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CompHistograms.py
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CompHistograms.py
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#!/usr/local/bin/python
import ROOT, os, sys
import array
from optparse import OptionParser
help_text = """./HistogramRatio.py <-i|-n|-l> [root file (default=histos.root)]"""
parser = OptionParser(usage=help_text)
parser.add_option("-n", "--normXS", action="store_true", dest="normalizeXS", default=False, help="Plot histograms that are normalized by their respective cross-section.")
parser.add_option("-i", "--integrate", action="store_true", dest="integrate", default=False, help="Plot histograms that are normalized by their respective integrals.")
parser.add_option("-r", "--rebin", type="int", dest="new_rebin", metavar="REBIN", default=None, help="Rebin override: forces scirpt to rebin using given number.")
parser.add_option("-l", "--lin-y", action="store_true", dest="linear", default=False, help="Sets the y-axis to linear scale (Defaults to log.).")
parser.add_option("-d", "--no-ratio", action="store_false", dest="ratPlot", default=True, help="Print the ratio plot. (default=True)" )
(options, args) = parser.parse_args()
ROOT.gStyle.SetOptStat(0)
ROOT.TH1.SetDefaultSumw2(True)
def DivideBinWidth(h1):
for bin in range(h1.GetNbinsX()+2):
bin_width = h1.GetBinWidth(bin)
bin_cont = h1.GetBinContent(bin)/bin_width
bin_err = h1.GetBinError(bin)/bin_width
h1.SetBinContent(bin,bin_cont)
h1.SetBinError(bin,bin_err)
return h1
def query_yes_no(question, default="yes"):
valid = {"yes":True, "y":True, "ye":True,
"no":False, "n":False}
if default == None:
prompt = " [y/n] "
elif default == "yes":
prompt = " [Y/n] "
elif default == "no":
prompt = " [y/N] "
else:
raise ValueError("invalid default answer: '%s'" % default)
while True:
sys.stdout.write(question + prompt)
choice = raw_input().lower()
if default is not None and choice == '':
return valid[default]
elif choice in valid:
return valid[choice]
else:
sys.stdout.write("Please respond with 'yes' or 'no' "\
"(or 'y' or 'n').\n")
def Large_label_title_top(histo1):
histo1.GetXaxis().SetLabelSize(33)
histo1.GetXaxis().SetTitleSize(0.065)
histo1.GetYaxis().SetTitleSize(0.065)
histo1.GetXaxis().SetTickLength(0.04)
histo1.GetYaxis().SetTickLength(0.04)
histo1.GetXaxis().SetLabelSize(0.065)
histo1.GetYaxis().SetLabelSize(0.065)
histo1.GetYaxis().SetNdivisions(507)
histo1.GetYaxis().SetTitleOffset(0.55*1.37)
histo1.SetLineWidth(2)
def Large_label_title_bot(histo1):
histo1.GetXaxis().SetLabelSize(33)
histo1.GetXaxis().SetTitleSize(0.12)
histo1.GetYaxis().SetTitleSize(0.08)
histo1.GetXaxis().SetTickLength(0.05)
histo1.GetYaxis().SetTickLength(0.05)
histo1.GetXaxis().SetLabelSize(0.065)
histo1.GetYaxis().SetLabelSize(0.065)
histo1.GetYaxis().SetTitleOffset(0.45)
histo1.GetYaxis().SetNdivisions(507)
histo1.SetLineWidth(2)
def PlotCurves(histograms,NORMED_XS,NORMED_INT,file_name,axisLabels=None,legents=None):
SETLOGY= not options.linear
SETXRANGE=0
SETYRANGE=0
SETYRATRANGE=1
SETNDIV=0
CENTERLAB=0
RX1=20.0
RX2=260.0
RY1=0.0
RY2=0.0
RATRY1=0.25
RATRY2=2.0-RATRY1
INTEGRATE=False
max_val = 0.0
# Number of files to be opened
FILES=len(fnames1)
# Number of curves to be plotted
REPNFIL=len(histograms)
if REPNFIL == 0: REPNFIL = 1
fpoint1 = []
fpoint1.append(file_name)
hvect1 = []
LineStyle = [1, 1, 1, 1, 2, 3, 3]
LineColor = ["ROOT.TAttLine.kBlack" , "ROOT.TAttLine.kRed+1", "ROOT.TAttLine.kBlue",
"ROOT.TAttLine.kGreen+3", "ROOT.TAttLine.kOrange+7", "ROOT.TAttLine.kYellow-6",
"ROOT.TAttLine.kBlue-6"]
LineWidth = [1 , 2, 2, 2, 2, 2, 2]
MarkerStyle = [0 , 0, 0, 0, 0, 0, 0]
MarkerSize = [0 , 0, 0, 0, 0, 0, 0]
if (REPNFIL > len(LineColor)):
use_default = query_yes_no("Would you like to use default values for line Style/Color/Width and marker style/size.")
if use_default:
for k in range(REPNFIL-len(LineColor)):
LineStyle.append(LineStyle[0])
LineColor.append(LineColor[0])
LineWidth.append(LineWidth[0])
MarkerStyle.append(MarkerStyle[0])
MarkerSize.append(MarkerSize[0])
else:
print "Define more line attributes, too many curves...check lines 63-67"
if options.new_rebin == -1:
#rebin = array.array("d",[0,100,200,300,400,500,545,615,695,785,880,985,1100,1200,1350,1500,1750,2000,2300,2700,3200,4000,5000])
rebin = array.array("d",[0,100,200,300,400,500,550,625,700,775,875,975,1100,1200,1350,1500,1750,2000,2300,2700,3200,4000,5000])
elif options.new_rebin is not None:
rebin = options.new_rebin
else: rebin = 1
for i in range(REPNFIL):
hist_to_get = histograms[i]
hvect1.append(fpoint1[0].Get(hist_to_get))
if NORMED_INT:
hvect1[i].Scale(1.0/hvect1[i].Integral("width"))
hvect1[i].GetYaxis().SetTitle("Norm to One")
num_xbins = hvect1[i].GetNbinsX()
if options.new_rebin == -1:
new_hist = hvect1[i].Rebin(len(rebin)-1,"DijetMass_rebin",rebin)
hvect1[i] = DivideBinWidth(new_hist)
#elif (num_xbins > 52) and (num_xbins <= 102): hvect1[i].Rebin(10)
#elif (num_xbins > 102): hvect1[i].Rebin(rebin)
else: hvect1[i].Rebin(rebin)
# if (num_xbins > 52) and (num_xbins <= 102): hvect1[i].Rebin(2)
# elif (num_xbins > 102): hvect1[i].Rebin(rebin)
#hvect1[i].Rebin(rebin)
max_val_tmp=hvect1[i].GetMaximum()
if (max_val < max_val_tmp): max_val = max_val_tmp
hvect1[i].SetLineStyle(LineStyle[i])
hvect1[i].SetLineColor(eval(LineColor[i]))
hvect1[i].SetLineWidth(LineWidth[i])
hvect1[i].SetMarkerStyle(MarkerStyle[i])
hvect1[i].SetMarkerSize(MarkerSize[i])
hvect1[i].SetMarkerColor(eval(LineColor[i]))
print hvect1
#---------------------------------------------------------------------------------------
l = ROOT.TLatex()
l.SetNDC()
l.SetTextFont(72)
l.SetTextSize(.05)
l.SetTextColor(1)
p = ROOT.TLatex()
p.SetNDC()
p.SetTextFont(42)
p.SetTextSize(.05)
p.SetTextColor(1)
# Initialize canvas and draw pads
c0 = ROOT.TCanvas("c0","",50,50,865,780)
c0.cd()
if not options.ratPlot:
pad1 = ROOT.TPad("pad1","top pad",0,0,1,1)
pad1.SetFillStyle(0)
pad1.SetFrameFillStyle(0)
pad1.Draw()
else:
pad1 = ROOT.TPad("pad1","top pad",0,0.40,1,1)
pad2 = ROOT.TPad("pad2","bottom pad",0,0,1,0.40)
pad1.SetFillStyle(0)
pad1.SetFrameFillStyle(0)
pad2.SetFillStyle(0)
pad2.SetFrameFillStyle(0)
pad1.Draw()
pad2.Draw()
#---------------------------------------------------------------------------------------
if options.ratPlot:
pad1.SetBottomMargin(0.0)
if SETLOGY: pad1.SetLogy()
pad1.cd()
if (SETXRANGE == 1): hvect1[0].SetAxisRange(RX1,RX2,"x")
if (SETYRANGE == 1): hvect1[0].SetAxisRange(RY1,RY2,"y")
if options.ratPlot: Large_label_title_top(hvect1[0])
if axisLabels:
hvect1[0].GetXaxis().SetTitle(axisLabels[0])
hvect1[0].GetYaxis().SetTitle(axisLabels[1])
else:
hvect1[0].GetYaxis().SetTitle(hvect1[0].GetYaxis().GetTitle())
if (SETNDIV==1): hvect1[0].GetXaxis().SetNdivisions()
if (CENTERLAB==1): hvect1[0].GetXaxis().CenterLabels()
if SETLOGY: hvect1[0].SetMaximum(2.0*max_val)
else: hvect1[0].SetMaximum(1.1*max_val)
hvect1[0].Draw("COLZ")
for i in range(REPNFIL):
hvect1[i].SetBit(ROOT.TH1.kNoTitle)
if hvect1[i].GetDimension() == 2:
hvect1[i].Draw("same")
hvect1[i].Draw("same colz")
else:
hvect1[i].Draw("same")
hvect1[i].Draw("same p")
# margins :
lx1,lx2=0.60,0.90
ly1,ly2=0.5-0.05*REPNFIL,0.49
ptitx1,ptitx2=0.01,lx1+0.1
ptity1,ptity2=0.91,0.996
# legend
leg = ROOT.TLegend(lx1,ly1,lx2,ly2)
leg.SetFillStyle(0)
leg.SetFillColor(0)
leg.SetShadowColor(0)
leg.SetBorderSize(0)
if legents==None: legents = histograms.split("/")[1]
for i in range(REPNFIL):
leg.AddEntry(hvect1[i],legents[i],"pl")
leg.Draw()
# ATLAS Internal
if options.ratPlot:
lx, ly = 0.2, 0.1 # Only adjust these, the others are defined relative to these
px, py = lx+0.08, ly
else:
lx, ly = 0.1, 0.2 # Only adjust these, the others are defined relative to these
px, py = lx+0.1, ly
#l.DrawLatex(lx,ly,"ATLAS")
#p.DrawLatex(px,py,"Internal")
# histo title
ptit = ROOT.TPaveText(ptitx1,ptity1,ptitx2,ptity2,"NDC")
ptit.SetBorderSize(0)
ptit.SetFillColor(0)
ptit.SetTextFont(62)
ptit.SetMargin(0.01)
ptit.AddText(hvect1[0].GetTitle())
ptit.Draw("same")
#---------------------------------------------------------------------------------------
if options.ratPlot:
pad2.SetTopMargin(0.0)
pad2.SetBottomMargin(0.12/0.46)
pad2.cd()
hist_clones = []
hist_clones.append(hvect1[0].Clone())
for i in range(1,REPNFIL):
hist_clones.append(hvect1[i].Clone())
hist_clones[i].Divide(hist_clones[0])
hist_clones[0].Divide(hist_clones[0])
if (SETYRATRANGE == 1): hist_clones[0].SetAxisRange(RATRY1,RATRY2,"y")
hist_clones[0].GetYaxis().SetTitle("#frac{Variation}{Nominal}")
hist_clones[0].SetFillStyle(3004)
hist_clones[0].SetFillColor(eval(LineColor[0]))
Large_label_title_bot(hist_clones[0])
hist_clones[0].Draw("E2")
for i in range(REPNFIL):
hist_clones[i].Draw("same")
hist_clones[i].Draw("same p")
#---------------------------------------------------------------------------------------
hist_base = histograms[0].split("/")[-1]
hist_pre = histograms[0].split("/")[0]
#hist_base = "Mjj"
if not NORMED_XS and not NORMED_INT:
c0.SaveAs(hist_pre+hist_base+"_dist.pdf")
elif NORMED_XS and not NORMED_INT:
hist_base = hist_base.split("/")[1]
c0.SaveAs(hist_pre+hist_base+"_norm.pdf")
elif not NORMED_XS and NORMED_INT:
c0.SaveAs(hist_pre+hist_base+"_int.pdf")
else:
print "You are trying to normalize histograms by both the"
print "cross-section and integral. Don't do this yet..."
c0.Destructor()
return
#-----------Presets----------------------------------------------------------------------
presets = {
'rPT':["hResolution_pT_All","hResolution_pT_newpos_All","hResolution_pT_energy_All"],
'rE':["hResolution_E_All","hResolution_E_newpos_All","hResolution_E_energy_All"],
'rETA':["hResolution_Eta_All","hResolution_Eta_newpos_All","hResolution_Eta_energy_All"],
'rPHI':["hResolution_Phi_All","hResolution_Phi_newpos_All","hResolution_Phi_energy_All"],
'rMJJ':["hResolution_Mjj_All","hResolution_Mjj_newpos_All","hResolution_Mjj_energy_All"],
'rDR':["hResolution_DR_All","hResolution_DR_newpos_All","hResolution_DR_energy_All"],
'cpPT1':["hControlPlot_OffJet1_pT_All","hControlPlot_Jet1_pT_All","hControlPlot_Jet1_pT_newpos_All","hControlPlot_Jet1_pT_energy_All"],
'cpE1':["hControlPlot_OffJet1_E_All","hControlPlot_Jet1_E_All","hControlPlot_Jet1_E_newpos_All","hControlPlot_Jet1_E_energy_All"],
'cpETA1':["hControlPlot_OffJet1_Eta_All","hControlPlot_Jet1_Eta_All","hControlPlot_Jet1_Eta_newpos_All","hControlPlot_Jet1_Eta_energy_All"],
'cpPHI1':["hControlPlot_OffJet1_Phi_All","hControlPlot_Jet1_Phi_All","hControlPlot_Jet1_Phi_newpos_All","hControlPlot_Jet1_Phi_energy_All"],
'cpPT2':["hControlPlot_OffJet2_pT_All","hControlPlot_Jet2_pT_All","hControlPlot_Jet2_pT_newpos_All","hControlPlot_Jet2_pT_energy_All"],
'cpE2':["hControlPlot_OffJet2_E_All","hControlPlot_Jet2_E_All","hControlPlot_Jet2_E_newpos_All","hControlPlot_Jet2_E_energy_All"],
'cpETA2':["hControlPlot_OffJet2_Eta_All","hControlPlot_Jet2_Eta_All","hControlPlot_Jet2_Eta_newpos_All","hControlPlot_Jet2_Eta_energy_All"],
'cpPHI2':["hControlPlot_OffJet2_Phi_All","hControlPlot_Jet2_Phi_All","hControlPlot_Jet2_Phi_newpos_All","hControlPlot_Jet2_Phi_energy_All"],
'cpDR':["hControlPlot_Off_DeltaR_All","hControlPlot_DeltaR_All","hControlPlot_DeltaR_newpos_All","hControlPlot_DeltaR_energy_All"],
'cpGTOWS1':["hControlPlot_Jet1_numGTowers_All","hControlPlot_Jet1_numGTowers_newpos_All","hControlPlot_Jet1_numGTowers_energy_All"],
'cpGTOWS2':["hControlPlot_Jet2_numGTowers_All","hControlPlot_Jet2_numGTowers_newpos_All","hControlPlot_Jet2_numGTowers_energy_All"],
'cpNJETS':["hControlPlot_gJetNJet_All","hControlPlot_oJetNJet_All","hControlPlot_truJetNJet_All"],
'oMJJ':["hDijetMass_All","hDijetMassTruth_All","hDijetMassReg_All","hDijetMassNewPos_All","hDijetMassEnergy_All"],
'oDMJJoff':["hDijetMass_DOffReg_All","hDijetMass_DOffNewpos_All","hDijetMass_DOffEnergy_All","hDijetMass_DOffTruth_All"],
'oDMJJtru':["hDijetMass_DTruReg_All","hDijetMass_DTruNewpos_All","hDijetMass_DTruEnergy_All","hDijetMass_DTruOff_All"]
}
presetsAxisLabels = {
'rPT':["#frac{P_{T}-P_{T,ref}}{P_{T,ref}}","#frac{dN}{dP_{T}}"],
'rE':["#frac{E-E_{ref}}{E_{ref}}","#frac{dN}{dE} [GeV^{-1}]"],
'rETA':["#eta-#eta_{ref}","#frac{dN}{d#eta}"],
'rPHI':["#phi-#phi_{ref}","#frac{dN}{d#phi}"],
'rMJJ':["#frac{M_{jj}-M_{jj,ref}}{M_{jj,ref}}","#frac{dN}{dM_{jj}}"],
'rDR':["#frac{#DeltaR-#DeltaR_{ref}}{#DeltaR_{ref}}","#frac{dN}{d#DeltaR}"],
'cpPT1':["P_{T} [GeV]","#frac{dN}{dP_{T}} [GeV^{-1}]"],
'cpE1':["Energy [GeV]","#frac{dN}{dE} [GeV^{-1}]"],
'cpETA1':["#eta [GeV]","#frac{dN}{d#eta}"],
'cpPHI1':["#phi [GeV]","#frac{dN}{d#phi}"],
'cpPT2':["P_{T} [GeV]","#frac{dN}{dP_{T}} [GeV^{-1}]"],
'cpE2':["Energy [GeV]","#frac{dN}{dE} [GeV^{-1}]"],
'cpETA2':["#eta [GeV]","#frac{dN}{d#eta}"],
'cpPHI2':["#phi [GeV]","#frac{dN}{d#phi}"],
'cpDR':["#DeltaR_{j1,j2}","#frac{dN}{d#DeltaR} [GeV^{-1}]"],
'cpGTOWS1':["#N_{gTow}","#frac{dN}{d#N_{gTow}}"],
'cpGTOWS2':["#N_{gTow}","#frac{dN}{d#N_{gTow}}"],
'cpNJETS':["#N_{jets}","#frac{dN}{d#N_{jets}}"],
'oMJJ':["M_{jj} [GeV]","#frac{dN}{dM_{jj}} [GeV^{-1}]"],
'oDMJJoff':["#DeltaM_{jj} [GeV]","#frac{dN}{d#DeltaM_{jj}} [GeV^{-1}]"],
'oDMJJtru':["#DeltaM_{jj} [GeV]","#frac{dN}{d#DeltaM_{jj}} [GeV^{-1}]"]
}
#-----------Define things here-----------------------------------------------------------
# Histogram base name
NORMED_XS = options.normalizeXS
NORMED_INT = options.integrate
if (NORMED_XS):
for j,base_name in enumerate(histograms):
histograms[j] = "Normalized_XS/"+base_name+"_norm"
# open files, set normalization, retrieve+scale && rebin histos
if len(args) == 1:
fnames1 = args[0]
print args
File_Exists = os.path.isfile(fnames1)
if not File_Exists:
print "{0} does not exist!".format(fnames1)
else:
fnames1 = "histos.root"
File_Exists = os.path.isfile(fnames1)
if not File_Exists:
print "histos.root does not exist!"
print "Define a histogram root file in command line arguments. (see --help)"
file_name = ROOT.TFile(fnames1)
possibles = [(i,k) for i,k in enumerate(file_name.GetListOfKeys())]
dictPossibles = dict(possibles)
for key,value in dictPossibles.iteritems():
print "{0}\t\t{1}".format(key,value.GetName())
if value.IsFolder() and (key%len(possibles) == 1):
file_name.cd(value.GetName())
file_name.ls()
file_name.cd()
# for key,value in presets.iteritems():
# print "{0}\t\t{1}".format(key,value)
print "Enter histograms to plotted on same canvas (separated by commas),"
print "Choose from histogram presets (can be a comma separate list of presets),"
print """Or type "all" to plot all histograms in root file separately."""
histString = raw_input("Histograms: ")
histString = histString.replace(" ","")
histKeys = histString.split(",")
legendInput = raw_input("Lengend Entries: ")
legendInput = legendInput.replace(" ","")
legents = legendInput.split(",")
if histString == "all":
for histo in possibles:
PlotCurves([histo],NORMED_XS,NORMED_INT,file_name)
elif sorted(histKeys) == sorted(list(set(histKeys) & set(presets.keys()))):
for key in histKeys:
histograms = presets[key]
labels = presetsAxisLabels[key]
PlotCurves(histograms,NORMED_XS,NORMED_INT,file_name,axisLabels=labels)
else:
histograms = histString.split(",")
PlotCurves(histograms,NORMED_XS,NORMED_INT,file_name,legents=legents)
ROOT.gROOT.ProcessLine(".q")