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paperPlot.py
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paperPlot.py
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import ROOT
import numpy as np
import sys
import os
from itertools import combinations
from copy import deepcopy
from array import array
from glob import glob
import argparse
#creating colors... apparently this is the only way
clin = ROOT.TColor.GetFreeColorIndex()
col1 = ROOT.TColor(clin, 0.44213725, 0.05882353, 0.4745098)
cquad = ROOT.TColor.GetFreeColorIndex()
col2 = ROOT.TColor(cquad, 0.0, 0.42745098, 0.23921569)
ceft1 = ROOT.TColor.GetFreeColorIndex()
col3 = ROOT.TColor(ceft1, 0.85490196078, 0.2431372549, 0.32156862745)
ceft2 = ROOT.TColor.GetFreeColorIndex()
col4 = ROOT.TColor(ceft2, 0.98431372549, 0.54509803921, 0.14117647058)
ceft3 = ROOT.TColor.GetFreeColorIndex()
col5 = ROOT.TColor(ceft3, 0.39215686274, 0.55294117647, 0.89803921568)
csmqcd = ROOT.TColor.GetFreeColorIndex()
col6 = ROOT.TColor(csmqcd, 0.63921568627, 0.4862745098, 0.25098039215)
def GetProcess(proc):
d = {
'SSWW': "W^{#pm}W^{#pm}+2j",
'OSWW': "W^{#pm}W^{#mp}+2j",
'WZeu': "W^{#pm}Z+2j",
'inWW': "W^{#pm}W^{#mp}+0j",
'WZQCD': "W^{#pm}Z+2j",
'OSWWQCD': "W^{#pm}W^{#mp}+2j",
'OSWW_OSWWQCD': "W^{#pm}W^{#mp}+2j",
'WZ_WZQCD': "W^{#pm}Z+2j",
'ZV': "ZV+2j",
'ZVQCD': "ZV+2j",
'ZV_ZVQCD': "ZV+2j",
}
if proc in d.keys():
return d[proc]
else:
return proc
def GetColor():
d = {
'sm': ROOT.kGray,
'smqcd': csmqcd,
#'lin': ROOT.kRed-4,
#'quad': ROOT.kGreen+2,
#'BSM': [ROOT.kOrange-3, ROOT.kAzure+1, ROOT.kPink+6],
'lin': clin,
'quad': cquad,
'BSM': [ceft1, ceft2, ceft3],
}
return d
def convertName(name):
d = {
"deltaphijj" : "#Delta#phi_{jj}",
"mll" : "m_{ll} [GeV]",
"mee" : "m_{ee} [GeV]",
"mjj" : "m_{jj} [GeV]",
"met" : "MET [GeV]",
"phij1" : "#phi_{j1}",
"phij2" : "#phi_{j2}",
"ptj1" : "p_{T,j1} [GeV]",
"ptj2" : "p_{T,j2} [GeV]",
"ptl2" : "p_{T,l1} [GeV]",
"ptl1" : "p_{T,l2} [GeV]",
"ptl3" : "p_{T,l3} [GeV]",
"ptll" : "p_{T,ll} [GeV]",
"ptee" : "p_{T,ee} [GeV]",
"deltaetajj": "#Delta#eta_{jj}",
"etaj1" : "#eta_{j1}",
"etaj2" : "#eta_{j2}",
"etal2" : "#eta_{l1}",
"etal1" : "#eta_{l2}",
"mjj_V": "m_{jj}^{V}",
"mjj_noV": "m{jj}^{noV}",
"mjj_max": "m_{jj}^{max}",
"mjj_nomax": "m_{jj}^{nomax}",
"ptj1_V": "p_{T,j1}^{V}",
"ptj1_noV": "p_{T,j1}^{noV}",
"ptj1_mjjmax": "p_{T,j1}^{mjj max}",
"ptj1_mjjnomax": "p_{T,j1}^{mjj nomax}",
"ptj2_V": "p_{T,j2}^{V}",
"ptj2_noV": "p_{T,j2}^{noV}",
"ptj2_mjjmax": "p_{T,j2}^{mjj max}",
"ptj2_mjjnomax": "p_{T,j2}^{mjj nomax}",
"etaj1_V": "#eta_{j1}^{V}",
"etaj1_noV": "#eta_{j1}^{noV}",
"etaj1_mjjmax": "#eta_{j1}^{mjj max}",
"etaj1_mjjnomax": "#eta_{j1}^{mjj nomax}",
"etaj2_V": "#eta_{j2}^{V}",
"etaj2_noV": "#eta_{j2}^{noV}",
"etaj2_mjjmax": "#eta_{j2}^{mjj max}",
"etaj2_mjjnomax": "#eta_{j2}^{mjj nomax}",
"deltaetajj_V": "#Delta#eta_{jj}^{V}",
"deltaetajj_noV": "#Delta#eta_{jj}^{noV}",
"deltaetajj_mjjmax": "#Delta#eta_{jj}^{mjj max}",
"deltaetajj_mjjnomax": "#Delta#eta_{jj}^{mjj nomax}",
"deltaphijj_V": "#Delta#phi_{jj}^{V}",
"deltaphijj_noV": "#Delta#phi_{jj}^{noV}",
"deltaphijj_mjjmax": "#Delta#phi_{jj}^{mjj max}",
"deltaphijj_mjjnomax": "#Delta#phi_{jj}^{mjj nomax}",
" ": None
}
if name in d.keys():
return d[name]
else:
return name
def mkdir(path):
try:
os.mkdir(path)
except:
pass
if __name__ == '__main__':
print("""
____________________
Plot distributions
--------------------""")
parser = argparse.ArgumentParser(description='Command line parser')
parser.add_argument('--baseFolder', dest='baseFolder', help='Base mkDCInputs folder e.g. SSWW_1op', required=True)
parser.add_argument('--ks', dest='ks', help='comma separated list of three Wilson coeffs. Default 0.1,1,10', required=False, default = "0.1,1,10")
parser.add_argument('--prefix', dest='prefix', help='Everything before the op name e.g if to_Latinos_SSWW_cHq3-> to_Latinos_SSWW', default='to_Latinos', required=False)
parser.add_argument('--model', dest='model', help='Model for which you want to retrieve and build shapes. Default EFT', default='EFT', required=False)
parser.add_argument('--root', dest='root', help='Save also .root files', default=False, action='store_true', required=False)
parser.add_argument('--legpos', dest='legpos', help='Legend position: 1 upper left, 2: upper right, default 2 ', required=False, default = "2")
parser.add_argument('--out', dest='out', help='outfolder path', required=False, default = "distributions")
parser.add_argument('--linscale', dest='linscale', help='Scale linear component in the plot', required=False, default = "1")
parser.add_argument('--quadscale', dest='quadscale', help='Scale quadratic component in the plot', required=False, default = "1")
parser.add_argument('--drawstat', dest='drawstat', help='Draw sedcond pair of plots with SM stat unc', required=False, action="store_true", default=False)
parser.add_argument('--ymaxdigits', dest='ymaxdigits', help='Argument on y axis MaxDigits', required=False, default = "3")
parser.add_argument('--ymaxscale', dest='ymaxscale', help='Argument on y axis scale factor: y_max + scale*y_max default 0.5', required=False, default = "0.5")
parser.add_argument('--xposchannel', dest='xposchannel', help='xposition of the channel label on the upper left corner, default 0.3', required=False, default = "0.3")
parser.add_argument('--stackQCD', dest='stackQCD', help='Path to QCD Shapes. Will retrieve SM shapes and stack them with EWK SM', required=False, default = None )
parser.add_argument('--prefixQCD', dest='prefixQCD', help='Prefix of the QCD folder', required=False, default = None )
parser.add_argument('--setLogY', dest='setLogY', help='Set logY on canvas. This may yield errors if linear is negative. Default is false', required=False, default = False, action="store_true" )
args = parser.parse_args()
ROOT.gROOT.SetBatch(1)
ROOT.TH1.SetDefaultSumw2(True)
d = GetColor()
ks = [float(i) for i in args.ks.split(",")]
legpos = int(args.legpos)
subfs = glob(args.baseFolder + "/" + args.prefix + "*")
ops = [i.split("/")[-1].split(args.prefix + "_" )[1] for i in subfs ]
mkdir(args.out)
os.system("cp /afs/cern.ch/user/g/gboldrin/public/index.php " + args.out)
lin_scale = float(args.linscale)
quad_scale = float(args.quadscale)
model = args.model
maxd = int(args.ymaxdigits)
if model not in ["EFT","EFTNeg"]:
sys.exit("[ERROR] Not the right model")
xpos_proc = float(args.xposchannel)
if args.stackQCD != None:
if args.prefixQCD == None: sys.exit("[ERROR] Specify the QCD folder prefix like to_Latinos_OSWWQCD")
qcdsub = glob(args.stackQCD + "/" + args.prefixQCD + "*")
qcdsm = {}
qcdops = [i.split("/")[-1].split(args.prefixQCD + "_")[1] for i in qcdsub]
for folder, op_ in zip(qcdsub, qcdops):
qcdsm[op_] = {}
f = ROOT.TFile(folder + "/" + args.model + "/rootFile/histos.root")
proc_op = [i.GetName() for i in f.GetListOfKeys()][0]
proc = proc_op.split("_" + op_)[0]
dict_ = f.Get(proc_op) # this is related to the file structure after mkDCInput.py
variables = [i.GetName() for i in dict_.GetListOfKeys()]
for var in variables:
qcdsm[op_][var] = deepcopy( f.Get(proc_op + "/" + var + "/histo_sm") )
f.Close()
#suppose one single shape file for variable folder:
for folder, op in zip(subfs, ops):
variables = glob(folder + "/" + model + "/datacards/*/*")
the_process = variables[0].split("/")[-2].split("_{}".format(op))[0]
vars_ = [i.split("/")[-1] for i in variables]
for var_f, var_n in zip(variables, vars_):
#retireve shape:
print("Retrieving Shapes")
shape_file = glob(var_f + "/shapes/*.root")[0]
f = ROOT.TFile(shape_file)
if model == "EFT":
h_sm = f.Get("histo_sm")
h_lin = f.Get("histo_lin_{}".format(op))
h_quad = f.Get("histo_quad_{}".format(op))
if model == "EFTNeg":
h_sm = f.Get("histo_sm")
h_sm_lin_quad = f.Get("histo_sm_lin_quad_{}".format(op))
h_quad = f.Get("histo_quad_{}".format(op))
h_sm_neg = deepcopy(h_sm)
h_sm_neg.Scale(-1.)
h_quad_neg = deepcopy(h_quad)
h_quad_neg.Scale(-1.)
h_lin = h_sm_lin_quad
h_lin.Add(h_sm_neg)
h_lin.Add(h_quad_neg)
#plotting
ROOT.gStyle.SetOptStat(0)
c = ROOT.TCanvas("c_{}".format(op), "c_{}".format(op), 700, 800)
ROOT.gPad.SetFrameLineWidth(3)
pad1 = ROOT.TPad("pad", "pad", 0, 0.3, 1, 1)
pad1.SetFrameLineWidth(2)
pad1.SetBottomMargin(0.005)
pad1.Draw()
pad2 = ROOT.TPad("pad2", "pad2", 0, 0.0, 1, 0.3)
pad2.SetFrameLineWidth(2)
pad2.SetTopMargin(0.05)
pad2.SetFrameBorderMode(0)
pad2.SetBorderMode(0)
pad2.SetBottomMargin(0.4)
pad2.Draw()
pad1.cd()
h_sm.SetFillColor(d["sm"])
h_sm.SetLineColor(0)
#take as inf the minimum lin. If > 0 then min = 0
y_min = h_lin.GetMinimum()
if y_min > 0: y_min = 0
y_min = y_min - 0.1 * abs(y_min)
y_max = h_sm.GetMaximum()
h_sm.SetTitle("")
h_sm.GetYaxis().SetRangeUser(y_min, y_max)
h_sm.GetXaxis().SetTitle(convertName(var_n))
h_sm.GetXaxis().SetTitleSize(1)
h_sm.GetXaxis().SetTitleOffset(1.2)
h_sm.GetYaxis().SetTitle("Events")
h_sm.GetYaxis().SetTitleSize(0.05)
h_sm.GetYaxis().SetLabelSize(0.04)
h_sm.GetYaxis().SetTitleOffset(1)
h_sm.GetYaxis().SetMaxDigits(maxd)
if args.stackQCD != None and op in qcdsm.keys():
h_smstack = ROOT.THStack("hs", ";;Events")
h_smqcd = qcdsm[op][var_n]
h_smewk = deepcopy(h_sm)
h_smewk.Add(h_smqcd,-1)
h_smqcd.SetFillColor(ROOT.kGray + 1)
h_smqcd.SetLineColor(ROOT.kGray + 1)
h_smstack.Add(h_smqcd)
h_smstack.Add(h_smewk)
h_smstack.Draw("hist")
h_smstack.GetYaxis().SetTitleSize(0.05)
h_smstack.GetYaxis().SetLabelSize(0.04)
h_smstack.GetYaxis().SetTitleOffset(1)
h_smstack.GetYaxis().SetMaxDigits(maxd)
c.Update()
elif args.stackQCD != None and op not in qcdsm.keys():
h_smstack = ROOT.THStack("hs", ";;Events")
h_smqcd = qcdsm[qcdsm.keys()[0]][var_n]
h_smewk = deepcopy(h_sm)
h_smqcd.SetFillColor(ROOT.kGray + 1)
h_smqcd.SetLineColor(ROOT.kGray + 1)
h_smstack.Add(h_smqcd)
h_smstack.Add(h_smewk)
h_smstack.Draw("hist")
h_smstack.GetYaxis().SetTitleSize(0.05)
h_smstack.GetYaxis().SetLabelSize(0.04)
h_smstack.GetYaxis().SetTitleOffset(1)
h_smstack.GetYaxis().SetMaxDigits(maxd)
c.Update()
else:
h_sm.Draw("hist")
if h_quad.GetMaximum() > y_max: y_max = h_quad.GetMaximum()
h_quad.SetLineColor(d["quad"])
h_quad.SetLineWidth(3)
h_quad.SetLineStyle(8)
h_quad.Draw("hist same")
if h_lin.GetMaximum() > y_max: y_max = h_lin.GetMaximum()
h_lin.SetLineColor(d["lin"])
h_lin.SetLineWidth(3)
h_lin.SetLineStyle(7)
h_lin.Draw("hist same")
h_bsm = []
for i in ks:
if args.stackQCD == None:
h_temp = deepcopy(h_sm)
h_temp.SetFillColor(0)
h_bsm.append(deepcopy(h_temp))
else:
if op in qcdsm.keys():
h_temp = deepcopy(h_sm)
h_temp.SetFillColor(0)
h_bsm.append(h_temp)
else:
h_temp = deepcopy(h_smewk)
h_temp.SetFillColor(0)
h_temp.Add(h_smqcd)
h_bsm.append(h_temp)
for i,j in enumerate(ks):
h_l = deepcopy(h_lin)
h_l.Scale(j)
h_q = deepcopy(h_quad)
h_q.Scale(j*j)
h_bsm[i].Add(h_l)
h_bsm[i].Add(h_q)
#print("k = {}, bsm min: {}".format(j, h_bsm[i].GetMinimum()))
h_lin.Scale(lin_scale)
h_quad.Scale(quad_scale)
for i,j in enumerate(h_bsm):
if j.GetMaximum() > y_max: y_max = j.GetMaximum()
j.SetLineColor(d["BSM"][i])
j.SetLineWidth(3)
j.Draw("hist same")
if args.stackQCD != None:
h_smstack.SetMinimum(y_min)
h_smstack.SetMaximum(y_max + float(args.ymaxscale)*y_max)
else:
h_sm.GetYaxis().SetRangeUser(y_min, y_max + float(args.ymaxscale)*y_max)
c.Update()
if legpos == 1:
leg = ROOT.TLegend(0.15, 0.5, 0.54, 0.86)
elif legpos == 2:
leg = ROOT.TLegend(0.5, 0.5, 0.89, 0.86)
leg.SetBorderSize(0)
leg.SetNColumns(1)
leg.SetTextSize(0.04)
if args.stackQCD != None:
leg.AddEntry(h_smewk, GetProcess(the_process) + " EWK", "F")
leg.AddEntry(h_smqcd, GetProcess(the_process) + " QCD", "F")
else:
leg.AddEntry(h_sm, GetProcess(the_process), "F")
if quad_scale != 1:
leg.AddEntry(h_quad, "Quad {} #times {}".format(op, quad_scale), "F")
else:
leg.AddEntry(h_quad, "Quad {}".format(op), "F")
if lin_scale != 1:
leg.AddEntry(h_lin, "Lin {} #times {}".format(op, lin_scale), "F")
else:
leg.AddEntry(h_lin, "Lin {}".format(op), "F")
for i,j in zip(h_bsm, ks):
leg.AddEntry(i, "SM + EFT {}={}".format(op, j), "F")
leg.Draw()
#Fancy stuffs
tex3 = ROOT.TLatex(0.90,.915,"100 fb^{-1} (13 TeV)")
tex3.SetNDC()
tex3.SetTextAlign(31)
tex3.SetTextFont(42)
tex3.SetTextSize(0.05)
tex3.SetLineWidth(3)
tex3.Draw()
tex4 = ROOT.TLatex(xpos_proc,.915, GetProcess(the_process))
tex4.SetNDC()
tex4.SetTextAlign(31)
tex4.SetTextFont(42)
tex4.SetTextSize(0.05)
tex4.SetLineWidth(3)
tex4.Draw()
pad2.cd()
h_bsm_r = []
for i,j in enumerate(ks):
hb = deepcopy(h_bsm[i])
if args.stackQCD == None:
h_ = deepcopy(h_sm)
else:
h_ = deepcopy(h_smewk)
h_.Add(h_smqcd)
#h_.Divide(h_bsm[i])
hb.Divide(h_) #BSM/SM
hb.SetFillColor(0)
hb.SetLineColor(d["BSM"][i])
hb.SetLineWidth(2)
h_bsm_r.append(hb)
h_bsm_r[0].GetYaxis().SetRangeUser(0.5,1.5)
h_bsm_r[0].GetYaxis().SetTitle("BSM / SM")
h_bsm_r[0].GetYaxis().SetTitleSize(0.1)
h_bsm_r[0].GetYaxis().SetTitleOffset(0.5)
h_bsm_r[0].GetYaxis().SetNdivisions(4)
h_bsm_r[0].GetXaxis().SetTitle(convertName(var_n))
h_bsm_r[0].GetXaxis().SetTitleSize(0.13)
h_bsm_r[0].GetYaxis().SetLabelSize(0.08)
h_bsm_r[0].GetXaxis().SetLabelSize(0.1)
h_bsm_r[0].Draw("hist")
for i in h_bsm_r[1:]: i.Draw("hist same")
l = ROOT.TLine(h_sm.GetXaxis().GetXmin(), 1, h_sm.GetXaxis().GetXmax(), 1)
l.SetLineColor(ROOT.kGray+1)
l.SetLineWidth(2)
l.Draw("same")
c.Update()
c.Draw()
c.Print(args.out + "/" + op + "_" + var_n + ".pdf")
c.Print(args.out + "/" + op + "_" + var_n + ".png")
if args.root: c.Print(args.out + "/" + op + "_" + var_n + ".root")
if args.setLogY:
pad1.cd()
if args.stackQCD != None:
h_smstack.SetMinimum(1)
h_smstack.SetMaximum(100*h_smstack.GetMaximum())
else:
h_sm.SetMinimum(1)
h_sm.SetMaximum(100*h_sm.GetMaximum())
c.Update()
pad1.SetLogy(True)
c.Print(args.out + "/" + op + "_" + var_n + "_log.pdf")
c.Print(args.out + "/" + op + "_" + var_n + "_log.png")
#Now draw the same but with uncertainties on the sm
if args.drawstat:
c1 = ROOT.TCanvas("c_{}_stat".format(op), "c_{}_stat".format(op), 700, 800)
ROOT.gPad.SetFrameLineWidth(3)
pad3 = ROOT.TPad("pad3", "pad3", 0, 0.3, 1, 1)
pad3.SetFrameLineWidth(2)
pad3.SetBottomMargin(0.005)
pad3.Draw()
pad4 = ROOT.TPad("pad4", "pad4", 0, 0.0, 1, 0.3)
pad4.SetFrameLineWidth(2)
pad4.SetTopMargin(0.05)
pad4.SetFrameBorderMode(0)
pad4.SetBorderMode(0)
pad4.SetBottomMargin(0.4)
pad4.Draw()
pad3.cd()
if args.stackQCD != None:
h_smstack.SetMinimum(y_min)
h_smstack.SetMaximum(y_max + float(args.ymaxscale)*y_max)
else:
h_sm.GetYaxis().SetRangeUser(y_min, y_max + float(args.ymaxscale)*y_max)
"""
if args.stackQCD == None:
h_err = deepcopy(h_sm)
else:
h_err = deepcopy(h_smewk)
h_err.Add(h_smqcd)
"""
if args.stackQCD == None:
h_err = deepcopy(h_sm)
elif args.stackQCD != None and op in qcdsm.keys():
h_err = deepcopy(h_sm)
elif args.stackQCD != None and op not in qcdsm.keys():
h_err = deepcopy(h_sm)
h_err.Add(h_smqcd)
h_err.SetMarkerSize(0)
h_err.SetFillColor(ROOT.kBlack)
h_err.SetFillStyle(3004)
if args.stackQCD == None:
h_sm.Draw("hist")
else:
h_smstack.Draw("hist")
h_quad.Draw("hist same")
h_lin.Draw("hist same")
h_err.Draw("E2 same")
for i,j in enumerate(h_bsm):
j.Draw("hist same")
if legpos == 1:
leg1 = ROOT.TLegend(0.15, 0.5, 0.54, 0.86)
elif legpos == 2:
leg1 = ROOT.TLegend(0.5, 0.5, 0.89, 0.86)
leg1.SetBorderSize(0)
leg1.SetNColumns(1)
leg1.SetTextSize(0.04)
if args.stackQCD == None:
leg1.AddEntry(h_sm, GetProcess(the_process), "F")
else:
leg1.AddEntry(h_smewk, GetProcess(the_process) + " EWK", "F")
leg1.AddEntry(h_smqcd, GetProcess(the_process) + " QCD", "F")
leg1.AddEntry(h_err, "SM Stat. Unc.", "F")
if quad_scale != 1:
leg1.AddEntry(h_quad, "Quad {} #times {}".format(op, quad_scale), "F")
else:
leg1.AddEntry(h_quad, "Quad {}".format(op), "F")
if lin_scale != 1:
leg1.AddEntry(h_lin, "Lin {} #times {}".format(op, lin_scale), "F")
else:
leg1.AddEntry(h_lin, "Lin {}".format(op), "F")
for i,j in zip(h_bsm, ks):
leg1.AddEntry(i, "SM + EFT {}={}".format(op, j), "F")
leg1.Draw()
#Fancy stuffs
tex5 = ROOT.TLatex(0.90,.915,"100 fb^{-1} (13 TeV)")
tex5.SetNDC()
tex5.SetTextAlign(31)
tex5.SetTextFont(42)
tex5.SetTextSize(0.05)
tex5.SetLineWidth(3)
tex5.Draw()
tex6 = ROOT.TLatex(xpos_proc,.915, GetProcess(the_process))
tex6.SetNDC()
tex6.SetTextAlign(31)
tex6.SetTextFont(42)
tex6.SetTextSize(0.05)
tex6.SetLineWidth(3)
tex6.Draw()
pad4.cd()
"""
if args.stackQCD == None:
h_bsm_ratio_err = deepcopy(h_sm)
h_bsm_ratio_err.Divide(h_sm)
else:
h_bsm_ratio_err = deepcopy(h_smewk)
h_bsm_ratio_err.Add(h_smqcd)
h_bsm_ratio_err.Divide(h_bsm_ratio_err)
if h_bsm_ratio_err.GetMaximum() != 1.0: sys.exit("ERROR")
"""
if args.stackQCD == None:
h_bsm_ratio_err = deepcopy(h_sm)
h_bsm_ratio_err.Divide(h_sm)
#if h_bsm_ratio_err.GetMaximum() != 1.0: sys.exit("ERROR")
elif args.stackQCD != None and op in qcdsm.keys():
h_bsm_ratio_err = deepcopy(h_sm)
h_bsm_ratio_err.Divide(h_bsm_ratio_err)
#if h_bsm_ratio_err.GetMaximum() != 1.0: sys.exit("ERROR")
elif args.stackQCD != None and op not in qcdsm.keys():
h_bsm_ratio_err = deepcopy(h_sm)
h_bsm_ratio_err.Add(h_smqcd)
h_bsm_ratio_err.Divide(h_bsm_ratio_err)
#if h_bsm_ratio_err.GetMaximum() != 1.0: sys.exit("ERROR")
h_bsm_ratio_err.SetFillColor(ROOT.kBlack)
h_bsm_ratio_err.SetFillStyle(3004)
h_bsm_r_2 = []
for i in h_bsm_r:
h_ = deepcopy(i)
h_.SetMarkerSize(2)
h_.SetMarkerColor(ROOT.kWhite)
#h_.SetLineColor(ROOT.kWhite)
#h_.SetLineWidth(2)
h_bsm_r_2.append(h_)
h_bsm_ratio_err.GetYaxis().SetRangeUser(0.5,1.5)
h_bsm_ratio_err.GetYaxis().SetTitle("BSM / SM")
h_bsm_ratio_err.GetYaxis().SetTitleSize(0.1)
h_bsm_ratio_err.GetYaxis().SetTitleOffset(0.5)
h_bsm_ratio_err.GetYaxis().SetNdivisions(4)
h_bsm_ratio_err.GetXaxis().SetTitle(convertName(var_n))
h_bsm_ratio_err.GetXaxis().SetTitleSize(0.13)
h_bsm_ratio_err.GetYaxis().SetLabelSize(0.08)
h_bsm_ratio_err.GetXaxis().SetLabelSize(0.1)
h_bsm_ratio_err.Draw("E2")
l = ROOT.TLine(h_bsm_ratio_err.GetXaxis().GetXmin(), 1, h_bsm_ratio_err.GetXaxis().GetXmax(), 1)
l.SetLineColor(ROOT.kBlack)
l.SetLineWidth(1)
l.Draw("same")
#first draw white histos
for i in h_bsm_r_2:
i.Draw("P same")
i.Draw("hist same")
#then draw colored histos
for j,i in enumerate(h_bsm_r):
i.SetFillStyle(0)
i.SetMarkerStyle(8)
i.SetMarkerSize(1)
i.SetMarkerColor(d["BSM"][j])
i.Draw("P same")
i.Draw("hist same")
if args.setLogY:
try:
c1.SetLogy()
except:
pass
c1.Update()
c1.Draw()
c1.SaveAs(args.out + "/" + op + "_" + var_n + "_stat.pdf")
c1.SaveAs(args.out + "/" + op + "_" + var_n + "_stat.png")
if args.root: c1.SaveAs(args.out + "/" + op + "_" + var_n + "_stat.root")
if args.setLogY:
pad3.cd()
if args.stackQCD != None:
h_smstack.SetMinimum(1)
h_smstack.SetMaximum(100*h_smstack.GetMaximum())
else:
h_sm.SetMinimum(1)
h_sm.SetMaximum(100*h_sm.GetMaximum())
c1.Update()
pad3.SetLogy(True)
c1.Print(args.out + "/" + op + "_" + var_n + "_stat_log.pdf")
c1.Print(args.out + "/" + op + "_" + var_n + "_stat_log.png")
f.Close()