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ProducePlot.py
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ProducePlot.py
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#!/usr/bin/env python
########################################
##
## Author: Wei Zou
##
## Email: [email protected]
#######################################
from ROOT import *
import os
import sys
import math
import string
from array import array
from BoostedWSamples import *
from TreePlot import *
class ProducePlot:
def __init__(self,CHANNEL):#CHANNEL = 'mu', or 'el'
self.thstack = THStack("MC","MC")
self.samples = Samples(CHANNEL)
self.drawhistograms = {}
self.tmpplot = TreePlot()
self.bin_ = 0
self.min_ = 0.
self.max_ = 0.
self.cutname_ = ""
self.weightname_ = ""
self.plotdir_ = ""
self.setlogy_ = False
self.channel = CHANNEL
self.multiplicitylabel = {}
self.c1 = TCanvas()
def SetBinMinMax(self,bin,min,max):
self.bin_ = int(bin)
self.min_ = float(min)
self.max_ = float(max)
def SetCutWeightName(self,cutname,weightname):
self.cutname_ = cutname
self.weightname_ = weightname
def SetFilePath(self,filepath):
self.samples.SetFilePath(filepath)
def SetLumiTree(self,lumi,treename):
self.samples.SetLumi(lumi)
self.samples.SetTreeName(treename)
def SetPlotDir(self,plotdir):
self.plotdir_ = plotdir
def SetLogy(self,setlogy):
if(setlogy == "False"):
self.setlogy_ = False
if(setlogy == "True"):
self.setlogy_ = True
def SetChannel(self,Channel):
self.channel = Channel
def DrawTHStack(self,drawname,index,xtitle,ytitle,scalefactortxtfilename,n,ymin,latexcuttitle):
self.samples.SetFileNames()
print "We are ploting the variable: " + drawname
print "We are using the cut: " + self.cutname_
print "We are using the weight: " + self.weightname_
ttbarregionsignal = ""
for tmpfiletype in self.samples.GetFileNames().keys():
#print tmpfiletype
tmpcutname = self.cutname_
if self.plotdir_ == "controlPlots_ttbar" and (str(tmpfiletype).find("H") != -1): tmpcutname = "&&".join(self.cutname_.split("&&")[:-1])
self.tmpplot.SetBinMinMax(self.bin_,self.min_,self.max_)
self.tmpplot.SetCutWeightName(tmpcutname,self.weightname_)
tmphistogram = TH1D(tmpfiletype,tmpfiletype,self.bin_,self.min_,self.max_)
if (tmpfiletype != "data"):
self.tmpplot.DrawTrees(self.samples.GetFileNames()[tmpfiletype],self.samples.GetTreeName(),drawname,index,xtitle,ytitle,"%s:%s"%(scalefactortxtfilename,tmpfiletype),self.samples.GetLumi(),tmpfiletype,self.drawhistograms,self.multiplicitylabel,ttbarregionsignal)
else:
self.tmpplot.DrawTrees(self.samples.GetFileNames()[tmpfiletype],self.samples.GetTreeName(),drawname,index,xtitle,ytitle,1.0,1.0,tmpfiletype,self.drawhistograms,self.multiplicitylabel,ttbarregionsignal)
self.drawhistograms[tmpfiletype].SetStats(kFALSE)
################################Data############################
self.drawhistograms["data"].SetMarkerStyle(20)
self.drawhistograms["data"].SetMarkerSize(1)
self.drawhistograms["data"].Sumw2()
################################Data############################
##########TTbar###########################################
tt1D = TH1D("tt1D","tt1D",self.bin_,self.min_,self.max_)
self.drawhistograms["TTbar"].SetFillColor(kRed+1)
tt1D = self.drawhistograms["TTbar"]
tt1D.SetFillColor(kRed+1)
##########################################################
#############WJet########################################
wjet1D = TH1D("wjet1D","wjet1D",self.bin_,self.min_,self.max_)
wjet1D.Sumw2()
wjet1D.SetStats(kFALSE)
if(self.samples.GetFileNames().has_key("Wbb") and self.samples.GetFileNames().has_key("Wcc") and self.samples.GetFileNames().has_key("Wlight")):
wjet1D = self.drawhistograms["Wbb"] + self.drawhistograms["Wcc"] + self.drawhistograms["Wlight"]
else:
wjet1D = self.drawhistograms["WJets_Pythia"]
wjet1D.SetFillColor(kGreen-3)
#############WJet########################################
###########QCD############################################
qcd1D = TH1D("qcd1D","qcd1D",self.bin_,self.min_,self.max_)
qcd1D.Sumw2()
qcd1D.SetStats(kFALSE)
if (self.samples.GetFileNames().has_key("QCDBCtoE3080") and self.samples.GetFileNames().has_key("QCDBCtoE80170") and self.samples.GetFileNames().has_key("QCDEmEn3080") and self.samples.GetFileNames().has_key("QCDEmEn80170")):
qcd1D = self.drawhistograms["QCDBCtoE3080"] + self.drawhistograms["QCDBCtoE80170"] + self.drawhistograms["QCDEmEn3080"] + self.drawhistograms["QCDEmEn80170"]
qcd1D.SetFillColor(kYellow)
###########QCD############################################
############################DiBoson#######################################
diboson1D = TH1D("diboson1D","diboson1D",self.bin_,self.min_,self.max_)
diboson1D.Sumw2()
if (self.samples.GetFileNames().has_key("WW") and self.samples.GetFileNames().has_key("WZ") and self.samples.GetFileNames().has_key("ZZ")):
diboson1D = self.drawhistograms["WW"]+ self.drawhistograms["WZ"] + self.drawhistograms["ZZ"]
else:
if(self.samples.GetFileNames().has_key("WW") and self.samples.GetFileNames().has_key("WZ")):
diboson1D = self.drawhistograms["WW"]+ self.drawhistograms["WZ"]
diboson1D.SetStats(kFALSE)
diboson1D.SetFillColor(kBlue)
############################DiBoson#######################################
#####################################SumSingleTop###########################
sumsttop1D = TH1D("sumsttop1D","sumsttop1D",self.bin_,self.min_,self.max_)
sumsttop1D.Sumw2()
if (self.samples.GetFileNames().has_key("tch") and self.samples.GetFileNames().has_key("tWch") and self.samples.GetFileNames().has_key("sch") and self.samples.GetFileNames().has_key("tch_bar") and self.samples.GetFileNames().has_key("tWch_bar") and self.samples.GetFileNames().has_key("sch_bar")):
sumsttop1D = self.drawhistograms["tch"] + self.drawhistograms["tWch"] + self.drawhistograms["sch"] + self.drawhistograms["tch_bar"] + self.drawhistograms["tWch_bar"] + self.drawhistograms["sch_bar"]
sumsttop1D.SetStats(kFALSE)
sumsttop1D.SetFillColor(kMagenta)
#####################################SumSingleTop###########################
#####################################ZJet###################################
zjet1D = TH1D("zjet1D","zjet1D",self.bin_,self.min_,self.max_)
zjet1D.Sumw2()
if (self.samples.GetFileNames().has_key("ZJets")):
zjet1D = self.drawhistograms["ZJets"]
zjet1D.SetStats(kFALSE)
zjet1D.SetFillColor(kAzure-3)
#####################################ZJet###################################
mcbackground = [self.drawhistograms["TTbar"], wjet1D, qcd1D, diboson1D, sumsttop1D, zjet1D]
#####################################Data-MC/MC############################
allmc1D = TH1D("allmc1D","allmc1D",self.bin_,self.min_,self.max_)
allmc1D.Sumw2()
allmc1D = tt1D + wjet1D + diboson1D + sumsttop1D + zjet1D
if(qcd1D.GetEntries() > 0):
allmc1D = tt1D + wjet1D + diboson1D + sumsttop1D + zjet1D + qcd1D
allmc1D.SetStats(kFALSE)
dataminusmc1D = TH1D("dataminusmc1D","dataminusmc1D",self.bin_,self.min_,self.max_)
dataminusmc1D.Sumw2()
dataminusmc1D.Add(self.drawhistograms["data"],allmc1D,1.,-1.)
dataminusmc1D.SetStats(kFALSE)
dataovermc1D = TH1D("dataovermc1D","dataovermc1D",self.bin_,self.min_,self.max_)
dataovermc1D.Sumw2()
dataovermc1D.Divide(dataminusmc1D,allmc1D,1,1,"B")
dataminusmc1D.SetStats(kFALSE)
dataovermc1D.SetXTitle(xtitle)
dataovermc1D.SetYTitle("(Data - MC) / MC")
dataovermc1D.SetMarkerStyle(20)
dataovermc1D.SetMarkerSize(1)
dataovermc1D.SetTitle("")
dataovermc1D.SetTitleSize(0.05,"X")
dataovermc1D.SetTitleSize(0.05,"Y")
dataovermc1D.GetYaxis().SetRangeUser(-1,1)
#####################################Data-MC/MC############################
datamcksresult_ = self.drawhistograms["data"].KolmogorovTest(allmc1D)
#####################################Error_Band###########################
xvalue = array('d')
yvalue = array('d')
xlefterror = array('d')
xrighterror = array('d')
ylowerror = array('d')
yhigherror = array('d')
xlist = []
ylist = []
xleftlist = []
xrightlist = []
ylowlist = []
yhighlist = []
for ibin in range(1,allmc1D.GetNbinsX() + 1):
xlist.append(allmc1D.GetBinCenter(ibin))
ylist.append(allmc1D.GetBinContent(ibin))
xleftlist.append(0.5 * allmc1D.GetBinWidth(ibin))
xrightlist.append(0.5 * allmc1D.GetBinWidth(ibin))
ttbarerror = self.drawhistograms["TTbar"].GetBinContent(ibin) * 0.15
wjeterror = wjet1D.GetBinContent(ibin) * 0.3
lumierror = allmc1D.GetBinContent(ibin) * 0.022
statisticerror = allmc1D.GetBinError(ibin)
allerror = sqrt(pow(ttbarerror,2) + pow(wjeterror,2) + pow(lumierror,2) + pow(statisticerror,2))
allerror = statisticerror
ylowlist.append(allerror)
yhighlist.append(allerror)
xvalue.fromlist(xlist)
yvalue.fromlist(ylist)
xlefterror.fromlist(xleftlist)
xrighterror.fromlist(xrightlist)
ylowerror.fromlist(ylowlist)
yhigherror.fromlist(yhighlist)
mc1Derror = TGraphAsymmErrors(allmc1D.GetNbinsX(),xvalue,yvalue,xlefterror,xrighterror,ylowerror,yhigherror)
mc1Derror.SetName("MC Uncerntainty")
mc1Derror.SetFillColor(920+3)
mc1Derror.SetFillStyle(3008)
#####################################Error_Band###########################
self.thstack.SetHistogram(self.drawhistograms["TTbar"])
if(self.drawhistograms["TTbar"].GetEntries() > 0):
self.thstack.Add(self.drawhistograms["TTbar"])
if(wjet1D.GetEntries() > 0):
self.thstack.Add(wjet1D)
if(sumsttop1D.GetEntries() > 0):
self.thstack.Add(sumsttop1D)
if(self.samples.GetFileNames().has_key("ZJets")):
if(zjet1D.GetEntries() > 0):
self.thstack.Add(zjet1D)
if(diboson1D.GetEntries() > 0):
self.thstack.Add(diboson1D)
if(qcd1D.GetEntries() > 0):
self.thstack.Add(qcd1D)
self.thstack.SetMaximum(float(n) * self.thstack.GetMaximum())
self.thstack.SetMinimum(float(ymin))
#L = TLegend(0.66,0.65,0.93,0.93)
L = TLegend(0.7270115,0.6510417,0.9971264,0.9300595)
L.SetBorderSize(0)
L.SetLineStyle(0)
L.SetTextFont(42)
L.SetFillStyle(0)
L.SetMargin(0.12)
L.SetTextSize(0.025)
L.SetFillColor(10)
L.SetBorderSize(0)
if(self.drawhistograms["data"].GetEntries() > 0):
L.AddEntry(self.drawhistograms["data"],"Data", "lp")
if(self.drawhistograms["TTbar"].GetEntries() > 0):
L.AddEntry(self.drawhistograms["TTbar"],"t#bar{t}", "f")
if(wjet1D.GetEntries() > 0):
L.AddEntry(wjet1D,"W#rightarrowl#nu", "f")
if(self.samples.GetFileNames().has_key("ZJets")):
if(zjet1D.GetEntries() > 0):
L.AddEntry(zjet1D,"Z/#gamma^{\*}#rightarrowl^{+}l^{-}", "f")
if(qcd1D.GetEntries() > 0):
L.AddEntry(qcd1D,"QCD", "f")
if(diboson1D.GetEntries() > 0):
L.AddEntry(diboson1D,"Dibosons", "f")
if(sumsttop1D.GetEntries() > 0):
L.AddEntry(sumsttop1D,"Single-Top","f")
if(self.multiplicitylabel["ggH600"] != 1.0):
L.AddEntry(self.drawhistograms["ggH600"],"ggHWW 600 #times %d"%self.multiplicitylabel["ggH600"],"f")
else:
L.AddEntry(self.drawhistograms["ggH600"],"ggHWW 600","f")
banner = TLatex(0.25,0.88,("#splitline{CMS Preliminary}{%.1f fb^{-1} at #sqrt{s}=8TeV %s+jets}"%(self.samples.GetLumi(),self.channel)))
banner.SetNDC()
banner.SetTextSize(0.035)
tl = TLatex(0.25,0.85,("#splitline{KS=%.4f}{%s}"%(datamcksresult_,latexcuttitle)))
tl.SetNDC()
tl.SetTextSize(0.06)
self.c1 = TCanvas(drawname + self.cutname_,drawname + self.cutname_,10,10,700,700)
self.c1.cd()
pad1 = TPad("pad1","pad1",0.00,0.25,1.00,0.97)
pad2 = TPad("pad2","pad2",0.00,0.00,1.00,0.25)
pad1.SetFillColor(0)
pad2.SetFillColor(0)
pad1.Draw()
pad2.Draw()
pad1.SetTicks(1,1)
pad2.SetTicks(1,1)
pad2.SetGridx()
pad2.SetGridy()
pad1.cd()
if(self.setlogy_):
pad1.SetLogy()
self.thstack.Draw("hist")
mc1Derror.Draw("2 same")
self.drawhistograms["data"].Draw("Esame")
self.drawhistograms["ggH600"].SetLineStyle(2)
self.drawhistograms["ggH600"].Draw("histsame")
L.Draw()
banner.Draw()
pad2.cd()
dataovermc1D.Draw()
tl.Draw()
PWD = os.getcwd() + "/"
if os.path.isdir(PWD + self.plotdir_):
print "%s direcotry has aleady been created"%(self.plotdir_)
else:
os.system("mkdir %s"%(PWD + self.plotdir_))
tmplatexcuttitle = latexcuttitle
tmplatexcuttitle = "_".join(tmplatexcuttitle.split(" "))
tmplatexcuttitle = "".join(tmplatexcuttitle.split("&&"))
tmplatexcuttitle = "_".join(tmplatexcuttitle.split("__"))
tmplatexcuttitle = string.replace(tmplatexcuttitle,">","large")
tmplatexcuttitle = string.replace(tmplatexcuttitle,"=","euqal")
tmplatexcuttitle = string.replace(tmplatexcuttitle,"<","small")
tmplatexcuttitle = string.replace(tmplatexcuttitle,"#","")
self.c1.Print( PWD + self.plotdir_ + "/" + self.channel + "_" + drawname + "_" + tmplatexcuttitle + ".png")
self.c1.Print( PWD + self.plotdir_ + "/" + self.channel + "_" + drawname + "_" + tmplatexcuttitle + ".eps")
self.c1.Print( PWD + self.plotdir_ + "/" + self.channel + "_" + drawname + "_" + tmplatexcuttitle + ".pdf")
self.c1.Update()
#raw_input( 'Press ENTER to continue\n ' )