[7mlsetup [0m lsetup [ ...] (see lsetup -h): [7m lsetup agis [0m ATLAS Grid Information System [7m lsetup asetup [0m (or asetup) to setup an Athena release [7m lsetup atlantis [0m Atlantis: event display [7m lsetup eiclient [0m Event Index [7m lsetup emi [0m EMI: grid middleware user interface [7m lsetup ganga [0m Ganga: job definition and management client [7m lsetup lcgenv [0m lcgenv: setup tools from cvmfs SFT repository [7m lsetup panda [0m Panda: Production ANd Distributed Analysis [7m lsetup pod [0m Proof-on-Demand (obsolete) [7m lsetup pyami [0m pyAMI: ATLAS Metadata Interface python client [7m lsetup root [0m ROOT data processing framework [7m lsetup rucio [0m distributed data management system client [7m lsetup views [0m Set up a full LCG release [7m lsetup xcache [0m XRootD local proxy cache [7m lsetup xrootd [0m XRootD data access [7madvancedTools [0m advanced tools menu [7mdiagnostics [0m diagnostic tools menu [7mhelpMe [0m more help [7mprintMenu [0m show this menu [7mshowVersions [0m show versions of installed software ************************************************************************ Requested: root ... Setting up [4mroot 6.14.04-x86_64-slc6-gcc62-opt[0m ... ROOT is from lcgenv -p LCG_94 x86_64-slc6-gcc62-opt ROOT >>>>>>>>>>>>>>>>>>>>>>>>> Information for user <<<<<<<<<<<<<<<<<<<<<<<<< root: Tip for _this_ standalone ROOT and grid (ie prun) submission: avoid --athenaTag if you do not need athena use --rootVer=6.14/04 --cmtConfig=x86_64-slc6-gcc62-opt root: Note this ROOT from lcgenv sets up a long list of library paths. This may slow down executables; they look at each library path item. A faster alternative - setup the entire LCG stack with views: lsetup "views LCG_94 x86_64-slc6-gcc62-opt" ************************************************************************ /raid04/users/glawley/mval/run_analysis.sh: line 9: env/bin/activate: No such file or directory python run/performAnalysis.py --channel df called with following args: Namespace(channel='df', filename=None, method='BDT', numjets=None, path='/raid04/users/glawley/convertedNtuples') DataSetInfo : [default] : Added class "Signal" : Add Tree HWW_em of type Signal with 2948007 events : Add Tree HWW_me of type Signal with 2481662 events DataSetInfo : [default] : Added class "Background" : Add Tree HWW_em of type Background with 14503831 events : Add Tree HWW_me of type Background with 12194686 events DataSetFactory : [default] : Number of events in input trees : : : Dataset[default] : Weight renormalisation mode: "EqualNumEvents": renormalises all event classes ... : Dataset[default] : such that the effective (weighted) number of events in each class is the same : Dataset[default] : (and equals the number of events (entries) given for class=0 ) : Dataset[default] : ... i.e. such that Sum[i=1..N_j]{w_i} = N_classA, j=classA, classB, ... : Dataset[default] : ... (note that N_j is the sum of TRAINING events : Dataset[default] : ..... Testing events are not renormalised nor included in the renormalisation factor!) : Number of training and testing events : --------------------------------------------------------------------------- : Signal -- training events : 2714834 : Signal -- testing events : 2714834 : Signal -- training and testing events: 5429668 : Background -- training events : 13349258 : Background -- testing events : 13349258 : Background -- training and testing events: 26698516 : DataSetInfo : Correlation matrix (Signal): : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ : lep0_eta lep1_eta jet0_pt htvec jet0_eta jet0_m otherLep jet0_e MET lep0_pt jet1_eta Ptll jets MT DPhillMET DEtall lep0_e lep0_m lep1_e lep1_phi jet1_e jet1_m ht METphi nBjetsDL1r_30 nBjetsSubDL1r_2030 : lep0_eta: +1.000 +0.441 -0.001 -0.001 +0.157 -0.000 -0.000 -0.001 -0.000 -0.000 +0.058 -0.000 -0.001 +0.000 +0.001 +0.000 +0.002 -0.001 +0.001 +0.001 -0.001 -0.001 -0.000 -0.001 -0.000 +0.000 : lep1_eta: +0.441 +1.000 -0.001 -0.001 +0.143 -0.001 -0.001 -0.001 -0.001 -0.000 +0.049 -0.001 -0.001 -0.000 +0.001 -0.001 +0.000 -0.001 +0.003 +0.002 +0.000 -0.001 -0.001 -0.001 -0.001 +0.000 : jet0_pt: -0.001 -0.001 +1.000 +0.863 -0.002 +0.862 +0.019 +0.484 +0.559 +0.470 -0.001 +0.599 +0.571 +0.168 -0.608 -0.071 +0.293 +0.001 +0.107 -0.000 +0.333 +0.643 +0.598 +0.001 +0.180 +0.162 : htvec: -0.001 -0.001 +0.863 +1.000 -0.002 +0.772 +0.040 +0.395 +0.650 +0.541 -0.002 +0.690 +0.534 +0.190 -0.692 -0.079 +0.335 -0.000 +0.119 -0.000 +0.256 +0.505 +0.692 +0.001 +0.162 +0.150 : jet0_eta: +0.157 +0.143 -0.002 -0.002 +1.000 -0.001 +0.000 -0.002 -0.001 -0.001 +0.111 -0.001 -0.002 -0.001 +0.002 +0.000 -0.001 -0.000 +0.000 -0.000 +0.000 -0.001 -0.002 +0.000 -0.001 +0.000 : jet0_m: -0.000 -0.001 +0.862 +0.772 -0.001 +1.000 +0.019 +0.380 +0.484 +0.418 -0.001 +0.531 +0.578 +0.155 -0.579 -0.062 +0.264 +0.001 +0.099 -0.000 +0.306 +0.584 +0.526 +0.000 +0.175 +0.162 : otherLep: -0.000 -0.001 +0.019 +0.040 +0.000 +0.019 +1.000 +0.013 +0.022 +0.028 -0.000 +0.033 +0.016 +0.013 -0.034 -0.005 +0.019 +0.003 +0.008 -0.001 +0.006 +0.011 +0.030 +0.000 +0.009 +0.009 : jet0_e: -0.001 -0.001 +0.484 +0.395 -0.002 +0.380 +0.013 +1.000 +0.243 +0.203 +0.001 +0.262 +0.351 +0.071 -0.326 -0.038 +0.145 +0.001 +0.060 +0.001 +0.221 +0.353 +0.260 +0.001 +0.069 +0.066 : MET: -0.000 -0.001 +0.559 +0.650 -0.001 +0.484 +0.022 +0.243 +1.000 +0.288 -0.001 +0.342 +0.299 +0.361 -0.254 -0.055 +0.167 -0.002 +0.016 +0.000 +0.154 +0.309 +0.698 -0.000 +0.093 +0.085 : lep0_pt: -0.000 -0.000 +0.470 +0.541 -0.001 +0.418 +0.028 +0.203 +0.288 +1.000 -0.001 +0.800 +0.273 +0.689 -0.214 -0.069 +0.664 +0.010 +0.359 -0.001 +0.129 +0.269 +0.855 -0.000 +0.085 +0.079 : jet1_eta: +0.058 +0.049 -0.001 -0.002 +0.111 -0.001 -0.000 +0.001 -0.001 -0.001 +1.000 -0.002 -0.001 +0.000 +0.001 +0.002 +0.001 +0.001 +0.000 +0.000 +0.003 -0.000 -0.001 +0.001 -0.001 -0.001 : Ptll: -0.000 -0.001 +0.599 +0.690 -0.001 +0.531 +0.033 +0.262 +0.342 +0.800 -0.002 +1.000 +0.343 +0.369 -0.269 -0.081 +0.513 +0.000 +0.153 +0.001 +0.164 +0.341 +0.688 +0.000 +0.112 +0.103 : jets: -0.001 -0.001 +0.571 +0.534 -0.002 +0.578 +0.016 +0.351 +0.299 +0.273 -0.001 +0.343 +1.000 +0.111 -0.522 -0.054 +0.186 +0.001 +0.074 +0.001 +0.401 +0.700 +0.335 -0.001 +0.237 +0.236 : MT: +0.000 -0.000 +0.168 +0.190 -0.001 +0.155 +0.013 +0.071 +0.361 +0.689 +0.000 +0.369 +0.111 +1.000 +0.056 +0.327 +0.522 +0.024 +0.478 -0.000 +0.055 +0.108 +0.743 -0.002 +0.030 +0.029 : DPhillMET: +0.001 +0.001 -0.608 -0.692 +0.002 -0.579 -0.034 -0.326 -0.254 -0.214 +0.001 -0.269 -0.522 +0.056 +1.000 +0.049 -0.139 +0.002 -0.073 +0.000 -0.242 -0.424 -0.280 -0.001 -0.140 -0.132 : DEtall: +0.000 -0.001 -0.071 -0.079 +0.000 -0.062 -0.005 -0.038 -0.055 -0.069 +0.002 -0.081 -0.054 +0.327 +0.049 +1.000 +0.023 -0.004 +0.069 -0.000 -0.024 -0.047 -0.080 -0.001 -0.018 -0.018 : lep0_e: +0.002 +0.000 +0.293 +0.335 -0.001 +0.264 +0.019 +0.145 +0.167 +0.664 +0.001 +0.513 +0.186 +0.522 -0.139 +0.023 +1.000 +0.042 +0.319 -0.001 +0.087 +0.177 +0.560 +0.000 +0.049 +0.046 : lep0_m: -0.001 -0.001 +0.001 -0.000 -0.000 +0.001 +0.003 +0.001 -0.002 +0.010 +0.001 +0.000 +0.001 +0.024 +0.002 -0.004 +0.042 +1.000 +0.009 -0.001 -0.000 +0.000 +0.018 -0.001 +0.001 +0.001 : lep1_e: +0.001 +0.003 +0.107 +0.119 +0.000 +0.099 +0.008 +0.060 +0.016 +0.359 +0.000 +0.153 +0.074 +0.478 -0.073 +0.069 +0.319 +0.009 +1.000 -0.001 +0.033 +0.072 +0.379 -0.000 +0.017 +0.016 : lep1_phi: +0.001 +0.002 -0.000 -0.000 -0.000 -0.000 -0.001 +0.001 +0.000 -0.001 +0.000 +0.001 +0.001 -0.000 +0.000 -0.000 -0.001 -0.001 -0.001 +1.000 +0.000 +0.000 -0.000 -0.074 -0.000 -0.000 : jet1_e: -0.001 +0.000 +0.333 +0.256 +0.000 +0.306 +0.006 +0.221 +0.154 +0.129 +0.003 +0.164 +0.401 +0.055 -0.242 -0.024 +0.087 -0.000 +0.033 +0.000 +1.000 +0.370 +0.165 +0.002 +0.079 +0.074 : jet1_m: -0.001 -0.001 +0.643 +0.505 -0.001 +0.584 +0.011 +0.353 +0.309 +0.269 -0.000 +0.341 +0.700 +0.108 -0.424 -0.047 +0.177 +0.000 +0.072 +0.000 +0.370 +1.000 +0.338 -0.001 +0.202 +0.187 : ht: -0.000 -0.001 +0.598 +0.692 -0.002 +0.526 +0.030 +0.260 +0.698 +0.855 -0.001 +0.688 +0.335 +0.743 -0.280 -0.080 +0.560 +0.018 +0.379 -0.000 +0.165 +0.338 +1.000 -0.000 +0.104 +0.096 : METphi: -0.001 -0.001 +0.001 +0.001 +0.000 +0.000 +0.000 +0.001 -0.000 -0.000 +0.001 +0.000 -0.001 -0.002 -0.001 -0.001 +0.000 -0.001 -0.000 -0.074 +0.002 -0.001 -0.000 +1.000 +0.001 +0.001 : nBjetsDL1r_30: -0.000 -0.001 +0.180 +0.162 -0.001 +0.175 +0.009 +0.069 +0.093 +0.085 -0.001 +0.112 +0.237 +0.030 -0.140 -0.018 +0.049 +0.001 +0.017 -0.000 +0.079 +0.202 +0.104 +0.001 +1.000 +0.832 : nBjetsSubDL1r_2030: +0.000 +0.000 +0.162 +0.150 +0.000 +0.162 +0.009 +0.066 +0.085 +0.079 -0.001 +0.103 +0.236 +0.029 -0.132 -0.018 +0.046 +0.001 +0.016 -0.000 +0.074 +0.187 +0.096 +0.001 +0.832 +1.000 : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ DataSetInfo : Correlation matrix (Background): : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ : lep0_eta lep1_eta jet0_pt htvec jet0_eta jet0_m otherLep jet0_e MET lep0_pt jet1_eta Ptll jets MT DPhillMET DEtall lep0_e lep0_m lep1_e lep1_phi jet1_e jet1_m ht METphi nBjetsDL1r_30 nBjetsSubDL1r_2030 : lep0_eta: +1.000 +0.287 -0.000 +0.000 +0.358 +0.000 +0.000 +0.000 -0.000 +0.000 +0.292 -0.000 +0.000 +0.000 -0.000 -0.000 +0.001 -0.001 +0.001 -0.000 +0.000 +0.000 +0.000 +0.000 -0.000 -0.000 : lep1_eta: +0.287 +1.000 +0.000 +0.000 +0.361 +0.000 +0.001 +0.001 +0.000 +0.000 +0.241 +0.000 +0.000 +0.000 -0.000 -0.000 +0.000 -0.000 +0.001 +0.000 +0.000 +0.001 +0.000 +0.000 +0.000 +0.000 : jet0_pt: -0.000 +0.000 +1.000 +0.624 -0.001 +0.768 -0.032 +0.409 +0.366 +0.252 -0.001 +0.289 +0.383 +0.112 -0.319 -0.023 +0.120 -0.002 +0.050 -0.000 +0.177 +0.533 +0.390 -0.000 +0.196 +0.156 : htvec: +0.000 +0.000 +0.624 +1.000 -0.000 +0.510 +0.003 +0.290 +0.527 +0.309 -0.001 +0.433 +0.298 +0.104 -0.602 -0.026 +0.163 -0.004 +0.063 -0.001 +0.106 +0.266 +0.520 -0.000 +0.061 +0.061 : jet0_eta: +0.358 +0.361 -0.001 -0.000 +1.000 -0.000 -0.000 -0.000 +0.000 -0.000 +0.144 -0.000 -0.000 -0.000 +0.000 -0.000 +0.000 -0.001 +0.000 +0.000 -0.000 -0.000 -0.000 +0.000 -0.000 -0.000 : jet0_m: +0.000 +0.000 +0.768 +0.510 -0.000 +1.000 -0.029 +0.221 +0.289 +0.190 -0.001 +0.237 +0.339 +0.075 -0.270 -0.020 +0.085 -0.002 +0.032 -0.001 +0.147 +0.432 +0.301 -0.001 +0.147 +0.115 : otherLep: +0.000 +0.001 -0.032 +0.003 -0.000 -0.029 +1.000 +0.001 +0.002 +0.005 -0.000 +0.006 -0.082 +0.006 +0.001 -0.002 +0.003 +0.006 +0.006 +0.000 -0.009 -0.078 +0.008 +0.000 -0.126 -0.139 : jet0_e: +0.000 +0.001 +0.409 +0.290 -0.000 +0.221 +0.001 +1.000 +0.155 +0.104 -0.000 +0.140 +0.237 +0.046 -0.163 +0.004 +0.101 -0.000 +0.086 +0.000 +0.073 +0.248 +0.164 +0.001 -0.019 -0.022 : MET: -0.000 +0.000 +0.366 +0.527 +0.000 +0.289 +0.002 +0.155 +1.000 +0.095 -0.000 +0.037 +0.145 +0.371 -0.006 -0.014 +0.039 -0.005 -0.026 -0.000 +0.059 +0.140 +0.637 -0.002 +0.011 +0.015 : lep0_pt: +0.000 +0.000 +0.252 +0.309 -0.000 +0.190 +0.005 +0.104 +0.095 +1.000 -0.000 +0.672 +0.075 +0.679 -0.000 -0.061 +0.609 +0.006 +0.337 -0.001 +0.035 +0.083 +0.785 +0.001 -0.035 -0.021 : jet1_eta: +0.292 +0.241 -0.001 -0.001 +0.144 -0.001 -0.000 -0.000 -0.000 -0.000 +1.000 -0.000 -0.002 +0.000 +0.000 -0.000 +0.000 -0.000 +0.000 +0.000 +0.000 -0.001 -0.000 -0.000 -0.002 -0.001 : Ptll: -0.000 +0.000 +0.289 +0.433 -0.000 +0.237 +0.006 +0.140 +0.037 +0.672 -0.000 +1.000 +0.135 +0.253 +0.015 -0.052 +0.403 -0.006 +0.088 +0.001 +0.043 +0.121 +0.444 +0.000 -0.000 +0.008 : jets: +0.000 +0.000 +0.383 +0.298 -0.000 +0.339 -0.082 +0.237 +0.145 +0.075 -0.002 +0.135 +1.000 +0.018 -0.193 +0.008 +0.022 -0.002 +0.005 -0.000 +0.227 +0.527 +0.136 -0.000 +0.304 +0.293 : MT: +0.000 +0.000 +0.112 +0.104 -0.000 +0.075 +0.006 +0.046 +0.371 +0.679 +0.000 +0.253 +0.018 +1.000 +0.200 +0.357 +0.504 +0.022 +0.473 -0.000 +0.023 +0.024 +0.786 -0.001 -0.045 -0.033 : DPhillMET: -0.000 -0.000 -0.319 -0.602 +0.000 -0.270 +0.001 -0.163 -0.006 -0.000 +0.000 +0.015 -0.193 +0.200 +1.000 -0.005 +0.010 +0.002 -0.037 +0.001 -0.068 -0.157 -0.021 -0.002 -0.070 -0.061 : DEtall: -0.000 -0.000 -0.023 -0.026 -0.000 -0.020 -0.002 +0.004 -0.014 -0.061 -0.000 -0.052 +0.008 +0.357 -0.005 +1.000 +0.108 -0.007 +0.134 +0.000 +0.009 -0.005 -0.064 -0.000 +0.005 +0.005 : lep0_e: +0.001 +0.000 +0.120 +0.163 +0.000 +0.085 +0.003 +0.101 +0.039 +0.609 +0.000 +0.403 +0.022 +0.504 +0.010 +0.108 +1.000 +0.046 +0.232 -0.000 +0.063 +0.019 +0.467 +0.001 -0.074 -0.072 : lep0_m: -0.001 -0.000 -0.002 -0.004 -0.001 -0.002 +0.006 -0.000 -0.005 +0.006 -0.000 -0.006 -0.002 +0.022 +0.002 -0.007 +0.046 +1.000 +0.001 -0.003 +0.001 -0.002 +0.017 -0.001 -0.003 -0.003 : lep1_e: +0.001 +0.001 +0.050 +0.063 +0.000 +0.032 +0.006 +0.086 -0.026 +0.337 +0.000 +0.088 +0.005 +0.473 -0.037 +0.134 +0.232 +0.001 +1.000 -0.001 +0.039 +0.005 +0.362 +0.000 -0.062 -0.060 : lep1_phi: -0.000 +0.000 -0.000 -0.001 +0.000 -0.001 +0.000 +0.000 -0.000 -0.001 +0.000 +0.001 -0.000 -0.000 +0.001 +0.000 -0.000 -0.003 -0.001 +1.000 +0.000 -0.001 -0.001 -0.052 -0.000 +0.000 : jet1_e: +0.000 +0.000 +0.177 +0.106 -0.000 +0.147 -0.009 +0.073 +0.059 +0.035 +0.000 +0.043 +0.227 +0.023 -0.068 +0.009 +0.063 +0.001 +0.039 +0.000 +1.000 +0.105 +0.059 +0.001 -0.001 -0.010 : jet1_m: +0.000 +0.001 +0.533 +0.266 -0.000 +0.432 -0.078 +0.248 +0.140 +0.083 -0.001 +0.121 +0.527 +0.024 -0.157 -0.005 +0.019 -0.002 +0.005 -0.001 +0.105 +1.000 +0.141 -0.000 +0.309 +0.250 : ht: +0.000 +0.000 +0.390 +0.520 -0.000 +0.301 +0.008 +0.164 +0.637 +0.785 -0.000 +0.444 +0.136 +0.786 -0.021 -0.064 +0.467 +0.017 +0.362 -0.001 +0.059 +0.141 +1.000 -0.001 -0.023 -0.010 : METphi: +0.000 +0.000 -0.000 -0.000 +0.000 -0.001 +0.000 +0.001 -0.002 +0.001 -0.000 +0.000 -0.000 -0.001 -0.002 -0.000 +0.001 -0.001 +0.000 -0.052 +0.001 -0.000 -0.001 +1.000 -0.000 +0.000 : nBjetsDL1r_30: -0.000 +0.000 +0.196 +0.061 -0.000 +0.147 -0.126 -0.019 +0.011 -0.035 -0.002 -0.000 +0.304 -0.045 -0.070 +0.005 -0.074 -0.003 -0.062 -0.000 -0.001 +0.309 -0.023 -0.000 +1.000 +0.857 : nBjetsSubDL1r_2030: -0.000 +0.000 +0.156 +0.061 -0.000 +0.115 -0.139 -0.022 +0.015 -0.021 -0.001 +0.008 +0.293 -0.033 -0.061 +0.005 -0.072 -0.003 -0.060 +0.000 -0.010 +0.250 -0.010 +0.000 +0.857 +1.000 : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ DataSetFactory : [default] : : : Dataset[default] : Class index : 0 name : Signal : Dataset[default] : Class index : 1 name : Background Number of jets None has no hyperparameters set! Factory : Booking method: [1mBDT[0m : DataSetFactory : [default] : Number of events in input trees : : : Number of training and testing events : --------------------------------------------------------------------------- : Signal -- training events : 3257800 : Signal -- testing events : 1085933 : Signal -- training and testing events: 4343733 : Background -- training events : 16019109 : Background -- testing events : 5339703 : Background -- training and testing events: 21358812 : DataSetInfo : Correlation matrix (Signal): : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ : lep0_eta lep1_eta jet0_pt htvec jet0_eta jet0_m otherLep jet0_e MET lep0_pt jet1_eta Ptll jets MT DPhillMET DEtall lep0_e lep0_m lep1_e lep1_phi jet1_e jet1_m ht METphi nBjetsDL1r_30 nBjetsSubDL1r_2030 : lep0_eta: +1.000 +0.438 -0.002 -0.002 +0.157 -0.001 -0.001 -0.002 -0.001 -0.001 +0.059 -0.001 -0.001 +0.000 +0.001 -0.000 +0.001 -0.000 +0.002 +0.001 -0.000 -0.001 -0.001 -0.001 +0.000 +0.000 : lep1_eta: +0.438 +1.000 -0.002 -0.002 +0.144 -0.001 -0.001 -0.001 -0.001 -0.001 +0.049 -0.001 -0.001 -0.000 +0.002 -0.001 +0.000 +0.000 +0.003 +0.001 +0.000 -0.001 -0.001 -0.000 -0.000 +0.000 : jet0_pt: -0.002 -0.002 +1.000 +0.863 -0.002 +0.861 +0.017 +0.488 +0.558 +0.474 -0.000 +0.597 +0.571 +0.168 -0.610 -0.070 +0.285 +0.015 +0.103 -0.000 +0.336 +0.641 +0.602 +0.000 +0.179 +0.162 : htvec: -0.002 -0.002 +0.863 +1.000 -0.002 +0.772 +0.037 +0.399 +0.648 +0.546 -0.001 +0.688 +0.534 +0.189 -0.694 -0.078 +0.326 +0.013 +0.115 -0.001 +0.257 +0.502 +0.696 +0.000 +0.160 +0.149 : jet0_eta: +0.157 +0.144 -0.002 -0.002 +1.000 -0.001 -0.000 -0.003 -0.001 -0.001 +0.113 -0.001 -0.002 -0.000 +0.002 -0.000 -0.000 -0.001 +0.000 -0.001 -0.001 -0.001 -0.001 +0.001 -0.000 +0.000 : jet0_m: -0.001 -0.001 +0.861 +0.772 -0.001 +1.000 +0.017 +0.384 +0.484 +0.421 +0.000 +0.528 +0.577 +0.154 -0.581 -0.062 +0.256 +0.002 +0.095 -0.000 +0.308 +0.580 +0.529 -0.001 +0.174 +0.161 : otherLep: -0.001 -0.001 +0.017 +0.037 -0.000 +0.017 +1.000 +0.012 +0.018 +0.029 -0.001 +0.033 +0.015 +0.014 -0.032 -0.005 +0.020 +0.004 +0.008 -0.001 +0.006 +0.009 +0.029 -0.000 +0.009 +0.009 : jet0_e: -0.002 -0.001 +0.488 +0.399 -0.003 +0.384 +0.012 +1.000 +0.245 +0.207 +0.001 +0.264 +0.353 +0.072 -0.328 -0.037 +0.142 -0.004 +0.057 +0.001 +0.220 +0.353 +0.264 +0.002 +0.070 +0.066 : MET: -0.001 -0.001 +0.558 +0.648 -0.001 +0.484 +0.018 +0.245 +1.000 +0.290 -0.001 +0.344 +0.300 +0.364 -0.256 -0.055 +0.186 -0.002 +0.012 -0.000 +0.156 +0.307 +0.703 -0.001 +0.091 +0.084 : lep0_pt: -0.001 -0.001 +0.474 +0.546 -0.001 +0.421 +0.029 +0.207 +0.290 +1.000 +0.000 +0.807 +0.276 +0.683 -0.223 -0.067 +0.660 +0.012 +0.352 -0.000 +0.132 +0.271 +0.852 +0.001 +0.086 +0.080 : jet1_eta: +0.059 +0.049 -0.000 -0.001 +0.113 +0.000 -0.001 +0.001 -0.001 +0.000 +1.000 -0.000 -0.001 +0.000 +0.000 +0.001 +0.001 +0.000 -0.000 +0.001 +0.004 -0.000 -0.000 -0.000 +0.000 -0.000 : Ptll: -0.001 -0.001 +0.597 +0.688 -0.001 +0.528 +0.033 +0.264 +0.344 +0.807 -0.000 +1.000 +0.344 +0.373 -0.273 -0.079 +0.522 +0.005 +0.148 -0.000 +0.164 +0.339 +0.693 +0.001 +0.112 +0.102 : jets: -0.001 -0.001 +0.571 +0.534 -0.002 +0.577 +0.015 +0.353 +0.300 +0.276 -0.001 +0.344 +1.000 +0.111 -0.522 -0.054 +0.181 +0.003 +0.071 -0.000 +0.403 +0.698 +0.338 -0.001 +0.237 +0.236 : MT: +0.000 -0.000 +0.168 +0.189 -0.000 +0.154 +0.014 +0.072 +0.364 +0.683 +0.000 +0.373 +0.111 +1.000 +0.053 +0.328 +0.516 +0.013 +0.482 +0.001 +0.056 +0.108 +0.739 -0.001 +0.031 +0.029 : DPhillMET: +0.001 +0.002 -0.610 -0.694 +0.002 -0.581 -0.032 -0.328 -0.256 -0.223 +0.000 -0.273 -0.522 +0.053 +1.000 +0.050 -0.140 -0.014 -0.072 +0.001 -0.241 -0.422 -0.287 +0.000 -0.139 -0.132 : DEtall: -0.000 -0.001 -0.070 -0.078 -0.000 -0.062 -0.005 -0.037 -0.055 -0.067 +0.001 -0.079 -0.054 +0.328 +0.050 +1.000 +0.010 +0.003 +0.084 +0.000 -0.024 -0.047 -0.079 -0.001 -0.018 -0.017 : lep0_e: +0.001 +0.000 +0.285 +0.326 -0.000 +0.256 +0.020 +0.142 +0.186 +0.660 +0.001 +0.522 +0.181 +0.516 -0.140 +0.010 +1.000 +0.033 +0.301 -0.001 +0.085 +0.172 +0.561 +0.000 +0.048 +0.045 : lep0_m: -0.000 +0.000 +0.015 +0.013 -0.001 +0.002 +0.004 -0.004 -0.002 +0.012 +0.000 +0.005 +0.003 +0.013 -0.014 +0.003 +0.033 +1.000 +0.010 -0.002 -0.011 -0.003 +0.013 -0.001 +0.002 -0.000 : lep1_e: +0.002 +0.003 +0.103 +0.115 +0.000 +0.095 +0.008 +0.057 +0.012 +0.352 -0.000 +0.148 +0.071 +0.482 -0.072 +0.084 +0.301 +0.010 +1.000 -0.001 +0.032 +0.069 +0.373 -0.001 +0.016 +0.016 : lep1_phi: +0.001 +0.001 -0.000 -0.001 -0.001 -0.000 -0.001 +0.001 -0.000 -0.000 +0.001 -0.000 -0.000 +0.001 +0.001 +0.000 -0.001 -0.002 -0.001 +1.000 +0.001 -0.000 -0.000 -0.077 -0.001 -0.001 : jet1_e: -0.000 +0.000 +0.336 +0.257 -0.001 +0.308 +0.006 +0.220 +0.156 +0.132 +0.004 +0.164 +0.403 +0.056 -0.241 -0.024 +0.085 -0.011 +0.032 +0.001 +1.000 +0.373 +0.168 +0.001 +0.080 +0.075 : jet1_m: -0.001 -0.001 +0.641 +0.502 -0.001 +0.580 +0.009 +0.353 +0.307 +0.271 -0.000 +0.339 +0.698 +0.108 -0.422 -0.047 +0.172 -0.003 +0.069 -0.000 +0.373 +1.000 +0.339 -0.001 +0.200 +0.186 : ht: -0.001 -0.001 +0.602 +0.696 -0.001 +0.529 +0.029 +0.264 +0.703 +0.852 -0.000 +0.693 +0.338 +0.739 -0.287 -0.079 +0.561 +0.013 +0.373 -0.000 +0.168 +0.339 +1.000 +0.000 +0.104 +0.096 : METphi: -0.001 -0.000 +0.000 +0.000 +0.001 -0.001 -0.000 +0.002 -0.001 +0.001 -0.000 +0.001 -0.001 -0.001 +0.000 -0.001 +0.000 -0.001 -0.001 -0.077 +0.001 -0.001 +0.000 +1.000 +0.000 +0.000 : nBjetsDL1r_30: +0.000 -0.000 +0.179 +0.160 -0.000 +0.174 +0.009 +0.070 +0.091 +0.086 +0.000 +0.112 +0.237 +0.031 -0.139 -0.018 +0.048 +0.002 +0.016 -0.001 +0.080 +0.200 +0.104 +0.000 +1.000 +0.834 : nBjetsSubDL1r_2030: +0.000 +0.000 +0.162 +0.149 +0.000 +0.161 +0.009 +0.066 +0.084 +0.080 -0.000 +0.102 +0.236 +0.029 -0.132 -0.017 +0.045 -0.000 +0.016 -0.001 +0.075 +0.186 +0.096 +0.000 +0.834 +1.000 : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ DataSetInfo : Correlation matrix (Background): : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ : lep0_eta lep1_eta jet0_pt htvec jet0_eta jet0_m otherLep jet0_e MET lep0_pt jet1_eta Ptll jets MT DPhillMET DEtall lep0_e lep0_m lep1_e lep1_phi jet1_e jet1_m ht METphi nBjetsDL1r_30 nBjetsSubDL1r_2030 : lep0_eta: +1.000 +0.283 +0.000 +0.000 +0.353 +0.000 +0.000 +0.000 +0.000 +0.000 +0.288 +0.000 +0.001 +0.001 +0.000 +0.000 +0.001 -0.000 +0.000 +0.000 +0.000 +0.000 +0.001 -0.000 +0.000 +0.000 : lep1_eta: +0.283 +1.000 +0.000 +0.000 +0.363 +0.000 +0.001 +0.000 +0.000 +0.000 +0.242 +0.000 +0.000 +0.000 +0.000 -0.000 +0.000 -0.000 +0.001 +0.000 +0.001 +0.000 +0.000 +0.000 +0.000 +0.001 : jet0_pt: +0.000 +0.000 +1.000 +0.626 -0.001 +0.767 -0.031 +0.411 +0.367 +0.257 -0.001 +0.291 +0.382 +0.113 -0.319 -0.023 +0.123 -0.005 +0.050 -0.000 +0.177 +0.530 +0.396 -0.001 +0.194 +0.153 : htvec: +0.000 +0.000 +0.626 +1.000 -0.000 +0.512 +0.003 +0.292 +0.527 +0.316 -0.001 +0.434 +0.298 +0.105 -0.603 -0.026 +0.167 -0.008 +0.063 -0.001 +0.106 +0.265 +0.527 -0.001 +0.060 +0.060 : jet0_eta: +0.353 +0.363 -0.001 -0.000 +1.000 +0.000 -0.000 -0.001 -0.000 +0.000 +0.143 +0.000 -0.000 +0.000 +0.000 +0.000 +0.000 +0.000 +0.001 +0.000 +0.000 -0.000 +0.000 -0.000 -0.000 -0.000 : jet0_m: +0.000 +0.000 +0.767 +0.512 +0.000 +1.000 -0.029 +0.222 +0.289 +0.195 -0.001 +0.239 +0.338 +0.075 -0.271 -0.020 +0.087 -0.022 +0.032 +0.000 +0.147 +0.430 +0.306 -0.002 +0.145 +0.113 : otherLep: +0.000 +0.001 -0.031 +0.003 -0.000 -0.029 +1.000 +0.001 +0.001 +0.005 -0.000 +0.005 -0.082 +0.007 +0.001 -0.001 +0.003 +0.004 +0.008 -0.000 -0.009 -0.077 +0.008 +0.000 -0.124 -0.137 : jet0_e: +0.000 +0.000 +0.411 +0.292 -0.001 +0.222 +0.001 +1.000 +0.156 +0.108 -0.000 +0.141 +0.238 +0.047 -0.165 +0.004 +0.103 -0.002 +0.086 -0.000 +0.073 +0.248 +0.168 +0.000 -0.019 -0.022 : MET: +0.000 +0.000 +0.367 +0.527 -0.000 +0.289 +0.001 +0.156 +1.000 +0.091 -0.000 +0.036 +0.145 +0.371 -0.006 -0.015 +0.034 -0.009 -0.030 -0.000 +0.060 +0.141 +0.639 -0.002 +0.011 +0.015 : lep0_pt: +0.000 +0.000 +0.257 +0.316 +0.000 +0.195 +0.005 +0.108 +0.091 +1.000 -0.000 +0.682 +0.077 +0.672 -0.004 -0.061 +0.604 -0.000 +0.332 -0.000 +0.036 +0.084 +0.780 +0.001 -0.035 -0.021 : jet1_eta: +0.288 +0.242 -0.001 -0.001 +0.143 -0.001 -0.000 -0.000 -0.000 -0.000 +1.000 -0.000 -0.002 +0.000 +0.000 -0.000 +0.000 -0.000 +0.000 +0.000 -0.000 -0.001 -0.000 -0.000 -0.001 -0.001 : Ptll: +0.000 +0.000 +0.291 +0.434 +0.000 +0.239 +0.005 +0.141 +0.036 +0.682 -0.000 +1.000 +0.134 +0.256 +0.014 -0.052 +0.406 -0.004 +0.085 -0.000 +0.044 +0.120 +0.449 +0.000 -0.001 +0.007 : jets: +0.001 +0.000 +0.382 +0.298 -0.000 +0.338 -0.082 +0.238 +0.145 +0.077 -0.002 +0.134 +1.000 +0.018 -0.193 +0.008 +0.022 -0.018 +0.006 -0.000 +0.229 +0.527 +0.138 -0.001 +0.304 +0.293 : MT: +0.001 +0.000 +0.113 +0.105 +0.000 +0.075 +0.007 +0.047 +0.371 +0.672 +0.000 +0.256 +0.018 +1.000 +0.202 +0.357 +0.490 +0.008 +0.480 +0.000 +0.023 +0.024 +0.782 -0.000 -0.045 -0.033 : DPhillMET: +0.000 +0.000 -0.319 -0.603 +0.000 -0.271 +0.001 -0.165 -0.006 -0.004 +0.000 +0.014 -0.193 +0.202 +1.000 -0.005 +0.007 +0.005 -0.040 +0.001 -0.068 -0.157 -0.025 +0.001 -0.070 -0.061 : DEtall: +0.000 -0.000 -0.023 -0.026 +0.000 -0.020 -0.001 +0.004 -0.015 -0.061 -0.000 -0.052 +0.008 +0.357 -0.005 +1.000 +0.092 -0.003 +0.149 -0.001 +0.008 -0.005 -0.065 +0.000 +0.005 +0.005 : lep0_e: +0.001 +0.000 +0.123 +0.167 +0.000 +0.087 +0.003 +0.103 +0.034 +0.604 +0.000 +0.406 +0.022 +0.490 +0.007 +0.092 +1.000 +0.025 +0.229 -0.000 +0.063 +0.019 +0.461 +0.001 -0.074 -0.072 : lep0_m: -0.000 -0.000 -0.005 -0.008 +0.000 -0.022 +0.004 -0.002 -0.009 -0.000 -0.000 -0.004 -0.018 +0.008 +0.005 -0.003 +0.025 +1.000 -0.003 -0.002 -0.008 -0.024 +0.003 -0.002 -0.004 -0.004 : lep1_e: +0.000 +0.001 +0.050 +0.063 +0.001 +0.032 +0.008 +0.086 -0.030 +0.332 +0.000 +0.085 +0.006 +0.480 -0.040 +0.149 +0.229 -0.003 +1.000 -0.001 +0.038 +0.005 +0.359 -0.000 -0.060 -0.058 : lep1_phi: +0.000 +0.000 -0.000 -0.001 +0.000 +0.000 -0.000 -0.000 -0.000 -0.000 +0.000 -0.000 -0.000 +0.000 +0.001 -0.001 -0.000 -0.002 -0.001 +1.000 -0.000 -0.000 -0.000 -0.056 -0.000 -0.000 : jet1_e: +0.000 +0.001 +0.177 +0.106 +0.000 +0.147 -0.009 +0.073 +0.060 +0.036 -0.000 +0.044 +0.229 +0.023 -0.068 +0.008 +0.063 -0.008 +0.038 -0.000 +1.000 +0.105 +0.061 +0.000 +0.000 -0.009 : jet1_m: +0.000 +0.000 +0.530 +0.265 -0.000 +0.430 -0.077 +0.248 +0.141 +0.084 -0.001 +0.120 +0.527 +0.024 -0.157 -0.005 +0.019 -0.024 +0.005 -0.000 +0.105 +1.000 +0.142 -0.001 +0.308 +0.249 : ht: +0.001 +0.000 +0.396 +0.527 +0.000 +0.306 +0.008 +0.168 +0.639 +0.780 -0.000 +0.449 +0.138 +0.782 -0.025 -0.065 +0.461 +0.003 +0.359 -0.000 +0.061 +0.142 +1.000 -0.001 -0.023 -0.010 : METphi: -0.000 +0.000 -0.001 -0.001 -0.000 -0.002 +0.000 +0.000 -0.002 +0.001 -0.000 +0.000 -0.001 -0.000 +0.001 +0.000 +0.001 -0.002 -0.000 -0.056 +0.000 -0.001 -0.001 +1.000 -0.000 -0.000 : nBjetsDL1r_30: +0.000 +0.000 +0.194 +0.060 -0.000 +0.145 -0.124 -0.019 +0.011 -0.035 -0.001 -0.001 +0.304 -0.045 -0.070 +0.005 -0.074 -0.004 -0.060 -0.000 +0.000 +0.308 -0.023 -0.000 +1.000 +0.857 : nBjetsSubDL1r_2030: +0.000 +0.001 +0.153 +0.060 -0.000 +0.113 -0.137 -0.022 +0.015 -0.021 -0.001 +0.007 +0.293 -0.033 -0.061 +0.005 -0.072 -0.004 -0.058 -0.000 -0.009 +0.249 -0.010 -0.000 +0.857 +1.000 : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ DataSetFactory : [default] : : Factory : [1mTrain all methods[0m Factory : [default] : Create Transformation "I" with events from all classes. : : Transformation, Variable selection : : Input : variable 'lep0_eta' <---> Output : variable 'lep0_eta' : Input : variable 'lep1_eta' <---> Output : variable 'lep1_eta' : Input : variable 'jet0_pt' <---> Output : variable 'jet0_pt' : Input : variable 'htvec' <---> Output : variable 'htvec' : Input : variable 'jet0_eta' <---> Output : variable 'jet0_eta' : Input : variable 'jet0_m' <---> Output : variable 'jet0_m' : Input : variable 'otherLep' <---> Output : variable 'otherLep' : Input : variable 'jet0_e' <---> Output : variable 'jet0_e' : Input : variable 'MET' <---> Output : variable 'MET' : Input : variable 'lep0_pt' <---> Output : variable 'lep0_pt' : Input : variable 'jet1_eta' <---> Output : variable 'jet1_eta' : Input : variable 'Ptll' <---> Output : variable 'Ptll' : Input : variable 'jets' <---> Output : variable 'jets' : Input : variable 'MT' <---> Output : variable 'MT' : Input : variable 'DPhillMET' <---> Output : variable 'DPhillMET' : Input : variable 'DEtall' <---> Output : variable 'DEtall' : Input : variable 'lep0_e' <---> Output : variable 'lep0_e' : Input : variable 'lep0_m' <---> Output : variable 'lep0_m' : Input : variable 'lep1_e' <---> Output : variable 'lep1_e' : Input : variable 'lep1_phi' <---> Output : variable 'lep1_phi' : Input : variable 'jet1_e' <---> Output : variable 'jet1_e' : Input : variable 'jet1_m' <---> Output : variable 'jet1_m' : Input : variable 'ht' <---> Output : variable 'ht' : Input : variable 'METphi' <---> Output : variable 'METphi' : Input : variable 'nBjetsDL1r_30' <---> Output : variable 'nBjetsDL1r_30' : Input : variable 'nBjetsSubDL1r_2030' <---> Output : variable 'nBjetsSubDL1r_2030' TFHandler_Factory : Variable Mean RMS [ Min Max ] : ------------------------------------------------------------------------------------------------------------- : lep0_eta: 0.0010451 1.1105 [ -2.5079 2.5048 ] : lep1_eta: 0.00078985 1.2143 [ -2.5020 2.5041 ] : jet0_pt: 99601. 75118. [ 0.0000 2.8296e+06 ] : htvec: 91769. 67445. [ 0.0000 2.8717e+06 ] : jet0_eta: 0.0010063 1.4171 [ -4.5000 4.5000 ] : jet0_m: 11548. 7904.0 [ -0.091288 3.1278e+05 ] : otherLep: 0.030414 0.17617 [ 0.0000 4.0000 ] : jet0_e: 2.4889e+05 3.2092e+05 [ 0.0000 6.9040e+06 ] : MET: 76221. 47445. [ 19.831 1.1838e+07 ] : lep0_pt: 80134. 45667. [ 22000. 1.1903e+07 ] : jet1_eta: 0.0027346 1.5069 [ -4.5000 4.5000 ] : Ptll: 74856. 44199. [ 24.707 1.1824e+07 ] : jets: 2.6058 1.4390 [ 0.0000 22.000 ] : MT: 1.9549e+05 93442. [ 10758. 2.3850e+07 ] : DPhillMET: 1.9374 0.87515 [ 1.5557e-07 3.1416 ] : DEtall: 1.1037 0.80169 [ 0.0000 4.9659 ] : lep0_e: 1.4011e+05 1.1453e+05 [ 22004. 7.1745e+07 ] : lep0_m: 10.466 30.784 [ 0.51100 105.66 ] : lep1_e: 80330. 67562. [ 15001. 2.8289e+06 ] : lep1_phi: 0.0068618 1.8105 [ -3.1416 3.1416 ] : jet1_e: 1.7010e+05 2.6410e+05 [ 0.0000 6.3273e+06 ] : jet1_m: 7098.3 5414.1 [ -0.12398 2.3877e+05 ] : ht: 1.9828e+05 82505. [ 40186. 2.3823e+07 ] : METphi: -0.0098033 1.8130 [ -3.1416 3.1416 ] : nBjetsDL1r_30: 1.0835 0.80810 [ 0.0000 7.0000 ] : nBjetsSubDL1r_2030: 1.2158 0.83408 [ 0.0000 7.0000 ] : ------------------------------------------------------------------------------------------------------------- : [32m : Will not produce scatter plots ==> : | The number of 26 input variables and 0 target values would require 325 two-dimensional : | histograms, which would occupy the computer's memory. Note that this : | suppression does not have any consequences for your analysis, other : | than not disposing of these scatter plots. You can modify the maximum : | number of input variables allowed to generate scatter plots in your : | script via the command line: : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;"[0m : : Some more output : Ranking input variables (method unspecific)... IdTransformation : Ranking result (top variable is best ranked) : ------------------------------------------ : Rank : Variable : Separation : ------------------------------------------ : 1 : bjetsover20 : 6.987e-01 : 2 : bjetsover30 : 6.649e-01 : 3 : Num Jets : 2.537e-01 : 4 : jet0 Pt : 2.282e-01 : 5 : jet1 M : 2.222e-01 : 6 : jet0 M : 1.920e-01 : 7 : jet1 eta : 1.805e-01 : 8 : Htvec : 1.493e-01 : 9 : jet1 E : 1.300e-01 : 10 : jet0 eta : 1.035e-01 : 11 : jet0 E : 1.014e-01 : 12 : DPhillMET : 6.287e-02 : 13 : Ht : 3.005e-02 : 14 : MET : 2.491e-02 : 15 : Ptll : 2.216e-02 : 16 : lep0 Pt : 1.171e-02 : 17 : lep0 eta : 1.039e-02 : 18 : lep0 E : 8.642e-03 : 19 : lep1 eta : 7.893e-03 : 20 : Num Other Leptons : 7.164e-03 : 21 : MT : 7.028e-03 : 22 : lep1 E : 4.877e-03 : 23 : DEtall : 2.038e-03 : 24 : lep1 phi : 5.774e-06 : 25 : metphi : 3.842e-06 : 26 : lep0 M : 7.304e-07 : ------------------------------------------ Factory : Train method: BDT for Classification : BDT : #events: (reweighted) sig: 9.63845e+06 bkg: 9.63845e+06 : #events: (unweighted) sig: 3257800 bkg: 16019109 : Training 800 Decision Trees ... patience please 0%, time left: unknown 6%, time left: 7 hrs : 14 mins 12%, time left: 6 hrs : 54 mins 18%, time left: 6 hrs : 24 mins 25%, time left: 5 hrs : 57 mins 31%, time left: 5 hrs : 27 mins 37%, time left: 4 hrs : 57 mins 43%, time left: 4 hrs : 28 mins 50%, time left: 3 hrs : 58 mins 56%, time left: 3 hrs : 29 mins 62%, time left: 2 hrs : 59 mins 68%, time left: 2 hrs : 30 mins 75%, time left: 2 hrs : 0 min 81%, time left: 1 hr : 30 mins 87%, time left: 1 hr : 0 min 93%, time left: 30 mins : Elapsed time for training with 19276909 events: 3.07e+04 sec BDT : [default] : Evaluation of BDT on training sample (19276909 events) 0%, time left: unknown 7%, time left: 29 mins 13%, time left: 27 mins 18%, time left: 26 mins 25%, time left: 23 mins 31%, time left: 21 mins 37%, time left: 19 mins 43%, time left: 17 mins 50%, time left: 15 mins 56%, time left: 13 mins 62%, time left: 11 mins 68%, time left: 9 mins 75%, time left: 7 mins 81%, time left: 5 mins 87%, time left: 229 sec 93%, time left: 114 sec : Elapsed time for evaluation of 19276909 events: 1.91e+03 sec : Creating xml weight file: [0;36mdefault/weights/TMVAClassification_BDT.weights.xml[0m : Creating standalone class: [0;36mdefault/weights/TMVAClassification_BDT.class.C[0m Factory : Training finished : : Ranking input variables (method specific)... BDT : Ranking result (top variable is best ranked) : ---------------------------------------------------- : Rank : Variable : Variable Importance : ---------------------------------------------------- : 1 : nBjetsSubDL1r_2030 : 1.141e-01 : 2 : nBjetsDL1r_30 : 9.306e-02 : 3 : lep0_eta : 6.405e-02 : 4 : jet0_eta : 5.830e-02 : 5 : jet1_eta : 5.539e-02 : 6 : htvec : 5.409e-02 : 7 : jet0_pt : 4.772e-02 : 8 : Ptll : 4.695e-02 : 9 : lep1_eta : 4.483e-02 : 10 : jets : 4.348e-02 : 11 : DPhillMET : 3.801e-02 : 12 : ht : 3.618e-02 : 13 : lep0_e : 3.554e-02 : 14 : jet0_m : 3.351e-02 : 15 : MT : 3.278e-02 : 16 : jet1_m : 3.136e-02 : 17 : jet1_e : 3.063e-02 : 18 : jet0_e : 2.975e-02 : 19 : MET : 2.665e-02 : 20 : lep0_pt : 2.154e-02 : 21 : lep1_e : 2.090e-02 : 22 : DEtall : 1.710e-02 : 23 : METphi : 1.089e-02 : 24 : lep0_m : 6.736e-03 : 25 : lep1_phi : 6.408e-03 : 26 : otherLep : 0.000e+00 : ---------------------------------------------------- Factory : === Destroy and recreate all methods via weight files for testing === : : Reading weight file: [0;36mdefault/weights/TMVAClassification_BDT.weights.xml[0m Factory : [1mTest all methods[0m Factory : Test method: BDT for Classification performance : BDT : [default] : Evaluation of BDT on testing sample (6425636 events) 0%, time left: unknown 6%, time left: 7 mins 12%, time left: 7 mins 18%, time left: 6 mins 25%, time left: 6 mins 31%, time left: 5 mins 37%, time left: 5 mins 43%, time left: 279 sec 50%, time left: 244 sec 56%, time left: 214 sec 62%, time left: 184 sec 68%, time left: 154 sec 75%, time left: 119 sec 81%, time left: 89 sec 87%, time left: 59 sec 93%, time left: 29 sec : Elapsed time for evaluation of 6425636 events: 498 sec Factory : [1mEvaluate all methods[0m Factory : Evaluate classifier: BDT : BDT : [default] : Loop over test events and fill histograms with classifier response... : TFHandler_BDT : Variable Mean RMS [ Min Max ] : ------------------------------------------------------------------------------------------------------------- : lep0_eta: -0.00048257 1.1803 [ -2.5000 2.5000 ] : lep1_eta: -0.00011550 1.1533 [ -2.5079 2.5022 ] : jet0_pt: 1.0002e+05 75130. [ 0.0000 2.4694e+06 ] : htvec: 92211. 69169. [ 0.0000 3.5471e+07 ] : jet0_eta: 8.8743e-05 1.4270 [ -4.5000 4.5000 ] : jet0_m: 11767. 7946.0 [ -0.091065 3.1304e+05 ] : otherLep: 0.032243 0.18141 [ 0.0000 4.0000 ] : jet0_e: 2.5100e+05 3.2169e+05 [ 0.0000 6.2786e+06 ] : MET: 76313. 49829. [ 28.009 3.5378e+07 ] : lep0_pt: 81024. 46763. [ 22000. 8.2789e+06 ] : jet1_eta: 0.0025692 1.5337 [ -4.5000 4.5000 ] : Ptll: 74688. 44859. [ 47.492 8.3267e+06 ] : jets: 2.6401 1.4531 [ 0.0000 19.000 ] : MT: 2.0021e+05 97560. [ 10984. 1.4632e+07 ] : DPhillMET: 1.9328 0.87515 [ 4.3750e-07 3.1416 ] : DEtall: 1.0951 0.80055 [ 2.2352e-07 4.9420 ] : lep0_e: 1.5029e+05 1.2210e+05 [ 22037. 1.4877e+07 ] : lep0_m: 105.66 -nan [ 105.66 105.66 ] : lep1_e: 81072. 67693. [ 15003. 2.4218e+06 ] : lep1_phi: -0.0018663 1.8149 [ -3.1416 3.1416 ] : jet1_e: 1.7455e+05 2.6679e+05 [ 0.0000 6.1834e+06 ] : jet1_m: 7269.4 5461.4 [ -0.088388 2.3589e+05 ] : ht: 2.0186e+05 86358. [ 42716. 3.5556e+07 ] : METphi: -0.012235 1.8136 [ -3.1416 3.1416 ] : nBjetsDL1r_30: 1.0822 0.80823 [ 0.0000 6.0000 ] : nBjetsSubDL1r_2030: 1.2146 0.83485 [ 0.0000 7.0000 ] : ------------------------------------------------------------------------------------------------------------- : [32m : Will not produce scatter plots ==> : | The number of 26 input variables and 0 target values would require 325 two-dimensional : | histograms, which would occupy the computer's memory. Note that this : | suppression does not have any consequences for your analysis, other : | than not disposing of these scatter plots. You can modify the maximum : | number of input variables allowed to generate scatter plots in your : | script via the command line: : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;"[0m : : Some more output : -nan -nan -nan -nan -nan -nan [37;41;1m : signal and background histograms have different or invalid dimensions:[0m ***> abort program execution Traceback (most recent call last): File "run/performAnalysis.py", line 140, in factory.EvaluateAllMethods() Exception: void TMVA::Factory::EvaluateAllMethods() => FATAL error (C++ exception of type runtime_error)