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producePlots.py
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import sys, os, string, re, pwd, commands, ast, optparse, shlex, time
from array import array
from math import *
from decimal import *
#from sample_shortnames import *
def checkDir(folder_path):
isdir = os.path.isdir(folder_path)
if not isdir:
print('Directory {} does not exist. Creating it.' .format(folder_path))
os.mkdir(folder_path)
grootargs = []
def callback_rootargs(option, opt, value, parser):
grootargs.append(opt)
### Define function for parsing options
def parseOptions():
global opt, args, runAllSteps
usage = ('usage: %prog [options]\n'
+ '%prog -h for help')
parser = optparse.OptionParser(usage)
# input options
parser.add_option('-d', '--dir', dest='SOURCEDIR', type='string',default='./', help='run from the SOURCEDIR as working area, skip if SOURCEDIR is an empty string')
parser.add_option('', '--unfoldModel',dest='UNFOLD',type='string',default='SM_125', help='Name of the unfolding model for central value')
parser.add_option('', '--obsName',dest='OBSNAME', type='string',default='', help='Name of the observalbe, supported: "inclusive", "pT", "eta", "Njets"')
parser.add_option('', '--obsBins',dest='OBSBINS', type='string',default='', help='Bin boundaries for the diff. measurement separated by "|", e.g. as "|0|50|100|", use the defalut if empty string')
parser.add_option('', '--theoryMass',dest='THEORYMASS', type='string',default='125.38', help='Mass value for theory prediction')
parser.add_option('', '--fixFrac', action='store_true', dest='FIXFRAC', default=False, help='Use results from fixed fraction fit, default is False')
parser.add_option('', '--setLog', action='store_true', dest='SETLOG', default=False, help='set plot to log scale y, default is False')
parser.add_option('', '--unblind', action='store_true', dest='UNBLIND', default=False, help='Use real data')
parser.add_option('', '--lumiscale', type='string', dest='LUMISCALE', default='1.0', help='Scale yields')
parser.add_option('', '--year', dest='YEAR', type='string',default='', help='Year -> 2016 or 2017 or 2018 or Full')
parser.add_option("-l",action="callback",callback=callback_rootargs)
parser.add_option("-q",action="callback",callback=callback_rootargs)
parser.add_option("-b",action="callback",callback=callback_rootargs)
# store options and arguments as global variables
global opt, args
(opt, args) = parser.parse_args()
# parse the arguments and options
global opt, args, runAllSteps
parseOptions()
sys.argv = grootargs
if (not os.path.exists("plots")):
os.system("mkdir plots")
from ROOT import *
from tdrStyle import *
setTDRStyle()
datamodel = opt.UNFOLD
sys.path.append('./inputs')
sys.path.append('./LHScans')
def plotXS(obsName, obs_bins, obs_bins_boundaries = False):
_temp = __import__('inputs_sig_extrap_'+obsName+'_'+opt.YEAR, globals(), locals(), ['acc'], -1)
acc = _temp.acc
print 'inputs_sig_extrap_'+obsName+'_'+opt.YEAR
# eff = _temp.eff
# outinratio = _temp.outinratio
if(opt.YEAR=='Full'):
_temp = __import__('inputs_sig_extrap_'+obsName+'_NNLOPS_Full', globals(), locals(), ['acc'], -1)
acc_NNLOPS = _temp.acc
else:
_temp = __import__('inputs_sig_extrap_'+obsName+'_NNLOPS_'+opt.YEAR, globals(), locals(), ['acc'], -1)
acc_NNLOPS = _temp.acc
if(acFlag):
_temp = __import__('inputs_sig_ACggH_'+acSample+'_'+obsName+'_Full', globals(), locals(), ['acc'], -1)
acc_AC = _temp.acc
if(acFlagBis):
_temp = __import__('inputs_sig_ACggH_'+acSampleBis+'_'+obsName+'_Full', globals(), locals(), ['acc'], -1)
acc_ACbis = _temp.acc
_temp = __import__('higgs_xsbr_13TeV', globals(), locals(), ['higgs_xs','higgs4l_br'], -1)
higgs_xs = _temp.higgs_xs
higgs4l_br = _temp.higgs4l_br
if (opt.FIXFRAC): floatfix = '_fixfrac'
else: floatfix = ''
if (obsName.startswith("mass4l")):
if opt.UNBLIND: _temp = __import__('resultsXS_LHScan_observed_'+obsName+'_v3'+floatfix, globals(), locals(), ['resultsXS'], -1)
else: _temp = __import__('resultsXS_LHScan_expected_'+obsName+'_v3'+floatfix, globals(), locals(), ['resultsXS'], -1)
resultsXS = _temp.resultsXS
if opt.UNBLIND: _temp = __import__('resultsXS_LHScan_observed_'+obsName+'_v2'+floatfix, globals(), locals(), ['resultsXS'], -1)
else: _temp = __import__('resultsXS_LHScan_expected_'+obsName+'_v2'+floatfix, globals(), locals(), ['resultsXS'], -1)
resultsXS_v2 = _temp.resultsXS
else:
if (opt.UNBLIND): _temp = __import__('resultsXS_LHScan_observed_'+obsName+'_v3'+floatfix, globals(), locals(), ['resultsXS'], -1)
else: _temp = __import__('resultsXS_LHScan_expected_'+obsName+'_v3'+floatfix, globals(), locals(), ['resultsXS'], -1)
resultsXS = _temp.resultsXS
# Calculation of coefficients to scale ggH acceptances
if(acFlag):
accCorrFact = {}
for pmode in ['VBFH125', 'WH125', 'ZH125', 'ttH125']:
for fState in ['2e2mu', '4e', '4mu']:
for obsBin in range(len(obs_bins)-1):
# if opt.TUNEAC:
# accCorrFact[pmode+'_'+fState+'_genbin'+str(obsBin)] = acc[pmode+'_'+fState+'_'+obsName+'_genbin'+str(obsBin)+'_recobin0'] / acc['ggH125_'+fState+'_'+obsName+'_genbin'+str(obsBin)+'_recobin0']
# print pmode+'_'+fState+'_genbin'+str(obsBin), accCorrFact[pmode+'_'+fState+'_genbin'+str(obsBin)]
# else:
accCorrFact[pmode+'_'+fState+'_genbin'+str(obsBin)] = 1
#print _temp
#print resultsXS
# acc_ggH_powheg = {}
pdfunc_ggH_powheg = {}
qcdunc_ggH_powheg = {}
_temp = __import__('accUnc_'+obsName, globals(), locals(), ['pdfUncert','qcdUncert'], -1)
# acc_ggH_powheg = _temp.acc #AT Non viene mai usato
pdfunc_ggH_powheg = _temp.pdfUncert
qcdunc_ggH_powheg = _temp.qcdUncert
if not acFlag:
_temp = __import__('accUnc_'+obsName+'_NNLOPS', globals(), locals(), ['pdfUncert','qcdUncert'], -1)
pdfunc_ggH_nnlops = _temp.pdfUncert
qcdunc_ggH_nnlops = _temp.qcdUncert
else:
_temp = __import__('accUnc_'+obsName+'_NNLOPS', globals(), locals(), ['pdfUncert','qcdUncert'], -1)
pdfunc_ggH_nnlops = _temp.pdfUncert
qcdunc_ggH_nnlops = _temp.qcdUncert
# cross sections
ggH_powheg = []
ggH_powheg_unc_hi = []
ggH_powheg_unc_lo = []
ggH_minloHJ = []
ggH_minloHJ_unc_hi = []
ggH_minloHJ_unc_lo = []
# ggH_HRes = []
# ggH_HRes_unc_hi = []
# ggH_HRes_unc_lo = []
# NNLO theory unc
ggH_powheg_NNLOunc_hi = []
ggH_powheg_NNLOunc_lo = []
ggH_minloHJ_NNLOunc_hi = []
ggH_minloHJ_NNLOunc_lo = []
# ggH_HRes_NNLOunc_hi = []
# ggH_HRes_NNLOunc_lo = []
# NLO theory unc
ggH_powheg_NLOunc_hi = []
ggH_powheg_NLOunc_lo = []
ggH_minloHJ_NLOunc_hi = []
ggH_minloHJ_NLOunc_lo = []
# AC predictions
if(acFlag):
ggH_AC = []
ggH_AC_unc_hi = []
ggH_AC_unc_lo = []
ggH_AC_NNLOunc_hi = []
ggH_AC_NNLOunc_lo = []
ggH_AC_NLOunc_hi = []
ggH_AC_NLOunc_lo = []
XH_AC = []
XH_AC_unc = []
if(acFlagBis):
ggH_ACbis = []
ggH_ACbis_unc_hi = []
ggH_ACbis_unc_lo = []
ggH_ACbis_NNLOunc_hi = []
ggH_ACbis_NNLOunc_lo = []
ggH_ACbis_NLOunc_hi = []
ggH_ACbis_NLOunc_lo = []
XH_ACbis = []
XH_ACbis_unc = []
# XH unc
XH = []
XH_unc = []
# Data
data = []
data_hi = []
data_lo = []
data_hi2 = []
data_lo2 = []
asimovdata = []
# Systematic unc.
systematics_hi = []
systematics_lo = []
systematics_hi2 = []
systematics_lo2 = []
modeldep_hi = []
modeldep_lo = []
data_hi_allunc = []
data_lo_allunc = []
stat_hi = []
stat_lo = []
#process ggH qqH WH ZH ttH bkg_qqzz bkg_ggzz bkg_zjets
#pdf_gg lnN 1.0720 - - - 1.0780 - 1.0710 -
#pdf_qqbar lnN - 1.0270 1.0350 1.0350 - 1.0342 - -
#pdf_hzz4l_accept lnN 1.02 1.02 1.02 1.02 1.02 - - -
#QCDscale_ggH lnN 1.0750 - - - - - - -
#QCDscale_qqH lnN - 1.0020 - - - - - -
#QCDscale_VH lnN - - 1.0040 1.0155 - - - -
#QCDscale_ttH lnN - - - - 1.0655 - - -
#QCDscale_ggVV lnN - - - - - - 1.2435 -
#BRhiggs_hzz4l lnN 1.02 1.02 1.02 1.02 1.02 - - -
# unc_theory_ggH_hi = sqrt(0.072**2+0.075**2+0.02**2+0.02**2)
# unc_theory_ggH_lo = sqrt(0.078**2+0.069**2+0.02**2+0.02**2)
# unc_theory_XH_hi = sqrt(0.027**2+0.02**2+0.002**2+0.02**2)
# unc_theory_XH_lo = unc_theory_XH_hi
# unc_VBF = sqrt(0.027**2+0.02**2+0.002**2+0.02**2)
# unc_WH = sqrt(0.035**2+0.02**2+0.004**2+0.02**2)
# unc_ZH = sqrt(0.035**2+0.02**2+0.0155**2+0.02**2)
# unc_ttH = sqrt(0.078**2+0.02**2+0.0655**2+0.02**2)
unc_acc = 0.02
unc_br = 0.02
#unc_pdf_ggH_hi = 0.075
unc_pdf_ggH_hi = 0.032
unc_pdf_ggH_lo = 0.032
unc_pdf_VBF = 0.021
unc_pdf_WH = 0.023
unc_pdf_ZH = 0.025
unc_pdf_ttH = 0.081
#unc_qcd_ggH_hi = 0.072
unc_qcd_ggH_hi = 0.039
unc_qcd_ggH_lo = 0.039
unc_qcd_VBF = 0.002
unc_qcd_WH = 0.01
unc_qcd_ZH = 0.031
unc_qcd_ttH = 0.0655
nBins=len(obs_bins)
for obsBin in range(nBins-1):
# theory cross sections
ggH_powheg.append(0.0)
ggH_powheg_unc_hi.append(0.0)
ggH_powheg_unc_lo.append(0.0)
ggH_minloHJ.append(0.0)
ggH_minloHJ_unc_hi.append(0.0)
ggH_minloHJ_unc_lo.append(0.0)
# ggH_HRes.append(0.0)
# ggH_HRes_unc_hi.append(0.0)
# ggH_HRes_unc_lo.append(0.0)
# NNLO theory unc
ggH_powheg_NNLOunc_hi.append(0.0)
ggH_powheg_NNLOunc_lo.append(0.0)
ggH_minloHJ_NNLOunc_hi.append(0.0)
ggH_minloHJ_NNLOunc_lo.append(0.0)
# ggH_HRes_NNLOunc_hi.append(0.0)
# ggH_HRes_NNLOunc_lo.append(0.0)
# NLO theory unc
ggH_powheg_NLOunc_hi.append(0.0)
ggH_powheg_NLOunc_lo.append(0.0)
ggH_minloHJ_NLOunc_hi.append(0.0)
ggH_minloHJ_NLOunc_lo.append(0.0)
# XH
XH.append(0.0)
XH_unc.append(0.0)
# AC
if(acFlag):
ggH_AC.append(0.0)
ggH_AC_unc_hi.append(0.0)
ggH_AC_unc_lo.append(0.0)
ggH_AC_NNLOunc_hi.append(0.0)
ggH_AC_NNLOunc_lo.append(0.0)
ggH_AC_NLOunc_hi.append(0.0)
ggH_AC_NLOunc_lo.append(0.0)
XH_AC.append(0.0)
XH_AC_unc.append(0.0)
if(acFlagBis):
ggH_ACbis.append(0.0)
ggH_ACbis_unc_hi.append(0.0)
ggH_ACbis_unc_lo.append(0.0)
ggH_ACbis_NNLOunc_hi.append(0.0)
ggH_ACbis_NNLOunc_lo.append(0.0)
ggH_ACbis_NLOunc_hi.append(0.0)
ggH_ACbis_NLOunc_lo.append(0.0)
XH_ACbis.append(0.0)
XH_ACbis_unc.append(0.0)
# Data
data.append(0.0)
data_hi.append(0.0)
data_lo.append(0.0)
data_hi2.append(0.0)
data_lo2.append(0.0)
asimovdata.append(0.0)
# Systematic unc
modeldep_hi.append(0.0)
modeldep_lo.append(0.0)
systematics_hi.append(0.0)
systematics_lo.append(0.0)
systematics_hi2.append(0.0)
systematics_lo2.append(0.0)
data_hi_allunc.append(0.0)
data_lo_allunc.append(0.0)
stat_hi.append(0.0)
stat_lo.append(0.0)
for channel in ['4e','4mu','2e2mu']:
XH_fs = higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['VBFH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH_fs += higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['WH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH_fs += higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ZH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH_fs += higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH[obsBin]+=XH_fs
#XH_unc[obsBin]+= unc_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH_powheg_JHUgen_125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
#XH_unc[obsBin]+= unc_VBF*higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['VBF_powheg_JHUgen_125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
#XH_unc[obsBin]+= unc_WH*higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['WH_powheg_JHUgen_125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
#XH_unc[obsBin]+= unc_ZH*higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ZH_powheg_JHUgen_125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
# branching ratio uncertainty
XH_unc_fs = (unc_br*XH_fs)**2
# acceptance uncertainty
XH_unc_fs += (unc_acc*XH_fs)**2
# qcd scale
XH_qcdunc_fs = (unc_qcd_VBF*higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['VBFH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_qcdunc_fs += (unc_qcd_WH*higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['WH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_qcdunc_fs += (unc_qcd_ZH*higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ZH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_qcdunc_fs += (unc_qcd_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_unc_fs += XH_qcdunc_fs
# pdf
XH_qqpdfunc_fs = (unc_pdf_VBF*higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['VBFH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
+unc_pdf_WH*higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['WH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
+unc_pdf_ZH*higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ZH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_unc_fs += XH_qqpdfunc_fs
# add pdf uncertainty for ttH to total XH uncertainty
XH_unc_fs += (unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
# total XH uncertainty
XH_unc[obsBin]+=sqrt(XH_unc_fs)
# AC
if(acFlag):
XH_AC_fs = higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['VBFH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH_AC_fs += higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['WH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH_AC_fs += higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ZH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH_AC_fs += higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ttH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH_AC[obsBin]+=XH_AC_fs
# branching ratio uncertainty
XH_AC_unc_fs = (unc_br*XH_AC_fs)**2
# acceptance uncertainty
XH_AC_unc_fs += (unc_acc*XH_AC_fs)**2
XH_AC_qcdunc_fs = (unc_qcd_VBF*higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['VBFH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_AC_qcdunc_fs += (unc_qcd_WH*higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['WH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_AC_qcdunc_fs += (unc_qcd_ZH*higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ZH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_AC_qcdunc_fs += (unc_qcd_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ttH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_AC_unc_fs += XH_qcdunc_fs
# pdf
XH_AC_qqpdfunc_fs = (unc_pdf_VBF*higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]**accCorrFact['VBFH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
+unc_pdf_WH*higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['WH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
+unc_pdf_ZH*higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ZH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_AC_unc_fs += XH_qqpdfunc_fs
# add pdf uncertainty for ttH to total XH uncertainty
XH_AC_unc_fs += (unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ttH125_'+fState+'_genbin'+str(obsBin)]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
# total XH uncertainty
XH_AC_unc[obsBin]+=sqrt(XH_AC_unc_fs)
if(acFlagBis):
XH_ACbis_fs = higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['VBFH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH_ACbis_fs += higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['WH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH_ACbis_fs += higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ZH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH_ACbis_fs += higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ttH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
XH_ACbis[obsBin]+=XH_ACbis_fs
# branching ratio uncertainty
XH_ACbis_unc_fs = (unc_br*XH_ACbis_fs)**2
# acceptance uncertainty
XH_ACbis_unc_fs += (unc_acc*XH_ACbis_fs)**2
XH_ACbis_qcdunc_fs = (unc_qcd_VBF*higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['VBFH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_ACbis_qcdunc_fs += (unc_qcd_WH*higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['WH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_ACbis_qcdunc_fs += (unc_qcd_ZH*higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ZH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_ACbis_qcdunc_fs += (unc_qcd_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ttH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_ACbis_unc_fs += XH_qcdunc_fs
# pdf
XH_ACbis_qqpdfunc_fs = (unc_pdf_VBF*higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]**accCorrFact['VBFH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
+unc_pdf_WH*higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['WH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
+unc_pdf_ZH*higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ZH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
XH_ACbis_unc_fs += XH_qqpdfunc_fs
# add pdf uncertainty for ttH to total XH uncertainty
XH_ACbis_unc_fs += (unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*accCorrFact['ttH125_'+fState+'_genbin'+str(obsBin)]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
# total XH uncertainty
XH_ACbis_unc[obsBin]+=sqrt(XH_ACbis_unc_fs)
# ggH cross sections
ggH_xsBR = higgs_xs['ggH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]
#print "ggH_xsBR",ggH_xsBR
#print "ggH_xsBR_emutau",higgs_xs['ggH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_emutau']
ggH_powheg[obsBin]+=ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
#ggH_minloHJ[obsBin]+=ggH_xsBR*acc_ggH_powheg['ggH_powheg_JHUgen_125_'+channel+'_'+obsName+'_genbin'+str(obsBin)]
ggH_minloHJ[obsBin]+=ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
# AC
if(acFlag):
ggH_AC[obsBin]+=ggH_xsBR*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
if(acFlagBis):
ggH_ACbis[obsBin]+=ggH_xsBR*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
# for total uncertainty, correlate br and acc uncertainties across all channels (XH+ggH)
total_NNLOunc_fs_powheg_hi = (unc_br*(XH_fs+ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NNLOunc_fs_powheg_lo = (unc_br*(XH_fs+ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NNLOunc_fs_powheg_hi += (unc_acc*(XH_fs+ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NNLOunc_fs_powheg_lo += (unc_acc*(XH_fs+ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NNLOunc_fs_minloHJ_hi = (unc_br*(XH_fs+ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NNLOunc_fs_minloHJ_lo = (unc_br*(XH_fs+ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NNLOunc_fs_minloHJ_hi += (unc_acc*(XH_fs+ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NNLOunc_fs_minloHJ_lo += (unc_acc*(XH_fs+ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
# NLO and NNLO are the same at this point
total_NLOunc_fs_powheg_hi = total_NNLOunc_fs_powheg_hi
total_NLOunc_fs_powheg_lo = total_NNLOunc_fs_powheg_lo
if acFlag:
total_NLOunc_fs_AC_hi = (unc_br*(XH_AC_fs+ggH_xsBR*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NLOunc_fs_AC_lo = (unc_br*(XH_AC_fs+ggH_xsBR*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NLOunc_fs_AC_hi += (unc_acc*(XH_AC_fs+ggH_xsBR*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NLOunc_fs_AC_lo += (unc_acc*(XH_AC_fs+ggH_xsBR*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
if acFlagBis:
total_NLOunc_fs_ACbis_hi = (unc_br*(XH_ACbis_fs+ggH_xsBR*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NLOunc_fs_ACbis_lo = (unc_br*(XH_ACbis_fs+ggH_xsBR*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NLOunc_fs_ACbis_hi += (unc_acc*(XH_ACbis_fs+ggH_xsBR*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
total_NLOunc_fs_ACbis_lo += (unc_acc*(XH_ACbis_fs+ggH_xsBR*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]))**2
#total_NLOunc_fs_powheg_hi = 0.0
#total_NLOunc_fs_powheg_lo = 0.0
total_NLOunc_fs_minloHJ_hi = total_NNLOunc_fs_minloHJ_hi
total_NLOunc_fs_minloHJ_lo = total_NNLOunc_fs_minloHJ_lo
# add ggH qcd uncertainties (uncorrelated with anything else)
#NNLO
total_NNLOunc_fs_powheg_hi += XH_qcdunc_fs
total_NNLOunc_fs_powheg_lo += XH_qcdunc_fs
total_NNLOunc_fs_powheg_hi += (unc_qcd_ggH_hi*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_powheg_lo += (unc_qcd_ggH_lo*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_minloHJ_hi += XH_qcdunc_fs
total_NNLOunc_fs_minloHJ_lo += XH_qcdunc_fs
if (obsName.startswith("mass4l")):
total_NNLOunc_fs_minloHJ_hi += (unc_qcd_ggH_hi
*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_minloHJ_lo += (unc_qcd_ggH_lo
*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
else:
total_NNLOunc_fs_minloHJ_hi += (qcdunc_ggH_nnlops["ggH125_NNLOPS_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerUp']
*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_minloHJ_lo += (qcdunc_ggH_nnlops["ggH125_NNLOPS_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerDn']
*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
#NLO
total_NLOunc_fs_powheg_hi += XH_qcdunc_fs
total_NLOunc_fs_powheg_lo += XH_qcdunc_fs
total_NLOunc_fs_powheg_hi += (qcdunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerUp']
*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NLOunc_fs_powheg_lo += (qcdunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerDn']
*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
if acFlag:
total_NLOunc_fs_AC_hi += XH_AC_qcdunc_fs
total_NLOunc_fs_AC_hi += XH_AC_qcdunc_fs
total_NLOunc_fs_AC_hi += (qcdunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerUp']
*ggH_xsBR*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NLOunc_fs_AC_lo += (qcdunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerDn']
*ggH_xsBR*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
if acFlagBis:
total_NLOunc_fs_ACbis_hi += XH_ACbis_qcdunc_fs
total_NLOunc_fs_ACbis_hi += XH_ACbis_qcdunc_fs
total_NLOunc_fs_ACbis_hi += (qcdunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerUp']
*ggH_xsBR*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NLOunc_fs_ACbis_lo += (qcdunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerDn']
*ggH_xsBR*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
print channel,total_NLOunc_fs_powheg_hi
total_NLOunc_fs_minloHJ_hi += XH_qcdunc_fs
total_NLOunc_fs_minloHJ_lo += XH_qcdunc_fs
total_NLOunc_fs_minloHJ_hi += (qcdunc_ggH_nnlops["ggH125_NNLOPS_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerUp']
*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NLOunc_fs_minloHJ_lo += (qcdunc_ggH_nnlops["ggH125_NNLOPS_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerDn']
*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
# add pdf unc, anti correlate ggH and ttH
#NNLO
if (obsName.startswith("mass4l")):
obsUnc_pdf_ggH_hi = unc_pdf_ggH_hi
obsUnc_pdf_ggH_lo = unc_pdf_ggH_lo
else:
obsUnc_pdf_ggH_hi = pdfunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerUp']
obsUnc_pdf_ggH_lo = pdfunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerUp']
total_NNLOunc_fs_powheg_hi += XH_qqpdfunc_fs
total_NNLOunc_fs_powheg_lo += XH_qqpdfunc_fs
total_NNLOunc_fs_powheg_hi += (obsUnc_pdf_ggH_hi*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_powheg_lo += (obsUnc_pdf_ggH_lo*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_minloHJ_hi += XH_qqpdfunc_fs
total_NNLOunc_fs_minloHJ_lo += XH_qqpdfunc_fs
total_NNLOunc_fs_minloHJ_hi += (obsUnc_pdf_ggH_hi*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_minloHJ_lo += (obsUnc_pdf_ggH_lo*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
#NLO
total_NLOunc_fs_powheg_hi += XH_qqpdfunc_fs
total_NLOunc_fs_powheg_lo += XH_qqpdfunc_fs
total_NLOunc_fs_powheg_hi += (pdfunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerUp']
*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NLOunc_fs_powheg_lo += (pdfunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerDn']
*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
if acFlag:
total_NLOunc_fs_AC_hi += XH_AC_qqpdfunc_fs
total_NLOunc_fs_AC_lo += XH_AC_qqpdfunc_fs
total_NLOunc_fs_AC_hi += (pdfunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerUp']
*ggH_xsBR*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NLOunc_fs_AC_lo += (pdfunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerDn']
*ggH_xsBR*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc_AC['ggH'+acSample+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
if acFlagBis:
total_NLOunc_fs_ACbis_hi += XH_ACbis_qqpdfunc_fs
total_NLOunc_fs_ACbis_lo += XH_ACbis_qqpdfunc_fs
total_NLOunc_fs_ACbis_hi += (pdfunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerUp']
*ggH_xsBR*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NLOunc_fs_ACbis_lo += (pdfunc_ggH_powheg["ggH125_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerDn']
*ggH_xsBR*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc_ACbis['ggH'+acSampleBis+'_M125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NLOunc_fs_minloHJ_hi += XH_qqpdfunc_fs
total_NLOunc_fs_minloHJ_lo += XH_qqpdfunc_fs
total_NLOunc_fs_minloHJ_hi += (pdfunc_ggH_nnlops["ggH125_NNLOPS_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerUp']
*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NLOunc_fs_minloHJ_lo += (pdfunc_ggH_nnlops["ggH125_NNLOPS_"+channel+"_"+obsName.replace('_reco','_gen')+"_genbin"+str(obsBin)]['uncerDn']
*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
# finally total uncertainty (different final states are correlated)
# NNLO
ggH_powheg_NNLOunc_hi[obsBin]+=sqrt(total_NNLOunc_fs_powheg_hi)
ggH_powheg_NNLOunc_lo[obsBin]+=sqrt(total_NNLOunc_fs_powheg_lo)
ggH_minloHJ_NNLOunc_hi[obsBin]+=sqrt(total_NNLOunc_fs_minloHJ_hi)
ggH_minloHJ_NNLOunc_lo[obsBin]+=sqrt(total_NNLOunc_fs_minloHJ_lo)
# NLO
ggH_powheg_NLOunc_hi[obsBin]+=sqrt(total_NLOunc_fs_powheg_hi)
ggH_powheg_NLOunc_lo[obsBin]+=sqrt(total_NLOunc_fs_powheg_lo)
ggH_minloHJ_NLOunc_hi[obsBin]+=sqrt(total_NLOunc_fs_minloHJ_hi)
ggH_minloHJ_NLOunc_lo[obsBin]+=sqrt(total_NLOunc_fs_minloHJ_lo)
if(acFlag):
ggH_AC_NLOunc_hi[obsBin]+=sqrt(total_NLOunc_fs_AC_hi)
ggH_AC_NLOunc_lo[obsBin]+=sqrt(total_NLOunc_fs_AC_lo)
if(acFlagBis):
ggH_ACbis_NLOunc_hi[obsBin]+=sqrt(total_NLOunc_fs_ACbis_hi)
ggH_ACbis_NLOunc_lo[obsBin]+=sqrt(total_NLOunc_fs_ACbis_lo)
ggH_powheg[obsBin]+=XH[obsBin]
if(acFlag):
ggH_AC[obsBin]+=XH_AC[obsBin]
if(acFlagBis): ggH_ACbis[obsBin]+=XH_ACbis[obsBin]
ggH_minloHJ[obsBin]+=XH[obsBin]
if (opt.UNBLIND):
data[obsBin] = resultsXS[datamodel+"_"+obsName+"_genbin"+str(obsBin)]["central"]
data_hi[obsBin] = resultsXS[datamodel+"_"+obsName+"_genbin"+str(obsBin)]["uncerUp"]
data_lo[obsBin] = -1.0*resultsXS[datamodel+"_"+obsName+"_genbin"+str(obsBin)]["uncerDn"]
#data_hi[obsBin] = resultsXS_LHScan["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerUp"]
#data_lo[obsBin] = -1.0*resultsXS_LHScan["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerDn"]
else:
data[obsBin] = resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)]["central"]
data_hi[obsBin] = resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerUp"]
data_lo[obsBin] = -1.0*resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerDn"]
if (opt.UNBLIND):
# modeldep_hi[obsBin] = modelIndUncert["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerUp"]
# modeldep_lo[obsBin] = -1.0*modelIndUncert["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerDn"]
systematics_hi[obsBin] = sqrt(max(0.0,resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerUp"]**2-resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)+'_statOnly']["uncerUp"]**2))
systematics_lo[obsBin] = sqrt(max(0.0,resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerDn"]**2-resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)+'_statOnly']["uncerDn"]**2))
#systematics_hi[obsBin] = sqrt(max(0.0,resultsXS_LHScan["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerUp"]**2-resultsXS_LHScan["SM_125_"+obsName+"_genbin"+str(obsBin)+'_statOnly']["uncerUp"]**2))
#systematics_lo[obsBin] = sqrt(max(0.0,resultsXS_LHScan["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerDn"]**2-resultsXS_LHScan["SM_125_"+obsName+"_genbin"+str(obsBin)+'_statOnly']["uncerDn"]**2))
else:
# modeldep_hi[obsBin] = modelIndUncert["AsimovData_"+obsName+"_genbin"+str(obsBin)]["uncerUp"]
# modeldep_lo[obsBin] = -1.0*modelIndUncert["AsimovData_"+obsName+"_genbin"+str(obsBin)]["uncerDn"]
systematics_hi[obsBin] = sqrt(max(0.0,resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerUp"]**2-resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)+'_statOnly']["uncerUp"]**2))
systematics_lo[obsBin] = sqrt(max(0.0,resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)]["uncerDn"]**2-resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)+'_statOnly']["uncerDn"]**2))
stat_hi[obsBin] = resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)+'_statOnly']["uncerUp"]
stat_lo[obsBin] = resultsXS["SM_125_"+obsName+"_genbin"+str(obsBin)+'_statOnly']["uncerDn"]
data_hi_allunc[obsBin] = sqrt(data_hi[obsBin]**2+modeldep_hi[obsBin]**2)
data_lo_allunc[obsBin] = sqrt(data_lo[obsBin]**2+modeldep_lo[obsBin]**2)
if (obsName.startswith("mass4l")):
for channel in ['2e2mu','4mu','4e']:
# theory cross sections
ggH_powheg.append(0.0)
ggH_powheg_unc_hi.append(0.0)
ggH_powheg_unc_lo.append(0.0)
ggH_minloHJ.append(0.0)
ggH_minloHJ_unc_hi.append(0.0)
ggH_minloHJ_unc_lo.append(0.0)
#ggH_HRes.append(0.0)
#ggH_HRes_unc_hi.append(0.0)
#ggH_HRes_unc_lo.append(0.0)
# NNLO theory unc
ggH_powheg_NNLOunc_hi.append(0.0)
ggH_powheg_NNLOunc_lo.append(0.0)
ggH_minloHJ_NNLOunc_hi.append(0.0)
ggH_minloHJ_NNLOunc_lo.append(0.0)
#ggH_HRes_NNLOunc_hi.append(0.0)
#ggH_HRes_NNLOunc_lo.append(0.0)
# NLO theory unc
ggH_powheg_NLOunc_hi.append(0.0)
ggH_powheg_NLOunc_lo.append(0.0)
ggH_minloHJ_NLOunc_hi.append(0.0)
ggH_minloHJ_NLOunc_lo.append(0.0)
# XH
XH.append(0.0)
XH_unc.append(0.0)
# Data
data.append(0.0)
data_hi.append(0.0)
data_lo.append(0.0)
# Systematic unc
modeldep_hi.append(0.0)
modeldep_lo.append(0.0)
systematics_hi.append(0.0)
systematics_lo.append(0.0)
data_hi_allunc.append(0.0)
data_lo_allunc.append(0.0)
if (channel=='2e2mu'): bin = 1
if (channel=='4mu'): bin = 2
if (channel=='4e'): bin = 3
obsBin=0
print obsBin,acc
XH_fs = higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['VBFH125_'+channel+'_'+obsName+'_genbin0_recobin0']
XH_fs += higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['WH125_'+channel+'_'+obsName+'_genbin0_recobin0']
XH_fs += higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ZH125_'+channel+'_'+obsName+'_genbin0_recobin0']
XH_fs += higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin0_recobin0']
XH[bin]+=XH_fs
#XH_unc[bin]+= unc_VBF*higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['VBF_powheg_125_'+channel+'_'+obsName+'_genbin0_recobin0']
#XH_unc[bin]+= unc_WH*higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['WH_powheg_JHUgen_125_'+channel+'_'+obsName+'_genbin0_recobin0']
#XH_unc[bin]+= unc_ZH*higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ZH_powheg_JHUgen_125_'+channel+'_'+obsName+'_genbin0_recobin0']
#XH_unc[bin]+= unc_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH_powheg_JHUgen_125_'+channel+'_'+obsName+'_genbin0_recobin0']
# branching ratio uncertainty
XH_unc_fs = (unc_br*XH_fs)**2
# acceptance uncertainty
XH_unc_fs += (unc_acc*XH_fs)**2
# qcd scale
XH_qcdunc_fs = (unc_qcd_VBF*higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['VBFH125_'+channel+'_'+obsName+'_genbin0_recobin0'])**2
XH_qcdunc_fs += (unc_qcd_WH*higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['WH125_'+channel+'_'+obsName+'_genbin0_recobin0'])**2
XH_qcdunc_fs += (unc_qcd_ZH*higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ZH125_'+channel+'_'+obsName+'_genbin0_recobin0'])**2
XH_qcdunc_fs += (unc_qcd_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin0_recobin0'])**2
XH_unc_fs += XH_qcdunc_fs
# pdf
XH_qqpdfunc_fs = (unc_pdf_VBF*higgs_xs['VBF_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['VBFH125_'+channel+'_'+obsName+'_genbin0_recobin0']
+unc_pdf_WH*higgs_xs['WH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['WH125_'+channel+'_'+obsName+'_genbin0_recobin0']
+unc_pdf_ZH*higgs_xs['ZH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ZH125_'+channel+'_'+obsName+'_genbin0_recobin0'])**2
XH_unc_fs += XH_qqpdfunc_fs
# add pdf uncertainty for ttH to total XH uncertainty
XH_unc_fs += (unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin0_recobin0'])**2
# total XH uncertainty
XH_unc[bin]+=sqrt(XH_unc_fs)
# ggH cross sections
ggH_xsBR = higgs_xs['ggH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]
ggH_powheg[bin]+=ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
ggH_minloHJ[bin]+=ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
# for total uncertainty, correlate br and acc uncertainties across all channels (XH+ggH)
total_NNLOunc_fs_powheg_hi = (unc_br*(XH_fs+ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin0_recobin0']))**2
total_NNLOunc_fs_powheg_lo = (unc_br*(XH_fs+ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin0_recobin0']))**2
total_NNLOunc_fs_powheg_hi += (unc_acc*(XH_fs+ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin0_recobin0']))**2
total_NNLOunc_fs_powheg_lo += (unc_acc*(XH_fs+ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin0_recobin0']))**2
total_NNLOunc_fs_minloHJ_hi = (unc_br*(XH_fs+ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin0_recobin0']))**2
total_NNLOunc_fs_minloHJ_lo = (unc_br*(XH_fs+ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin0_recobin0']))**2
total_NNLOunc_fs_minloHJ_hi += (unc_acc*(XH_fs+ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin0_recobin0']))**2
total_NNLOunc_fs_minloHJ_lo += (unc_acc*(XH_fs+ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin0_recobin0']))**2
# add ggH qcd uncertainties (uncorrelated with anything else)
#NNLO
total_NNLOunc_fs_powheg_hi += XH_qcdunc_fs
total_NNLOunc_fs_powheg_lo += XH_qcdunc_fs
total_NNLOunc_fs_powheg_hi += (unc_qcd_ggH_hi*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_powheg_lo += (unc_qcd_ggH_lo*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_minloHJ_hi += XH_qcdunc_fs
total_NNLOunc_fs_minloHJ_lo += XH_qcdunc_fs
total_NNLOunc_fs_minloHJ_hi += (unc_qcd_ggH_hi*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_minloHJ_lo += (unc_qcd_ggH_lo*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
# add pdf unc, anti correlate ggH and ttH
#NNLO
total_NNLOunc_fs_powheg_hi += XH_qqpdfunc_fs
total_NNLOunc_fs_powheg_lo += XH_qqpdfunc_fs
total_NNLOunc_fs_powheg_hi += (unc_pdf_ggH_hi*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_powheg_lo += (unc_pdf_ggH_lo*ggH_xsBR*acc['ggH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_minloHJ_hi += XH_qqpdfunc_fs
total_NNLOunc_fs_minloHJ_lo += XH_qqpdfunc_fs
total_NNLOunc_fs_minloHJ_hi += (unc_pdf_ggH_hi*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
total_NNLOunc_fs_minloHJ_lo += (unc_pdf_ggH_lo*ggH_xsBR*acc_NNLOPS['ggH125_NNLOPS_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)]
-unc_pdf_ttH*higgs_xs['ttH_'+opt.THEORYMASS]*higgs4l_br[opt.THEORYMASS+'_'+channel]*acc['ttH125_'+channel+'_'+obsName+'_genbin'+str(obsBin)+'_recobin'+str(obsBin)])**2
# finally total uncertainty (different final states are correlated)
# NNLO
ggH_powheg_NNLOunc_hi[bin]+=sqrt(total_NNLOunc_fs_powheg_hi)
ggH_powheg_NNLOunc_lo[bin]+=sqrt(total_NNLOunc_fs_powheg_lo)
ggH_minloHJ_NNLOunc_hi[bin]+=sqrt(total_NNLOunc_fs_minloHJ_hi)
ggH_minloHJ_NNLOunc_lo[bin]+=sqrt(total_NNLOunc_fs_minloHJ_lo)
ggH_powheg[bin]+=XH[bin]
ggH_minloHJ[bin]+=XH[bin]
data[bin] = resultsXS_v2[datamodel+"_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["central"]
data_hi[bin] = resultsXS_v2[datamodel+"_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerUp"]
data_lo[bin] = -1.0*resultsXS_v2[datamodel+"_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerDn"]
if (opt.UNBLIND):
# modeldep_hi[bin] = modelIndUncert_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerUp"]
# modeldep_lo[bin] = -1.0*modelIndUncert_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerDn"]
systematics_hi[bin] = sqrt(resultsXS_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerUp"]**2-resultsXS_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)+'_statOnly']["uncerUp"]**2)
systematics_lo[bin] = sqrt(resultsXS_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerDn"]**2-resultsXS_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)+'_statOnly']["uncerDn"]**2)
else:
#modeldep_hi[bin] = modelIndUncert_v2["AsimovData_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerUp"]
#modeldep_lo[bin] = -1.0*modelIndUncert_v2["AsimovData_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerDn"]
#systematics_hi[bin] = sqrt(resultsXS_v2["AsimovData_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerUp"]**2-resultsXS_v2["AsimovData_"+obsName+"_"+channel+"_genbin"+str(obsBin)+'_statOnly']["uncerUp"]**2)
#systematics_lo[bin] = sqrt(resultsXS_v2["AsimovData_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerDn"]**2-resultsXS_v2["AsimovData_"+obsName+"_"+channel+"_genbin"+str(obsBin)+'_statOnly']["uncerDn"]**2)
if (obsName.startswith("mass4l")):
# modeldep_hi[bin] = modelIndUncert_v2["AsimovData_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerUp"]
# modeldep_lo[bin] = -1.0*modelIndUncert_v2["AsimovData_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerDn"]
systematics_hi[bin] = sqrt(resultsXS_v2[datamodel+"_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerUp"]**2-resultsXS_v2[datamodel+"_"+obsName+"_"+channel+"_genbin"+str(obsBin)+'_statOnly']["uncerUp"]**2)
systematics_lo[bin] = sqrt(resultsXS_v2[datamodel+"_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerDn"]**2-resultsXS_v2[datamodel+"_"+obsName+"_"+channel+"_genbin"+str(obsBin)+'_statOnly']["uncerDn"]**2)
else:
# modeldep_hi[bin] = modelIndUncert_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerUp"]
# modeldep_lo[bin] = -1.0*modelIndUncert_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerDn"]
#systematics_hi[bin] = sqrt(resultsXS_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerUp"]**2-resultsXS_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)+'_statOnly']["uncerUp"]**2)
#systematics_lo[bin] = sqrt(resultsXS_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerDn"]**2-resultsXS_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)+'_statOnly']["uncerDn"]**2)
systematics_hi[bin] = sqrt(resultsXS_v2[datamodel+"_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerUp"]**2-resultsXS_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)+'_statOnly']["uncerUp"]**2)
systematics_lo[bin] = sqrt(resultsXS_v2[datamodel+"_"+obsName+"_"+channel+"_genbin"+str(obsBin)]["uncerDn"]**2-resultsXS_v2["SM_125_"+obsName+"_"+channel+"_genbin"+str(obsBin)+'_statOnly']["uncerDn"]**2)
data_hi_allunc[bin] = sqrt(data_hi[bin]**2+modeldep_hi[bin]**2)
data_lo_allunc[bin] = sqrt(data_lo[bin]**2+modeldep_lo[bin]**2)
print 'data',data
sumdata = 0.0
for i in range(len(data)):
sumdata+=data[i]
print obsName,'sum data',sumdata
print 'data_hi',data_hi
print 'data_lo',data_lo
#print 'ggH HRes + XH',ggH_HRes
#print 'NNLO ggH HRes + XH',ggH_HRes_NNLOunc_hi
#print 'NNLO ggH HRes + XH',ggH_HRes_NNLOunc_lo
print 'ggH_powheg',ggH_powheg
if acFlag:
print 'ggH_AC',ggH_AC
if acFlagBis:
print 'ggH_ACbis',ggH_ACbis
print 'NLO ggH_powheg_hi',ggH_powheg_NLOunc_hi
print 'NLO ggH_powheg_lo',ggH_powheg_NLOunc_lo
print 'NNLO ggH_powheg_hi',ggH_powheg_NNLOunc_hi
print 'NNLO ggH_powheg_lo',ggH_powheg_NNLOunc_lo
print 'OLD ggH_powheg_hi',ggH_powheg_unc_hi
print 'OLD ggH_powheg_lo',ggH_powheg_unc_lo
print 'ggH_minloHJ',ggH_minloHJ
print 'ggH_minloHJ_NNLOunc_hi',ggH_minloHJ_NNLOunc_hi
print 'ggH_minloHJ_NNLOunc_lo',ggH_minloHJ_NNLOunc_lo
print 'XH',XH
print 'XH_unc',XH_unc
if acFlag:
print 'XH_AC',XH_AC
print 'XH_AC_unc',XH_AC_unc
print 'ggH_AC_NLOunc_hi', ggH_AC_NLOunc_hi
print 'ggH_AC_NLOunc_lo', ggH_AC_NLOunc_lo
if acFlagBis:
print 'XH_ACbis',XH_ACbis
print 'XH_ACbis_unc',XH_ACbis_unc
print 'ggH_ACbis_NLOunc_hi', ggH_ACbis_NLOunc_hi
print 'ggH_ACbis_NLOunc_lo', ggH_ACbis_NLOunc_lo
print 'modedlep_hi',modeldep_hi
print 'modeldep_lo',modeldep_lo
print 'systematics_hi',systematics_hi
print 'systematics_lo',systematics_lo
print 'stat_hi',stat_hi
print 'stat_lo',stat_lo
if (obsName.startswith("mass4l")):
offset = 0.0
a_observable = array('d',[0.5+i for i in range(0,4)])
v_observable = TVectorD(len(a_observable),a_observable)
a_dobservable = array('d',[0.5 for i in range(0,4)])
v_dobservable = TVectorD(len(a_dobservable),a_dobservable)
a_zeros = array('d',[0.0 for i in range(0,4)])
v_zeros = TVectorD(len(a_zeros),a_zeros)
a_twos = array('d',[0.2*a_dobservable[i] for i in range(0,4)])
v_twos = TVectorD(len(a_twos),a_twos)
a_observable_1 = array('d',[(0.5*(float(obs_bins[i])+float(obs_bins[i+1]))+min(offset,0.25*(float(obs_bins[i+1])-float(obs_bins[i])))) for i in range(len(obs_bins)-1)])
v_observable_1 = TVectorD(len(a_observable_1),a_observable_1)
a_dobservable_1 = array('d',[0.125*(float(obs_bins[i+1])-float(obs_bins[i])) for i in range(len(obs_bins)-1)])
v_dobservable_1 = TVectorD(len(a_dobservable_1),a_dobservable_1)
a_observable_2 = array('d',[(0.5*(float(obs_bins[i])+float(obs_bins[i+1]))-min(offset,0.25*(float(obs_bins[i+1])-float(obs_bins[i])))) for i in range(len(obs_bins)-1)])
v_observable_2 = TVectorD(len(a_observable_2),a_observable_2)
a_dobservable_2 = array('d',[0.125*(float(obs_bins[i+1])-float(obs_bins[i])) for i in range(len(obs_bins)-1)])
v_dobservable_2 = TVectorD(len(a_dobservable_2),a_dobservable_2)
a_ggH_powheg = array('d',[ggH_powheg[i] for i in range(len(ggH_powheg))])
v_ggH_powheg = TVectorD(len(a_ggH_powheg),a_ggH_powheg)
a_ggH_powheg_unc_hi = array('d',[ggH_powheg_NNLOunc_hi[i] for i in range(len(ggH_powheg))])
a_ggH_powheg_unc_lo = array('d',[ggH_powheg_NNLOunc_lo[i] for i in range(len(ggH_powheg))])
v_ggH_powheg_unc_hi = TVectorD(len(a_ggH_powheg_unc_hi),a_ggH_powheg_unc_hi)
v_ggH_powheg_unc_lo = TVectorD(len(a_ggH_powheg_unc_lo),a_ggH_powheg_unc_lo)
print 'a_ggH_powheg_hi',a_ggH_powheg_unc_hi
print 'a_ggH_powheg_lo',a_ggH_powheg_unc_lo
a_ggH_minloHJ = array('d',[ggH_minloHJ[i] for i in range(len(ggH_minloHJ))])
v_ggH_minloHJ = TVectorD(len(a_ggH_minloHJ),a_ggH_minloHJ)
a_ggH_minloHJ_unc_hi = array('d',[ggH_minloHJ_NNLOunc_hi[i] for i in range(len(ggH_minloHJ_unc_hi))])
a_ggH_minloHJ_unc_lo = array('d',[ggH_minloHJ_NNLOunc_lo[i] for i in range(len(ggH_minloHJ_unc_lo))])
v_ggH_minloHJ_unc_hi = TVectorD(len(a_ggH_minloHJ_unc_hi),a_ggH_minloHJ_unc_hi)
v_ggH_minloHJ_unc_lo = TVectorD(len(a_ggH_minloHJ_unc_lo),a_ggH_minloHJ_unc_lo)
print 'a_ggH_minloHJ',a_ggH_minloHJ
print 'a_ggH_minloHJ_hi',a_ggH_minloHJ_unc_hi
print 'a_ggH_minloHJ_lo',a_ggH_minloHJ_unc_lo
'''
a_ggH_HRes = array('d',[ggH_HRes[i] for i in range(len(ggH_HRes))])
v_ggH_HRes = TVectorD(len(a_ggH_HRes),a_ggH_HRes)
a_ggH_HRes_unc_hi = array('d',[ggH_HRes_NNLOunc_hi[i] for i in range(len(ggH_HRes_unc_hi))])
a_ggH_HRes_unc_lo = array('d',[ggH_HRes_NNLOunc_lo[i] for i in range(len(ggH_HRes_unc_lo))])
v_ggH_HRes_unc_hi = TVectorD(len(a_ggH_HRes_unc_hi),a_ggH_HRes_unc_hi)
v_ggH_HRes_unc_lo = TVectorD(len(a_ggH_HRes_unc_lo),a_ggH_HRes_unc_lo)
print 'a_ggH_HRes',a_ggH_HRes
print 'a_ggH_HRes_hi',a_ggH_HRes_unc_hi
print 'a_ggH_HRes_lo',a_ggH_HRes_unc_lo
'''
a_XH = array('d',[XH[0],XH[1],XH[2],XH[3]])
v_XH = TVectorD(len(a_XH),a_XH)
a_XH_hi = array('d',[XH_unc[i] for i in range(len(a_XH))])
v_XH_hi = TVectorD(len(a_XH_hi),a_XH_hi)
a_XH_lo = array('d',[XH_unc[i] for i in range(len(a_XH))])
v_XH_lo = TVectorD(len(a_XH_lo),a_XH_lo)
a_data = array('d',[data[0],data[1],data[2],data[3]])
v_data = TVectorD(len(a_data),a_data)
a_data_hi = array('d',[data_hi[0],data_hi[1],data_hi[2],data_hi[3]])
v_data_hi = TVectorD(len(a_data_hi),a_data_hi)
a_data_lo = array('d',[data_lo[0],data_lo[1],data_lo[2],data_lo[3]])
v_data_lo = TVectorD(len(a_data_lo),a_data_lo)
a_systematics_hi = array('d',[systematics_hi[0],systematics_hi[1],systematics_hi[2],systematics_hi[3]])
v_systematics_hi = TVectorD(len(a_systematics_hi),a_systematics_hi)
a_systematics_lo = array('d',[systematics_lo[0],systematics_lo[1],systematics_lo[2],systematics_lo[3]])
v_systematics_lo = TVectorD(len(a_systematics_lo),a_systematics_lo)
a_modeldep_hi = array('d',[modeldep_hi[0],modeldep_hi[1],modeldep_hi[2],modeldep_hi[3]])
v_modeldep_hi = TVectorD(len(a_modeldep_hi),a_modeldep_hi)
a_modeldep_lo = array('d',[modeldep_lo[0],modeldep_lo[1],modeldep_lo[2],modeldep_lo[3]])
v_modeldep_lo = TVectorD(len(a_modeldep_lo),a_modeldep_lo)
v_data_hi_allunc = TVectorD(len(data_hi_allunc), array('d',[data_hi_allunc[i] for i in range(len(data_hi_allunc))]))
v_data_lo_allunc = TVectorD(len(data_lo_allunc), array('d',[data_lo_allunc[i] for i in range(len(data_lo_allunc))]))
elif doubleDiff:
offset = 20.0
a_observable = array('d',[0.5*(float(obs_bins[i])+float(obs_bins[i+1])) for i in range(len(obs_bins)-1)])
v_observable = TVectorD(len(a_observable),a_observable)
a_dobservable = array('d',[0.5*(float(obs_bins[i+1])-float(obs_bins[i])) for i in range(len(obs_bins)-1)])
v_dobservable = TVectorD(len(a_dobservable),a_dobservable)
a_observable_1 = array('d',[(0.5*(float(obs_bins[i])+float(obs_bins[i+1]))+min(offset,0.25*(float(obs_bins[i+1])-float(obs_bins[i])))) for i in range(len(obs_bins)-1)])
v_observable_1 = TVectorD(len(a_observable_1),a_observable_1)
a_dobservable_1 = array('d',[0.125*(float(obs_bins[i+1])-float(obs_bins[i])) for i in range(len(obs_bins)-1)])
v_dobservable_1 = TVectorD(len(a_dobservable_1),a_dobservable_1)
a_observable_2 = array('d',[(0.5*(float(obs_bins[i])+float(obs_bins[i+1]))-min(offset,0.25*(float(obs_bins[i+1])-float(obs_bins[i])))) for i in range(len(obs_bins)-1)])
v_observable_2 = TVectorD(len(a_observable_2),a_observable_2)
a_dobservable_2 = array('d',[0.125*(float(obs_bins[i+1])-float(obs_bins[i])) for i in range(len(obs_bins)-1)])
v_dobservable_2 = TVectorD(len(a_dobservable_2),a_dobservable_2)
a_zeros = array('d',[0.0 for i in range(len(obs_bins)-1)])
v_zeros = TVectorD(len(a_zeros),a_zeros)
a_twos = array('d',[0.015*(float(obs_bins[len(obs_bins)-1])-float(obs_bins[0])) for i in range(len(obs_bins)-1)])
v_twos = TVectorD(len(a_twos),a_twos)
a_ggH_powheg = array('d',[ggH_powheg[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(ggH_powheg))])
v_ggH_powheg = TVectorD(len(a_ggH_powheg),a_ggH_powheg)
a_ggH_powheg_unc_hi = array('d',[ggH_powheg_NLOunc_hi[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(ggH_powheg_unc_hi))])
a_ggH_powheg_unc_lo = array('d',[ggH_powheg_NLOunc_lo[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(ggH_powheg_unc_lo))])
v_ggH_powheg_unc_hi = TVectorD(len(a_ggH_powheg_unc_hi),a_ggH_powheg_unc_hi)
v_ggH_powheg_unc_lo = TVectorD(len(a_ggH_powheg_unc_lo),a_ggH_powheg_unc_lo)
a_ggH_minloHJ = array('d',[ggH_minloHJ[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(ggH_minloHJ))])
v_ggH_minloHJ = TVectorD(len(a_ggH_minloHJ),a_ggH_minloHJ)
a_ggH_minloHJ_unc_hi = array('d',[ggH_minloHJ_NNLOunc_hi[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(ggH_minloHJ_unc_hi))])
a_ggH_minloHJ_unc_lo = array('d',[ggH_minloHJ_NNLOunc_lo[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(ggH_minloHJ_unc_lo))])
v_ggH_minloHJ_unc_hi = TVectorD(len(a_ggH_minloHJ_unc_hi),a_ggH_minloHJ_unc_hi)
v_ggH_minloHJ_unc_lo = TVectorD(len(a_ggH_minloHJ_unc_lo),a_ggH_minloHJ_unc_lo)
'''
a_ggH_HRes = array('d',[ggH_HRes[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(ggH_HRes))])
v_ggH_HRes = TVectorD(len(a_ggH_HRes),a_ggH_HRes)
a_ggH_HRes_unc_hi = array('d',[ggH_HRes_NNLOunc_hi[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(ggH_HRes_unc_hi))])
a_ggH_HRes_unc_lo = array('d',[ggH_HRes_NNLOunc_lo[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(ggH_HRes_unc_lo))])
v_ggH_HRes_unc_hi = TVectorD(len(a_ggH_HRes_unc_hi),a_ggH_HRes_unc_hi)
v_ggH_HRes_unc_lo = TVectorD(len(a_ggH_HRes_unc_lo),a_ggH_HRes_unc_lo)
'''
a_XH = array('d',[XH[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(XH))])
v_XH = TVectorD(len(a_XH),a_XH)
a_XH_hi = array('d',[XH_unc[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(XH_unc))])
a_XH_lo = array('d',[XH_unc[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(XH_unc))])
v_XH_hi = TVectorD(len(a_XH_hi),a_XH_hi)
v_XH_lo = TVectorD(len(a_XH_lo),a_XH_lo)
a_data = array('d',[data[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(data))])
v_data = TVectorD(len(a_data),a_data)
a_data_hi = array('d',[data_hi[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(data_hi))])
v_data_hi = TVectorD(len(a_data_hi),a_data_hi)
a_data_lo = array('d',[data_lo[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(data_lo))])
v_data_lo = TVectorD(len(a_data_lo),a_data_lo)
a_data_hi2 = array('d',[data_hi2[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(data_hi2))])
v_data_hi2 = TVectorD(len(a_data_hi2),a_data_hi2)
a_data_lo2 = array('d',[data_lo2[i]/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(data_lo2))])
v_data_lo2 = TVectorD(len(a_data_lo2),a_data_lo2)
a_systematics_hi = array('d',[(systematics_hi[i])/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(systematics_hi))])
v_systematics_hi = TVectorD(len(a_systematics_hi),a_systematics_hi)
a_systematics_lo = array('d',[(systematics_lo[i])/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(systematics_lo))])
v_systematics_lo = TVectorD(len(a_systematics_lo),a_systematics_lo)
a_systematics_hi2 = array('d',[(systematics_hi2[i])/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(systematics_hi2))])
v_systematics_hi2 = TVectorD(len(a_systematics_hi2),a_systematics_hi2)
a_systematics_lo2 = array('d',[(systematics_lo2[i])/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(systematics_lo2))])
v_systematics_lo2 = TVectorD(len(a_systematics_lo2),a_systematics_lo2)
a_modeldep_hi = array('d',[(modeldep_hi[i])/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(modeldep_hi))])
v_modeldep_hi = TVectorD(len(a_modeldep_hi),a_modeldep_hi)
a_modeldep_lo = array('d',[(modeldep_lo[i])/((float(obs_bins_boundaries[i][1])-float(obs_bins_boundaries[i][0]))*(float(obs_bins_boundaries[i][3])-float(obs_bins_boundaries[i][2]))) for i in range(len(modeldep_lo))])
v_modeldep_lo = TVectorD(len(a_modeldep_lo),a_modeldep_lo)
v_data_hi_allunc = TVectorD(len(data_hi_allunc), array('d',[data_hi_allunc[i] for i in range(len(data_hi_allunc))]))
v_data_lo_allunc = TVectorD(len(data_lo_allunc), array('d',[data_lo_allunc[i] for i in range(len(data_lo_allunc))]))