def plot_hists(hists, name, **kw):
"""
Function for formatting a list of histograms and plotting them on the same
canvas, stacked. Returns a dictionary with the following keys:
'canvas', 'stack', 'hists'.
"""
#
# Read the congif
#
show_stats = kw.get('show_stats', False)
debug = kw.get('debug', False)
if debug: print "\t in plot_hists"
#
# Config Hists
#
plot = config_hists(hists, **kw)
#
# Build the canvas
#
c = makeCanvas(name, name, **kw)
if debug: print "\t calling plot_hists_lists"
plot_hist_list(hists, **kw)
# arrange stats
if show_stats:
c.Update()
arrange_stats(hists)
c.Update()
return {'canvas': c, 'hists': hists}
def drawStackCompRatio(outName,dataInfo,MCInfo,yTitle,xTitle,rTitle,outDir,min=1,setLogy=1,x_min=None,x_max=None,cmsText="", lumiText=""):
histData = dataInfo[0].Clone()
stacksum=MCInfo[0][0].Clone("tmp")
stacksum.Reset()
for h in MCInfo:
stacksum.Add(h[0])
stacksum.Integral()
scaleFactor = histData.Integral()/stacksum.Integral()
stack = ROOT.THStack("TestStack", outName)
for hMC in MCInfo:
hMC[0].SetFillColor(hMC[2])
hMC[0].Scale(scaleFactor)
stack.Add(hMC[0], 'sames')
stacksum.Scale(scaleFactor)
# hist2 = histInfo[1][0].Clone()
# hist2.SetFillColor(ROOT.kYellow)
maxY = max(histData.GetMaximum(),stack.GetMaximum())
if setLogy:
histData.SetMaximum(4e0*maxY)
histData.SetMinimum(min)
stack.SetMaximum(4e0*maxY)
stack.SetMinimum(min)
else:
stack.SetMaximum(1.4*maxY)
histData.SetMaximum(1.4*maxY)
histData.GetYaxis().SetTitle(yTitle)
histData.GetXaxis().SetTitle(xTitle)
xpos = 0.5
ypos = 0.69
xwidth = 0.3
ywidth = 0.05*(len(MCInfo)+1)
leg = ROOT.TLegend(xpos, ypos, xpos+xwidth, ypos+ywidth)
leg.AddEntry(histData,dataInfo[1],"PEL")
for hMC in MCInfo:
leg.AddEntry(hMC[0],hMC[1] ,"F")
#leg.AddEntry(offLF,"Offline tracks light-flavor jets","L")
#leg.AddEntry(hltLF,"HLT tracks light-flavor jets" ,"PEL")
canvas = makeCanvas(outName, outName, width=600, height=600)
split=0.3
top_pad = ROOT.TPad("pad1", "The pad 80% of the height",0,split,1,1,0)
bottom_pad = ROOT.TPad("pad2", "The pad 20% of the height",0,0,1,split,0)
top_pad.Draw()
bottom_pad.Draw()
axissep = 0.02
top_pad.cd()
top_pad.SetLogy(setLogy)
top_pad.SetTopMargin(canvas.GetTopMargin()*1.0/(1.0-split))
top_pad.SetBottomMargin(0.5*axissep)
top_pad.SetRightMargin(canvas.GetRightMargin())
top_pad.SetLeftMargin(canvas.GetLeftMargin());
top_pad.SetFillStyle(0) # transparent
top_pad.SetBorderSize(0)
stack.Draw()
if x_max is not None and x_min is not None:
stack.GetXaxis().SetRangeUser(x_min,x_max)
histData.GetXaxis().SetRangeUser(x_min,x_max)
stack.GetYaxis().SetTitle(yTitle)
stack.GetXaxis().SetTitle(xTitle)
stack.Draw("hist")
#hltLF.SetMarkerSize(0.75)
#hltLF.SetMarkerStyle(21)
histData.Draw("same pe")
#offBQ.Draw("hist same")
#hltBQ.SetMarkerSize(0.75)
#hltBQ.SetMarkerStyle(21)
#hltBQ.Draw("same pe")
leg.Draw("same")
histRatio = makeRatio(num = histData.Clone(), den = stacksum.Clone())
cmsLines = getCMSText(xStart=0.225,yStart=0.85,subtext=cmsText,lumiText=lumiText)
for cmsl in cmsLines:
cmsl.Draw("same")
bottom_pad.cd()
bottom_pad.SetTopMargin(2*axissep)
bottom_pad.SetBottomMargin(canvas.GetBottomMargin()*1.0/split)
bottom_pad.SetRightMargin(canvas.GetRightMargin())
bottom_pad.SetLeftMargin(canvas.GetLeftMargin());
bottom_pad.SetFillStyle(0) # transparent
bottom_pad.SetBorderSize(0)
ratio_axis = histData.Clone()
#ratio_axis.GetYaxis().SetTitle("PF to Calo")
ratio_axis.GetYaxis().SetTitle("Ratio")
ratio_axis.GetXaxis().SetTitle(histData.GetXaxis().GetTitle())
ratio_axis.GetYaxis().SetNdivisions(507)
rMin = 0
rMax = 2
ratio_axis.GetYaxis().SetRangeUser(rMin, rMax)
histRatio.GetYaxis().SetRangeUser(rMin, rMax)
histRatio.GetYaxis().SetTitle(rTitle)
histRatio.Draw("PE")
histRatio.Draw("PE same")
oldSize = histRatio.GetMarkerSize()
histRatio.SetMarkerSize(0)
histRatio.DrawCopy("same e0")
histRatio.SetMarkerSize(oldSize)
histRatio.Draw("PE same")
line = ROOT.TLine()
if x_max is not None and x_min is not None:
line.DrawLine(x_min, 1.0, x_max, 1.0)
else:
line.DrawLine(histData.GetXaxis().GetXmin(), 1.0, histData.GetXaxis().GetXmax(), 1.0)
ndivs=[505,503]
pads = [top_pad, bottom_pad]
factors = [0.8/(1.0-split), 0.7/split]
for i_pad, pad in enumerate(pads):
factor = factors[i_pad]
ndiv = ndivs[i_pad]
prims = [ p.GetName() for p in pad.GetListOfPrimitives() ]
#
# Protection for scaling hists multiple times
#
procedHist = []
for name in prims:
if name in procedHist: continue
procedHist.append(name)
h = pad.GetPrimitive(name)
if isinstance(h, ROOT.TH1) or isinstance(h, ROOT.THStack) or isinstance(h, ROOT.TGraph) or isinstance(h, ROOT.TGraphErrors) or isinstance(h, ROOT.TGraphAsymmErrors):
if isinstance(h, ROOT.TGraph) or isinstance(h, ROOT.THStack) or isinstance(h, ROOT.TGraphErrors) or isinstance(h, ROOT.TGraphAsymmErrors):
h = h.GetHistogram()
#print "factor is",factor,h.GetName(),split
if i_pad == 1:
h.SetLabelSize(h.GetLabelSize('Y')*factor, 'Y')
h.SetTitleSize(h.GetTitleSize('X')*factor, 'X')
h.SetTitleSize(h.GetTitleSize('Y')*factor, 'Y')
h.SetTitleOffset(h.GetTitleOffset('Y')/factor, 'Y')
if i_pad == 1:
h.GetYaxis().SetNdivisions(ndiv)
h.GetXaxis().SetNdivisions()
if i_pad == 0:
h.SetLabelSize(0.0, 'X')
h.GetXaxis().SetTitle("")
else:
h.SetLabelSize(h.GetLabelSize('X')*factor, 'X')
## Trying to remove overlapping y-axis labels. Doesn't work.
# h.GetYaxis().Set(4, h.GetYaxis().GetXmin(), h.GetYaxis().GetXmax())
# h.GetYaxis().SetBinLabel( h.GetYaxis().GetLast(), '')
canvas.SaveAs(outDir+"/"+outName+".pdf")
def drawCompRatioGraphs(name,inputHists,ratioHistBinning,yTitle,xTitle,outDir,otherText="",setLogy=1,yMax= 1,yMin = 0,leg="",xMax=1,xMin = -0.2,yLeg=0.76,xLeg=0.2,xStartOther=0.5, yStartOther=0.9, doFit = False,cmsText="Preliminary", lumiText="",rTitle="Ratio",histForXBarycenterCalc=None):
upperHist = inputHists[0][0].GetHistogram()
upperHist.GetYaxis().SetTitle(yTitle)
upperHist.GetXaxis().SetTitle(xTitle)
upperHist.GetYaxis().SetNdivisions(507)
upperHist.GetYaxis().SetRangeUser(yMin, yMax)
upperHist.GetXaxis().SetRangeUser(xMin, xMax)
canvas = makeCanvas(name, name, width=600, height=600)
split=0.3
top_pad = ROOT.TPad("pad1", "The pad 80% of the height",0,split,1,1,0)
bottom_pad = ROOT.TPad("pad2", "The pad 20% of the height",0,0,1,split,0)
top_pad.Draw()
bottom_pad.Draw()
axissep = 0.035
top_pad.cd()
#top_pad.SetLogy(setLogy)
top_pad.SetTopMargin(canvas.GetTopMargin()*1.0/(1.0-split))
top_pad.SetBottomMargin(0.5*axissep)
top_pad.SetRightMargin(canvas.GetRightMargin())
top_pad.SetLeftMargin(canvas.GetLeftMargin());
top_pad.SetFillStyle(0) # transparent
top_pad.SetBorderSize(0)
upperHist.Draw("axis")
for hInfoIndx, hInfo in enumerate(inputHists):
hInfo[0].SetLineColor (hInfo[2])
hInfo[0].SetMarkerColor(hInfo[2])
if len(hInfo) > 3:
hInfo[0].SetMarkerStyle(hInfo[3])
hInfo[0].SetFillStyle(hInfo[3])
if hInfoIndx:
hInfo[0].Draw("PE same")
else:
hInfo[0].Draw("PE same")
numHist = ratioHistBinning.Clone()
denHist = ratioHistBinning.Clone()
for iBin in range(inputHists[0][0].GetN()):
xValue = ROOT.Double(0)
theEff = ROOT.Double(0)
theEffErr = inputHists[0][0].GetErrorY(iBin)
inputHists[0][0].GetPoint(iBin,xValue,theEff)
#print iBin, xValue, theEff
numHist.SetBinContent(numHist.FindBin(xValue), theEff)
numHist.SetBinError(numHist.FindBin(xValue), theEffErr)
for iBin in range(inputHists[1][0].GetN()):
xValue = ROOT.Double(0)
theEff = ROOT.Double(0)
theEffErr = inputHists[1][0].GetErrorY(iBin)
inputHists[1][0].GetPoint(iBin,xValue,theEff)
#print iBin, xValue, theEff
denHist.SetBinContent(denHist.FindBin(xValue), theEff)
denHist.SetBinError(denHist.FindBin(xValue), theEffErr)
histRatio = makeBayesLikeRatio(num = numHist, den = denHist, histForXBarycenterCalc=histForXBarycenterCalc)
#
# legend
#
if not leg:
legInfo = []
yWidth = 0
for hInfo in inputHists:
yWidth += 0.06
print hInfo[1]
legInfo.append((hInfo[0],"#scale[0.7]]{"+hInfo[1]+"}","LP"))
#leg = getLegend([(effHist,"#scale[0.7]]{Data}","PE"),(effHistMC,"#scale[0.7]{t#bar{t} MC}","PE")], xStart=0.2, xWidth=0.3, yStart=0.6, yWidth=0.16)
leg = getLegend(legInfo, xStart=xLeg, xWidth=0.3, yStart=yLeg-yWidth, yWidth=yWidth)
leg.Draw("same")
#
# CMS Text
#
cmsLines = getCMSText(xStart=0.2,yStart=0.86,subtext=cmsText,lumiText=lumiText,xLumiStart=0.7,yLumiStart=0.94)
for cmsl in cmsLines:
cmsl.Draw("same")
#
# Other Text
#
if otherText:
drawText(otherText,textsize=0.05,xStart=xStartOther,yStart=yStartCurrent)
bottom_pad.cd()
bottom_pad.SetTopMargin(2*axissep)
bottom_pad.SetBottomMargin(canvas.GetBottomMargin()*1.0/split)
bottom_pad.SetRightMargin(canvas.GetRightMargin())
bottom_pad.SetLeftMargin(canvas.GetLeftMargin());
bottom_pad.SetFillStyle(0) # transparent
bottom_pad.SetBorderSize(0)
ratio_axis = inputHists[0][0].GetHistogram().Clone()
ratio_axis.GetXaxis().SetRangeUser(xMin, xMax)
ratio_axis.GetYaxis().SetTitle("Data/MC")
ratio_axis.GetXaxis().SetTitle(hInfo[0].GetXaxis().GetTitle())
ratio_axis.GetYaxis().SetNdivisions(507)
rMin = 0.5
rMax = 1.5
ratio_axis.GetYaxis().SetRangeUser(rMin, rMax)
histRatio.GetYaxis().SetRangeUser(rMin, rMax)
histRatio.GetYaxis().SetTitle(rTitle)
ratio_axis.Draw("axis")
if isinstance(histRatio, ROOT.TGraphAsymmErrors):
histRatio.Draw("PE")
else:
histRatio.Draw("PE same")
histRatio.Draw("PE same")
oldSize = histRatio.GetMarkerSize()
histRatio.SetMarkerSize(0)
histRatio.DrawCopy("same e0")
histRatio.SetMarkerSize(oldSize)
histRatio.Draw("PE same")
line = ROOT.TLine()
line.DrawLine(hInfo[0].GetXaxis().GetXmin(), 1.0, hInfo[0].GetXaxis().GetXmax(), 1.0)
ndivs=[505,503]
pads = [top_pad, bottom_pad]
factors = [0.8/(1.0-split), 0.7/split]
for i_pad, pad in enumerate(pads):
factor = factors[i_pad]
ndiv = ndivs[i_pad]
prims = [ p.GetName() for p in pad.GetListOfPrimitives() ]
#
# Protection for scaling hists multiple times
#
procedHist = []
for pName in prims:
if pName in procedHist: continue
procedHist.append(pName)
h = pad.GetPrimitive(pName)
if isinstance(h, ROOT.TH1) or isinstance(h, ROOT.THStack) or isinstance(h, ROOT.TGraph) or isinstance(h, ROOT.TGraphErrors) or isinstance(h, ROOT.TGraphAsymmErrors):
if isinstance(h, ROOT.TGraph) or isinstance(h, ROOT.THStack) or isinstance(h, ROOT.TGraphErrors) or isinstance(h, ROOT.TGraphAsymmErrors):
h = h.GetHistogram()
#print "factor is",factor,h.GetName(),split
if i_pad == 1:
h.SetLabelSize(h.GetLabelSize('Y')*factor, 'Y')
h.SetTitleSize(h.GetTitleSize('X')*factor, 'X')
h.SetTitleSize(h.GetTitleSize('Y')*factor, 'Y')
h.SetTitleOffset(h.GetTitleOffset('Y')/factor, 'Y')
if i_pad == 1:
h.GetYaxis().SetNdivisions(ndiv)
h.GetXaxis().SetNdivisions()
if i_pad == 0:
h.SetLabelSize(0.0, 'X')
h.GetXaxis().SetTitle("")
else:
h.SetLabelSize(h.GetLabelSize('X')*factor, 'X')
## Trying to remove overlapping y-axis labels. Doesn't work.
# h.GetYaxis().Set(4, h.GetYaxis().GetXmin(), h.GetYaxis().GetXmax())
# h.GetYaxis().SetBinLabel( h.GetYaxis().GetLast(), '')
canvas.SaveAs(outDir+"/"+name+".pdf")
def drawComp(name,inputHists,yTitle,xTitle,outDir,otherText="",setLogy=1,yMax= 1,leg="",xMax=1,xMin = -0.2,yLeg=0.76,xLeg=0.2,xStartOther=0.5, yStartOther=0.9, doFit = False,cmsText="Preliminary", lumiText="",xLumiStart=0.7):
canvas = makeCanvas(name, name)#, width=800, height=600)
if isinstance(inputHists[0][0],ROOT.TGraphAsymmErrors):
ratio_axis = inputHists[0][0].GetHistogram()
else:
ratio_axis = inputHists[0][0].Clone()
ratio_axis.GetYaxis().SetTitle(yTitle)
ratio_axis.GetXaxis().SetTitle(xTitle)
ratio_axis.GetYaxis().SetNdivisions(507)
yMin = 0
ratio_axis.GetYaxis().SetRangeUser(yMin, yMax)
print xMin,"to",xMax
ratio_axis.GetXaxis().SetRangeUser(xMin, xMax)
ratio_axis.Draw("axis")
for hInfoIndx, hInfo in enumerate(inputHists):
#hInfo[0].GetYaxis().SetRangeUser(yMin, yMax)
#hInfo[0].GetXaxis().SetRangeUser(xMin, xMax)
hInfo[0].SetLineColor (hInfo[2])
hInfo[0].SetMarkerColor(hInfo[2])
if len(hInfo) > 3:
hInfo[0].SetMarkerStyle(hInfo[3])
hInfo[0].SetFillStyle(hInfo[3])
#hInfo[0].SetMarkerStyle(0)
if hInfoIndx:
if isinstance(inputHists[0][0],ROOT.TGraphAsymmErrors):
hInfo[0].Draw("PE same")
else:
hInfo[0].Draw("same")
else:
if isinstance(inputHists[0][0],ROOT.TGraphAsymmErrors):
hInfo[0].Draw("PE")
if doFit:
xAve = (ratio_axis.GetXaxis().GetXmin() + ratio_axis.GetXaxis().GetXmax()) /2
xmin = max(30,ratio_axis.GetXaxis().GetXmin())
print "Setting Range",xmin, ratio_axis.GetXaxis().GetXmax()
sigmoid = ROOT.TF1("func", "(1.0/(1+ TMath::Exp(-[0]*(x-[1]))))", xmin, ratio_axis.GetXaxis().GetXmax())
sigmoid.SetParameters(0.01, xAve)
inputHists[0][0].Fit(sigmoid)
sigmoid.Draw("same")
print hInfo[0].GetName(),":",
print sigmoid.GetParameter(0),
print sigmoid.GetParameter(1)
textFits = []
for i in range(2):
yStartFit = 0.3-0.04*i
textFits.append(ROOT.TLatex(0.7, yStartFit, "p"+str(i)+" = "+str(round(sigmoid.GetParameter(i),3))))
textFits[-1].SetTextFont(42)
textFits[-1].SetTextSize(0.04)
textFits[-1].SetNDC()
textFits[-1].Draw("same")
else:
hInfo[0].Draw("same")
if doFit:
xAve = (ratio_axis.GetXaxis().GetXmin() + ratio_axis.GetXaxis().GetXmax()) /2
xmin = max(30,ratio_axis.GetXaxis().GetXmin())
print "Setting Range",xmin, ratio_axis.GetXaxis().GetXmax()
sigmoid = ROOT.TF1("func", "(1.0/(1+ TMath::Exp(-[0]*(x-[1]))))", xmin, ratio_axis.GetXaxis().GetXmax())
sigmoid.SetParameters(0.01, xAve)
inputHists[0][0].Fit(sigmoid,"q")
sigmoid.SetLineStyle(ROOT.kDashed)
sigmoid.SetLineColor(ROOT.kRed)
sigmoid.Draw("same")
print hInfo[0].GetName(),":",
print sigmoid.GetParameter(0),
print sigmoid.GetParameter(1)
textFits = []
for i in range(2):
yStartFit = 0.3-0.04*i
textFits.append(ROOT.TLatex(0.7, yStartFit, "p"+str(i)+" = "+str(round(sigmoid.GetParameter(i),3))))
textFits[-1].SetTextFont(42)
textFits[-1].SetTextSize(0.04)
textFits[-1].SetNDC()
textFits[-1].Draw("same")
#effHistMC.Draw("PE same")
#
# legend
#
if not leg:
legInfo = []
yWidth = 0
for hInfo in inputHists:
yWidth += 0.06
print hInfo[1]
legInfo.append((hInfo[0],"#scale[0.7]]{"+hInfo[1]+"}","LP"))
#leg = getLegend([(effHist,"#scale[0.7]]{Data}","PE"),(effHistMC,"#scale[0.7]{t#bar{t} MC}","PE")], xStart=0.2, xWidth=0.3, yStart=0.6, yWidth=0.16)
leg = getLegend(legInfo, xStart=xLeg, xWidth=0.3, yStart=yLeg-yWidth, yWidth=yWidth)
leg.Draw("same")
if leg == "special":
hForLeg_Data = inputHists[0][0].Clone("leg_Data")
hForLeg_Data.SetLineColor(ROOT.kBlack)
hForLeg_Data.SetMarkerColor(ROOT.kBlack)
legInfo = []
legInfo.append((hForLeg_Data,"#scale[0.7]]{Data}","LP"))
legData = getLegend(legInfo, xStart=0.175, xWidth=0.3, yStart=0.76-0.08, yWidth=0.08)
legData.Draw("same")
hForLeg_MC = inputHists[0][0].Clone("leg_MC")
hForLeg_MC.SetLineColor(ROOT.kBlack)
hForLeg_MC.SetMarkerColor(ROOT.kBlack)
hForLeg_MC.SetMarkerStyle(24)
legInfo = []
legInfo.append((hForLeg_MC,"#scale[0.7]]{MC }","LP"))
legMC = getLegend(legInfo, xStart=0.3, xWidth=0.3, yStart=0.76-0.08, yWidth=0.08)
legMC.Draw("same")
textLoose = ROOT.TLatex(0.2, 0.77, "Loose")
textLoose.SetTextFont(42)
textLoose.SetTextSize(0.04)
textLoose.SetTextColor(ROOT.kBlue)
textLoose.SetNDC()
textLoose.Draw("same")
textMedium = ROOT.TLatex(0.3, 0.77, "Medium")
textMedium.SetTextFont(42)
textMedium.SetTextSize(0.04)
textMedium.SetTextColor(ROOT.kGreen+1)
textMedium.SetNDC()
textMedium.Draw("same")
textTight = ROOT.TLatex(0.43, 0.77, "Tight")
textTight.SetTextFont(42)
textTight.SetTextSize(0.04)
textTight.SetTextColor(ROOT.kRed)
textTight.SetNDC()
textTight.Draw("same")
#
# CMS Text
#
cmsLines = getCMSText(xStart=0.2,yStart=0.875,subtext=cmsText,lumiText=lumiText,xLumiStart=xLumiStart,yLumiStart=0.96)
for cmsl in cmsLines:
cmsl.Draw("same")
if otherText:
labels = drawText(otherText,textsize=0.05,xStart=xStartOther,yStart=yStartOther)
canvas.SaveAs(outDir+"/"+name+".pdf")
def plot_shared_axis(top_hists, bottom_hists, name='', split=0.5, **kw):
# options with defaults
axissep = kw.get('axissep', 0.0)
ndivs = kw.get('ndivs', [503, 503])
rLabel = kw.get("rlabel", "Ratio")
rMin = kw.get("rMin", 0)
rMax = kw.get("rMax", 2)
bayesRatio = kw.get('bayesRatio', False)
canvas = makeCanvas(name, name, width=600, height=600)
top_pad = ROOT.TPad("pad1", "The pad 80% of the height", 0, split, 1, 1, 0)
bottom_pad = ROOT.TPad("pad2", "The pad 20% of the height", 0, 0, 1, split,
0)
top_pad.Draw()
bottom_pad.Draw()
top_pad.cd()
top_pad.SetLogy(kw.get('logy', False))
top_pad.SetTopMargin(canvas.GetTopMargin() * 1.0 / (1.0 - split))
top_pad.SetBottomMargin(0.5 * axissep)
top_pad.SetRightMargin(canvas.GetRightMargin())
top_pad.SetLeftMargin(canvas.GetLeftMargin())
top_pad.SetFillStyle(0) # transparent
top_pad.SetBorderSize(0)
plot_hist_list(top_hists, **kw)
bottom_pad.cd()
bottom_pad.SetTopMargin(2 * axissep)
bottom_pad.SetBottomMargin(canvas.GetBottomMargin() * 1.0 / split)
bottom_pad.SetRightMargin(canvas.GetRightMargin())
bottom_pad.SetLeftMargin(canvas.GetLeftMargin())
bottom_pad.SetFillStyle(0) # transparent
bottom_pad.SetBorderSize(0)
ratio_axis = top_hists[0].Clone()
ratio_axis.GetYaxis().SetTitle(rLabel)
ratio_axis.GetXaxis().SetTitle(top_hists[0].GetXaxis().GetTitle())
ratio_axis.GetYaxis().SetNdivisions(507)
ratio_axis.GetYaxis().SetRangeUser(rMin, rMax)
bottom_hists.GetYaxis().SetRangeUser(rMin, rMax)
bottom_hists.GetYaxis().SetTitle(rLabel)
if bayesRatio:
ratio_axis.Draw("axis")
bottom_hists.Draw("PE")
ratio_axis.Draw("axis same")
else:
bottom_hists.Draw("PE")
if ("sys_band" in kw) and (not kw["sys_band"] == None):
kw["sys_band"].Draw("E2 same")
bottom_hists.Draw("PE same")
oldSize = bottom_hists.GetMarkerSize()
bottom_hists.SetMarkerSize(0)
bottom_hists.DrawCopy("same e0")
# bottom_hists.SetMarkerSize(oldSize)
bottom_hists.SetMarkerSize(0.5)
bottom_hists.Draw("PE same")
line = ROOT.TLine()
line.DrawLine(top_hists[0].GetXaxis().GetXmin(), 1.0,
top_hists[0].GetXaxis().GetXmax(), 1.0)
pads = [top_pad, bottom_pad]
factors = [0.8 / (1.0 - split), 0.7 / split]
for i_pad, pad in enumerate(pads):
factor = factors[i_pad]
ndiv = ndivs[i_pad]
prims = [p.GetName() for p in pad.GetListOfPrimitives()]
#
# Protection for scaling hists multiple times
#
procedHist = []
for name in prims:
if name in procedHist: continue
procedHist.append(name)
h = pad.GetPrimitive(name)
if isinstance(
h, ROOT.TH1) or isinstance(h, ROOT.THStack) or isinstance(
h, ROOT.TGraph) or isinstance(
h, ROOT.TGraphErrors) or isinstance(
h, ROOT.TGraphAsymmErrors):
if isinstance(h, ROOT.TGraph) or isinstance(
h, ROOT.THStack) or isinstance(
h, ROOT.TGraphErrors) or isinstance(
h, ROOT.TGraphAsymmErrors):
h = h.GetHistogram()
#print "factor is",factor,h.GetName(),split
if i_pad == 1:
h.SetLabelSize(h.GetLabelSize('Y') * factor, 'Y')
h.SetTitleSize(h.GetTitleSize('X') * factor, 'X')
h.SetTitleSize(h.GetTitleSize('Y') * factor, 'Y')
h.SetTitleOffset(h.GetTitleOffset('Y') / factor, 'Y')
if i_pad == 1:
h.GetYaxis().SetNdivisions(ndiv)
h.GetXaxis().SetNdivisions()
if i_pad == 0:
h.SetLabelSize(0.0, 'X')
h.GetXaxis().SetTitle("")
else:
h.SetLabelSize(h.GetLabelSize('X') * factor, 'X')
## Trying to remove overlapping y-axis labels. Doesn't work.
# h.GetYaxis().Set(4, h.GetYaxis().GetXmin(), h.GetYaxis().GetXmax())
# h.GetYaxis().SetBinLabel( h.GetYaxis().GetLast(), '')
return {
'canvas': canvas,
'ratio_axis': ratio_axis,
"top_pad": top_pad,
"bottom_pad": bottom_pad
}
def doVarRatio(var,
binning,
xTitle,
setLogy=1,
minX=None,
maxX=None,
minY=None,
etaRange=None):
if o.doCaloJets:
offLF = getHist(inFile, "offJets_matchedCalo_L", var, binning,
ROOT.kBlack)
hltLF = getHist(inFile, "offJets_matchedCaloJet_L", var, binning,
ROOT.kBlack)
offBQ = getHist(inFile, "offJets_matchedCalo_B", var, binning,
ROOT.kRed)
hltBQ = getHist(inFile, "offJets_matchedCaloJet_B", var, binning,
ROOT.kRed)
elif o.doPuppiJets:
if etaRange:
offLF = getHist(inFile, "offJets_matchedPuppi_L" + etaRange, var,
binning, ROOT.kBlack)
hltLF = getHist(inFile, "offJets_matchedPuppiJet_L" + etaRange,
var, binning, ROOT.kBlack)
offBQ = getHist(inFile, "offJets_matchedPuppi_B" + etaRange, var,
binning, ROOT.kRed)
hltBQ = getHist(inFile, "offJets_matchedPuppiJet_B" + etaRange,
var, binning, ROOT.kRed)
else:
offLF = getHist(inFile, "offJets_matchedPuppi_L", var, binning,
ROOT.kBlack)
hltLF = getHist(inFile, "offJets_matchedPuppiJet_L", var, binning,
ROOT.kBlack)
offBQ = getHist(inFile, "offJets_matchedPuppi_B", var, binning,
ROOT.kRed)
hltBQ = getHist(inFile, "offJets_matchedPuppiJet_B", var, binning,
ROOT.kRed)
else:
if etaRange:
offLF = getHist(inFile, "offJets_matched_L" + etaRange, var,
binning, ROOT.kBlack)
hltLF = getHist(inFile, "offJets_matchedJet_L" + etaRange, var,
binning, ROOT.kBlack)
offBQ = getHist(inFile, "offJets_matched_B" + etaRange, var,
binning, ROOT.kRed)
hltBQ = getHist(inFile, "offJets_matchedJet_B" + etaRange, var,
binning, ROOT.kRed)
else:
offLF = getHist(inFile, "offJets_matched_L", var, binning,
ROOT.kBlack)
hltLF = getHist(inFile, "offJets_matchedJet_L", var, binning,
ROOT.kBlack)
offBQ = getHist(inFile, "offJets_matched_B", var, binning,
ROOT.kRed)
hltBQ = getHist(inFile, "offJets_matchedJet_B", var, binning,
ROOT.kRed)
maxY = max(offLF.GetMaximum(), offBQ.GetMaximum(), hltLF.GetMaximum(),
hltBQ.GetMaximum())
if setLogy:
offLF.SetMaximum(4e0 * maxY)
offLF.SetMinimum(1.01e-5)
else:
offLF.SetMaximum(1.2 * maxY)
if not minY == None:
offLF.SetMinimum(minY)
offLF.GetYaxis().SetTitle("Simulated Tracks")
offLF.GetXaxis().SetTitle(xTitle)
if maxX:
offLF.GetXaxis().SetRangeUser(minX, maxX)
offBQ.GetXaxis().SetRangeUser(minX, maxX)
hltLF.GetXaxis().SetRangeUser(minX, maxX)
hltBQ.GetXaxis().SetRangeUser(minX, maxX)
LFRatio = makeRatio(num=hltLF.Clone(), den=offLF.Clone())
BQRatio = makeRatio(num=hltBQ.Clone(), den=offBQ.Clone())
xpos = 0.2
ypos = 0.07
xwidth = 0.7
ywidth = 0.1
leg = ROOT.TLegend(xpos, ypos, xpos + xwidth, ypos + ywidth)
leg.SetNColumns(2)
leg.AddEntry(offBQ, "Offline tracks b-quark jets", "L")
leg.AddEntry(offLF, "Offline tracks light-flavor jets", "L")
leg.AddEntry(hltBQ, "HLT tracks b-quark jets", "PEL")
leg.AddEntry(hltLF, "HLT tracks light-flavor jets", "PEL")
canvas = makeCanvas(var, var, width=600, height=600)
split = 0.3
top_pad = ROOT.TPad("pad1", "The pad 80% of the height", 0, split, 1, 1, 0)
bottom_pad = ROOT.TPad("pad2", "The pad 20% of the height", 0, 0, 1, split,
0)
top_pad.Draw()
bottom_pad.Draw()
axissep = 0.02
top_pad.cd()
top_pad.SetLogy(setLogy)
top_pad.SetTopMargin(canvas.GetTopMargin() * 1.0 / (1.0 - split))
top_pad.SetBottomMargin(0.5 * axissep)
top_pad.SetRightMargin(canvas.GetRightMargin())
top_pad.SetLeftMargin(canvas.GetLeftMargin())
top_pad.SetFillStyle(0) # transparent
top_pad.SetBorderSize(0)
if var in maxDict.keys():
offLF.GetXaxis().SetRangeUser(offLF.GetXaxis().GetXmin(), maxDict[var])
offLF.Draw("hist")
# hltLF.SetMarkerSize(0.75)
hltLF.SetMarkerSize(0.5)
#hltLF.SetMarkerStyle(21)
hltLF.Draw("same pe")
offBQ.Draw("hist same")
hltBQ.SetMarkerSize(0.5)
#hltBQ.SetMarkerStyle(21)
hltBQ.Draw("same pe")
leg.Draw("same")
cmsLines = getCMSText(xStart=0.2, yStart=0.85, subtext=o.cmsText)
for cmsl in cmsLines:
cmsl.Draw("same")
bottom_pad.cd()
bottom_pad.SetTopMargin(2 * axissep)
bottom_pad.SetBottomMargin(canvas.GetBottomMargin() * 1.0 / split)
bottom_pad.SetRightMargin(canvas.GetRightMargin())
bottom_pad.SetLeftMargin(canvas.GetLeftMargin())
bottom_pad.SetFillStyle(0) # transparent
bottom_pad.SetBorderSize(0)
ratio_axis = offLF.Clone()
#ratio_axis.GetYaxis().SetTitle("PF to Calo")
ratio_axis.GetYaxis().SetTitle("HLT to Offline")
ratio_axis.GetXaxis().SetTitle(offLF.GetXaxis().GetTitle())
ratio_axis.GetYaxis().SetNdivisions(507)
rMin = 0
rMax = 2
if var in maxDict.keys():
LFRatio.GetXaxis().SetRangeUser(LFRatio.GetXaxis().GetXmin(),
maxDict[var])
ratio_axis.GetYaxis().SetRangeUser(rMin, rMax)
LFRatio.GetYaxis().SetRangeUser(rMin, rMax)
#LFRatio.GetYaxis().SetTitle("Calo to Offline")
#LFRatio.GetYaxis().SetTitle("PF to Calo")
LFRatio.GetYaxis().SetTitle("HLT to Offline")
LFRatio.Draw("PE")
LFRatio.Draw("PE same")
# oldSize = LFRatio.GetMarkerSize()
oldSize = hltLF.GetMarkerSize()
LFRatio.SetMarkerSize(0)
LFRatio.DrawCopy("same e0")
LFRatio.SetMarkerSize(oldSize)
LFRatio.Draw("PE same")
BQRatio.Draw("PE same")
BQRatio.Draw("PE same")
# oldSize = BQRatio.GetMarkerSize()
oldSize = hltBQ.GetMarkerSize()
BQRatio.SetMarkerSize(0)
BQRatio.DrawCopy("same e0")
BQRatio.SetMarkerSize(oldSize)
BQRatio.Draw("PE same")
line = ROOT.TLine()
line.DrawLine(offLF.GetXaxis().GetXmin(), 1.0,
offLF.GetXaxis().GetXmax(), 1.0)
ndivs = [505, 503]
pads = [top_pad, bottom_pad]
factors = [0.8 / (1.0 - split), 0.7 / split]
for i_pad, pad in enumerate(pads):
factor = factors[i_pad]
ndiv = ndivs[i_pad]
prims = [p.GetName() for p in pad.GetListOfPrimitives()]
#
# Protection for scaling hists multiple times
#
procedHist = []
for name in prims:
if name in procedHist: continue
procedHist.append(name)
h = pad.GetPrimitive(name)
if isinstance(
h, ROOT.TH1) or isinstance(h, ROOT.THStack) or isinstance(
h, ROOT.TGraph) or isinstance(
h, ROOT.TGraphErrors) or isinstance(
h, ROOT.TGraphAsymmErrors):
if isinstance(h, ROOT.TGraph) or isinstance(
h, ROOT.THStack) or isinstance(
h, ROOT.TGraphErrors) or isinstance(
h, ROOT.TGraphAsymmErrors):
h = h.GetHistogram()
#print "factor is",factor,h.GetName(),split
if i_pad == 1:
h.SetLabelSize(h.GetLabelSize('Y') * factor, 'Y')
h.SetTitleSize(h.GetTitleSize('X') * factor, 'X')
h.SetTitleSize(h.GetTitleSize('Y') * factor, 'Y')
h.SetTitleOffset(h.GetTitleOffset('Y') / factor, 'Y')
if i_pad == 1:
h.GetYaxis().SetNdivisions(ndiv)
h.GetXaxis().SetNdivisions()
if i_pad == 0:
h.SetLabelSize(0.0, 'X')
h.GetXaxis().SetTitle("")
else:
h.SetLabelSize(h.GetLabelSize('X') * factor, 'X')
## Trying to remove overlapping y-axis labels. Doesn't work.
# h.GetYaxis().Set(4, h.GetYaxis().GetXmin(), h.GetYaxis().GetXmax())
# h.GetYaxis().SetBinLabel( h.GetYaxis().GetLast(), '')
##xatlas, yatlas = 0.18, 0.88
##atlas = ROOT.TLatex(xatlas+0.01, yatlas, "ATLAS")
###simulation = ROOT.TLatex(xatlas+0.11, yatlas, "Simulation Internal")
##simulation = ROOT.TLatex(xatlas+0.11, yatlas, "Simulation Preliminary")
##lumi = ROOT.TLatex(xatlas+0.01, yatlas-0.05, "#sqrt{s}=13 TeV, t#bar{t}")
##jetText = ROOT.TLatex(xatlas+0.02, yatlas-0.1, "p_{T}^{jet} > 40 GeV, |#eta^{jet}| < 2.5" )
##wm = [atlas, simulation, lumi, jetText]
#watermarks = drawWaterMarks(wm)
#varName = var.replace("tracks/","").replace("btags/","btags_")
varName = var.replace("tracks/",
"track_").replace("btags/", "btag_").replace(
"btags_noV0/", "btag_noV0_")
if etaRange:
canvas.SaveAs(o.outDir + etaRange + "/" + varName + ".pdf")
canvas.SaveAs(o.outDir + etaRange + "/" + varName + ".png")
else:
canvas.SaveAs(o.outDir + "/" + varName + ".pdf")
canvas.SaveAs(o.outDir + "/" + varName + ".png")