc_ss)
wjets_mc_ss.Add(wjets3_mc_ss)
wjets_mc_ss.Add(wjets4_mc_ss)
wjets_mc_ss.Add(wjetsFiltered_mc_ss)
if "gg0" in ss_ntuple_spot:
wjets_mc_ss.Scale(0.8585376)
#print wjets_mc_ss.Integral()
wjets_ss_inc = (data_ss_highmt.Integral() - zjets_ss_highmt.Integral() - ttbar_ss_highmt.Integral()-ww_ss_highmt.Integral())*wjets_mc_ss.Integral()/wjets_mc_ss_highmt.Integral() #compute wjets from data in highmt sideband wjets control region. Multiply by ss/highMtss yield from MC
#print (data_ss_highmt.Integral() - zjets_ss_highmt.Integral() - ttbar_ss_highmt.Integral()-ww_ss_highmt.Integral())
if channel == "highMtssvbf":
return wjets_mc_ss_highmt.Integral()
else:
return wjets_mc_ss.Integral()
#return wjets_ss_inc
#########
##Style##
ROOT.gROOT.LoadMacro("tdrstyle.C")
ROOT.setTDRStyle()
ROOT.gROOT.SetStyle("Plain")
ROOT.gROOT.SetBatch(True)
ROOT.gStyle.SetOptStat(0)
if len(argv) < 2:
print "usage: python plot_mutau variable"
sys.exit()
var = argv[1]
shape_norm = False
plot_save = True
if shape_norm == False:
ynormlabel = " "
else:
ynormlabel = "Normalized to 1 "
#predir = "zjets_embedded_sept9/" #directory with preselection files
#predir = "gg_maria_cmp/"
#predir = "zjets_control_regions_sept6/"
#predir = "200GeVtPt_sept12/"
#predir = "Optimized_VBF_Sept30_presel/"
#predir = "Presel_Oct_1_NewFakes/"
#predir = "Presel_Oct2_FakeRateNoRebin/"
#predir = "Presel_Nov12_FakeRateRebin/"
#predir = "Presel_Nov18_012Jets/"
#predir = "presel_Dec12_synch1/"
#predir = "presel_Jan27_newFakes/"
#predir = "presel_Jan29_NoBTau/"
#predir = "presel_Jan29_TightTauIso/"
#predir = "presel_Jan30_FakeDecayModeBin/"
#predir = "presel_Jan29_TightTauIso/"
#predir = "presel_Jan31_tPt30LooseTightIsoFakes/"
#predir = "presel_Jan31_tPt30/"
#predir = "presel_Jan31_tPtFakeRate/"
#predir = "presel_Feb3_LooseTightFakes/"
predir = "presel_Jan28_looseFakeIso/"
#predir = "presel_Jan1_MegaDataTest/"
#predir = "Presel_Nov6_FakeRate/"
#predir = "Presel_Oct31_2JetLooseVBF/"
#predir = "ztautau_control_attempt_sept24_m_t_DR/"
#predir = "ttbar_control_sept13/"
#predir = "control_regions_fakerate_sept12/"
#channel = "vbf" #channel (vbf or gg)
#channel = "ztautaucontrolvbf"
#channel = "highMtssvbf"
#channel = "vbf"
#channel ="vbf"
#channel = "gg1"
#channel ="ssvbf"
channel = "vbf"
presel = False #use preselection cuts or not
blind = False
if channel == "highMtssvbf":
blind = False
systematics = True
if shape_norm == True:
systematics = False
fakeRate = True #apply fake rate method
zjetsEmbed = True #use embedded data samples for zjets
seperateSemiFull = False #seperate semi and fully leptonic ttbar
plotData=False
plotSave=True
prelimColors=False
new_signal=True
logScale=False
massCmp = True
#if channel == "gg0" or channel == "gg1":
#fakeRate = False
#if systematics == True:
# fakeRate = True
##savedir contains the root files for plotting
if presel:
savedir = predir
else:
#savedir = "vbf_fakerate_centralveto_aug19/"
#savedir = "vbf_embedded_fakerate_aug27/"
#savedir = "200GeVtPt_vbf_sept12/"
#savedir = "Optimized_VBF_Sept30/"
#savedir = "Signal_Oct_1_NewFakes/"
#savedir = "JesPlusOptimized_Oct15/"
#savedir = "jesminusNov10/"
#savedir = "Optimized_Oct10/"
#savedir = "Optimized_Nov12_FakeRateRebinning/"
#savedir = "Optimized_Nov25_012Jets/"
#savedir = "optimized_Dec12_synch1/"
#savedir = "reoptimized_Dec17/"
#savedir = "singlet_Jan21/"
#savedir = "optimized_Jan27_newFakes/"
#savedir = "signal_Jan31_tPt30/"
fakesdir = "jesnonesignalFeb26_01JetFix/"
savedir = fakesdir
fakesupdir = "fakeShapeShiftUp_May7/"
fakesdowndir = "fakeShapeShiftDown_May7/"
##import parameters for input variable
import mutau_vars
getVarParams = "mutau_vars."+var
varParams = eval(getVarParams)
xlabel = varParams[0]
if presel:
binwidth = varParams[7]
else:
binwidth = varParams[1]
print "initial binwdith"+str(binwidth)
if var == "collMass_type1" and (channel == "gg0" or channel == "gg1"):
binwidth = 10
legend = eval(varParams[2])
blindlow = varParams[3]
blindhigh = varParams[4]
if var == "m_t_Mass" and channel =="gg":
blindhigh = 120
if presel == True:
if var == "fullMT_type1" and channel == "vbf":
blindlow = 100
blindhigh = 150
elif var == "m_t_Mass" and (channel == "vbf" or channel == "gg1"):
blindlow = 70
blindhigh = 120
elif var =="m_t_Mass" and channel == "ztautaucontrolvbf":
blindlow = 80
blindhigh = 110
elif var == "m_t_Mass" and channel == "gg0":
blindlow=80
blindhigh=130
elif var == "collMass_type1" and (channel == "gg1" or channel =="vbf"or channel == "gg0"):
blindlow = 100
blindhigh = 150
elif var == "tMtToPfMet_Ty1" and channel == "gg1":
blindlow = 0
blindhigh = 10
#else:
# blind=False
if blindlow==blindhigh:
blind = False
isGeV = varParams[5]
xRange = varParams[6]
canvas = ROOT.TCanvas("canvas","canvas",800,800)
if presel == True and plotData==True:
p_lfv = ROOT.TPad('p_lfv','p_lfv',0,0.2,1,1)
p_lfv.SetLeftMargin(0.2147651)
p_lfv.SetRightMargin(0.06543624)
p_lfv.SetTopMargin(0.04895105)
p_lfv.SetBottomMargin(0.1311189)
if logScale == True:
p_lfv.SetLogy()
p_lfv.Draw()
p_ratio = ROOT.TPad('p_ratio','p_ratio',0,0,1,0.2)
p_ratio.SetLeftMargin(0.2147651)
p_ratio.SetRightMargin(0.06543624)
p_ratio.SetTopMargin(0.04895105)
p_ratio.SetBottomMargin(0.1311189)
p_ratio.SetGrid()
p_ratio.Draw()
else:
p_lfv = ROOT.TPad('p_lfv','p_lfv',0,0,1,1)
p_lfv.SetLeftMargin(0.2147651)
p_lfv.SetRightMargin(0.06543624)
p_lfv.SetTopMargin(0.04895105)
p_lfv.SetBottomMargin(0.1311189)
if logScale == True:
p_lfv.SetLogy()
p_lfv.Draw()
if massCmp == True:
if channel == "gg0":
p_ratioSys = ROOT.TPad('p_ratioSys','p_ratioSys',0.6,0.2,0.89,0.5)
elif channel == "gg1":
p_ratioSys = ROOT.TPad('p_ratioSys','p_ratioSys',0.6,0.3,0.89,0.6)
else:
p_ratioSys = ROOT.TPad('p_ratioSys','p_ratioSys',0.6,0.2,0.89,0.5)
p_ratioSys.SetLeftMargin(0.2147651)
p_ratioSys.SetRightMargin(0.06543624)
p_ratioSys.SetTopMargin(0.04895105)
p_ratioSys.SetBottomMargin(0.1311189)
p_ratioSys.Draw()
p_ratioSys.cd()
p_ratioSys.Draw()
p_lfv.cd()
LFVStack = ROOT.THStack("stack","")
if new_signal == True:
hgglfv_ntuple_file_str = 'LFV_GluGlu_Dec9.root'
hvbflfv_ntuple_file_str='LFV_VBF_Dec9.root'
else:
hgglfv_ntuple_file_str = 'LFV_GluGlu_H2Tau_M-126.root'
hvbflfv_ntuple_file_str = 'LFV_VBF_H2Tau_M-126.root'
hggsm_ntuple_file_str = 'GGH_H2Tau_M-125.root'
zjets_ntuple_file_str = 'Zjets_M50.root'
if zjetsEmbed:
dataEmb_ntuple_file_str = 'dataEmbedded_2012.root'
dy1jets_ntuple_file_str = 'DY1Jets_madgraph.root'
dy2jets_ntuple_file_str = 'DY2Jets_madgraph.root'
dy3jets_ntuple_file_str = 'DY3Jets_madgraph.root'
dy4jets_ntuple_file_str = 'DY4Jets_madgraph.root'
dy1other_ntuple_file_str = 'OtherDY1.root'
dy2other_ntuple_file_str = 'OtherDY2.root'
dy3other_ntuple_file_str = 'OtherDY3.root'
dy4other_ntuple_file_str = 'OtherDY4.root'
zjetsotherMC_ntuple_file_str = 'OtherM50.root'
#if "gg0" in channel or "gg1" in channel:
# dy1other_ntuple_file_str = savedir+'DYAll/DY1Jets_madgraph.root'
# dy2other_ntuple_file_str = savedir+'DYAll/DY2Jets_madgraph.root'
# dy3other_ntuple_file_str = savedir+'DYAll/DY3Jets_madgraph.root'
# dy4other_ntuple_file_str = savedir+'DYAll/DY4Jets_madgraph.root'
#else:
# dy1jets_ntuple_file_str = 'DYAll/DY1Jets_madgraph.root'
# dy2jets_ntuple_file_str = 'DYAll/DY2Jets_madgraph.root'
# dy3jets_ntuple_file_str = 'DYAll/DY3Jets_madgraph.root'
# dy4jets_ntuple_file_str = 'DYAll/DY4Jets_madgraph.root'
wjets1_ntuple_file_str = 'Wplus1Jets.root'
wjets2_ntuple_file_str = 'Wplus2Jets.root'
wjets3_ntuple_file_str = 'Wplus3Jets.root'
wjets4_ntuple_file_str = 'Wplus4Jets_madgraph.root'
wjetsFiltered_ntuple_file_str = 'WplusJets_madgraph_filtered.root'
ttbar_semi_ntuple_file_str = 'TTJets_SemiLeptMGDecays_8TeV-madgraph-tauola.root'
ttbar_full_ntuple_file_str = 'TTJets_FullLeptMGDecays_8TeV-madgraph-tauola.root'
ww_ntuple_file_str = 'WWJetsTo2L2Nu_TuneZ2_8TeV.root'
tt_ntuple_file_str = 'T_t-channel.root'
tbart_ntuple_file_str = 'Tbar_t-channel.root'
tw_ntuple_file_str = 'T_tW-channel-DR_TuneZ2star_8TeV-powheg-tauola.root'
tbarw_ntuple_file_str = 'T_tW-channel-DR_TuneZ2star_8TeV-powheg-tauola.root'
data_ntuple_file_str = 'data_2012.root'
#data_ntuple_file_str = 'jesplusdata_2012.root'
hvbfsm_ntuple_file_str = 'VBF_H2Tau_M-125.root'
hgglfv_ntuple_file = ROOT.TFile(savedir+hgglfv_ntuple_file_str)
hvbflfv_ntuple_file = ROOT.TFile(savedir+hvbflfv_ntuple_file_str)
zjets_ntuple_file = ROOT.TFile(savedir+zjets_ntuple_file_str)
fakes_up_ntuple_file = ROOT.TFile(fakesupdir + data_ntuple_file_str)
fakes_down_ntuple_file = ROOT.TFile(fakesdowndir+data_ntuple_file_str)
if zjetsEmbed:
dataEmb_ntuple_file = ROOT.TFile(savedir+dataEmb_ntuple_file_str)
dy1jets_ntuple_file = ROOT.TFile(savedir+dy1jets_ntuple_file_str)
dy2jets_ntuple_file = ROOT.TFile(savedir+dy2jets_ntuple_file_str)
dy3jets_ntuple_file = ROOT.TFile(savedir+dy3jets_ntuple_file_str)
dy4jets_ntuple_file = ROOT.TFile(savedir+dy4jets_ntuple_file_str)
dy1other_ntuple_file = ROOT.TFile(savedir+dy1other_ntuple_file_str)
dy2other_ntuple_file = ROOT.TFile(savedir+dy2other_ntuple_file_str)
dy3other_ntuple_file = ROOT.TFile(savedir+dy3other_ntuple_file_str)
dy4other_ntuple_file = ROOT.TFile(savedir+dy4other_ntuple_file_str)
zjetsotherMC_ntuple_file = ROOT.TFile(savedir+zjetsotherMC_ntuple_file_str)
#if "gg0" in channel or "gg1" in channel:
# dy1other_ntuple_file = ROOT.TFile(dy1other_ntuple_file_str)
# dy2other_ntuple_file = ROOT.TFile(dy2other_ntuple_file_str)
# dy3other_ntuple_file = ROOT.TFile(dy3other_ntuple_file_str)
# dy4other_ntuple_file = ROOT.TFile(dy4other_ntuple_file_str)
wjets1_ntuple_file = ROOT.TFile(savedir+wjets1_ntuple_file_str)
wjets2_ntuple_file = ROOT.TFile(savedir+wjets2_ntuple_file_str)
wjets3_ntuple_file = ROOT.TFile(savedir+wjets3_ntuple_file_str)
wjets4_ntuple_file = ROOT.TFile(savedir+wjets4_ntuple_file_str)
wjetsFiltered_ntuple_file = ROOT.TFile(savedir+wjetsFiltered_ntuple_file_str)
ttbar_semi_ntuple_file = ROOT.TFile(savedir+ttbar_semi_ntuple_file_str)
ttbar_full_ntuple_file = ROOT.TFile(savedir+ttbar_full_ntuple_file_str)
ww_ntuple_file = ROOT.TFile(savedir+ww_ntuple_file_str)
tt_ntuple_file = ROOT.TFile(savedir+tt_ntuple_file_str)
tbart_ntuple_file = ROOT.TFile(savedir+tbart_ntuple_file_str)
tw_ntuple_file = ROOT.TFile(savedir+tw_ntuple_file_str)
tbarw_ntuple_file = ROOT.TFile(savedir+tbarw_ntuple_file_str)
data_ntuple_file = ROOT.TFile(savedir+data_ntuple_file_str)
hvbfsm_ntuple_file = ROOT.TFile(savedir+hvbfsm_ntuple_file_str)
hggsm_ntuple_file = ROOT.TFile(savedir+hggsm_ntuple_file_str)
hgglfv_pre_ntuple_file = ROOT.TFile(predir+hgglfv_ntuple_file_str)
hvbflfv_pre_ntuple_file = ROOT.TFile(predir+hvbflfv_ntuple_file_str)
zjets_pre_ntuple_file = ROOT.TFile(predir+zjets_ntuple_file_str)
wjets1_pre_ntuple_file = ROOT.TFile(predir+wjets1_ntuple_file_str)
wjets2_pre_ntuple_file = ROOT.TFile(predir+wjets2_ntuple_file_str)
wjets3_pre_ntuple_file = ROOT.TFile(predir+wjets3_ntuple_file_str)
wjets4_pre_ntuple_file = ROOT.TFile(predir+wjets4_ntuple_file_str)
wjetsFiltered_pre_ntuple_file = ROOT.TFile(predir+wjetsFiltered_ntuple_file_str)
ttbar_semi_pre_ntuple_file = ROOT.TFile(predir+ttbar_semi_ntuple_file_str)
ttbar_full_pre_ntuple_file = ROOT.TFile(predir+ttbar_full_ntuple_file_str)
ww_pre_ntuple_file = ROOT.TFile(predir+ww_ntuple_file_str)
tt_pre_ntuple_file = ROOT.TFile(predir+tt_ntuple_file_str)
tbart_pre_ntuple_file = ROOT.TFile(predir+tbart_ntuple_file_str)
tw_pre_ntuple_file = ROOT.TFile(predir+tw_ntuple_file_str)
tbarw_pre_ntuple_file = ROOT.TFile(predir+tbarw_ntuple_file_str)
data_pre_ntuple_file = ROOT.TFile(predir+data_ntuple_file_str)
#get histograms
ntuple_spot = channel
hgglfv = hgglfv_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
hvbflfv = hvbflfv_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
hvbfsm = hvbfsm_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
hggsm = hggsm_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
zjetsMC = zjets_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
if zjetsEmbed:
dy1jets = dy1jets_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
dy2jets = dy2jets_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
dy3jets = dy3jets_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
dy4jets = dy4jets_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
dy1other = dy1other_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
dy2other = dy2other_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
dy3other = dy3other_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
dy4other = dy4other_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
zjetsotherMC = zjetsotherMC_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
zjets = dataEmb_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
#if "gg0" in channel or "gg1" in channel:
# dy1other = dy1other_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
# dy2other = dy2other_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
# dy3other = dy3other_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
# dy4other = dy4other_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
if massCmp == True:
fakechannel = "antiisotau"+channel
fakesnone = data_ntuple_file.Get(fakechannel+"/collMass_type1").Clone()
fakesup = fakes_up_ntuple_file.Get(fakechannel+"/collMass_type1").Clone()
fakesdown = fakes_down_ntuple_file.Get(fakechannel+"/collMass_type1").Clone()
wjets1 = wjets1_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
wjets2 = wjets2_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
wjets3 = wjets3_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
wjets4 = wjets4_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
wjetsFiltered = wjetsFiltered_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
ttbar_semi = ttbar_semi_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
ttbar_full = ttbar_full_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
ww = ww_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
tt = tt_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
tbart = tbart_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
tw = tbarw_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
tbarw = tw_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
data = data_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
#if jes==False:
# lumidir = 'lumicalc_Jan17/'
#else:
# lumidir = 'lumicalc_jes/'
lumidir = 'lumicalc_jes/'
#define lumicalc files
data1_lumifile = lumidir + 'data_SingleMu_Run2012A_22Jan2013_v1_2.lumicalc.sum'
data2_lumifile = lumidir + 'data_SingleMu_Run2012B_22Jan2013_v1_2.lumicalc.sum'
data3_lumifile = lumidir + 'data_SingleMu_Run2012C_22Jan2013_v1_2.lumicalc.sum'
data4_lumifile = lumidir + 'data_SingleMu_Run2012D_22Jan2013_v1.lumicalc.sum'
dataEmb1_lumifile = lumidir + 'data_EmbeddedDoubleMu_Run2012A_v1.lumicalc.sum'
dataEmb2_lumifile = lumidir + 'data_EmbeddedDoubleMu_Run2012B_v1.lumicalc.sum'
dataEmb3_lumifile = lumidir + 'data_EmbeddedDoubleMu_Run2012C_v1.lumicalc.sum'
dataEmb4_lumifile = lumidir + 'data_EmbeddedDoubleMu_Run2012D_v1.lumicalc.sum'
wjets_extension_lumifile = lumidir + 'WplusJets_madgraph_Extension.lumicalc.sum'
wjets1_lumifile = lumidir + 'Wplus1Jets_madgraph.lumicalc.sum'
wjets1_ext_lumifile = lumidir + 'Wplus1Jets_madgraph_extension.lumicalc.sum'
wjets2_lumifile = lumidir + 'Wplus2Jets_madgraph.lumicalc.sum'
wjets2_ext_lumifile = lumidir + 'Wplus2Jets_madgraph_extension.lumicalc.sum'
wjets3_lumifile = lumidir + 'Wplus3Jets_madgraph.lumicalc.sum'
wjets3_ext_lumifile = lumidir + 'Wplus3Jets_madgraph_extension.lumicalc.sum'
wjets4_lumifile = lumidir + 'Wplus4Jets_madgraph.lumicalc.sum'
wjetsFiltered_lumifile = lumidir + 'WplusJets_madgraph_filtered.lumicalc.sum'
dy1jets_lumifile = lumidir + 'DY1Jets_madgraph.lumicalc.sum'
dy2jets_lumifile = lumidir + 'DY2Jets_madgraph.lumicalc.sum'
dy3jets_lumifile = lumidir + 'DY3Jets_madgraph.lumicalc.sum'
dy4jets_lumifile = lumidir + 'DY4Jets_madgraph.lumicalc.sum'
zjets_lumifile = lumidir + 'Zjets_M50.lumicalc.sum'
ttbar_full_lumifile = lumidir + 'TTJets_FullLeptMGDecays_8TeV-madgraph-tauola.lumicalc.sum'
ttbar_semi_lumifile = lumidir + 'TTJets_SemiLeptMGDecays_8TeV-madgraph-tauola.lumicalc.sum'
ww_lumifile = lumidir + 'WWJetsTo2L2Nu_TuneZ2_8TeV.lumicalc.sum'
tt_lumifile = lumidir + 'T_t-channel.lumicalc.sum'
tbart_lumifile = lumidir + 'Tbar_t-channel.lumicalc.sum'
tw_lumifile = lumidir + 'T_tW-channel-DR_TuneZ2star_8TeV-powheg-tauola.lumicalc.sum'
tbarw_lumifile = lumidir + 'Tbar_tW-channel-DR_TuneZ2star_8TeV-powheg-tauola.lumicalc.sum'
if new_signal == True:
hvbflfv_lumifile = lumidir + 'LFV_VBF_Dec9.lumicalc.sum'
hgglfv_lumifile = lumidir + 'LFV_GluGlu_Dec9.lumicalc.sum'
else:
hvbflfv_lumifile = lumidir + 'LFV_VBF_H2Tau_M-126.lumicalc.sum'
hgglfv_lumifile = lumidir + 'LFV_GluGlu_H2Tau_M-126.lumicalc.sum'
hvbfsm_lumifile = lumidir + 'VBF_H2Tau_M-125.lumicalc.sum'
hggsm_lumifile = lumidir + 'GGH_H2Tau_M-125.lumicalc.sum'
#read lumicalc files
f = open(wjets_extension_lumifile).read().splitlines()
wjets_extension_efflumi = float(f[0])
f = open(wjets1_lumifile).read().splitlines()
wjets1_efflumi = float(f[0])
f = open(wjets1_ext_lumifile).read().splitlines()
wjets1_ext_efflumi = float(f[0])
f = open(wjets2_lumifile).read().splitlines()
wjets2_efflumi = float(f[0])
f = open(wjets2_ext_lumifile).read().splitlines()
wjets2_ext_efflumi = float(f[0])
f = open(wjets3_lumifile).read().splitlines()
wjets3_efflumi = float(f[0])
f = open(wjets3_ext_lumifile).read().splitlines()
wjets3_ext_efflumi = float(f[0])
f = open(wjets4_lumifile).read().splitlines()
wjets4_efflumi = float(f[0])
f = open(wjetsFiltered_lumifile).read().splitlines()
wjetsFiltered_efflumi = float(f[0])
f = open(zjets_lumifile).read().splitlines()
zjets_efflumi = float(f[0])
f = open(ttbar_semi_lumifile).read().splitlines()
ttbar_semi_efflumi = float(f[0])
f = open(ttbar_full_lumifile).read().splitlines()
ttbar_full_efflumi = float(f[0])
f = open(ww_lumifile).read().splitlines()
ww_efflumi = float(f[0])
f = open(tt_lumifile).read().splitlines()
tt_efflumi = float(f[0])
f = open(tbart_lumifile).read().splitlines()
tbart_efflumi = float(f[0])
f = open(tw_lumifile).read().splitlines()
tw_efflumi = float(f[0])
f = open(tbarw_lumifile).read().splitlines()
tbarw_efflumi = float(f[0])
f = open(hvbflfv_lumifile).read().splitlines()
hvbflfv_efflumi = float(f[0])
f = open(hgglfv_lumifile).read().splitlines()
hgglfv_efflumi = float(f[0])
f = open(hvbfsm_lumifile).read().splitlines()
hvbfsm_efflumi = float(f[0])
f = open(hggsm_lumifile).read().splitlines()
hggsm_efflumi = float(f[0])
f = open(data1_lumifile).read().splitlines()
data1_lumi = float(f[0])
f = open(data2_lumifile).read().splitlines()
data2_lumi = float(f[0])
f = open(data3_lumifile).read().splitlines()
data3_lumi = float(f[0])
f = open(data4_lumifile).read().splitlines()
data4_lumi = float(f[0])
f = open(dataEmb1_lumifile).read().splitlines()
dataEmb1_lumi = float(f[0])
f = open(dataEmb2_lumifile).read().splitlines()
dataEmb2_lumi = float(f[0])
f = open(dataEmb3_lumifile).read().splitlines()
dataEmb3_lumi = float(f[0])
f = open(dataEmb4_lumifile).read().splitlines()
dataEmb4_lumi = float(f[0])
f = open(dy1jets_lumifile).read().splitlines()
dy1jets_efflumi = float(f[0])
f = open(dy2jets_lumifile).read().splitlines()
dy2jets_efflumi = float(f[0])
f = open(dy3jets_lumifile).read().splitlines()
dy3jets_efflumi = float(f[0])
f = open(dy3jets_lumifile).read().splitlines()
dy4jets_efflumi = float(f[0])
lumi = data1_lumi+data2_lumi+data3_lumi+data4_lumi
lumiEmb = dataEmb1_lumi+dataEmb2_lumi+dataEmb3_lumi+dataEmb4_lumi
wjets1_total_efflumi = wjets1_efflumi+wjets1_ext_efflumi
wjets2_total_efflumi = wjets2_efflumi+wjets2_ext_efflumi
wjets3_total_efflumi = wjets3_efflumi+wjets3_ext_efflumi
#define normalzing factors to normalize MC to data
wjets1_datanorm = lumi/wjets1_total_efflumi
wjets2_datanorm = lumi/wjets2_total_efflumi
wjets3_datanorm = lumi/wjets3_total_efflumi
wjets4_datanorm = lumi/wjets4_efflumi
wjetsFiltered_datanorm = lumi/wjetsFiltered_efflumi
dy1jets_datanorm = lumi/dy1jets_efflumi
dy2jets_datanorm = lumi/dy2jets_efflumi
dy3jets_datanorm = lumi/dy3jets_efflumi
dy4jets_datanorm = lumi/dy4jets_efflumi
zjets_datanorm = lumi/zjets_efflumi
ttbar_semi_datanorm = lumi/ttbar_semi_efflumi
ttbar_full_datanorm = lumi/ttbar_full_efflumi
ww_datanorm = lumi/ww_efflumi
tt_datanorm = lumi/tt_efflumi
tbart_datanorm = lumi/tbart_efflumi
tw_datanorm = lumi/tw_efflumi
tbarw_datanorm = lumi/tbarw_efflumi
if fakeRate == False:
#get qcd normalization (non fake rate method)
qcd_norm = make_qcd_norm(presel, var, predir, savedir, channel ,wjets1_pre_ntuple_file, wjets2_pre_ntuple_file, wjets3_pre_ntuple_file, wjets4_pre_ntuple_file, wjetsFiltered_pre_ntuple_file, zjets_pre_ntuple_file, ttbar_semi_pre_ntuple_file, ttbar_full_pre_ntuple_file, ww_pre_ntuple_file, data_pre_ntuple_file,data_ntuple_file, wjets1_datanorm, wjets2_datanorm, wjets3_datanorm, wjets4_datanorm, wjetsFiltered_datanorm, zjets_datanorm, ttbar_semi_datanorm, ttbar_full_datanorm, ww_datanorm)
#qcd_norm = 0
#print zjets.Integral(ust )
if channel == "highMtssvbf":
antiiso_ntuple_spot = "highMtssantiisomuonvbf"
elif channel == "highMtvbf":
antiiso_ntuple_spot = "highMtantiisomuonvbf"
elif channel == "highMtssgg":
antiiso_ntuple_spot = "highMtssantiisomuongg"
elif channel == "ssvbf":
antiiso_ntuple_spot = "ssantiisomuonvbf"
elif channel == "ssgg":
antiiso_ntuple_spot = "ssantiisomuongg"
else:
antiiso_ntuple_spot = "antiisomuon"+channel #channel = vbf or gg
qcd = data_ntuple_file.Get(antiiso_ntuple_spot+"/"+var).Clone() #get antiisolated qcd shape
#qcd = data_ntuple_file.Get(ntuple_spot+"/"+var).Clone()
print "qcd norm" + str(qcd_norm)
if qcd_norm < 0: #if approximately no qcd
qcd.Scale(0)
else:
qcd.Scale(qcd_norm/qcd.Integral()) #normalized qcd shape
#correct for using looser vbf Cuts for qcd shape
#if var == "vbfMass":
# for x in range(0,500):
# qcd.SetBinContent(x,0)
# elif var == "vbfDeta":
# xbin = qcd.GetXaxis().FindBin(3.5)
# for x in range(0,xbin):
# qcd.SetBinContent(x,0)
if shape_norm == False: #normalize histos to data
wjets1_norm = wjets1_datanorm
wjets2_norm = wjets2_datanorm
wjets3_norm = wjets3_datanorm
wjets4_norm = wjets4_datanorm
wjetsFiltered_norm = wjetsFiltered_datanorm
zjets_norm = zjets_datanorm
ztautau_norm = lumi/lumiEmb
ttbar_semi_norm = ttbar_semi_datanorm
ttbar_full_norm = ttbar_full_datanorm
ww_norm = ww_datanorm
tt_norm = tt_datanorm
tbart_norm = tbart_datanorm
tw_norm = tw_datanorm
tbarw_norm = tbarw_datanorm
dy1jets_norm = dy1jets_datanorm
dy2jets_norm = dy2jets_datanorm
dy3jets_norm = dy3jets_datanorm
dy4jets_norm = dy4jets_datanorm
hgglfv_norm = lumi/hgglfv_efflumi
hvbflfv_norm = lumi/hvbflfv_efflumi
hvbfsm_norm = lumi/hvbfsm_efflumi
print lumi
print hggsm_efflumi
hggsm_norm = lumi/hggsm_efflumi
print hggsm_norm
wjets1.Scale(wjets1_norm)
wjets2.Scale(wjets2_norm)
wjets3.Scale(wjets3_norm)
wjets4.Scale(wjets4_norm)
wjetsFiltered.Scale(wjetsFiltered_norm)
wjets = wjets1.Clone()
wjets.Add(wjets2)
wjets.Add(wjets3)
wjets.Add(wjets4)
wjets.Add(wjetsFiltered)
tt.Scale(tt_norm)
tbart.Scale(tbart_norm)
tw.Scale(tw_norm)
tbarw.Scale(tbarw_norm)
singlet = tt.Clone()
singlet.Add(tbart)
singlet.Add(tw)
singlet.Add(tbarw)
if presel == True and "gg0" in channel:
wjets.Scale(0.8585376)
ttbar_semi.Scale(ttbar_semi_norm)
ttbar_full.Scale(ttbar_full_norm)
ttbar = ttbar_full.Clone()
ttbar.Add(ttbar_semi)
zjetsMC.Scale(zjets_norm)
if zjetsEmbed == False: #check whether or not to use embedded method
zjets = zjetsMC.Clone()
else:
dy1jets.Scale(dy1jets_datanorm)
dy2jets.Scale(dy2jets_datanorm)
dy3jets.Scale(dy3jets_datanorm)
dy4jets.Scale(dy4jets_datanorm)
dyjets = dy1jets.Clone()
dyjets.Add(dy2jets)
dyjets.Add(dy3jets)
dyjets.Add(dy4jets)
dyjets.Add(zjetsMC)
print "???????????????"
print zjetsMC.Integral()
if zjets.Integral() != 0:
zjets.Scale(dyjets.Integral()/zjets.Integral())
dy1other.Scale(dy1jets_datanorm)
dy2other.Scale(dy2jets_datanorm)
dy3other.Scale(dy3jets_datanorm)
dy4other.Scale(dy4jets_datanorm)
zjetsotherMC.Scale(zjets_norm)
zjetsother = dy1other.Clone()
zjetsother.Add(dy2other)
zjetsother.Add(dy3other)
zjetsother.Add(dy4other)
zjetsother.Add(zjetsotherMC)
# if "gg0" in channel or "gg1" in channel:
# dy1other.Scale(dy1jets_datanorm)
# dy1other.Add(dy1jets,-1)
# dy2other.Scale(dy2jets_datanorm)
# dy2other.Add(dy2jets,-1)
# dy3other.Scale(dy3jets_datanorm)
# dy3other.Add(dy3jets,-1)
# dy4other.Scale(dy4jets_datanorm)
# dy4other.Add(dy4jets,-1)
# dyother = dy1other.Clone()
# dyother.Add(dy2other)
# dyother.Add(dy3other)
# dyother.Add(dy4other)
else: #normailze histos to 1
wjets = wjets1.Clone()
wjets.Add(wjets2)
wjets.Add(wjets3)
wjets.Add(wjets4)
wjets.Add(wjetsFiltered)
singlet = tt.Clone()
singlet.Add(tbart)
singlet.Add(tw)
singlet.Add(tbarw)
ttbar = ttbar_full.Clone()
ttbar.Add(ttbar_semi)
wjets_norm = 1/wjets.Integral()
singlet_norm = 1/singlet.Integral()
ttbar_norm = 1/ttbar.Integral()
ww_norm = 1/ww.Integral()
hgglfv_norm = 1/(hgglfv.Integral())
hvbflfv_norm = 1/(hvbflfv.Integral())
hvbfsm_norm = 1/(hvbfsm.Integral())
hggsm_norm = 1/(hggsm.Integral())
if fakeRate == False:
qcd_norm = 1/(qcd.Integral())
qcd.Scale(qcd_norm)
wjets.Scale(wjets_norm)
singlet.Scale(singlet_norm)
if zjetsEmbed == False:
zjets = zjetsMC.Clone()
zjets.Scale(1/zjets.Integral())
zjetsotherMC.Scale(zjets_datanorm)
zjetsother = dy1other.Clone()
zjetsother.Add(dy2other)
zjetsother.Add(dy3other)
zjetsother.Add(dy4other)
zjetsother.Add(zjetsotherMC)
data.Scale(1/data.Integral())
ww.Scale(ww_norm)
hgglfv.Scale(hgglfv_norm)
hvbflfv.Scale(hvbflfv_norm)
hvbfsm.Scale(hvbfsm_norm)
hggsm.Scale(hggsm_norm)
xbinLength = data.GetBinWidth(1)
isGeV = varParams[5]
widthOfBin = binwidth*xbinLength
if isGeV:
ylabel = ynormlabel + " Events / " + str(int(widthOfBin)) + " GeV"
else:
ylabel = ynormlabel + " Events / " + str(widthOfBin)
if fakeRate == False:
qcd.Rebin(binwidth)
if channel == "highMtssvbf":
fakechannel = "highMtssantiisotauvbf"
elif channel == "highMtssgg":
fakechannel = "highMtssantiisotaugg"
elif channel == "ttbarcontrolvbf":
fakechannel = "antiisotauvbf"
else:
fakechannel = "antiisotau"+channel
if fakeRate == True:
wjets = data_ntuple_file.Get(fakechannel+"/"+var).Clone()
if shape_norm == True:
wjets.Scale(1/wjets.Integral())
if zjetsEmbed == False:
zjetsFakes = zjets_ntuple_file.Get(fakechannel+"/"+var).Clone()
zjetsFakes.Scale(-1*zjets_datanorm)
zjets.Add(zjetsFakes)
else:
zjetsFakes = dataEmb_ntuple_file.Get(fakechannel+"/collMass_type1").Clone()
zjetsMCFakes = zjets_ntuple_file.Get(fakechannel+"/"+var).Clone()
dy1jetsFakes = dy1jets_ntuple_file.Get(fakechannel+"/"+var).Clone()
dy2jetsFakes = dy2jets_ntuple_file.Get(fakechannel+"/"+var).Clone()
dy3jetsFakes = dy3jets_ntuple_file.Get(fakechannel+"/"+var).Clone()
dy4jetsFakes = dy4jets_ntuple_file.Get(fakechannel+"/"+var).Clone()
dy1jetsFakes.Scale(dy1jets_datanorm)
dy2jetsFakes.Scale(dy2jets_datanorm)
dy3jetsFakes.Scale(dy3jets_datanorm)
dy4jetsFakes.Scale(dy4jets_datanorm)
zjetsMCFakes.Scale(zjets_datanorm)
dyjetsFakes = dy1jetsFakes.Clone()
dyjetsFakes.Add(dy2jetsFakes)
dyjetsFakes.Add(dy3jetsFakes)
dyjetsFakes.Add(dy4jetsFakes)
dyjetsFakes.Add(zjetsMCFakes)
if zjetsFakes.Integral() != 0:
zjetsFakes.Scale(-1*dyjetsFakes.Integral()/zjetsFakes.Integral())
wjets.Add(zjetsFakes)
fakesnone.Add(zjetsFakes)
fakesup.Add(zjetsFakes)
fakesdown.Add(zjetsFakes)
dy1otherFakes = dy1other_ntuple_file.Get(fakechannel+"/"+var).Clone()
dy2otherFakes = dy2other_ntuple_file.Get(fakechannel+"/"+var).Clone()
dy3otherFakes = dy3other_ntuple_file.Get(fakechannel+"/"+var).Clone()
dy4otherFakes = dy4other_ntuple_file.Get(fakechannel+"/"+var).Clone()
zjetsotherMCFakes = zjetsotherMC_ntuple_file.Get(fakechannel+"/"+var).Clone()
dy1otherFakes.Scale(dy1jets_datanorm)
dy2otherFakes.Scale(dy2jets_datanorm)
dy3otherFakes.Scale(dy3jets_datanorm)
dy4otherFakes.Scale(dy4jets_datanorm)
zjetsotherMCFakes.Scale(zjets_datanorm)
zjetsotherFakes = dy1otherFakes.Clone()
zjetsotherFakes.Add(dy2otherFakes)
zjetsotherFakes.Add(dy3otherFakes)
zjetsotherFakes.Add(dy4otherFakes)
zjetsotherFakes.Add(zjetsotherMCFakes)
zjetsotherFakes.Scale(-1)
if shape_norm == False:
zjetsother.Add(zjetsotherFakes)
print zjetsFakes.Integral()
ttbar_full_fakes = ttbar_full_ntuple_file.Get(fakechannel+"/"+var).Clone()
ttbar_semi_fakes = ttbar_semi_ntuple_file.Get(fakechannel+"/"+var).Clone()
ttbar_full_fakes.Scale(-1*ttbar_full_datanorm)
ttbar_semi_fakes.Scale(-1*ttbar_semi_datanorm)
print "ttbar fake integral"
print ttbar_full_fakes.Integral()
print ttbar_semi_fakes.Integral()
ttbar.Add(ttbar_full_fakes)
ttbar.Add(ttbar_semi_fakes)
#wjets.Add(ttbar_full_fakes)
#wjets.Add(ttbar_semi_fakes)
if shape_norm == True:
wjets.Scale(1/wjets.Integral())
ttbar.Scale(1/ttbar.Integral())
zjetsother.Scale(1/zjetsother.Integral())
wjets.Rebin(binwidth)
fakesnone.Rebin(binwidth)
fakesup.Rebin(binwidth)
fakesdown.Rebin(binwidth)
zjets.Rebin(binwidth)
zjetsother.Rebin(binwidth)
ttbar.Rebin(binwidth)
ttbar_full.Rebin(binwidth)
ttbar_semi.Rebin(binwidth)
ww.Rebin(binwidth)
singlet.Rebin(binwidth)
hgglfv.Rebin(binwidth)
hvbflfv.Rebin(binwidth)
hvbfsm.Rebin(binwidth)
hggsm.Rebin(binwidth)
data.Rebin(binwidth)
if zjetsEmbed == False:
zjetsother = zjets.Clone()
zjetsother.Scale(0)
if systematics == True:
if fakeRate == True:
#fakesLow = data_ntuple_file.Get(fakechannel+"down/"+var).Clone()
#fakesLow.Add(zjetsFakes)
#fakesHigh = data_ntuple_file.Get(fakechannel+"up/"+var).Clone()
#fakesHigh.Add(zjetsFakes)
fakesLow = data_ntuple_file.Get(fakechannel+"/"+var).Clone()
fakesLow.Add(zjetsFakes)
fakesLow.Scale(0.8)
fakesHigh = data_ntuple_file.Get(fakechannel+"/"+var).Clone()
fakesHigh.Add(zjetsFakes)
fakesHigh.Scale(1.2)
fakesLow.Rebin(binwidth)
fakesHigh.Rebin(binwidth)
size = wjets.GetNbinsX()
xUncert = array.array('f',[])
yUncert = array.array('f',[])
yFakesNoStack = array.array('f',[])
exlUncert = array.array('f',[])
exhUncert = array.array('f',[])
eylUncert = array.array('f',[])
eyhUncert = array.array('f',[])
binLength = wjets.GetBinCenter(2)-wjets.GetBinCenter(1)
print binwidth
print "binLength" + str(binLength)
for i in range(1,size+1):
if wjets.GetBinContent(i) != 0:
if fakeRate == True:
stackBinContent = wjets.GetBinContent(i)+zjets.GetBinContent(i)+zjetsother.GetBinContent(i)+ttbar.GetBinContent(i)+ww.GetBinContent(i)+singlet.GetBinContent(i)
if i == 1:
print "!!!!!!!!!!!!!!!!!!!!!!!!!!!"
print stackBinContent
else:
stackBinContent = wjets.GetBinContent(i)+zjets.GetBinContent(i)+zjetsother.GetBinContent(i)+ttbar.GetBinContent(i)+ww.GetBinContent(i)+singlet.GetBinContent(i)+qcd.GetBinContent(i)
wjetsBinContent = wjets.GetBinContent(i)
xUncert.append(wjets.GetBinCenter(i))
yUncert.append(stackBinContent)
yFakesNoStack.append(wjetsBinContent)
#exlUncert.append(wjets.GetBinCenter(i)-binLength/2)
#exhUncert.append(wjets.GetBinCenter(i)+binLength/2)
exlUncert.append(binLength/2)
exhUncert.append(binLength/2)
#exlUncert.append(0)
#exhUncert.append(0)
#eylUncert.append(wjets.GetBinContent(i)-fakesLow.GetBinContent(i))
if fakeRate == True:
eylUncert.append(wjetsBinContent-fakesLow.GetBinContent(i)+zjets.GetBinError(i)+zjetsother.GetBinError(i)+ttbar.GetBinError(i)+ww.GetBinError(i)+singlet.GetBinError(i))
# eyhUncert.append(fakesHigh.GetBinContent(i) - wjets.GetBinContent(i))
eyhUncert.append(fakesHigh.GetBinContent(i) +zjets.GetBinError(i)+zjetsother.GetBinError(i)+ttbar.GetBinError(i)+ww.GetBinError(i) + singlet.GetBinError(i) - wjetsBinContent)
if i == 1:
print eylUncert
print eyhUncert
else:
eylUncert.append(wjets.GetBinError(i)+zjets.GetBinError(i)+zjetsother.GetBinError(i)+ttbar.GetBinError(i)+ww.GetBinError(i)+ singlet.GetBinError(i) +qcd.GetBinError(i))
print wjets.GetBinContent(i)
# eyhUncert.append(fakesHigh.GetBinContent(i) - wjets.GetBinContent(i))
eyhUncert.append(wjets.GetBinError(i)+zjets.GetBinError(i)+zjetsother.GetBinError(i)+ttbar.GetBinError(i)+ww.GetBinError(i)+singlet.GetBinError(i)+ qcd.GetBinError(i))
xUncertVec = ROOT.TVectorF(len(xUncert),xUncert)
yUncertVec = ROOT.TVectorF(len(yUncert),yUncert)
yFakesNoStackVec = ROOT.TVectorF(len(yFakesNoStack),yFakesNoStack)
exlUncertVec = ROOT.TVectorF(len(exlUncert),exlUncert)
exhUncertVec = ROOT.TVectorF(len(exhUncert),exhUncert)
eylUncertVec = ROOT.TVectorF(len(eylUncert),eylUncert)
eyhUncertVec = ROOT.TVectorF(len(eyhUncert),eyhUncert)
systErrors = ROOT.TGraphAsymmErrors(xUncertVec,yUncertVec,exlUncertVec,exhUncertVec,eylUncertVec,eyhUncertVec)
fakeErrorsNoStack = ROOT.TGraphAsymmErrors(xUncertVec,yFakesNoStackVec,exlUncertVec,exhUncertVec,eylUncertVec,eyhUncertVec)
outfile_name = savedir+"LFV"+"_"+channel+"_"+var
if fakeRate == True:
outfile_name = outfile_name + "_fakeRate"
if zjetsEmbed == True:
outfile_name = outfile_name +"_zjetsEmbed"
if new_signal == True:
outfile_name = outfile_name +"_newSignal"
if logScale == True:
outfile_name = outfile_name +"_log"