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Get2DContour.py
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from optparse import OptionParser
import ROOT as rt
import sys
#import rootTools
import glob
from math import *
import os
from array import *
import numpy as np
from scipy.interpolate import Rbf, interp1d
import itertools
#from GChiPairs import gchipairs
import operator
import subprocess
import time
#from limits.SMSConfig import sms_models
# --------------- Import by hand ------------------------
import copy
VERSION = '04Sep2017'
DISP_OFFSET = 12.5 # Extra offset needed for display purposes
BOOST_BOXES = ['WAna_nj35','WAna_nj6','TopAna']
def getxsec(xsecFile):
xsecdict = {} # dict for xsecs
# xsecFile = "glu_xsecs_13TeV.txt"
# xsecFile = "stopsbot_xsecs_13TeV.txt"
with open(xsecFile,"r") as xfile:
lines = xfile.readlines()
print 'Found %i lines in %s' %(len(lines),xsecFile)
for line in lines:
if line[0] == '#': continue
(mparent,xsec,err) = line.split()
xsecdict[int(mparent)] = (float(xsec),float(err))
return xsecdict
class SMS(object):
def __init__(self, mgMin, mgMax, mchiMin, mchiMax,
binWidth=25, nRebins=0, xsecMin=1.e-5, xsecMax=10.,
diagonalOffset=25, smoothing=50, fixLSP0=False,
boxes=BOOST_BOXES, isGluino=True, submodels=None):
"""
Struct to hold all info associated with one SMS.
Attributes:
mgMin, mgMax, mchiMin, mchiMax: mass bounds for limits
binWidth: granularity of limit scan
nRebins: number of times to iterate swiss cross interpolation
xsecMin, xsecMax: z range on limit plot
diagonalOffset: where the diagonal should be located
smoothing: RBF smoothing parameter for interpolation
fixLSP0: set to True to avoid smoothing away limit
behavior at low LSP mass
boxes: analysis boxes to use for this model
isGluino: True if this is a gluino SMS
submodels: lists MC datasets making up this scan
"""
self.mgMin = mgMin - DISP_OFFSET
self.mgMax = mgMax + DISP_OFFSET
self.mchiMin = mchiMin - DISP_OFFSET
self.mchiMax = mchiMax + DISP_OFFSET
self.binWidth = binWidth
self.nRebins = nRebins
self.xsecMin = xsecMin
self.xsecMax = xsecMax
self.diagonalOffset = diagonalOffset + DISP_OFFSET
self.smoothing = smoothing
self.fixLSP0 = fixLSP0
self.boxes = boxes
self.isGluino = isGluino
self.submodels = submodels
sms_models = {
'T1bbbb':SMS(600, 2300, 0, 1650),
'T1ttbb':SMS(600, 2300, 0, 1650,
diagonalOffset=225),
'T1tttt':SMS(600, 2300, 0, 1650,
diagonalOffset=225),
'T1qqqq':SMS(600, 2300, 0, 1650),
'T1qqqqLL':SMS(1000, 2800, 1, 2700),
'T1btbtLL':SMS(1000, 2800, 1, 2700),
'T2bb':SMS(100, 1500, 0, 800,
isGluino=False),
'T2bt':SMS(100, 1500, 0, 800, isGluino=False),
'T2btLL':SMS(400, 2500, 1, 2000, isGluino=False),
'T2tt':SMS(100, 1500, 0, 800, isGluino=False,
diagonalOffset=75, submodels=[
'T2tt_dM-10to80_genHT-160_genMET-80',
'T2tt_mStop-150to250',
'T2tt_mStop-250to350',
'T2tt_mStop-350to400',
'T2tt_mStop-400to1200',
]),
'T2qq':SMS(100, 1500, 0, 800,
isGluino=False),
'T5ttcc':SMS(600, 2300, 0, 1650, diagonalOffset=110),
'T5tttt':SMS(600, 2300, 0, 1650, diagonalOffset=225),
'T5qqqqVV':SMS(600, 2300, 0, 1650),
}
# ------------------ End import by hand -----------------
# --------------- Also import from GetCombine -----------
def writeXsecTree(box, model, directory, mg, mchi, xsecULObs, xsecULExpPlus2, xsecULExpPlus, xsecULExp, xsecULExpMinus, xsecULExpMinus2):
outputFileName = "%s/%s_xsecUL_mg_%s_mchi_%s_%s.root" %(directory, model, mg, mchi, box)
print "INFO: xsec UL values being written to %s"%outputFileName
fileOut = rt.TFile.Open(outputFileName, "recreate")
xsecTree = rt.TTree("xsecTree", "xsecTree")
try:
from ROOT import MyStruct
except ImportError:
myStructCmd = "struct MyStruct{Double_t mg;Double_t mchi; Double_t x; Double_t y;"
ixsecUL = 0
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+0)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+1)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+2)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+3)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+4)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+5)
ixsecUL+=6
myStructCmd += "}"
rt.gROOT.ProcessLine(myStructCmd)
from ROOT import MyStruct
s = MyStruct()
xsecTree.Branch("mg", rt.addressof(s,"mg"),'mg/D')
xsecTree.Branch("mchi", rt.addressof(s,"mchi"),'mchi/D')
xsecTree.Branch("x", rt.addressof(s,"x"),'x/D')
xsecTree.Branch("y", rt.addressof(s,"y"),'y/D')
s.mg = mg
s.mchi = mchi
if 'T1x' in model:
s.x = float(model[model.find('x')+1:model.find('y')].replace('p','.'))
s.y = float(model[model.find('y')+1:].replace('p','.'))
elif model == 'T1bbbb':
s.x = 1
s.y = 0
elif model == 'T1tttt':
s.x = 0
s.y = 1
else:
s.x = -1
s.y = -1
ixsecUL = 0
xsecTree.Branch("xsecULObs_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+0)),'xsecUL%i/D'%(ixsecUL+0))
xsecTree.Branch("xsecULExpPlus2_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+1)),'xsecUL%i/D'%(ixsecUL+1))
xsecTree.Branch("xsecULExpPlus_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+2)),'xsecUL%i/D'%(ixsecUL+2))
xsecTree.Branch("xsecULExp_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+3)),'xsecUL%i/D'%(ixsecUL+3))
xsecTree.Branch("xsecULExpMinus_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+4)),'xsecUL%i/D'%(ixsecUL+4))
xsecTree.Branch("xsecULExpMinus2_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+5)),'xsecUL%i/D'%(ixsecUL+5))
exec 's.xsecUL%i = xsecULObs[ixsecUL]'%(ixsecUL+0)
exec 's.xsecUL%i = xsecULExpPlus2[ixsecUL]'%(ixsecUL+1)
exec 's.xsecUL%i = xsecULExpPlus[ixsecUL]'%(ixsecUL+2)
exec 's.xsecUL%i = xsecULExp[ixsecUL]'%(ixsecUL+3)
exec 's.xsecUL%i = xsecULExpMinus[ixsecUL]'%(ixsecUL+4)
exec 's.xsecUL%i = xsecULExpMinus2[ixsecUL]'%(ixsecUL+5)
ixsecUL += 4
xsecTree.Fill()
fileOut.cd()
xsecTree.Write()
fileOut.Close()
return outputFileName
# -------------------------------------------------------
toFix = []
def interpolate2D(hist,epsilon=1,smooth=0,diagonalOffset=0,fixLSP0=False,refHist=None):
x = array('d',[])
y = array('d',[])
z = array('d',[])
binWidth = float(hist.GetXaxis().GetBinWidth(1))
for i in range(1, hist.GetNbinsX()+1):
for j in range(1, hist.GetNbinsY()+1):
if hist.GetBinContent(i,j)>0.:
if refHist!=None and refHist.GetBinContent(i,j) > 0.:
x.append(hist.GetXaxis().GetBinCenter(i))
y.append(hist.GetYaxis().GetBinCenter(j))
z.append(rt.TMath.Log(hist.GetBinContent(i,j)/refHist.GetBinContent(i,j)))
else:
x.append(hist.GetXaxis().GetBinCenter(i))
y.append(hist.GetYaxis().GetBinCenter(j))
z.append(rt.TMath.Log(hist.GetBinContent(i,j)))
mgMin = hist.GetXaxis().GetBinCenter(1)
mgMax = hist.GetXaxis().GetBinCenter(hist.GetNbinsX())
mchiMin = hist.GetYaxis().GetBinCenter(1)
mchiMax = hist.GetYaxis().GetBinCenter(hist.GetNbinsY())
myX = np.linspace(mgMin, mgMax,int((mgMax-mgMin)/binWidth+1))
myY = np.linspace(mchiMin, mchiMax, int((mchiMax-mchiMin)/binWidth+1))
myXI, myYI = np.meshgrid(myX,myY)
rbf = Rbf(x, y, z,function='multiquadric', epsilon=epsilon,smooth=smooth)
myZI = rbf(myXI, myYI)
rbf_nosmooth = Rbf(x, y, z, function='multiquadric',epsilon=epsilon,smooth=10)
otherY = array('d',[mchiMin])
lineXI, lineYI = np.meshgrid(myX,otherY)
lineZI = rbf_nosmooth(lineXI, lineYI)
for i in range(1, hist.GetNbinsX()+1):
for j in range(1, hist.GetNbinsY()+1):
xLow = hist.GetXaxis().GetBinCenter(i)
yLow = hist.GetYaxis().GetBinCenter(j)
if j==1 and fixLSP0:
hist.SetBinContent(i,j,rt.TMath.Exp(lineZI[j-1][i-1]))
continue
if xLow >= yLow+diagonalOffset-binWidth/2.:
if refHist!=None:
hist.SetBinContent(i,j,refHist.GetBinContent(i,j)*rt.TMath.Exp(myZI[j-1][i-1]))
else:
hist.SetBinContent(i,j,rt.TMath.Exp(myZI[j-1][i-1]))
return hist
def fix_hist_byhand(hist, model, box, clsType, gchipairs):
if 'Obs' in clsType:
for (mg,mchi) in gchipairs:
obs = hist.GetBinContent(hist.FindBin(mg,mchi))
exp = xsecUL['Exp'].GetBinContent(xsecUL['Exp'].FindBin(mg,mchi))
expPlus2 = xsecUL['ExpPlus2'].GetBinContent(xsecUL['ExpPlus2'].FindBin(mg,mchi))
expPlus = xsecUL['ExpPlus'].GetBinContent(xsecUL['ExpPlus'].FindBin(mg,mchi))
expMinus = xsecUL['ExpMinus'].GetBinContent(xsecUL['ExpMinus'].FindBin(mg,mchi))
expMinus2 = xsecUL['ExpMinus2'].GetBinContent(xsecUL['ExpMinus2'].FindBin(mg,mchi))
if hist.GetBinContent(hist.FindBin(mg,mchi))==0:
if (mg,mchi) not in toFix:
toFix.append((mg,mchi))
elif obs<expPlus2 or obs>expMinus2:
hist.SetBinContent(hist.FindBin(mg,mchi),exp)
if (mg,mchi) not in toFix:
toFix.append((mg,mchi))
def set_palette(name="default", ncontours=255):
# For the canvas:
rt.gStyle.SetCanvasBorderMode(0)
rt.gStyle.SetCanvasColor(rt.kWhite)
rt.gStyle.SetCanvasDefH(400) #Height of canvas
rt.gStyle.SetCanvasDefW(500) #Width of canvas
rt.gStyle.SetCanvasDefX(0) #POsition on screen
rt.gStyle.SetCanvasDefY(0)
# For the Pad:
rt.gStyle.SetPadBorderMode(0)
# rt.gStyle.SetPadBorderSize(Width_t size = 1)
rt.gStyle.SetPadColor(rt.kWhite)
rt.gStyle.SetPadGridX(False)
rt.gStyle.SetPadGridY(False)
rt.gStyle.SetGridColor(0)
rt.gStyle.SetGridStyle(3)
rt.gStyle.SetGridWidth(1)
# For the frame:
rt.gStyle.SetFrameBorderMode(0)
rt.gStyle.SetFrameBorderSize(1)
rt.gStyle.SetFrameFillColor(0)
rt.gStyle.SetFrameFillStyle(0)
rt.gStyle.SetFrameLineColor(1)
rt.gStyle.SetFrameLineStyle(1)
rt.gStyle.SetFrameLineWidth(1)
# set the paper & margin sizes
rt.gStyle.SetPaperSize(20,26)
rt.gStyle.SetPadTopMargin(0.085)
rt.gStyle.SetPadRightMargin(0.15)
rt.gStyle.SetPadBottomMargin(0.15)
rt.gStyle.SetPadLeftMargin(0.17)
# use large Times-Roman fonts
rt.gStyle.SetTitleFont(42,"xyz") # set the all 3 axes title font
rt.gStyle.SetTitleFont(42," ") # set the pad title font
rt.gStyle.SetTitleSize(0.06,"xyz") # set the 3 axes title size
rt.gStyle.SetTitleSize(0.06," ") # set the pad title size
rt.gStyle.SetLabelFont(42,"xyz")
rt.gStyle.SetLabelSize(0.05,"xyz")
rt.gStyle.SetLabelColor(1,"xyz")
rt.gStyle.SetTextFont(42)
rt.gStyle.SetTextSize(0.08)
rt.gStyle.SetStatFont(42)
# use bold lines and markers
rt.gStyle.SetMarkerStyle(8)
#rt.gStyle.SetHistLineWidth(1.85)
rt.gStyle.SetLineStyleString(2,"[12 12]") # postscript dashes
#..Get rid of X error bars
rt.gStyle.SetErrorX(0.001)
# do not display any of the standard histogram decorations
rt.gStyle.SetOptTitle(1)
rt.gStyle.SetOptStat(0)
#rt.gStyle.SetOptFit(11111111)
rt.gStyle.SetOptFit(0)
# put tick marks on top and RHS of plots
rt.gStyle.SetPadTickX(1)
rt.gStyle.SetPadTickY(1)
if name == "gray" or name == "grayscale":
stops = [0.00, 0.34, 0.61, 0.84, 1.00]
red = [1.00, 0.95, 0.95, 0.65, 0.15]
green = [1.00, 0.85, 0.7, 0.5, 0.3]
blue = [0.95, 0.6, 0.3, 0.45, 0.65]
elif name == "chris":
stops = [ 0.00, 0.34, 0.61, 0.84, 1.00 ]
red = [ 1.0, 0.95, 0.95, 0.65, 0.15 ]
green = [ 1.0, 0.85, 0.7, 0.5, 0.3 ]
blue = [ 0.95, 0.6 , 0.3, 0.45, 0.65 ]
elif name == "blue":
stops = [ 0.0, 0.5, 1.0]
red = [ 0.0, 1.0, 0.0]
green = [ 0.0, 0.0, 0.0]
blue = [ 1.0, 0.0, 0.0]
else:
# default palette, looks cool
stops = [0.00, 0.34, 0.61, 0.84, 1.00]
red = [0.00, 0.00, 0.87, 1.00, 0.51]
green = [0.00, 0.81, 1.00, 0.20, 0.00]
blue = [0.51, 1.00, 0.12, 0.00, 0.00]
#from PlotsSMS/python/smsPlotXSEC.py
stops = [0.00, 0.20, 0.70, 0.90, 1.00]
red = [0.00, 0.00, 1.00, 1.00, 1.00]
green = [0.00, 1.00, 1.00, 0.30, 0.00]
blue = [1.00, 1.00, 0.00, 0.20, 0.00]
s = array('d', stops)
r = array('d', red)
g = array('d', green)
b = array('d', blue)
npoints = len(s)
rt.TColor.CreateGradientColorTable(npoints, s, r, g, b, ncontours)
rt.gStyle.SetNumberContours(ncontours)
if __name__ == '__main__':
rt.gROOT.SetBatch()
#modelname = "T1btbtLL"
modelname = "T1qqqqLL"
#modelname = "T2btLL"
dirext = ""
#dirext = "_nolep"
date = "210520"
#date = "220124"
parser = OptionParser()
parser.add_option('-b','--box',dest="box", default="DT",type="string",
help="box name")
parser.add_option('-m','--model',dest="model", default=modelname,type="string",
help="signal model name")
# parser.add_option('-m','--model',dest="model", default="T1qqqqLL",type="string",
# help="signal model name")
parser.add_option('-d','--dir',dest="outDir",default="limits2root/"+date+"/"+modelname+dirext+"/",type="string",
help="Input/Output directory to store output")
parser.add_option('--toys',dest="doHybridNew",default=False,action='store_true',
help="for toys instead of asymptotic")
parser.add_option('-e','--energy',dest="energy",type="int",default=13,
help="Energy (in TeV) to consider (Run 2: 13, HL: 14 or HE: 27 TeV)")
parser.add_option('--xsec-file',dest="refXsecFile",default="glu_xsecs_13TeV.txt",type="string",
help="Input directory")
parser.add_option('--no-smooth', dest='noSmooth', action='store_true',
help='Draw grid without interpolation')
parser.add_option('-s',dest="signif", action="store_true",
default=False, help="Plot significance instead of limit")
parser.add_option('--blind', dest="blind", action="store_true",
default=False, help='Do not calculate the observed limit')
(options,args) = parser.parse_args()
box = options.box
model = options.model
directory = options.outDir
refXsecFile = options.refXsecFile
if "T2" in options.model: refXsecFile = refXsecFile.replace("glu","stopsbot")
if options.energy != 13: refXsecFile = refXsecFile.replace("13",str(options.energy))
doHybridNew = options.doHybridNew
set_palette("rainbow",255)
rt.gStyle.SetOptStat(0)
rt.gROOT.ProcessLine(".L macros/swissCrossInterpolate.h+")
rt.gSystem.Load("macros/swissCrossInterpolate_h.so")
try:
sms = sms_models[model]
except KeyError:
sys.exit("Model {} is not implemented!".format(model))
mgMin = sms.mgMin
mgMax = sms.mgMax
mchiMin = sms.mchiMin
mchiMax = sms.mchiMax
diagonalOffset = sms.diagonalOffset
if options.energy>13:
if model == "T2tt":
mgMax = 2025 + DISP_OFFSET
mchiMax = 850 + DISP_OFFSET
if options.signif:
mchiMax = 675 + DISP_OFFSET
elif model == "T1tttt":
if options.energy == 14:
mgMax = 3025 + DISP_OFFSET
elif options.energy == 27:
mgMax = 3525 + DISP_OFFSET
mchiMax = 1725 + DISP_OFFSET
elif model == "T5ttcc":
if options.energy == 14:
mgMax = 3025 + DISP_OFFSET
elif options.energy == 27:
mgMax = 3525 + DISP_OFFSET
mchiMax = 1525 + DISP_OFFSET
binWidth = sms.binWidth
nRebins = sms.nRebins
if not options.signif:
xsecMin = sms.xsecMin
xsecMax = sms.xsecMax
else:
xsecMin = 0
xsecMax = 10
smoothing = sms.smoothing
fixLSP0 = sms.fixLSP0
# Make a xsec tree first578
haddOutputs = []
gchipairs = []
#for result in glob.glob(directory+'/combine/RazorBoost_'+box+'_'+model+'_*.log'):
# mg = float(result.replace(".log","").split("_")[-2:][0])
# mchi = float(result.replace(".log","").split("_")[-2:][1])
# gchipairs.append((mg,mchi))
# haddOutputs.append("%s/%s_xsecUL_mg_%s_mchi_%s_%s.root" %(directory, model, mg, mchi, box))
# input files
print "directory", directory
infiles = directory+model+"_xsecUL_mg_*_mchi_*.?_"+box+".root"
print 'infiles', infiles
if options.signif: infiles = directory+"/"+model+"_signif_mg_*_mchi_*.?_"+box+".root"
for result in glob.glob(infiles):
haddOutputs.append(result)
mg = float(result.replace("_"+box+".root","").split("_")[-3])
mchi = float(result.replace("_"+box+".root","").split("_")[-1])
gchipairs.append((mg,mchi))
if options.signif:
print directory+"/"+model+"_signif_*_"+box+".root"
haddout = "%s/%s_signif_%s.root %s"%(directory+"/results",model,box," ".join(haddOutputs))
else:
print directory+"/"+model+"_xsecUL_*_"+box+".root"
haddout = "%s/%s_xsecUL_Asymptotic_%s.root %s"%(directory+"/results",model,box," ".join(haddOutputs))
if not os.path.exists(directory+"/results"): subprocess.call(["mkdir", "-p", directory+"/results"])
os.system("hadd -f "+haddout)
#os.system("rm %s"%(" ".join(haddOutputs)))
if options.signif:
xsecFile = rt.TFile.Open("%s/%s_signif_%s.root"%(directory+"/results",model,box))
print "%s/%s_signif_%s.root"%(directory+"/results",model,box)
xsecTree = xsecFile.Get("signifTree")
else:
print 'xsec file:', "%s/%s_xsecUL_Asymptotic_%s.root"%(directory+"/results",model,box)
xsecFile = rt.TFile.Open("%s/%s_xsecUL_Asymptotic_%s.root"%(directory+"/results",model,box))
xsecTree = xsecFile.Get("xsecTree")
xsecGluino = rt.TH2D("xsecGluino","xsecGluino",int((mgMax-mgMin)/binWidth),mgMin, mgMax,int((mchiMax-mchiMin)/binWidth), mchiMin, mchiMax)
xsecGluinoPlus = rt.TH2D("xsecGluinoPlus","xsecGluinoPlus",int((mgMax-mgMin)/binWidth),mgMin, mgMax,int((mchiMax-mchiMin)/binWidth), mchiMin, mchiMax)
xsecGluinoMinus = rt.TH2D("xsecGluinoMinus","xsecGluinoMinus",int((mgMax-mgMin)/binWidth),mgMin, mgMax,int((mchiMax-mchiMin)/binWidth), mchiMin, mchiMax)
if options.signif:
clsTypes = ["Signif"]
titleMap = {"Signif":"Significance"}
whichCLsVar = {"Signif":"signif_%s"%(box)}
else:
if options.blind:
clsTypes = ["Exp","ExpMinus","ExpMinus2","ExpPlus","ExpPlus2"]
titleMap = {"Exp":"Expected","ExpMinus":"Expected-1#sigma","ExpPlus":"Expected+1#sigma",
"ExpMinus2":"Expected-2#sigma","ExpPlus2":"Expected+2#sigma"}
whichCLsVar = {"Exp":"xsecULExp_%s"%(box),"ExpPlus":"xsecULExpMinus_%s"%(box),"ExpMinus":"xsecULExpPlus_%s"%(box),
"ExpPlus2":"xsecULExpMinus2_%s"%(box),"ExpMinus2":"xsecULExpPlus2_%s"%(box)}
else:
clsTypes = ["Exp","ExpMinus","ExpMinus2","ExpPlus","ExpPlus2","Obs","ObsMinus","ObsPlus"]
titleMap = {"Exp":"Expected","ExpMinus":"Expected-1#sigma","ExpPlus":"Expected+1#sigma",
"ExpMinus2":"Expected-2#sigma","ExpPlus2":"Expected+2#sigma",
"ObsMinus":"Observed-1#sigma", "ObsPlus":"Observed+1#sigma","Obs":"Observed"}
whichCLsVar = {"Obs":"xsecULObs_%s"%(box),"ObsPlus":"xsecULObs_%s"%(box),"ObsMinus":"xsecULObs_%s"%(box),
"Exp":"xsecULExp_%s"%(box),"ExpPlus":"xsecULExpMinus_%s"%(box),"ExpMinus":"xsecULExpPlus_%s"%(box),
"ExpPlus2":"xsecULExpMinus2_%s"%(box),"ExpMinus2":"xsecULExpPlus2_%s"%(box)}
smooth = {}
for clsType in clsTypes:
smooth[clsType] = smoothing
xsecUL = {}
logXsecUL = {}
rebinXsecUL = {}
subXsecUL = {}
contourFinal = {}
subboxes = box.split("_")
if not options.signif:
# thyXsec = {}
# thyXsecErr = {}
# if refXsecFile is not None:
# print "INFO: Input ref xsec file!"
# for mg in range(int(mgMin+12.5),int(mgMax-12.5)+25,25):
# for mchi in range(int(mchiMin+12.5),mg,25):
# for line in open(refXsecFile,'r'):
# line = line.replace('\n','')
# linesplit = line.split()
# if str(mg)==linesplit[0]:
# thyXsec[mg,mchi] = float(linesplit[1]) #pb
# thyXsecErr[mg,mchi] = 0.01*float(linesplit[2])
# print thyXsec
# else:
# print "ERROR: no xsec file; exiting"
# sys.exit()
xsecdict = getxsec(refXsecFile)
#print xsecdict
for i in xrange(1,xsecGluino.GetNbinsX()+1):
xLow = xsecGluino.GetXaxis().GetBinCenter(i)
for j in xrange(1,xsecGluino.GetNbinsY()+1):
yLow = xsecGluino.GetYaxis().GetBinCenter(j)
if xLow >= yLow+diagonalOffset and xLow <= (mgMax-25)-binWidth/2:
#print 'hello', str(int(xLow))+" "+str(int(yLow))
#print 'thyXsec', thyXsec[int(xLow),int(yLow)]
#xsecVal = thyXsec[int(xLow),int(yLow)]
#xsecErr = thyXsecErr[int(xLow),int(yLow)]
xsecVal = xsecdict[int(xLow)][0]
xsecErr = xsecdict[int(xLow)][1]
xsecGluino.SetBinContent(i,j,xsecVal)
xsecGluinoPlus.SetBinContent(i,j,xsecVal*(1+xsecErr))
xsecGluinoMinus.SetBinContent(i,j,xsecVal*(1-xsecErr))
print 'xbin', xsecGluino.GetXaxis().GetNbins(), 'ybin', xsecGluino.GetYaxis().GetNbins()
c = rt.TCanvas('c', 'c', 600, 600)
xsecGluino.Draw('colz')
c.SaveAs('xsecGluino.pdf')
# now rebin xsecGluino the correct number of times
# for i in xrange(0,nRebins):
# xsecGluino = rt.swissCrossRebin(xsecGluino,"NE")
# xsecGluinoPlus = rt.swissCrossRebin(xsecGluinoPlus,"NE")
# xsecGluinoMinus = rt.swissCrossRebin(xsecGluinoMinus,"NE")
xyPairExp = {}
for clsType in clsTypes:
print "model, clstype: ", model, clsType
xsecUL[clsType] = rt.TH2D("xsecUL_%s_%s"%(model,clsType),"xsecUL_%s_%s"%(model,clsType),int((mgMax-mgMin)/binWidth),mgMin, mgMax,int((mchiMax-mchiMin)/binWidth), mchiMin, mchiMax)
xsecTree.Project("xsecUL_%s_%s"%(model,clsType),"mchi:mg",whichCLsVar[clsType])
if not options.signif:
fix_hist_byhand(xsecUL[clsType],model,box,clsType, gchipairs)
print "INFO: doing interpolation for %s"%(clsType)
for i in xrange(1,xsecUL[clsType].GetNbinsX()+1):
xLow = xsecUL[clsType].GetXaxis().GetBinCenter(i)
for j in xrange(1,xsecUL[clsType].GetNbinsY()+1):
yLow = xsecUL[clsType].GetYaxis().GetBinCenter(j)
if xsecUL[clsType].GetBinContent(i, j) != 0:
continue
#if xLow >= yLow+diagonalOffset and xLow <= (mgMax-25)-binWidth/2:
#print 'hello', str(int(xLow))+" "+str(int(yLow))
#print 'thyXsec', thyXsec[int(xLow),int(yLow)]
#xsecVal = thyXsec[int(xLow),int(yLow)]
#xsecErr = thyXsecErr[int(xLow),int(yLow)]
Val = xsecUL[clsType].Interpolate(xLow, yLow)
#print xLow, yLow, Val
#xsecUL[clsType].SetBinContent(i,j, Val)
# do swiss cross average in real domain
#rebinXsecUL[clsType] = rt.swissCrossInterpolate(xsecUL[clsType],"NE")
#rebinXsecUL[clsType] = xsecUL[clsType].Interpolate(1329, 1231)
print 'interpolate', xsecUL[clsType].Interpolate(1329., 1231.)
print 'yaptim'
print 'xbin', xsecUL[clsType].GetXaxis().GetNbins(), 'ybin', xsecUL[clsType].GetYaxis().GetNbins()
# do scipy multi-quadratic interpolation in log domain
#rebinXsecUL[clsType] = interpolate2D(rebinXsecUL[clsType],epsilon=5,smooth=smooth[clsType],diagonalOffset=diagonalOffset,fixLSP0=fixLSP0)
rebinXsecUL[clsType] = interpolate2D(xsecUL[clsType],epsilon=5,smooth=smooth[clsType],diagonalOffset=diagonalOffset,fixLSP0=fixLSP0)
xsecUL[clsType].Draw('colz')
c.SaveAs('c_'+clsType+'.pdf')
# do swiss cross rebin + average in real domain (should be log??)
#for i in xrange(0,nRebins):
# rebinXsecUL[clsType] = rt.swissCrossRebin(rebinXsecUL[clsType],"NE")
# only for display purposes of underlying heat map: do swiss cross average then scipy interpolation
if not options.noSmooth:
#xsecUL[clsType] = rt.swissCrossInterpolate(xsecUL[clsType],"NE")
xsecUL[clsType] = interpolate2D(xsecUL[clsType], epsilon=5,smooth=smooth[clsType],diagonalOffset=diagonalOffset,fixLSP0=fixLSP0)
# fix axes
xsecUL[clsType].GetXaxis().SetRangeUser(xsecUL[clsType].GetXaxis().GetBinCenter(1),xsecUL[clsType].GetXaxis().GetBinCenter(xsecUL[clsType].GetNbinsX()))
xsecUL[clsType].GetYaxis().SetRangeUser(xsecUL[clsType].GetYaxis().GetBinCenter(1),xsecUL[clsType].GetYaxis().GetBinCenter(xsecUL[clsType].GetNbinsY()))
c = rt.TCanvas("c","c",500,500)
for clsType in clsTypes:
xsecUL[clsType].SetName("xsecUL_%s_%s_%s"%(clsType,model,box))
xsecUL[clsType].SetTitle("%s %s, %s #sigma #times Branching Fraction"%(model,box.replace("_","+"),titleMap[clsType]))
xsecUL[clsType].SetTitleOffset(1.5)
xsecUL[clsType].SetXTitle("top squark Mass [GeV]")
xsecUL[clsType].GetXaxis().SetTitleOffset(0.95)
xsecUL[clsType].SetYTitle("LSP Mass [GeV]")
xsecUL[clsType].GetYaxis().SetTitleOffset(1.25)
subXsecUL[clsType] = rebinXsecUL[clsType].Clone()
# Fix diagonal area
for i in xrange(1,subXsecUL[clsType].GetNbinsX()+1):
xLow = subXsecUL[clsType].GetXaxis().GetBinCenter(i)
for j in xrange(1,subXsecUL[clsType].GetNbinsY()+1):
yLow = subXsecUL[clsType].GetYaxis().GetBinCenter(j)
if xLow < yLow+diagonalOffset or xLow > mgMax-binWidth/2:
subXsecUL[clsType].SetBinContent(i,j,0)
fileOut = rt.TFile.Open("test.root", "update")
subXsecUL[clsType].Write(subXsecUL[clsType].GetName()+"_beforesub")
#xsecGluino.Write(xsecGluino.GetName()+"_sub")
# subtract the predicted xsec
if not options.signif:
if clsType=="ObsMinus":
subXsecUL[clsType].Add(xsecGluinoMinus,-1)
elif clsType=="ObsPlus":
subXsecUL[clsType].Add(xsecGluinoPlus,-1)
else:
subXsecUL[clsType].Add(xsecGluino,-1)
subXsecUL[clsType].Write(subXsecUL[clsType].GetName()+"_aftersub")
fileOut.Close()
if options.signif:
contours = array('d',[5.0])
# Force connect points above the plot range
biny = subXsecUL[clsType].GetYaxis().FindBin(mchiMax-DISP_OFFSET-binWidth)
for binx in range(1, subXsecUL[clsType].GetNbinsX()+1):
if subXsecUL[clsType].GetBinContent(binx,biny)>5.0:
subXsecUL[clsType].SetBinContent(binx,biny+1,4.999)
binx = subXsecUL[clsType].GetXaxis().FindBin(mgMax-DISP_OFFSET-binWidth)
for biny in range(1, subXsecUL[clsType].GetNbinsY()+1):
if subXsecUL[clsType].GetBinContent(binx,biny)>5.0:
subXsecUL[clsType].SetBinContent(binx+1,biny,4.999)
else:
contours = array('d',[0.0])
# Force zero values outside the plot range, so curves don't end up splitted
for binx in range(1, subXsecUL[clsType].GetNbinsX()+1):
subXsecUL[clsType].SetBinContent(binx,subXsecUL[clsType].GetNbinsY(),0)
subXsecUL[clsType].SetContour(1,contours)
print 'xsecMin, xsecMax: ', xsecMin, xsecMax
xsecUL[clsType].SetMinimum(xsecMin)
xsecUL[clsType].SetMaximum(xsecMax)
rebinXsecUL[clsType].SetMinimum(xsecMin)
rebinXsecUL[clsType].SetMaximum(xsecMax)
if options.signif:
subXsecUL[clsType].SetMaximum(6.)
subXsecUL[clsType].SetMinimum(4.)
else:
subXsecUL[clsType].SetMaximum(1.)
subXsecUL[clsType].SetMinimum(-1.)
c.SetLogz(0)
subXsecUL[clsType].Draw("CONT Z LIST")
c.Update()
conts = rt.gROOT.GetListOfSpecials().FindObject("contours")
xsecUL[clsType].Draw("COLZ")
contour0 = conts.At(0)
curv = contour0.First()
finalcurv = rt.TGraph(1)
try:
curv.SetLineWidth(3)
curv.SetLineColor(rt.kBlack)
curv.Draw("lsame")
finalcurv = curv.Clone()
maxN = curv.GetN()
except AttributeError:
print "ERROR: no curve drawn for box=%s, clsType=%s -- no limit "%(box, clsType)
for i in xrange(1, contour0.GetSize()):
curv = contour0.After(curv)
curv.SetLineWidth(3)
curv.SetLineColor(rt.kBlack)
curv.Draw("lsame")
if curv.GetN()>maxN:
maxN = curv.GetN()
finalcurv = curv.Clone()
contourFinal[clsType] = finalcurv
contourFinal[clsType].SetName("%s_%s_%s"%(clsType,model,box))
if not options.signif: c.SetLogz(1)
c.Print("%s/%s_INTERP_%s_%s.png"%(directory+"/results",model,box,clsType))
if options.signif:
outFile = rt.TFile.Open("%s/%s_%s_signif.root"%(directory+"/results",model,box),"recreate")
else:
outFile = rt.TFile.Open("%s/%s_%s_results.root"%(directory+"/results",model,box),"recreate")
for clsType in clsTypes:
contourFinal[clsType].Write()
print 'writing ', xsecUL[clsType].GetName(), xsecUL[clsType].GetMinimum(), xsecUL[clsType].GetMaximum()
xsecUL[clsType].Write()
if not options.signif:
smoothOutFile = rt.TFile.Open("%s/%s_smoothXsecUL_%s.root"%(directory+"/results",model,box), "recreate")
smoothXsecTree = rt.TTree("smoothXsecTree", "smoothXsecTree")
myStructCmd = "struct MyStruct2{Double_t mg;Double_t mchi;Double_t x;Double_t y;"
ixsecUL = 0
if options.blind:
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+0)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+1)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+2)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+3)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+4)
ixsecUL+=5
else:
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+0)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+1)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+2)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+3)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+4)
myStructCmd+= "Double_t xsecUL%i;"%(ixsecUL+5)
ixsecUL+=6
myStructCmd += "}"
rt.gROOT.ProcessLine(myStructCmd)
from ROOT import MyStruct2
s = MyStruct2()
print s
smoothXsecTree.Branch("mg", rt.addressof(s,"mg"), "mg/D")
smoothXsecTree.Branch("mchi", rt.addressof(s,"mchi"), "mchi/D")
smoothXsecTree.Branch("x", rt.addressof(s,"x"), "x/D")
smoothXsecTree.Branch("y", rt.addressof(s,"y"), "y/D")
if 'T1x' in model:
s.x = float(model[model.find('x')+1:model.find('y')].replace('p','.'))
s.y = float(model[model.find('y')+1:].replace('p','.'))
elif model == 'T1bbbb':
s.x = 1
s.y = 0
elif model == 'T1tttt':
s.x = 0
s.y = 1
else:
s.x = -1
s.y = -1
ixsecUL = 0
if options.blind:
smoothXsecTree.Branch("xsecULExpPlus2_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL)),'xsecUL%i/D'%(ixsecUL))
smoothXsecTree.Branch("xsecULExpPlus_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+1)),'xsecUL%i/D'%(ixsecUL+1))
smoothXsecTree.Branch("xsecULExp_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+2)),'xsecUL%i/D'%(ixsecUL+2))
smoothXsecTree.Branch("xsecULExpMinus_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+3)),'xsecUL%i/D'%(ixsecUL+3))
smoothXsecTree.Branch("xsecULExpMinus2_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+4)),'xsecUL%i/D'%(ixsecUL+4))
else:
smoothXsecTree.Branch("xsecULObs_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+0)),'xsecUL%i/D'%(ixsecUL+0))
smoothXsecTree.Branch("xsecULExpPlus2_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+1)),'xsecUL%i/D'%(ixsecUL+1))
smoothXsecTree.Branch("xsecULExpPlus_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+2)),'xsecUL%i/D'%(ixsecUL+2))
smoothXsecTree.Branch("xsecULExp_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+3)),'xsecUL%i/D'%(ixsecUL+3))
smoothXsecTree.Branch("xsecULExpMinus_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+4)),'xsecUL%i/D'%(ixsecUL+4))
smoothXsecTree.Branch("xsecULExpMinus2_%s"%box, rt.addressof(s,"xsecUL%i"%(ixsecUL+5)),'xsecUL%i/D'%(ixsecUL+5))
for mg in range(int(mgMin-12.5),int(mgMax+binWidth-12.5),int(binWidth)):
for mchi in range(int(mchiMin-12.5),int(mchiMax+binWidth-12.5),int(binWidth)):
s.mg = mg
s.mchi = mchi
if not options.blind:
xsecULObs = xsecUL["Obs"].GetBinContent(xsecUL["Obs"].FindBin(mg,mchi))
xsecULExp = xsecUL["Exp"].GetBinContent(xsecUL["Exp"].FindBin(mg,mchi))
xsecULExpPlus = xsecUL["ExpMinus"].GetBinContent(xsecUL["ExpMinus"].FindBin(mg,mchi))
xsecULExpMinus = xsecUL["ExpPlus"].GetBinContent(xsecUL["ExpPlus"].FindBin(mg,mchi))
xsecULExpPlus2 = xsecUL["ExpMinus2"].GetBinContent(xsecUL["ExpMinus2"].FindBin(mg,mchi))
xsecULExpMinus2 = xsecUL["ExpPlus2"].GetBinContent(xsecUL["ExpPlus2"].FindBin(mg,mchi))
if options.blind:
exec 's.xsecUL%i = xsecULExpPlus2'%(ixsecUL+0)
exec 's.xsecUL%i = xsecULExpPlus'%(ixsecUL+1)
exec 's.xsecUL%i = xsecULExp'%(ixsecUL+2)
exec 's.xsecUL%i = xsecULExpMinus'%(ixsecUL+3)
exec 's.xsecUL%i = xsecULExpMinus2'%(ixsecUL+4)
else:
exec 's.xsecUL%i = xsecULObs'%(ixsecUL+0)
exec 's.xsecUL%i = xsecULExpPlus2'%(ixsecUL+1)
exec 's.xsecUL%i = xsecULExpPlus'%(ixsecUL+2)
exec 's.xsecUL%i = xsecULExp'%(ixsecUL+3)
exec 's.xsecUL%i = xsecULExpMinus'%(ixsecUL+4)
exec 's.xsecUL%i = xsecULExpMinus2'%(ixsecUL+5)
if xsecULExp > 0.:
smoothXsecTree.Fill()
smoothOutFile.cd()
smoothXsecTree.Write()
smoothOutFile.Close()
print len(gchipairs), "total points"
print len(toFix), "points to fix"
print toFix