print '***** nll = ',nll,' ***** \n'
print 'total yield: {0:0.0f} +/- {1:0.0f}'.format(totalYield, sqrt(sig2))
# assert(False)
cWpJ = TCanvas('cWpJ', 'W+jets shape')
pars4 = config.the4BodyConfig(fitterPars, opts.mH, opts.syst, opts.alpha)
pars4.mHiggs = opts.mH
pars4.wHiggs = HWWSignalShapes.HiggsWidth[opts.mH]
pars4.initParamsFile = sigYieldFilename
fitter4 = RooWjjMjjFitter(pars4)
fitter4.makeFitter((opts.ParamWpJ>=0))
fitter4.loadData()
fitter4.make4BodyPdf(theFitter)
fitter4.loadParameters(sigYieldFilename)
## assert(False)
mf4 = fitter4.stackedPlot(False, RooWjjMjjFitter.mlnujj)
mf4.SetName("Mlvjj_Stacked")
## sf4 = fitter4.residualPlot(mf4, "h_background", "dibosonPdf", False)
# pf4 = fitter4.residualPlot(mf4, "h_total", "", True)
pf4 = pulls.createPull(mf4.getHist('theData'), mf4.getCurve('h_total'))
pf4.SetName("Mlvjj_Pull")
lf4 = fitter4.stackedPlot(True, RooWjjMjjFitter.mlnujj)
lf4.SetName("Mlvjj_log")
fitUtils = RooWjjFitterUtils(pars4)
iwt = 0
if (opts.mH >= 500):
help='error band level')
(opts, args) = parser.parse_args()
import pyroot_logon
config = __import__(opts.modeConfig)
from ROOT import TFile, Double, Long, gROOT, TCanvas
## gROOT.ProcessLine('.L RooWjjFitterParams.h+');
gROOT.ProcessLine('.L EffTableReader.cc+')
gROOT.ProcessLine('.L EffTableLoader.cc+')
gROOT.ProcessLine('.L RooWjjFitterUtils.cc+')
gROOT.ProcessLine('.L RooWjjMjjFitter.cc+')
from ROOT import RooWjjMjjFitter, RooFit, \
RooMsgService, RooArgList, RooArgSet
from math import sqrt
RooMsgService.instance().setGlobalKillBelow(RooFit.WARNING)
fitterPars = config.theConfig(opts.Nj, opts.mcdir, opts.startingFile,
opts.toydataFile )
theFitter = RooWjjMjjFitter(fitterPars)
theFitter.makeFitter(False)
theFitter.loadData()
theFitter.loadParameters(opts.startingFile)
(frames, cans) = plot2BodyDist(theFitter, fitterPars,
0, 3, opts.Err, opts.NP)
fr.Print()
nll=fr.minNll()
print '***** nll = ',nll,' ***** \n'
print 'total yield: {0:0.0f} +/- {1:0.0f}'.format(totalYield, sqrt(sig2))
#assert(False)
cWpJ = TCanvas('cWpJ', 'W+jets shape')
pars4 = config.the4BodyConfig(fitterPars, opts.mH, opts.syst, opts.alpha)
pars4.initParamsFile = 'lastSigYield.txt'
fitter4 = RooWjjMjjFitter(pars4)
fitter4.makeFitter((opts.ParamWpJ>=0))
fitter4.loadData()
fitter4.make4BodyPdf(theFitter)
fitter4.loadParameters('lastSigYield.txt')
## assert(False)
## fitter4.getWorkSpace().Print()
mf4 = fitter4.stackedPlot(False, RooWjjMjjFitter.mlnujj)
mf4.SetName("Mlvjj_Stacked")
## sf4 = fitter4.residualPlot(mf4, "h_background", "dibosonPdf", False)
pf4 = fitter4.residualPlot(mf4, "h_total", "", True)
pf4.SetName("Mlvjj_Pull")
lf4 = fitter4.stackedPlot(True, RooWjjMjjFitter.mlnujj)
lf4.SetName("Mlvjj_log")
fitUtils = RooWjjFitterUtils(pars4)
HiggsHist = fitUtils.newEmptyHist('HWW%i_%s_shape' % (opts.mH,modeString))
VBFHiggsHist = fitUtils.newEmptyHist('VBFHWW%i_%s_shape' % (opts.mH,
def qPlot(fitterPars):
from ROOT import kRed, kBlack, kGreen, kOrange, kMagenta, kCyan, THStack, \
RooWjjMjjFitter, RooWjjFitterUtils, TCanvas
fitUtils = RooWjjFitterUtils(fitterPars)
theFitter = RooWjjMjjFitter(fitterPars)
thePdf = theFitter.makeFitter(False)
theFitter.loadParameters(fitterPars.initParamsFile)
theFitter.getWorkSpace().Print()
q = theFitter.getWorkSpace().var(fitterPars.var)
q.SetTitle("Q = m_{l#nujj}-m_{jj}-M_{W}")
pdfs = thePdf.pdfList()
coefs = thePdf.coefList()
shapeHist = THStack('shapeHist', 'shapeHist')
sumYield = 0.
for i in range(pdfs.getSize() - 1, -1, -1):
tmpHist = pdfs[i].createHistogram('h_' + pdfs[i].GetName(), q)
theName = pdfs[i].GetName()[:3]
tmpHist.SetFillStyle(1001)
if theName == 'dib':
tmpHist.SetFillColor(kOrange)
tmpHist.SetLineColor(kOrange)
elif theName == 'WpJ':
tmpHist.SetFillColor(kRed)
tmpHist.SetLineColor(kRed)
elif theName == 'ttP':
tmpHist.SetFillColor(kBlack)
tmpHist.SetLineColor(kBlack)
elif theName == 'stP':
tmpHist.SetFillColor(kBlack)
tmpHist.SetLineColor(kBlack)
elif theName == 'qcd':
tmpHist.SetFillColor(kGreen)
tmpHist.SetLineColor(kGreen)
elif theName == 'ZpJ':
tmpHist.SetFillColor(kMagenta)
tmpHist.SetLineColor(kMagenta)
## tmpHist.Draw()
## gPad.Update()
## gPad.WaitPrimitive()
tmpHist.Scale(coefs[i].getVal())
sumYield += coefs[i].getVal()
if (coefs[i].getVal() > 0.):
shapeHist.Add(tmpHist)
totalShapeHist = thePdf.createHistogram("totalShapeHist", q)
totalShapeHist.Print()
dataHist = fitUtils.newEmptyHist("theData")
if fitterPars.includeMuons:
tmpHist = fitUtils.File2Hist(
fitterPars.DataDirectory + fitterPars.muonData, "tmpData", False,
0, False, 1.0, fitUtils.fullCuts())
dataHist.Add(tmpHist)
if fitterPars.includeElectrons:
tmpHist = fitUtils.File2Hist(
fitterPars.DataDirectory + fitterPars.electronData, "tmpData",
True, 0, False, 1.0, fitUtils.fullCuts())
dataHist.Add(tmpHist)
totalShapeHist.Scale(sumYield)
## shapeHist.SetLineColor(kCyan+3)
## shapeHist.SetMarkerColor(kCyan+3)
cq = TCanvas('cq', 'Q')
shapeHist.Draw('')
shapeHist.GetXaxis().SetTitle(q.GetTitle() + ' (GeV)')
shapeHist.GetYaxis().SetTitle(
'Events / (%0.0f GeV)' %
((fitterPars.maxMass - fitterPars.minMass) / fitterPars.nbins))
dataHist.Draw('same')
cq.Modified()
#totalShapeHist.Draw('same')
dataHist.Chi2Test(totalShapeHist, "UUNORMP")
print "KS test:", dataHist.KolmogorovTest(totalShapeHist)
return (cq, shapeHist, totalShapeHist)