| 1 |
import sys, ROOT, re, math
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| 2 |
sys.path.append("/afs/naf.desy.de/user/n/nowaf/UserCode/nowaf/PythonScripts/")
|
| 3 |
import styles as Style
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| 4 |
import definitions as Def
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| 5 |
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| 6 |
def readInHist( file, dir ):
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| 7 |
hist = file.Get( dir + "/nEvts" )
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| 8 |
hist.SetDirectory( 0 )
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| 9 |
hist.UseCurrentStyle()
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| 10 |
return hist
|
| 11 |
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| 12 |
def readInScanHists( file, list=None ):
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| 13 |
dirList = [ "ScanAnalyzerMC",
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| 14 |
"ScanAnalyzerPreMC",
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| 15 |
"ScanAnalyzerAllMC",
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| 16 |
"ScanAnalyzerNLO",
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| 17 |
"ScanAnalyzerPreNLO",
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| 18 |
"ScanAnalyzerAllNLO",
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| 19 |
"qcdPred2DPre",
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| 20 |
"qcdPred2D",
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| 21 |
"MuonTemplateAnalyzer2D",
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| 22 |
"MuonTemplateAnalyzer2DPre",
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| 23 |
"ScanAnalyzerJECUp",
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| 24 |
"ScanAnalyzerPreJECUp",
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| 25 |
"ScanAnalyzerJECDn",
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| 26 |
"ScanAnalyzerPreJECDn",
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| 27 |
"ScanAnalyzerTEUp",
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| 28 |
"ScanAnalyzerPreTEUp",
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| 29 |
"ScanAnalyzerTEDn",
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| 30 |
"ScanAnalyzerPreTEDn",
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| 31 |
"ScanAnalyzerNLO2",
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| 32 |
"ScanAnalyzerPreNLO2",
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| 33 |
"ScanAnalyzerNLO05",
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| 34 |
"ScanAnalyzerPreNLO05",
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| 35 |
"ScanAnalyzerMuonIsoUp",
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| 36 |
"ScanAnalyzerPreMuonIsoUp",
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| 37 |
"ScanAnalyzerMuonIsoDn",
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| 38 |
"ScanAnalyzerPreMuonIsoDn",
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| 39 |
"ScanAnalyzerElecIsoUp",
|
| 40 |
"ScanAnalyzerPreElecIsoUp",
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| 41 |
"ScanAnalyzerElecIsoDn",
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| 42 |
"ScanAnalyzerPreElecIsoDn",
|
| 43 |
#"ScanAnalyzerPrePDFxsec",
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| 44 |
#"ScanAnalyzerPrePDFxsecUncert",
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| 45 |
#"ScanAnalyzerPDFxsec",
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| 46 |
#"ScanAnalyzerPDFxsecUncert",
|
| 47 |
]
|
| 48 |
if not list == None:
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| 49 |
dirList = list
|
| 50 |
pass
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| 51 |
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| 52 |
histDict = {}
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| 53 |
for dir in dirList:
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| 54 |
histDict[ dir ] = readInHist( file, dir )
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| 55 |
pass
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| 56 |
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| 57 |
return histDict
|
| 58 |
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| 59 |
def getPDFHists( file, histDict ):
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| 60 |
hist1 = file.Get( "ScanAnalyzerPDF/nEvtsPDF1" )
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| 61 |
hist1.SetDirectory( 0 )
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| 62 |
hist1.UseCurrentStyle()
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| 63 |
histDict[ "ScanAnalyzerPDF" ] = hist1
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| 64 |
hist2 = file.Get( "ScanAnalyzerPrePDF/nEvtsPDF1" )
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| 65 |
hist2.SetDirectory( 0 )
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| 66 |
hist2.UseCurrentStyle()
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| 67 |
histDict[ "ScanAnalyzerPrePDF" ] = hist2
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| 68 |
hist3 = file.Get( "ScanAnalyzerAllPDF/nEvtsPDF1" )
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| 69 |
hist3.SetDirectory( 0 )
|
| 70 |
hist3.UseCurrentStyle()
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| 71 |
histDict[ "ScanAnalyzerAllPDF" ] = hist3
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| 72 |
pass
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| 73 |
|
| 74 |
def getRelPDFErr( histDict, Type="" ):
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| 75 |
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| 76 |
h2DUp = ROOT.TH2F( "PDFRateRelUp", "PDFRateRelUp", histDict[ "ScanAnalyzerAllPDF" ].GetNbinsX(),
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histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmin(),
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| 78 |
histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmax(),
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| 79 |
histDict[ "ScanAnalyzerAllPDF" ].GetNbinsY(),
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| 80 |
histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmin(),
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| 81 |
histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmax() )
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| 82 |
h2DDn = ROOT.TH2F( "PDFRateRelDn", "PDFRateRelDn", histDict[ "ScanAnalyzerAllPDF" ].GetNbinsX(),
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| 83 |
histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmin(),
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| 84 |
histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmax(),
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| 85 |
histDict[ "ScanAnalyzerAllPDF" ].GetNbinsY(),
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| 86 |
histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmin(),
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| 87 |
histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmax() )
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| 88 |
h2DAccUp = ROOT.TH2F( "PDFAcceptanceRelUp",
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| 89 |
"PDFAcceptanceRelUp",
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| 90 |
histDict[ "ScanAnalyzerAllPDF" ].GetNbinsX(),
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| 91 |
histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmin(),
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| 92 |
histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmax(),
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| 93 |
histDict[ "ScanAnalyzerAllPDF" ].GetNbinsY(),
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| 94 |
histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmin(),
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| 95 |
histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmax() )
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| 96 |
h2DAccDn = ROOT.TH2F( "PDFAcceptanceRelDn",
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| 97 |
"PDFAcceptanceRelDn",
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| 98 |
histDict[ "ScanAnalyzerAllPDF" ].GetNbinsX(),
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| 99 |
histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmin(),
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| 100 |
histDict[ "ScanAnalyzerAllPDF" ].GetXaxis().GetXmax(),
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| 101 |
histDict[ "ScanAnalyzerAllPDF" ].GetNbinsY(),
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| 102 |
histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmin(),
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| 103 |
histDict[ "ScanAnalyzerAllPDF" ].GetYaxis().GetXmax() )
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| 104 |
### loop over each susy point
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| 105 |
for ix in range( 1, histDict[ "ScanAnalyzerAllPDF" ].GetNbinsX() + 1 ):
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| 106 |
for iy in range( 1, histDict[ "ScanAnalyzerAllPDF" ].GetNbinsY() + 1 ):
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| 107 |
#### get the pdf mean
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| 108 |
mean = histDict[ "ScanAnalyzer" + Type + "PDF" ].GetBinContent( ix, iy, 1 )
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| 109 |
meanAll = histDict[ "ScanAnalyzerAllPDF" ].GetBinContent( ix, iy, 1 )
|
| 110 |
if mean == 0:
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| 111 |
continue
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| 112 |
### get the variations up and dwn
|
| 113 |
nVary = 0
|
| 114 |
errUp = 0
|
| 115 |
errDn = 0
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| 116 |
errUpAll = 0
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| 117 |
errDnAll = 0
|
| 118 |
for iz in range( 2, histDict[ "ScanAnalyzerAllPDF" ].GetNbinsZ() + 1 ):
|
| 119 |
### even is up, odd is dwn
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| 120 |
even = False
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| 121 |
nVary += 1
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| 122 |
if not iz%2:
|
| 123 |
even = True
|
| 124 |
pass
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| 125 |
value = histDict[ "ScanAnalyzer" + Type + "PDF" ].GetBinContent( ix, iy, iz )
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| 126 |
valueAll = histDict[ "ScanAnalyzerAllPDF" ].GetBinContent( ix, iy, iz )
|
| 127 |
if even:
|
| 128 |
errUp += ( value - mean )**2
|
| 129 |
errUpAll += ( valueAll - meanAll )**2
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| 130 |
else:
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| 131 |
errDn += ( value - mean )**2
|
| 132 |
errDnAll += ( valueAll - meanAll )**2
|
| 133 |
pass
|
| 134 |
pass
|
| 135 |
if not nVary == 0:
|
| 136 |
errUp *= 1/( nVary/2. )
|
| 137 |
errDn *= 1/( nVary/2. )
|
| 138 |
errUpAll *= 1/( nVary/2. )
|
| 139 |
errDnAll *= 1/( nVary/2. )
|
| 140 |
pass
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| 141 |
### rel err on rate
|
| 142 |
relErrUp = math.sqrt( errUp )/float( mean )
|
| 143 |
relErrDn = math.sqrt( errUp )/float( mean )
|
| 144 |
h2DUp.SetBinContent( ix, iy, relErrUp )
|
| 145 |
h2DDn.SetBinContent( ix, iy, relErrDn )
|
| 146 |
### rel err on acc=nsel/ntot
|
| 147 |
### nsel = mean, ntot = meanAll
|
| 148 |
### err**2 = ( ErrSel/ntot )**2 + ( nsel * ErrTot/(ntot)**2 )**2
|
| 149 |
Acc = mean/meanAll
|
| 150 |
errAccUp2 = errUp / ( meanAll )**2 + ( mean / meanAll**2 )**2 * errUpAll
|
| 151 |
errAccDn2 = errDn / ( meanAll )**2 + ( mean / meanAll**2 )**2 * errDnAll
|
| 152 |
relErrUpAcc = math.sqrt( errAccUp2 ) / Acc
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| 153 |
relErrDnAcc = math.sqrt( errAccDn2 ) / Acc
|
| 154 |
h2DAccUp.SetBinContent( ix, iy, relErrUpAcc )
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| 155 |
h2DAccDn.SetBinContent( ix, iy, relErrDnAcc )
|
| 156 |
pass
|
| 157 |
pass
|
| 158 |
histDict[ "RateRelPDFUp" + Type ] = h2DUp
|
| 159 |
histDict[ "RateRelPDFDn" + Type ] = h2DDn
|
| 160 |
histDict[ "AcceptanceRelPDFUp" + Type ] = h2DAccUp
|
| 161 |
histDict[ "AcceptanceRelPDFDn" + Type ] = h2DAccDn
|
| 162 |
pass
|
| 163 |
|
| 164 |
def getCombTheoRelRateErr( histDict, Type="" ):
|
| 165 |
histList = []
|
| 166 |
for h in histDict.keys():
|
| 167 |
if re.search( "RateRel", h ) and not re.search( "RateRel0", h ) \
|
| 168 |
and ( re.search( "PDFxsecUncert", h ) or re.search( "NLO", h ) ) :
|
| 169 |
histList.append( h )
|
| 170 |
pass
|
| 171 |
pass
|
| 172 |
histNEvts = histDict[ "Rate" + "NLO" + Type ].Clone()
|
| 173 |
xbins = 0
|
| 174 |
xmin = 0
|
| 175 |
xmax = 0
|
| 176 |
ybins = 0
|
| 177 |
ymin = 0
|
| 178 |
ymax = 0
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| 179 |
if len( histList ) > 0:
|
| 180 |
xbins = histDict[ histList[ 0 ] ].GetNbinsX()
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| 181 |
ybins = histDict[ histList[ 0 ] ].GetNbinsY()
|
| 182 |
xmin = histDict[ histList[ 0 ] ].GetXaxis().GetXmin()
|
| 183 |
ymin = histDict[ histList[ 0 ] ].GetYaxis().GetXmin()
|
| 184 |
xmax = histDict[ histList[ 0 ] ].GetXaxis().GetXmax()
|
| 185 |
ymax = histDict[ histList[ 0 ] ].GetYaxis().GetXmax()
|
| 186 |
pass
|
| 187 |
histUp = ROOT.TH2F( "RelRateCombTheoUp" + Type, "RelRateCombTheoUp" + Type,
|
| 188 |
xbins, xmin, xmax, ybins, ymin, ymax )
|
| 189 |
histDn = ROOT.TH2F( "RelRateCombTheoDn" + Type, "RelRateCombTheoDn" + Type,
|
| 190 |
xbins, xmin, xmax, ybins, ymin, ymax )
|
| 191 |
entryDictUp = {}
|
| 192 |
entryDictDn = {}
|
| 193 |
for h in histList:
|
| 194 |
### xbins
|
| 195 |
for ix in range( 1, histDict[ h ].GetNbinsX() + 1 ):
|
| 196 |
if not ix in entryDictUp.keys():
|
| 197 |
entryDictUp[ ix ] = {}
|
| 198 |
entryDictDn[ ix ] = {}
|
| 199 |
pass
|
| 200 |
### y axis
|
| 201 |
for iy in range( 1, histDict[ h ].GetNbinsY() + 1 ):
|
| 202 |
if not iy in entryDictUp[ ix ].keys():
|
| 203 |
entryDictUp[ ix ][ iy ] = 0
|
| 204 |
entryDictDn[ ix ][ iy ] = 0
|
| 205 |
pass
|
| 206 |
if histDict[ h ].GetBinContent( ix, iy ) == 0:
|
| 207 |
continue
|
| 208 |
if not re.search( "Dn", h ):
|
| 209 |
entryDictUp[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) - 1 )**2
|
| 210 |
pass
|
| 211 |
if not re.search( "Up", h ):
|
| 212 |
entryDictDn[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) - 1 )**2
|
| 213 |
pass
|
| 214 |
pass
|
| 215 |
pass
|
| 216 |
pass
|
| 217 |
if len( histList ) > 0:
|
| 218 |
for ix in range( 1, histDict[ histList[ 0 ] ].GetNbinsX() + 1 ):
|
| 219 |
for iy in range( 1, histDict[ histList[ 0 ] ].GetNbinsY() + 1 ):
|
| 220 |
histUp.SetBinContent( ix, iy, math.sqrt( entryDictUp[ ix ][ iy ] ) )
|
| 221 |
histDn.SetBinContent( ix, iy, math.sqrt( entryDictDn[ ix ][ iy ] ) )
|
| 222 |
pass
|
| 223 |
pass
|
| 224 |
pass
|
| 225 |
histDict[ "RateRelCombTheoUp" + Type ] = histUp
|
| 226 |
histDict[ "RateRelCombTheoDn" + Type ] = histDn
|
| 227 |
|
| 228 |
|
| 229 |
|
| 230 |
def getCombRelRateErr( histDict, Type="", addLumiAndTrig = True, lumiErr=0.045, trigErr=0.025 ):
|
| 231 |
histList = []
|
| 232 |
for h in histDict.keys():
|
| 233 |
if re.search( "RateRel", h ) and not re.search( "RateRel0", h ) \
|
| 234 |
and not re.search( "PDFxsec", h ) and not re.search( "NLO", h ) :
|
| 235 |
histList.append( h )
|
| 236 |
pass
|
| 237 |
#elif re.search( "SignalCont", h ) and re.search( "Rel", h ):
|
| 238 |
# histList.append( h )
|
| 239 |
# pass
|
| 240 |
pass
|
| 241 |
histNEvts = histDict[ "Rate" + "NLO" + Type ].Clone()
|
| 242 |
xbins = 0
|
| 243 |
xmin = 0
|
| 244 |
xmax = 0
|
| 245 |
ybins = 0
|
| 246 |
ymin = 0
|
| 247 |
ymax = 0
|
| 248 |
if len( histList ) > 0:
|
| 249 |
xbins = histDict[ histList[ 0 ] ].GetNbinsX()
|
| 250 |
ybins = histDict[ histList[ 0 ] ].GetNbinsY()
|
| 251 |
xmin = histDict[ histList[ 0 ] ].GetXaxis().GetXmin()
|
| 252 |
ymin = histDict[ histList[ 0 ] ].GetYaxis().GetXmin()
|
| 253 |
xmax = histDict[ histList[ 0 ] ].GetXaxis().GetXmax()
|
| 254 |
ymax = histDict[ histList[ 0 ] ].GetYaxis().GetXmax()
|
| 255 |
pass
|
| 256 |
histUp = ROOT.TH2F( "RelRateCombUp" + Type, "RelRateComb" + Type,
|
| 257 |
xbins, xmin, xmax, ybins, ymin, ymax )
|
| 258 |
histDn = ROOT.TH2F( "RelRateCombDn" + Type, "RelRateComb" + Type,
|
| 259 |
xbins, xmin, xmax, ybins, ymin, ymax )
|
| 260 |
entryDictUp = {}
|
| 261 |
entryDictDn = {}
|
| 262 |
for h in histList:
|
| 263 |
### xbins
|
| 264 |
for ix in range( 1, histDict[ h ].GetNbinsX() + 1 ):
|
| 265 |
if not ix in entryDictUp.keys():
|
| 266 |
entryDictUp[ ix ] = {}
|
| 267 |
entryDictDn[ ix ] = {}
|
| 268 |
pass
|
| 269 |
### y axis
|
| 270 |
for iy in range( 1, histDict[ h ].GetNbinsY() + 1 ):
|
| 271 |
if not iy in entryDictUp[ ix ].keys():
|
| 272 |
entryDictUp[ ix ][ iy ] = 0
|
| 273 |
entryDictDn[ ix ][ iy ] = 0
|
| 274 |
pass
|
| 275 |
#print "x=", ix, " y=", iy, histDict[ h ].GetBinContent( ix, iy )
|
| 276 |
if not re.search( "JEC", h ) and not re.search( "TE", h ) \
|
| 277 |
and not re.search( "NLO", h ):
|
| 278 |
if not re.search( "Dn", h ):
|
| 279 |
entryDictUp[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 280 |
pass
|
| 281 |
if not re.search( "Up", h ):
|
| 282 |
entryDictDn[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 283 |
pass
|
| 284 |
else:
|
| 285 |
if not histDict[ h ].GetBinContent( ix, iy ) == 0:
|
| 286 |
#if not re.search( "Dn", h ):
|
| 287 |
if 1 - histDict[ h ].GetBinContent( ix, iy ) > 0:
|
| 288 |
entryDictUp[ ix ][ iy ] += ( 1 - histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 289 |
pass
|
| 290 |
#if not re.search( "Up", h ):
|
| 291 |
if 1 - histDict[ h ].GetBinContent( ix, iy ) < 0:
|
| 292 |
entryDictDn[ ix ][ iy ] += ( 1 - histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 293 |
pass
|
| 294 |
pass
|
| 295 |
pass
|
| 296 |
pass
|
| 297 |
pass
|
| 298 |
pass
|
| 299 |
if addLumiAndTrig:
|
| 300 |
for ix in range( 1, histNEvts.GetNbinsX() + 1 ):
|
| 301 |
for iy in range( 1, histNEvts.GetNbinsY() + 1 ):
|
| 302 |
if histNEvts.GetBinContent( ix, iy ) == 0:
|
| 303 |
continue
|
| 304 |
entryDictUp[ ix ][ iy ] += lumiErr**2 + trigErr**2
|
| 305 |
entryDictDn[ ix ][ iy ] += lumiErr**2 + trigErr**2
|
| 306 |
pass
|
| 307 |
pass
|
| 308 |
pass
|
| 309 |
if len( histList ) > 0:
|
| 310 |
for ix in range( 1, histDict[ histList[ 0 ] ].GetNbinsX() + 1 ):
|
| 311 |
for iy in range( 1, histDict[ histList[ 0 ] ].GetNbinsY() + 1 ):
|
| 312 |
histUp.SetBinContent( ix, iy, math.sqrt( entryDictUp[ ix ][ iy ] ) )
|
| 313 |
histDn.SetBinContent( ix, iy, math.sqrt( entryDictDn[ ix ][ iy ] ) )
|
| 314 |
pass
|
| 315 |
pass
|
| 316 |
pass
|
| 317 |
histDict[ "RateRelCombUp" + Type ] = histUp
|
| 318 |
histDict[ "RateRelCombDn" + Type ] = histDn
|
| 319 |
pass
|
| 320 |
|
| 321 |
def getCombRelAccErr( histDict, Type="", addLumiAndTrig = True, lumiErr=0.045, trigErr=0.063 ):
|
| 322 |
histList = []
|
| 323 |
for h in histDict.keys():
|
| 324 |
if re.search( "AcceptanceRel", h ):
|
| 325 |
histList.append( h )
|
| 326 |
pass
|
| 327 |
pass
|
| 328 |
histNEvts = histDict[ "Acceptance" + "NLO" + Type ].Clone()
|
| 329 |
xbins = 0
|
| 330 |
xmin = 0
|
| 331 |
xmax = 0
|
| 332 |
ybins = 0
|
| 333 |
ymin = 0
|
| 334 |
ymax = 0
|
| 335 |
if len( histList ) > 0:
|
| 336 |
xbins = histDict[ histList[ 0 ] ].GetNbinsX()
|
| 337 |
ybins = histDict[ histList[ 0 ] ].GetNbinsY()
|
| 338 |
xmin = histDict[ histList[ 0 ] ].GetXaxis().GetXmin()
|
| 339 |
ymin = histDict[ histList[ 0 ] ].GetYaxis().GetXmin()
|
| 340 |
xmax = histDict[ histList[ 0 ] ].GetXaxis().GetXmax()
|
| 341 |
ymax = histDict[ histList[ 0 ] ].GetYaxis().GetXmax()
|
| 342 |
pass
|
| 343 |
histUp = ROOT.TH2F( "RelAccCombUp" + Type, "RelAccCombUp" + Type,
|
| 344 |
xbins, xmin, xmax, ybins, ymin, ymax )
|
| 345 |
histDn = ROOT.TH2F( "RelAccCombDn" + Type, "RelAccCombDn" + Type,
|
| 346 |
xbins, xmin, xmax, ybins, ymin, ymax )
|
| 347 |
entryDictUp = {}
|
| 348 |
entryDictDn = {}
|
| 349 |
for h in histList:
|
| 350 |
### xbins
|
| 351 |
for ix in range( 1, histDict[ h ].GetNbinsX() + 1 ):
|
| 352 |
if not ix in entryDictUp.keys():
|
| 353 |
entryDictDn[ ix ] = {}
|
| 354 |
entryDictUp[ ix ] = {}
|
| 355 |
pass
|
| 356 |
### y axis
|
| 357 |
for iy in range( 1, histDict[ h ].GetNbinsY() + 1 ):
|
| 358 |
if not iy in entryDictUp[ ix ].keys():
|
| 359 |
entryDictUp[ ix ][ iy ] = 0
|
| 360 |
entryDictDn[ ix ][ iy ] = 0
|
| 361 |
pass
|
| 362 |
if not re.search( "JEC", h ) and not re.search( "TE", h ) \
|
| 363 |
and not re.search( "NLO", h ):
|
| 364 |
if not re.search( "Dn", h ):
|
| 365 |
entryDictUp[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 366 |
pass
|
| 367 |
if not re.search( "Up", h ):
|
| 368 |
entryDictDn[ ix ][ iy ] += ( histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 369 |
pass
|
| 370 |
else:
|
| 371 |
if not histDict[ h ].GetBinContent( ix, iy ) == 0:
|
| 372 |
if 1 - histDict[ h ].GetBinContent( ix, iy ) > 0:
|
| 373 |
#if not re.search( "Dn", h ):
|
| 374 |
entryDictUp[ ix ][ iy ] += ( 1 - histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 375 |
pass
|
| 376 |
#if not re.search( "Up", h ):
|
| 377 |
if 1 - histDict[ h ].GetBinContent( ix, iy ) < 0:
|
| 378 |
entryDictDn[ ix ][ iy ] += ( 1 - histDict[ h ].GetBinContent( ix, iy ) )**2
|
| 379 |
pass
|
| 380 |
pass
|
| 381 |
pass
|
| 382 |
pass
|
| 383 |
pass
|
| 384 |
pass
|
| 385 |
if addLumiAndTrig:
|
| 386 |
for ix in range( 1, histNEvts.GetNbinsX() + 1 ):
|
| 387 |
for iy in range( 1, histNEvts.GetNbinsY() + 1 ):
|
| 388 |
if histNEvts.GetBinContent( ix, iy ) == 0:
|
| 389 |
continue
|
| 390 |
entryDictUp[ ix ][ iy ] += lumiErr**2 + trigErr**2
|
| 391 |
entryDictDn[ ix ][ iy ] += lumiErr**2 + trigErr**2
|
| 392 |
pass
|
| 393 |
pass
|
| 394 |
pass
|
| 395 |
if len( histList ) > 0:
|
| 396 |
for ix in range( 1, histDict[ histList[ 0 ] ].GetNbinsX() + 1 ):
|
| 397 |
for iy in range( 1, histDict[ histList[ 0 ] ].GetNbinsY() + 1 ):
|
| 398 |
histUp.SetBinContent( ix, iy, math.sqrt( entryDictUp[ ix ][ iy ] ) )
|
| 399 |
histDn.SetBinContent( ix, iy, math.sqrt( entryDictDn[ ix ][ iy ] ) )
|
| 400 |
pass
|
| 401 |
pass
|
| 402 |
pass
|
| 403 |
histDict[ "AcceptanceRelCombUp" + Type ] = histUp
|
| 404 |
histDict[ "AcceptanceRelCombDn" + Type ] = histDn
|
| 405 |
pass
|
| 406 |
|
| 407 |
def getRelRate( histDict, rate1, rate2, Type="" ):
|
| 408 |
histRate1 = histDict[ "Rate" + rate1 + Type ].Clone()
|
| 409 |
histRate2 = histDict[ "Rate" + rate2 + Type ].Clone()
|
| 410 |
histRate1.Divide( histRate2 )
|
| 411 |
histDict[ "RateRel" + rate1 + Type ] = histRate1
|
| 412 |
histRate10 = histRate1.Clone()
|
| 413 |
for ix in range( 1,histRate10.GetNbinsX() + 1 ):
|
| 414 |
for iy in range( 1,histRate10.GetNbinsY() + 1 ):
|
| 415 |
if not histRate10.GetBinContent( ix, iy ) == 0:
|
| 416 |
histRate10.SetBinContent( ix, iy, math.fabs( histRate10.GetBinContent( ix, iy ) - 1 ) )
|
| 417 |
pass
|
| 418 |
pass
|
| 419 |
pass
|
| 420 |
histDict[ "RateRel0" + rate1 + Type ] = histRate10
|
| 421 |
pass
|
| 422 |
|
| 423 |
def getRelAcc( histDict, acc1, acc2, Type="" ):
|
| 424 |
histAcc1 = histDict[ "Acceptance" + acc1 + Type ].Clone()
|
| 425 |
histAcc2 = histDict[ "Acceptance" + acc2 + Type ].Clone()
|
| 426 |
histAcc1.Divide( histAcc2 )
|
| 427 |
histDict[ "AcceptanceRel" + acc1 + Type ] = histAcc1
|
| 428 |
pass
|
| 429 |
|
| 430 |
## def getSignalCont( histDict, Type="", backgr="QCD", data=2.9, lumi=4.4 ):
|
| 431 |
## hist = histDict[ "qcdPred2D" ].Clone()
|
| 432 |
## if backgr == "QCD" and Type == "Pre":
|
| 433 |
## hist = histDict[ "qcdPred2DPre" ].Clone()
|
| 434 |
## elif backgr == "Muon":
|
| 435 |
## hist = histDict[ "MuonTemplateAnalyzer2D" ].Clone()
|
| 436 |
## if Type == "Pre":
|
| 437 |
## hist = histDict[ "MuonTemplateAnalyzer2DPre" ].Clone()
|
| 438 |
## pass
|
| 439 |
## pass
|
| 440 |
## histNEvtsTotal = histDict[ "ScanAnalyzerAllMC" ].Clone()
|
| 441 |
## hist.Divide( histNEvtsTotal )
|
| 442 |
## hist.Scale( lumi * 1000 )
|
| 443 |
## histDict[ "SignalCont" + backgr + Type ] = hist.Clone()
|
| 444 |
## histRel = hist.Clone()
|
| 445 |
## histRel.Scale( 1/float(data) )
|
| 446 |
## histDict[ "SignalCont" + backgr + "Rel" + Type ] = histRel.Clone()
|
| 447 |
## pass
|
| 448 |
|
| 449 |
def getSignalCont( histDict, Type="", backgr="QCD", data=2.9, lumi=4.4 ):
|
| 450 |
hist = histDict[ "qcdPred2D" ].Clone()
|
| 451 |
if backgr == "QCD" and Type == "Pre":
|
| 452 |
hist = histDict[ "qcdPred2DPre" ].Clone()
|
| 453 |
elif backgr == "Muon":
|
| 454 |
hist = histDict[ "MuonTemplateAnalyzer2D" ].Clone()
|
| 455 |
if Type == "Pre":
|
| 456 |
hist = histDict[ "MuonTemplateAnalyzer2DPre" ].Clone()
|
| 457 |
pass
|
| 458 |
pass
|
| 459 |
histNEvtsTotal = histDict[ "ScanAnalyzerAllMC" ].Clone()
|
| 460 |
hist.Divide( histNEvtsTotal )
|
| 461 |
hist.Scale( lumi * 1000 )
|
| 462 |
histDict[ "SignalCont" + backgr + Type ] = hist.Clone()
|
| 463 |
histRel = hist.Clone()
|
| 464 |
#histRel.Scale( 1/float(data) )
|
| 465 |
histNEvtsNLO = histDict[ "ScanAnalyzer" + Type + "NLO" ].Clone()
|
| 466 |
histRel.Divide( histNEvtsNLO )
|
| 467 |
histDict[ "SignalCont" + backgr + "Rel" + Type ] = histRel.Clone()
|
| 468 |
pass
|
| 469 |
|
| 470 |
|
| 471 |
def getAccHist( histDict, appendix, Type="", otherApp=None ):
|
| 472 |
hist = histDict[ "ScanAnalyzer" + appendix ].Clone()
|
| 473 |
if Type == "Pre":
|
| 474 |
hist = histDict[ "ScanAnalyzerPre" + appendix ].Clone()
|
| 475 |
pass
|
| 476 |
if otherApp == None:
|
| 477 |
hist.Divide( histDict[ "ScanAnalyzerAll" + appendix ] )
|
| 478 |
else:
|
| 479 |
hist.Divide( histDict[ "ScanAnalyzerAll" + otherApp ] )
|
| 480 |
pass
|
| 481 |
histDict[ "Acceptance" + appendix + Type ] = hist
|
| 482 |
pass
|
| 483 |
|
| 484 |
def getRateHist( histDict, appendix, Type="", lumi=4.4 ):
|
| 485 |
hist = histDict[ "ScanAnalyzer" + Type + appendix ].Clone()
|
| 486 |
#### NLO hist is weighted to pb
|
| 487 |
#### *1000 ===> fb
|
| 488 |
#### / nEvtsTotal
|
| 489 |
histNEvtsTotal = histDict[ "ScanAnalyzerAllMC" ].Clone()
|
| 490 |
hist.Divide( histNEvtsTotal )
|
| 491 |
hist.Scale( lumi * 1000 )
|
| 492 |
histDict[ "Rate"+ appendix + Type ] = hist
|
| 493 |
pass
|
| 494 |
|
| 495 |
def drawRelErr( histDict,
|
| 496 |
app,
|
| 497 |
Type="",
|
| 498 |
xTitle="m_{0} [GeV]",
|
| 499 |
yTitle="m_{1/2} [GeV]",
|
| 500 |
title="" ):
|
| 501 |
cDict = {}
|
| 502 |
if app in [ "MuonIsoUp", "MuonIsoDn", "ElecIsoUp", "ElecIsoDn", "CombUp", "CombDn", "PDFUp", "PDFDn", "CombTheoUp", "CombTheoDn" ]:
|
| 503 |
Style.setHistStyle( histDict[ "RateRel" + app + Type ],
|
| 504 |
xTitle=xTitle,
|
| 505 |
yTitle=yTitle,
|
| 506 |
title=title )
|
| 507 |
else:
|
| 508 |
Style.setHistStyle( histDict[ "RateRel0" + app + Type ],
|
| 509 |
xTitle=xTitle,
|
| 510 |
yTitle=yTitle,
|
| 511 |
title=title )
|
| 512 |
#Style.setHistStyle( histDict[ "AcceptanceRel" + app + Type ],
|
| 513 |
# xTitle=xTitle,
|
| 514 |
# yTitle=yTitle,
|
| 515 |
# title=title )
|
| 516 |
## take your canvas bags ...
|
| 517 |
cDict[ "RateRel" + app + Type ] = ROOT.TCanvas( "RateRel" + app + Type,
|
| 518 |
"RateRel" + app + Type )
|
| 519 |
cDict[ "RateRel" + app + Type ].cd()
|
| 520 |
if app in [ "MuonIsoUp", "MuonIsoDn", "ElecIsoUp", "ElecIsoDn", "CombUp", "CombDn", "PDFUp", "PDFDn", "CombTheoUp", "CombTheoDn" ]:
|
| 521 |
histDict[ "RateRel" + app + Type ].Draw( "COLZ" )
|
| 522 |
else:
|
| 523 |
histDict[ "RateRel0" + app + Type ].Draw( "COLZ" )
|
| 524 |
|
| 525 |
#cDict[ "AcceptanceRel" + app + Type ] = ROOT.TCanvas( "AcceptanceRel" + app + Type,
|
| 526 |
# "AcceptanceRel" + app + Type )
|
| 527 |
#cDict[ "AcceptanceRel" + app + Type ].cd()
|
| 528 |
#histDict[ "AcceptanceRel" + app + Type ].Draw( "COLZ" )
|
| 529 |
|
| 530 |
return cDict
|
| 531 |
|
| 532 |
def drawSignalCont( histDict,
|
| 533 |
Type="",
|
| 534 |
backgr="QCD",
|
| 535 |
xTitle="m_{0} [GeV]",
|
| 536 |
yTitle="m_{1/2} [GeV]",
|
| 537 |
title="" ):
|
| 538 |
cDict = {}
|
| 539 |
Style.setHistStyle( histDict[ "SignalCont" + backgr + Type ],
|
| 540 |
xTitle=xTitle,
|
| 541 |
yTitle=yTitle,
|
| 542 |
title=title )
|
| 543 |
Style.setHistStyle( histDict[ "SignalCont" + backgr + "Rel" + Type ],
|
| 544 |
xTitle=xTitle,
|
| 545 |
yTitle=yTitle,
|
| 546 |
title=title )
|
| 547 |
### take your canvas bags ...
|
| 548 |
cDict[ "SignalCont" + backgr + Type ] = ROOT.TCanvas( "SignalCont" + backgr + Type,
|
| 549 |
"SignalCont" + backgr + Type )
|
| 550 |
cDict[ "SignalCont" + backgr + Type ].cd()
|
| 551 |
histDict[ "SignalCont" + backgr + Type ].GetZaxis().SetRangeUser( 10**-5, 10**2 )
|
| 552 |
histDict[ "SignalCont" + backgr + Type ].Draw( "COLZ" )
|
| 553 |
ROOT.gPad.SetLogz()
|
| 554 |
|
| 555 |
cDict[ "SignalCont" + backgr + "Rel" + Type ] = ROOT.TCanvas( "SignalCont" + backgr + "Rel" + Type,
|
| 556 |
"SignalCont" + backgr + "Rel" + Type )
|
| 557 |
cDict[ "SignalCont" + backgr + "Rel" + Type ].cd()
|
| 558 |
histDict[ "SignalCont" + backgr+ "Rel" + Type ].GetZaxis().SetRangeUser( 10**-3, 1 )
|
| 559 |
histDict[ "SignalCont" + backgr + "Rel" + Type ].Draw( "COLZ" )
|
| 560 |
ROOT.gPad.SetLogz()
|
| 561 |
|
| 562 |
return cDict
|
| 563 |
|
| 564 |
def drawStandard( histDict, Type="", xTitle="m_{0} [GeV]", yTitle="m_{1/2} [GeV]", title="" ):
|
| 565 |
cDict = {}
|
| 566 |
Style.setHistStyle( histDict[ "Rate" + "NLO" + Type ],
|
| 567 |
xTitle=xTitle,
|
| 568 |
yTitle=yTitle,
|
| 569 |
title=title )
|
| 570 |
Style.setHistStyle( histDict[ "Acceptance" + "NLO" + Type ],
|
| 571 |
xTitle=xTitle,
|
| 572 |
yTitle=yTitle,
|
| 573 |
title=title )
|
| 574 |
### take your canvas bags ...
|
| 575 |
cDict[ "Rate" + "NLO" + Type ] = ROOT.TCanvas( "Rate" + Type + "NLO" , "Rate" + Type + "NLO" )
|
| 576 |
cDict[ "Rate" + "NLO" + Type ].cd()
|
| 577 |
histDict[ "Rate" + "NLO" + Type ].GetZaxis().SetRangeUser( 10**-4, 4*10**2 )
|
| 578 |
histDict[ "Rate" + "NLO" + Type ].Draw( "COLZ" )
|
| 579 |
ROOT.gPad.SetLogz()
|
| 580 |
|
| 581 |
cDict[ "Acc" + "NLO" + Type ] = ROOT.TCanvas( "Acc" + Type + "NLO" , "Acc" + Type + "NLO" )
|
| 582 |
cDict[ "Acc" + "NLO" + Type ].cd()
|
| 583 |
histDict[ "Acceptance" + "NLO" + Type ].Draw( "COLZ" )
|
| 584 |
ROOT.gPad.SetLogz()
|
| 585 |
|
| 586 |
return cDict
|
| 587 |
|
| 588 |
def drawMC( histDict, xTitle="m_{0} [GeV]", yTitle="m_{1/2} [GeV]", title="" ):
|
| 589 |
cDict = {}
|
| 590 |
Style.setHistStyle( histDict[ "ScanAnalyzerAllMC" ],
|
| 591 |
xTitle=xTitle,
|
| 592 |
yTitle=yTitle,
|
| 593 |
title=title )
|
| 594 |
Style.setHistStyle( histDict[ "ScanAnalyzerPreMC" ],
|
| 595 |
xTitle=xTitle,
|
| 596 |
yTitle=yTitle,
|
| 597 |
title=title )
|
| 598 |
Style.setHistStyle( histDict[ "ScanAnalyzerMC" ],
|
| 599 |
xTitle=xTitle,
|
| 600 |
yTitle=yTitle,
|
| 601 |
title=title )
|
| 602 |
### take your canvas bags ...
|
| 603 |
cDict[ "MCAll" ] = ROOT.TCanvas( "MCAll" , "MCAll" )
|
| 604 |
cDict[ "MCAll" ].cd()
|
| 605 |
histDict[ "ScanAnalyzerAllMC" ].Draw( "COLZ" )
|
| 606 |
|
| 607 |
cDict[ "MCPre" ] = ROOT.TCanvas( "MCPre" , "MCPre" )
|
| 608 |
cDict[ "MCPre" ].cd()
|
| 609 |
histDict[ "ScanAnalyzerPreMC" ].GetZaxis().SetRangeUser( 10**0, 6*10**2 )
|
| 610 |
histDict[ "ScanAnalyzerPreMC" ].Draw( "COLZ" )
|
| 611 |
ROOT.gPad.SetLogz()
|
| 612 |
|
| 613 |
cDict[ "MC" ] = ROOT.TCanvas( "MC" , "MC" )
|
| 614 |
cDict[ "MC" ].cd()
|
| 615 |
histDict[ "ScanAnalyzerMC" ].GetZaxis().SetRangeUser( 10**0, 4*10**2 )
|
| 616 |
histDict[ "ScanAnalyzerMC" ].Draw( "COLZ" )
|
| 617 |
ROOT.gPad.SetLogz()
|
| 618 |
|
| 619 |
return cDict
|
| 620 |
|
