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runLimitsSM.py
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#! /usr/bin/env python
import os
import glob
import math
import array
import sys
import time
from array import array
import ROOT
from ROOT import gROOT, gStyle, gSystem, TLatex
import subprocess
from subprocess import Popen
from optparse import OptionParser
############################################################
############################################
# Job steering #
############################################
parser = OptionParser()
parser.add_option('-b', action='store_true', dest='noX', default=False,
help='no X11 windows')
parser.add_option('--makeCards', action='store_true', dest='makeCards', default=False,
help='no X11 windows')
parser.add_option('--computeLimits', action='store_true', dest='computeLimits', default=False,
help='no X11 windows')
parser.add_option('--plotLimits', action='store_true', dest='plotLimits', default=False,
help='no X11 windows')
parser.add_option('--channel',action="store",type="string",dest="channel",default="mu")
parser.add_option('--massPoint',action="store",type="int",dest="massPoint",default=-1)
parser.add_option('--cPrime',action="store",type="int",dest="cPrime",default=-1)
(options, args) = parser.parse_args()
############################################################
############################################################
def getAsymLimits(file):
f = ROOT.TFile(file);
t = f.Get("limit");
entries = t.GetEntries();
lims = [0,0,0,0,0,0];
for i in range(entries):
t.GetEntry(i);
t_quantileExpected = t.quantileExpected;
t_limit = t.limit;
#print "limit: ", t_limit, ", quantileExpected: ",t_quantileExpected;
if t_quantileExpected == -1.: lims[0] = t_limit;
elif t_quantileExpected >= 0.024 and t_quantileExpected <= 0.026: lims[1] = t_limit;
elif t_quantileExpected >= 0.15 and t_quantileExpected <= 0.17: lims[2] = t_limit;
elif t_quantileExpected == 0.5: lims[3] = t_limit;
elif t_quantileExpected >= 0.83 and t_quantileExpected <= 0.85: lims[4] = t_limit;
elif t_quantileExpected >= 0.974 and t_quantileExpected <= 0.976: lims[5] = t_limit;
else: print "Unknown quantile!"
return lims;
############################################################
if __name__ == '__main__':
###############
CHAN = options.channel;
DIR = "cards_"+CHAN;
#mass = [ 600, 700, 800, 900,1000]
#ccmlo = [ 550, 600, 600, 750, 800]
#ccmhi = [ 700, 850, 900,1100,1200]
#mjlo = [ 40, 40, 40, 40, 40]
#mjhi = [ 130, 130, 130, 130, 130]
#mlo = [ 400, 400, 400, 600, 600]
#mhi = [1000,1000,1000,1400,1400]
#shape = ["ErfPowExp_v1","ErfPowExp_v1","ErfPowExp_v1","Exp","Exp"]
#shapeAlt = [ "ErfPow2_v1", "ErfPow2_v1", "ErfPow2_v1","Pow","Pow"]
mass = [ 600, 700, 800, 900,1000]
ccmlo = [ 550, 600, 700, 750, 800]
ccmhi = [ 700, 850, 950,1100,1200]
mjlo = [ 40, 40, 40, 40, 40]
mjhi = [ 130, 130, 130, 130, 130]
mlo = [ 400, 400, 600, 600, 600]
mhi = [1000,1000,1400,1400,1400]
shape = ["ErfPowExp_v1","ErfPowExp_v1","Exp","Exp","Exp"]
shapeAlt = [ "ErfPow2_v1", "ErfPow2_v1","Pow","Pow","Pow"]
#mass = [ 600, 800]
#ccmlo = [ 550, 700]
#ccmhi = [ 700, 950]
#mjlo = [ 40, 40]
#mjhi = [ 130, 130]
#mlo = [ 400, 600]
#mhi = [1000,1400]
#shape = ["ErfPowExp_v1","Exp"]
#shapeAlt = [ "ErfPow2_v1","Pow"]
BRnew = 00;
#cprime = [10,07,05,04,03,02,01];
cprime = [10];
moreCombineOpts = "";
###############
if options.makeCards:
if not os.path.isdir(DIR): os.system("mkdir "+DIR);
else:
print "Directory "+DIR+" already exists...";
#sys.exit(0);
if options.computeLimits or options.plotLimits: os.chdir("cards_em");
# put in functionality to test just one mass point or just one cprime
nMasses = len(mass);
mLo = 0;
mHi = nMasses;
nCprimes = len(cprime);
cpLo = 0;
cpHi = nCprimes;
if options.massPoint > 0:
curIndex = mass.index(options.massPoint);
mLo = curIndex;
mHi = curIndex+1;
if options.cPrime > 0:
curIndex = cprime.index(options.cPrime);
cpLo = curIndex;
cpHi = curIndex+1;
# =====================================
if options.makeCards:
if not os.path.isdir("log"): os.system("mkdir log" );
for i in range(mLo,mHi):
for j in range(cpLo,cpHi):
print "--------------------------------------------------";
print "--------------------------------------------------";
print "R U N N I N G F I T S"
print "mass = ",mass[i],", cprime = ",cprime[j];
print "--------------------------------------------------";
print "--------------------------------------------------";
time.sleep(1);
command = "nohup python doFit_class.py %s ggH%03d %02d %02d %02d %02d %02d %02d %s %s -b -m --cprime %02d --BRnew 00 > /dev/null &"%(CHAN, mass[i], ccmlo[i], ccmhi[i], mjlo[i], mjhi[i], mlo[i], mhi[i], shape[i], shapeAlt[i], cprime[j]);
#command = "nohup python doFit_class.py %s ggH%03d %02d %02d %02d %02d %02d %02d %s %s -b -m --cprime %02d --BRnew 00 > log/log_%s_ggH%03d_%02d_%02d_%02d_%02d_%02d_%02d_%s_%s_cprime_%02d_BRnew_00 &"%(CHAN, mass[i], ccmlo[i], ccmhi[i], mjlo[i], mjhi[i], mlo[i], mhi[i], shape[i], shapeAlt[i], cprime[j], CHAN, mass[i], ccmlo[i], ccmhi[i], mjlo[i], mjhi[i], mlo[i], mhi[i], shape[i], shapeAlt[i], cprime[j]);
#command = "python doFit_class.py %s ggH%03d %02d %02d %02d %02d %02d %02d %s %s -b -m --cprime %02d --BRnew 00 >> log/log_%s_ggH%03d_%02d_%02d_%02d_%02d_%02d_%02d_%s_%s_cprime_%02d_BRnew_00 "%(CHAN, mass[i], ccmlo[i], ccmhi[i], mjlo[i], mjhi[i], mlo[i], mhi[i], shape[i], shapeAlt[i], cprime[j], CHAN, mass[i], ccmlo[i], ccmhi[i], mjlo[i], mjhi[i], mlo[i], mhi[i], shape[i], shapeAlt[i], cprime[j]);
print command #raw_input("ENTER");
os.system(command);
#mvcmmd1 = "mv plots_"+CHAN+"* "+DIR+"/plots_"+CHAN+"_"+str(mass[i])+"_"+str(cprime[j])+"_00";
##print mvcmmd1;
#os.system(mvcmmd1);
#mvcmmd0 = "mv hwwlvj_*_"+CHAN+"* other_*_"+CHAN+"* "+DIR+"/.";
#print mvcmmd0;
#os.system(mvcmmd0);
# =====================================
if options.computeLimits:
for i in range(mLo,mHi):
for j in range(cpLo,cpHi):
print "--------------------------------------------------";
print "--------------------------------------------------";
print "creating card: hwwlvj_ggH%03d_em_%02d_00_unbin.txt"%(mass[i],cprime[j]);
combineCmmd = "combineCards.py hwwlvj_ggH%03d_el_%02d_00_unbin.txt hwwlvj_ggH%03d_mu_%02d_00_unbin.txt > hwwlvj_ggH%03d_em_%02d_00_unbin.txt"%(mass[i],cprime[j],mass[i],cprime[j],mass[i],cprime[j]);
os.system(combineCmmd);
print "running card: hwwlvj_ggH%03d_em_%02d_00_unbin.txt"%(mass[i],cprime[j]);
runCmmd = "combine -M Asymptotic -n hwwlvj_ggH%03d_em_%02d_00_unbin -m %03d -d hwwlvj_ggH%03d_em_%02d_00_unbin.txt %s"%(mass[i],cprime[j],mass[i],mass[i],cprime[j],moreCombineOpts);
os.system(runCmmd);
# =====================================
nGraphs = nCprimes*2 + 2;
tGraphs = [];
nPoints = len(mass);
if options.plotLimits:
# for i in range(mLo,mHi):
# for j in range(cpLo,cpHi):
for j in range(cpLo,cpHi):
xbins = array('d', [])
ybins_exp = array('d', [])
ybins_obs = array('d', [])
xbins_env = array('d', [])
ybins_1s = array('d', [])
ybins_2s = array('d', [])
for i in range(mLo,mHi):
curFile = "higgsCombinehwwlvj_ggH%03d_em_%02d_00_unbin.Asymptotic.mH%03d.root"%(mass[i],cprime[j],mass[i]);
curAsymLimits = getAsymLimits(curFile);
xbins.append( mass[i] );
ybins_exp.append( curAsymLimits[3] );
ybins_obs.append( curAsymLimits[0] );
xbins_env.append( mass[i] );
ybins_2s.append( curAsymLimits[1] );
ybins_1s.append( curAsymLimits[2] );
print "mass: ", mass[i], ", cprime: ", cprime[j], " -- obs: ", curAsymLimits[0], ", exp: ", curAsymLimits[3];
for i in range(mHi-1,mLo-1,-1):
curFile = "higgsCombinehwwlvj_ggH%03d_em_%02d_00_unbin.Asymptotic.mH%03d.root"%(mass[i],cprime[j],mass[i]);
curAsymLimits = getAsymLimits(curFile);
xbins_env.append( mass[i] );
ybins_2s.append( curAsymLimits[5] );
ybins_1s.append( curAsymLimits[4] );
curGraph_exp = ROOT.TGraph(nPoints,xbins,ybins_exp);
curGraph_obs = ROOT.TGraph(nPoints,xbins,ybins_obs);
curGraph_1s = ROOT.TGraph(nPoints*2,xbins_env,ybins_1s);
curGraph_2s = ROOT.TGraph(nPoints*2,xbins_env,ybins_2s);
curGraph_exp.SetLineStyle(2);
curGraph_exp.SetLineWidth(2);
curGraph_obs.SetLineWidth(2);
curGraph_exp.SetMarkerSize(2);
curGraph_obs.SetMarkerSize(2);
curGraph_1s.SetFillColor(ROOT.kGreen);
curGraph_2s.SetFillColor(ROOT.kYellow);
tGraphs.append(curGraph_exp);
tGraphs.append(curGraph_obs);
tGraphs.append(curGraph_1s);
tGraphs.append(curGraph_2s);
# MakePlots(tGraphs);
leg = ROOT.TLegend(0.15,0.7,0.85,0.9);
leg.SetFillStyle(0);
leg.SetBorderSize(0);
leg.SetNColumns(2);
for k in range(nCprimes):
if k == 0: leg.AddEntry(tGraphs[0],"expected, C' = 1","L")
tmplabel = "observed, C' = %1.1f"%( float(cprime[k]/10.) )
leg.AddEntry(tGraphs[k*4+1],tmplabel,"L");
drawColors = [];
drawColors.append(ROOT.kRed+2);
drawColors.append(ROOT.kGreen+2);
drawColors.append(ROOT.kBlue+2);
drawColors.append(ROOT.kMagenta+2);
drawColors.append(ROOT.kCyan+2);
drawColors.append(ROOT.kGray+2);
drawColors.append(ROOT.kOrange+2);
oneLine = ROOT.TF1("oneLine","1",599,1001);
oneLine.SetLineColor(ROOT.kRed);
oneLine.SetLineWidth(3);
can = ROOT.TCanvas("can","can",800,800);
hrl = can.DrawFrame(599,0.5,1001,100.0);
hrl.GetYaxis().SetTitle("#mu' = C' #times #mu");
hrl.GetXaxis().SetTitle("mass (GeV)");
can.SetGrid();
tGraphs[3].Draw("f");
tGraphs[2].Draw("f");
tGraphs[1].Draw("PL");
tGraphs[0].Draw("PL");
oneLine.Draw("LSAMES");
for k in range(1,nCprimes):
# tGraphs[k*4].SetLineColor(k+1);
# tGraphs[k*4+1].SetLineColor(k+1);
# tGraphs[k*4].SetMarkerColor(k+1);
# tGraphs[k*4+1].SetMarkerColor(k+1);
tGraphs[k*4].SetLineColor(drawColors[k]);
tGraphs[k*4+1].SetLineColor(drawColors[k]);
tGraphs[k*4].SetMarkerColor(drawColors[k]);
tGraphs[k*4+1].SetMarkerColor(drawColors[k]);
tGraphs[k*4].Draw("PL");
tGraphs[k*4+1].Draw("PL");
leg.Draw();
ROOT.gPad.SetLogy();
can.SaveAs("test.eps");