| 23 |
|
#load config |
| 24 |
|
config = BetterConfigParser() |
| 25 |
|
#config.read('./config') |
| 26 |
< |
config.read('./config7TeV') |
| 26 |
> |
#config.read('./config7TeV') |
| 27 |
> |
config.read('./config7TeV_ZZ') |
| 28 |
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|
| 29 |
|
|
| 30 |
|
#GLOABAL rescale from Train/Test Spliiting: |
| 51 |
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|
| 52 |
|
|
| 53 |
|
if subsample>-1: |
| 54 |
+ |
#print 'cut: (%s) & (%s)'%(cut,job.subcuts[subsample]) |
| 55 |
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CuttedTree=Tree.CopyTree('(%s) & (%s)'%(cut,job.subcuts[subsample])) |
| 56 |
|
#print '\t--> read in %s'%job.group[subsample] |
| 57 |
|
|
| 58 |
|
else: |
| 59 |
|
CuttedTree=Tree.CopyTree(cut) |
| 60 |
|
#print '\t--> read in %s'%job.name |
| 61 |
< |
|
| 61 |
> |
newinput.Close() |
| 62 |
|
|
| 63 |
|
#CuttedTree.SetDirectory(0) |
| 64 |
|
return CuttedTree |
| 130 |
|
|
| 131 |
|
output = ROOT.TFile.Open(fnameOutput, "RECREATE") |
| 132 |
|
|
| 133 |
< |
print '\n*** TRAINING EVENTS ***\n' |
| 133 |
> |
print '\n\t>>> TRAINING EVENTS <<<\n' |
| 134 |
|
|
| 135 |
|
for job in info: |
| 136 |
|
if eval(job.active): |
| 137 |
< |
if job.name in signals: |
| 138 |
< |
print '\tREADING IN %s AS SIG'%job.name |
| 139 |
< |
Tsignal = getTree(job,TrainCut) |
| 140 |
< |
ROOT.gDirectory.Cd(workdir) |
| 141 |
< |
TsScale = getScale(job,global_rescale) |
| 142 |
< |
Tsignals.append(Tsignal) |
| 143 |
< |
TsScales.append(TsScale) |
| 144 |
< |
|
| 145 |
< |
if job.name in backgrounds: |
| 146 |
< |
if job.subsamples: |
| 147 |
< |
print '\tREADING IN SUBSAMPLES of %s AS BKG'%job.name |
| 148 |
< |
for subsample in range(0,len(job.group)): |
| 149 |
< |
print '\t- %s'%job.group[subsample] |
| 137 |
> |
|
| 138 |
> |
if job.subsamples: |
| 139 |
> |
print '\tREADING IN SUBSAMPLES of %s'%job.name |
| 140 |
> |
for subsample in range(0,len(job.group)): |
| 141 |
> |
if job.subnames[subsample] in signals: |
| 142 |
> |
print '\t- %s as SIG'%job.group[subsample] |
| 143 |
> |
Tsignal = getTree(job,TrainCut,subsample) |
| 144 |
> |
ROOT.gDirectory.Cd(workdir) |
| 145 |
> |
TsScale = getScale(job,global_rescale,subsample) |
| 146 |
> |
Tsignals.append(Tsignal) |
| 147 |
> |
TsScales.append(TsScale) |
| 148 |
> |
print '\t\t\t%s events'%Tsignal.GetEntries() |
| 149 |
> |
elif job.subnames[subsample] in backgrounds: |
| 150 |
> |
print '\t- %s as BKG'%job.group[subsample] |
| 151 |
|
Tbackground = getTree(job,TrainCut,subsample) |
| 152 |
|
ROOT.gDirectory.Cd(workdir) |
| 153 |
|
TbScale = getScale(job,global_rescale,subsample) |
| 154 |
|
Tbackgrounds.append(Tbackground) |
| 155 |
|
TbScales.append(TbScale) |
| 156 |
< |
|
| 157 |
< |
|
| 158 |
< |
else: |
| 156 |
> |
print '\t\t\t%s events'%Tbackground.GetEntries() |
| 157 |
> |
|
| 158 |
> |
else: |
| 159 |
> |
if job.name in signals: |
| 160 |
> |
print '\tREADING IN %s AS SIG'%job.name |
| 161 |
> |
Tsignal = getTree(job,TrainCut) |
| 162 |
> |
ROOT.gDirectory.Cd(workdir) |
| 163 |
> |
TsScale = getScale(job,global_rescale) |
| 164 |
> |
Tsignals.append(Tsignal) |
| 165 |
> |
TsScales.append(TsScale) |
| 166 |
> |
print '\t\t\t%s events'%Tsignal.GetEntries() |
| 167 |
> |
elif job.name in backgrounds: |
| 168 |
|
print '\tREADING IN %s AS BKG'%job.name |
| 169 |
|
Tbackground = getTree(job,TrainCut) |
| 170 |
|
ROOT.gDirectory.Cd(workdir) |
| 171 |
|
TbScale = getScale(job,global_rescale) |
| 172 |
|
Tbackgrounds.append(Tbackground) |
| 173 |
|
TbScales.append(TbScale) |
| 174 |
< |
|
| 174 |
> |
print '\t\t\t%s events'%Tbackground.GetEntries() |
| 175 |
> |
|
| 176 |
> |
|
| 177 |
|
#load EVALUATE trees |
| 178 |
|
Ebackgrounds = [] |
| 179 |
|
EbScales = [] |
| 180 |
|
Esignals = [] |
| 181 |
|
EsScales = [] |
| 182 |
|
|
| 183 |
< |
print '\n*** TESTING EVENTS ***\n' |
| 183 |
> |
print '\n\t>>> TESTING EVENTS <<<\n' |
| 184 |
|
|
| 185 |
|
|
| 186 |
|
for job in info: |
| 187 |
|
if eval(job.active): |
| 188 |
< |
|
| 189 |
< |
if job.name in signals: |
| 190 |
< |
print '\tREADING IN %s AS SIG'%job.name |
| 191 |
< |
Esignal = getTree(job,EvalCut) |
| 192 |
< |
ROOT.gDirectory.Cd(workdir) |
| 193 |
< |
EsScale = getScale(job,global_rescale) |
| 194 |
< |
Esignals.append(Esignal) |
| 195 |
< |
EsScales.append(EsScale) |
| 196 |
< |
|
| 197 |
< |
if job.name in backgrounds: |
| 198 |
< |
if job.subsamples: |
| 199 |
< |
print '\tREADING IN SUBSAMPLES of %s AS BKG'%job.name |
| 200 |
< |
for subsample in range(0,len(job.group)): |
| 201 |
< |
print '\t- %s'%job.group[subsample] |
| 188 |
> |
|
| 189 |
> |
if job.subsamples: |
| 190 |
> |
print '\tREADING IN SUBSAMPLES of %s'%job.name |
| 191 |
> |
for subsample in range(0,len(job.group)): |
| 192 |
> |
if job.subnames[subsample] in signals: |
| 193 |
> |
print '\t- %s as SIG'%job.group[subsample] |
| 194 |
> |
Esignal = getTree(job,EvalCut,subsample) |
| 195 |
> |
ROOT.gDirectory.Cd(workdir) |
| 196 |
> |
EsScale = getScale(job,global_rescale,subsample) |
| 197 |
> |
Esignals.append(Esignal) |
| 198 |
> |
EsScales.append(EsScale) |
| 199 |
> |
print '\t\t\t%s events'%Esignal.GetEntries() |
| 200 |
> |
elif job.subnames[subsample] in backgrounds: |
| 201 |
> |
print '\t- %s as BKG'%job.group[subsample] |
| 202 |
|
Ebackground = getTree(job,EvalCut,subsample) |
| 203 |
|
ROOT.gDirectory.Cd(workdir) |
| 204 |
|
EbScale = getScale(job,global_rescale,subsample) |
| 205 |
|
Ebackgrounds.append(Ebackground) |
| 206 |
|
EbScales.append(EbScale) |
| 207 |
< |
|
| 208 |
< |
|
| 209 |
< |
else: |
| 207 |
> |
print '\t\t\t%s events'%Ebackground.GetEntries() |
| 208 |
> |
|
| 209 |
> |
else: |
| 210 |
> |
if job.name in signals: |
| 211 |
> |
print '\tREADING IN %s AS SIG'%job.name |
| 212 |
> |
Esignal = getTree(job,EvalCut) |
| 213 |
> |
ROOT.gDirectory.Cd(workdir) |
| 214 |
> |
EsScale = getScale(job,global_rescale) |
| 215 |
> |
Esignals.append(Esignal) |
| 216 |
> |
EsScales.append(EsScale) |
| 217 |
> |
print '\t\t\t%s events'%Esignal.GetEntries() |
| 218 |
> |
elif job.name in backgrounds: |
| 219 |
|
print '\tREADING IN %s AS BKG'%job.name |
| 220 |
|
Ebackground = getTree(job,EvalCut) |
| 221 |
|
ROOT.gDirectory.Cd(workdir) |
| 222 |
|
EbScale = getScale(job,global_rescale) |
| 223 |
|
Ebackgrounds.append(Ebackground) |
| 224 |
|
EbScales.append(EbScale) |
| 225 |
< |
|
| 225 |
> |
print '\t\t\t%s events'%Ebackground.GetEntries() |
| 226 |
|
|
| 227 |
|
|
| 228 |
|
#output = ROOT.TFile.Open(fnameOutput, "RECREATE") |
| 231 |
|
#set input trees |
| 232 |
|
for i in range(len(Tsignals)): |
| 233 |
|
|
| 234 |
+ |
#print 'Number of SIG entries: %s'%Tsignals[i].GetEntries() |
| 235 |
|
factory.AddSignalTree(Tsignals[i], TsScales[i], ROOT.TMVA.Types.kTraining) |
| 236 |
+ |
#print 'Number of SIG entries: %s'%Esignals[i].GetEntries() |
| 237 |
|
factory.AddSignalTree(Esignals[i], EsScales[i], ROOT.TMVA.Types.kTesting) |
| 238 |
|
|
| 239 |
|
for i in range(len(Tbackgrounds)): |
| 240 |
|
if (Tbackgrounds[i].GetEntries()>0): |
| 241 |
+ |
#print 'Number of BKG entries: %s'%Tbackgrounds[i].GetEntries() |
| 242 |
|
factory.AddBackgroundTree(Tbackgrounds[i], TbScales[i], ROOT.TMVA.Types.kTraining) |
| 243 |
|
|
| 244 |
|
if (Ebackgrounds[i].GetEntries()>0): |
| 245 |
+ |
#print 'Number of BKG entries: %s'%Ebackgrounds[i].GetEntries() |
| 246 |
|
factory.AddBackgroundTree(Ebackgrounds[i], EbScales[i], ROOT.TMVA.Types.kTesting) |
| 247 |
|
|
| 248 |
|
|
