Wed Apr 10 19:07:38 CEST 2013 Linux lxbrb1914.cern.ch 2.6.18-308.24.1.el5 #1 SMP Wed Dec 5 09:45:59 CET 2012 x86_64 x86_64 x86_64 GNU/Linux LSB_EXEC_CLUSTER=batch LSB_USRCMD=$LSB_JOBFILENAME.shell LSB_BATCH_JID=387702685 LSB_TRAPSIGS=trap # 15 10 12 2 1 LSB_JOBRES_CALLBACK=37777@lxbrb1914 LSB_JOB_EXECUSER=jonrob LSB_JOBID=387702685 LSB_JOBRES_PID=8858 LSB_JOBNAME=http://cern.ch/jonrob/LHCb/ANNPID/MC12/TrainAllTks-EvalAllTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/Electron/Long LSB_EEXEC_REAL_UID= LSB_DJOB_RU_INTERVAL=30 LSB_HOSTS=lxbrb1914 LSB_UNIXGROUP_INT=z5 LSB_DJOB_HB_INTERVAL=30 LSB_JOBFILENAME=/pool/spool/1365535063.387702685 LSB_SHAREDIR=/usr/local/lsf/mnt/work LSB_LOCALDIR=/var/lsf LSB_JOBINDEX=0 LSB_EXIT_PRE_ABORT=99 LSB_JOBEXIT_STAT=0 LSB_CHKFILENAME=/pool/spool/1365535063.387702685 LSB_DJOB_HOSTFILE=/pool/spool/1365535063.387702685.hostfile LSB_JOB_STARTER=/usr/local/lsf/etc/job_starter '%USRCMD' LSB_DJOB_NUMPROC=1 LSB_EXIT_REQUEUE=EXCLUDE( 240 ) LSB_ACCT_FILE=/tmp/.1365535063.387702685.acct LSB_SUB_HOST=lxplus431 LSB_QUEUE=1nw LSB_MCPU_HOSTS=lxbrb1914 1 LSB_ECHKPNT_RSH_CMD=/usr/bin/ssh LSB_EEXEC_REAL_GID= CMTCONFIG=x86_64-slc5-gcc46-opt WARNING : using environment variable CMTSITE for cmtsite WARNING : using environment variable User_release_area for userarea WARNING : using environment variable LHCBNIGHTLIES for nightlies_dir WARNING : using environment variable VO_LHCB_SW_DIR for sharedarea ******************************************************************************** * ---- LHCb Login v7r6 ---- * * Building with gcc46 on slc5 x86_64 system (x86_64-slc5-gcc46-opt) * ******************************************************************************** --- User_release_area is set to /afs/cern.ch/user/j/jonrob/cmtuser --- LHCBPROJECTPATH is set to: /afs/cern.ch/lhcb/software/releases /afs/cern.ch/sw/Gaudi/releases /afs/cern.ch/sw/lcg/app/releases -------------------------------------------------------------------------------- Configuring Brunel v44r3 from /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3 Using CMTPROJECTPATH = '/afs/cern.ch/user/j/jonrob/cmtuser:/afs/cern.ch/lhcb/software/releases:/afs/cern.ch/sw/Gaudi/releases:/afs/cern.ch/sw/lcg/app/releases' Environment for Brunel v44r3 ready. (Compat v1r12 from /afs/cern.ch/lhcb/software/releases/COMPAT/COMPAT_v1r12, Brunel v44r3 from /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3) `/afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/configs/training/TMVA-TrainAllTks-EvalAllTks-ReweightRICH2.txt' -> `train-config.txt' `/afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/configs/TrackSelection/NoTrackPreSelection.txt' -> `./NoTrackPreSelection.txt' `/afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MVA-Configuration.txt' -> `MVA.txt' `/afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC12-DataFiles-castor.txt' -> `datafiles.txt' Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainAllTks-EvalAllTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/Electron/Long `/afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/configs/networks/TMVA-NoPreSels-NoGECs/GlobalPID_Electron_Long_ANN.txt' -> `./GlobalPID_Electron_Long_ANN.txt' 2013-04-10 19:08:08 Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainAllTks-EvalAllTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/Electron/Long/GlobalPID_Electron_Long_ANN.txt 2013-04-10 19:08:08 Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainAllTks-EvalAllTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/Electron/Long/train-config.txt 2013-04-10 19:08:08 Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainAllTks-EvalAllTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/Electron/Long/datafiles.txt 2013-04-10 19:08:08 Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainAllTks-EvalAllTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/Electron/Long/MVA.txt 2013-04-10 19:08:08 Particle type = Electron 2013-04-10 19:08:08 Background types = All 2013-04-10 19:08:08 Training Mix = NaturalMix 2013-04-10 19:08:08 Track type = Long 2013-04-10 19:08:08 Track PresSel = NoTrackPreSelection.txt 2013-04-10 19:08:08 Network type = TMVA 2013-04-10 19:08:08 Ghost treatment = Ghosts Ghosts 2013-04-10 19:08:08 MC Track sel. = AllTracksInEvent AllTracksInEvent 2013-04-10 19:08:08 Reweighting = ReweightRICH2 2013-04-10 19:08:08 Output file = GlobalPID_Electron_Long_TMVA.weights.xml 2013-04-10 19:08:08 Skipping input #RichAboveElThres 2013-04-10 19:08:08 Skipping input #RichAbovePiThres 2013-04-10 19:08:08 Skipping input #RichAbovePrThres 2013-04-10 19:08:08 Creating selection from 'NoTrackPreSelection.txt' 2013-04-10 19:08:08 -> # very very loose. Essentially no cuts 2013-04-10 19:08:08 -> TrackLikelihood > -100.0 2013-04-10 19:08:08 -> TrackP > 0 2013-04-10 19:08:08 -> TrackPt > 0 2013-04-10 19:08:08 Will use all tracks, regardless of parent type 2013-04-10 19:08:08 Using 501 data files 2013-04-10 19:08:08 Training sample size = 1000000 2013-04-10 19:08:08 Evaluation sample size = 10000000 2013-04-10 19:08:08 Reading MVA parameters 2013-04-10 19:08:08 -> NBTASK = CLA 2013-04-10 19:08:08 -> NBMOM = 0.0 2013-04-10 19:08:08 -> NBREG = ALL 2013-04-10 19:08:08 -> TMVAVALIDATIONFRAC = 0.3 2013-04-10 19:08:08 -> HiddenLayerScaleFactor = 1.2 2013-04-10 19:08:08 -> TMVAMETHOD = MLP 2013-04-10 19:08:08 -> TMVAMLPNCYCLES = 750 2013-04-10 19:08:08 -> TMVAVARTRANSFORM = Norm 2013-04-10 19:08:08 -> TMVAMLPNEURONTYPE = tanh 2013-04-10 19:08:08 -> TMVAMLPMETHOD = BP 2013-04-10 19:08:08 -> TMVAMLPESTIMATORTYPE = CE 2013-04-10 19:08:08 -> TMVABDTBOOSTTYPE = AdaBoost 2013-04-10 19:08:08 -> TMVABDTNTREES = 800 2013-04-10 19:08:08 -> TMVABDTPRUNEMETHOD = CostComplexity 2013-04-10 19:08:08 -> TMVABDTMAXTREEDEPTH = 3 2013-04-10 19:08:08 Node layer two scale = 1.2 2013-04-10 19:08:08 Input layer has 37 nodes, hidden layer has 43 nodes 2013-04-10 19:08:08 TMVA Output ROOT file Long-Electron-TMVA.root --- Factory : Parsing option string: --- Factory : ... "V:!Silent:!Color:!DrawProgressBar:Transformations=I;D;P;G,D" --- Factory : The following options are set: --- Factory : - By User: --- Factory : V: "True" [Verbose flag] --- Factory : Color: "False" [Flag for coloured screen output (default: True, if in batch mode: False)] --- Factory : Transformations: "I;D;P;G,D" [List of transformations to test; formatting example: "Transformations=I;D;P;U;G,D", for identity, decorrelation, PCA, Uniform and Gaussianisation followed by decorrelation transformations] --- Factory : Silent: "False" [Batch mode: boolean silent flag inhibiting any output from TMVA after the creation of the factory class object (default: False)] --- Factory : DrawProgressBar: "False" [Draw progress bar to display training, testing and evaluation schedule (default: True)] --- Factory : - Default: --- Factory : AnalysisType: "Auto" [Set the analysis type (Classification, Regression, Multiclass, Auto) (default: Auto)] --- Factory : You are running ROOT Version: 5.34/05, Feb 14, 2013 --- Factory : --- Factory : _/_/_/_/_/ _| _| _| _| _|_| --- Factory : _/ _|_| _|_| _| _| _| _| --- Factory : _/ _| _| _| _| _| _|_|_|_| --- Factory : _/ _| _| _| _| _| _| --- Factory : _/ _| _| _| _| _| --- Factory : --- Factory : ___________TMVA Version 4.1.4, Dec 04, 2012 --- Factory : 2013-04-10 19:08:15 Input TrackP Type F 2013-04-10 19:08:15 Input TrackPt Type F 2013-04-10 19:08:15 Input TrackChi2PerDof Type F 2013-04-10 19:08:15 Input TrackNumDof Type I 2013-04-10 19:08:15 Input TrackLikelihood Type F 2013-04-10 19:08:15 Input TrackGhostProbability Type F 2013-04-10 19:08:15 Input TrackFitMatchChi2 Type F 2013-04-10 19:08:15 Input TrackCloneDist Type F 2013-04-10 19:08:15 Input TrackFitVeloChi2 Type F 2013-04-10 19:08:15 Input TrackFitVeloNDoF Type I 2013-04-10 19:08:15 Input TrackFitTChi2 Type F 2013-04-10 19:08:15 Input TrackFitTNDoF Type I 2013-04-10 19:08:15 Input RichUsedAero Type I 2013-04-10 19:08:15 Input RichUsedR1Gas Type I 2013-04-10 19:08:15 Input RichUsedR2Gas Type I 2013-04-10 19:08:15 Input RichAboveMuThres Type I 2013-04-10 19:08:15 Input RichAboveKaThres Type I 2013-04-10 19:08:15 Input RichDLLe Type F 2013-04-10 19:08:15 Input RichDLLmu Type F 2013-04-10 19:08:15 Input RichDLLk Type F 2013-04-10 19:08:15 Input RichDLLp Type F 2013-04-10 19:08:15 Input RichDLLbt Type F 2013-04-10 19:08:15 Input MuonBkgLL Type F 2013-04-10 19:08:15 Input MuonMuLL Type F 2013-04-10 19:08:15 Input MuonIsMuon Type I 2013-04-10 19:08:15 Input MuonNShared Type I 2013-04-10 19:08:15 Input InAccMuon Type I 2013-04-10 19:08:15 Input MuonIsLooseMuon Type I 2013-04-10 19:08:15 Input EcalPIDe Type F 2013-04-10 19:08:15 Input EcalPIDmu Type F 2013-04-10 19:08:15 Input HcalPIDe Type F 2013-04-10 19:08:15 Input HcalPIDmu Type F 2013-04-10 19:08:15 Input PrsPIDe Type F 2013-04-10 19:08:15 Input InAccBrem Type I 2013-04-10 19:08:15 Input BremPIDe Type F 2013-04-10 19:08:15 Input VeloCharge Type F 2013-04-10 19:08:15 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-0.root 2013-04-10 19:08:19 Selected 1273197 entries from 1273612 ( 99.9674 % ) --- DataSetInfo : Added class "Background" with internal class number 0 --- DataSetInfo : Added class "Signal" with internal class number 1 2013-04-10 19:09:23 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-1.root 2013-04-10 19:09:24 Selected 1323591 entries from 1323959 ( 99.9722 % ) 2013-04-10 19:10:08 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-2.root 2013-04-10 19:10:10 Selected 1311463 entries from 1311887 ( 99.9677 % ) 2013-04-10 19:10:49 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-3.root 2013-04-10 19:10:52 Selected 1268545 entries from 1268988 ( 99.9651 % ) 2013-04-10 19:11:57 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-4.root 2013-04-10 19:11:58 Selected 1312673 entries from 1313076 ( 99.9693 % ) 2013-04-10 19:12:39 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-5.root 2013-04-10 19:12:40 Selected 1317389 entries from 1317789 ( 99.9696 % ) 2013-04-10 19:13:15 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-6.root 2013-04-10 19:13:17 Selected 1262995 entries from 1263420 ( 99.9664 % ) 2013-04-10 19:13:41 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-7.root 2013-04-10 19:13:42 Selected 1270341 entries from 1270811 ( 99.963 % ) 2013-04-10 19:13:58 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-8.root 2013-04-10 19:13:59 Selected 1306297 entries from 1306712 ( 99.9682 % ) 2013-04-10 19:14:15 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-9.root 2013-04-10 19:14:16 Selected 1292314 entries from 1292751 ( 99.9662 % ) 2013-04-10 19:14:32 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-10.root 2013-04-10 19:14:33 Selected 1318195 entries from 1318612 ( 99.9684 % ) 2013-04-10 19:14:45 Considered 13615699 tracks for input to MVA training 2013-04-10 19:14:45 Sel. Eff. = 7.34446% 2013-04-10 19:14:45 Selected 1000000 tracks for input to MVA training 2013-04-10 19:14:45 Ghost percentage = 36.6536% 2013-04-10 19:14:45 Electron percentage = 2.476% 2013-04-10 19:14:45 Muon percentage = 0.5153% 2013-04-10 19:14:45 Pion percentage = 49.3208% 2013-04-10 19:14:45 Kaon percentage = 6.9115% 2013-04-10 19:14:45 Unknown Particle type 411 2013-04-10 19:14:45 percentage = 0.0002% 2013-04-10 19:14:45 Unknown Particle type 521 2013-04-10 19:14:45 percentage = 0.0002% 2013-04-10 19:14:45 Proton percentage = 4.1% 2013-04-10 19:14:45 Unknown Particle type 3112 2013-04-10 19:14:45 percentage = 0.0045% 2013-04-10 19:14:45 Unknown Particle type 3222 2013-04-10 19:14:45 percentage = 0.0161% 2013-04-10 19:14:45 Unknown Particle type 3312 2013-04-10 19:14:45 percentage = 0.0018% --- Factory : Add Tree TrainAssignTree_Background of type Background with 975240 events --- Factory : Add Tree TestAssignTree_Background of type Background with 975240 events --- Factory : Add Tree TrainAssignTree_Signal of type Signal with 24760 events --- Factory : Add Tree TestAssignTree_Signal of type Signal with 24760 events --- DataSetInfo : Class index : 0 name : Background --- DataSetInfo : Class index : 1 name : Signal 2013-04-10 19:14:45 TMVA MLP 'H:V:EpochMonitoring:HiddenLayers=43:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE' --- Factory : Booking method: Electron_Long_TMVA --- Configurable : Parsing option string: --- Configurable : ... "H:V:EpochMonitoring:HiddenLayers=43:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Configurable : The following options are set: --- Configurable : - By User: --- Configurable : --- Configurable : - Default: --- Configurable : Boost_num: "0" [Number of times the classifier will be boosted] --- Electron_Long_TMVA : Parsing option string: --- Electron_Long_TMVA : ... "H:V:EpochMonitoring:HiddenLayers=43:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Electron_Long_TMVA : The following options are set: --- Electron_Long_TMVA : - By User: --- Electron_Long_TMVA : NCycles: "750" [Number of training cycles] --- Electron_Long_TMVA : HiddenLayers: "43" [Specification of hidden layer architecture] --- Electron_Long_TMVA : NeuronType: "tanh" [Neuron activation function type] --- Electron_Long_TMVA : EstimatorType: "CE" [MSE (Mean Square Estimator) for Gaussian Likelihood or CE(Cross-Entropy) for Bernoulli Likelihood] --- Electron_Long_TMVA : V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)] --- Electron_Long_TMVA : VarTransform: "Norm" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"] --- Electron_Long_TMVA : H: "True" [Print method-specific help message] --- Electron_Long_TMVA : TrainingMethod: "BP" [Train with Back-Propagation (BP), BFGS Algorithm (BFGS), or Genetic Algorithm (GA - slower and worse)] --- Electron_Long_TMVA : EpochMonitoring: "True" [Provide epoch-wise monitoring plots according to TestRate (caution: causes big ROOT output file!)] --- Electron_Long_TMVA : - Default: --- Electron_Long_TMVA : RandomSeed: "1" [Random seed for initial synapse weights (0 means unique seed for each run; default value '1')] --- Electron_Long_TMVA : NeuronInputType: "sum" [Neuron input function type] --- Electron_Long_TMVA : VerbosityLevel: "Default" [Verbosity level] --- Electron_Long_TMVA : CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)] --- Electron_Long_TMVA : IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)] --- Electron_Long_TMVA : LearningRate: "2.000000e-02" [ANN learning rate parameter] --- Electron_Long_TMVA : DecayRate: "1.000000e-02" [Decay rate for learning parameter] --- Electron_Long_TMVA : TestRate: "10" [Test for overtraining performed at each #th epochs] --- Electron_Long_TMVA : Sampling: "1.000000e+00" [Only 'Sampling' (randomly selected) events are trained each epoch] --- Electron_Long_TMVA : SamplingEpoch: "1.000000e+00" [Sampling is used for the first 'SamplingEpoch' epochs, afterwards, all events are taken for training] --- Electron_Long_TMVA : SamplingImportance: "1.000000e+00" [ The sampling weights of events in epochs which successful (worse estimator than before) are multiplied with SamplingImportance, else they are divided.] --- Electron_Long_TMVA : SamplingTraining: "True" [The training sample is sampled] --- Electron_Long_TMVA : SamplingTesting: "False" [The testing sample is sampled] --- Electron_Long_TMVA : ResetStep: "50" [How often BFGS should reset history] --- Electron_Long_TMVA : Tau: "3.000000e+00" [LineSearch "size step"] --- Electron_Long_TMVA : BPMode: "sequential" [Back-propagation learning mode: sequential or batch] --- Electron_Long_TMVA : BatchSize: "-1" [Batch size: number of events/batch, only set if in Batch Mode, -1 for BatchSize=number_of_events] --- Electron_Long_TMVA : ConvergenceImprove: "1.000000e-30" [Minimum improvement which counts as improvement (<0 means automatic convergence check is turned off)] --- Electron_Long_TMVA : ConvergenceTests: "-1" [Number of steps (without improvement) required for convergence (<0 means automatic convergence check is turned off)] --- Electron_Long_TMVA : UseRegulator: "False" [Use regulator to avoid over-training] --- Electron_Long_TMVA : UpdateLimit: "10000" [Maximum times of regulator update] --- Electron_Long_TMVA : CalculateErrors: "False" [Calculates inverse Hessian matrix at the end of the training to be able to calculate the uncertainties of an MVA value] --- Electron_Long_TMVA : WeightRange: "1.000000e+00" [Take the events for the estimator calculations from small deviations from the desired value to large deviations only over the weight range] --- Electron_Long_TMVA : Create Transformation "Norm" with events from all classes. --- Norm : Transformation, Variable selection : --- Norm : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Norm : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Norm : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Norm : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Norm : Input : variable 'TrackLikelihood' (index=4). <---> Output : variable 'TrackLikelihood' (index=4). --- Norm : Input : variable 'TrackGhostProbability' (index=5). <---> Output : variable 'TrackGhostProbability' (index=5). --- Norm : Input : variable 'TrackFitMatchChi2' (index=6). <---> Output : variable 'TrackFitMatchChi2' (index=6). --- Norm : Input : variable 'TrackCloneDist' (index=7). <---> Output : variable 'TrackCloneDist' (index=7). --- Norm : Input : variable 'TrackFitVeloChi2' (index=8). <---> Output : variable 'TrackFitVeloChi2' (index=8). --- Norm : Input : variable 'TrackFitVeloNDoF' (index=9). <---> Output : variable 'TrackFitVeloNDoF' (index=9). --- Norm : Input : variable 'TrackFitTChi2' (index=10). <---> Output : variable 'TrackFitTChi2' (index=10). --- Norm : Input : variable 'TrackFitTNDoF' (index=11). <---> Output : variable 'TrackFitTNDoF' (index=11). --- Norm : Input : variable 'RichUsedAero' (index=12). <---> Output : variable 'RichUsedAero' (index=12). --- Norm : Input : variable 'RichUsedR1Gas' (index=13). <---> Output : variable 'RichUsedR1Gas' (index=13). --- Norm : Input : variable 'RichUsedR2Gas' (index=14). <---> Output : variable 'RichUsedR2Gas' (index=14). --- Norm : Input : variable 'RichAboveMuThres' (index=15). <---> Output : variable 'RichAboveMuThres' (index=15). --- Norm : Input : variable 'RichAboveKaThres' (index=16). <---> Output : variable 'RichAboveKaThres' (index=16). --- Norm : Input : variable 'RichDLLe' (index=17). <---> Output : variable 'RichDLLe' (index=17). --- Norm : Input : variable 'RichDLLmu' (index=18). <---> Output : variable 'RichDLLmu' (index=18). --- Norm : Input : variable 'RichDLLk' (index=19). <---> Output : variable 'RichDLLk' (index=19). --- Norm : Input : variable 'RichDLLp' (index=20). <---> Output : variable 'RichDLLp' (index=20). --- Norm : Input : variable 'RichDLLbt' (index=21). <---> Output : variable 'RichDLLbt' (index=21). --- Norm : Input : variable 'MuonBkgLL' (index=22). <---> Output : variable 'MuonBkgLL' (index=22). --- Norm : Input : variable 'MuonMuLL' (index=23). <---> Output : variable 'MuonMuLL' (index=23). --- Norm : Input : variable 'MuonIsMuon' (index=24). <---> Output : variable 'MuonIsMuon' (index=24). --- Norm : Input : variable 'MuonNShared' (index=25). <---> Output : variable 'MuonNShared' (index=25). --- Norm : Input : variable 'InAccMuon' (index=26). <---> Output : variable 'InAccMuon' (index=26). --- Norm : Input : variable 'MuonIsLooseMuon' (index=27). <---> Output : variable 'MuonIsLooseMuon' (index=27). --- Norm : Input : variable 'EcalPIDe' (index=28). <---> Output : variable 'EcalPIDe' (index=28). --- Norm : Input : variable 'EcalPIDmu' (index=29). <---> Output : variable 'EcalPIDmu' (index=29). --- Norm : Input : variable 'HcalPIDe' (index=30). <---> Output : variable 'HcalPIDe' (index=30). --- Norm : Input : variable 'HcalPIDmu' (index=31). <---> Output : variable 'HcalPIDmu' (index=31). --- Norm : Input : variable 'PrsPIDe' (index=32). <---> Output : variable 'PrsPIDe' (index=32). --- Norm : Input : variable 'InAccBrem' (index=33). <---> Output : variable 'InAccBrem' (index=33). --- Norm : Input : variable 'BremPIDe' (index=34). <---> Output : variable 'BremPIDe' (index=34). --- Norm : Input : variable 'VeloCharge' (index=35). <---> Output : variable 'VeloCharge' (index=35). --- Electron_Long_TMVA : Building Network --- Electron_Long_TMVA : Initializing weights 2013-04-10 19:14:45 Starting Training. --- DataSetFactory : Parsing option string: --- DataSetFactory : ... "nTrain_Signal=0:nTrain_Background=0:SplitMode=Random:NormMode=NumEvents:V" --- DataSetFactory : The following options are set: --- DataSetFactory : - By User: --- DataSetFactory : SplitMode: "Random" [Method of picking training and testing events (default: random)] --- DataSetFactory : NormMode: "NumEvents" [Overall renormalisation of event-by-event weights (NumEvents: average weight of 1 per event, independently for signal and background; EqualNumEvents: average weight of 1 per event for signal, and sum of weights for background equal to sum of weights for signal)] --- DataSetFactory : nTrain_Background: "0" [Number of training events of class Background (default: 0 = all)] --- DataSetFactory : nTrain_Signal: "0" [Number of training events of class Signal (default: 0 = all)] --- DataSetFactory : V: "True" [Verbosity (default: true)] --- DataSetFactory : - Default: --- DataSetFactory : MixMode: "SameAsSplitMode" [Method of mixing events of differnt classes into one dataset (default: SameAsSplitMode)] --- DataSetFactory : SplitSeed: "100" [Seed for random event shuffling] --- DataSetFactory : nTest_Background: "0" [Number of test events of class Background (default: 0 = all)] --- DataSetFactory : nTest_Signal: "0" [Number of test events of class Signal (default: 0 = all)] --- DataSetFactory : VerboseLevel: "Info" [VerboseLevel (Debug/Verbose/Info)] --- DataSetFactory : Splitmode is: "RANDOM" the mixmode is: "SAMEASSPLITMODE" --- DataSetFactory : Create training and testing trees -- looping over class "Background" ... --- DataSetFactory : Weight expression for class 'Background': "weight" --- DataSetFactory : Create training and testing trees -- looping over class "Signal" ... --- DataSetFactory : Weight expression for class 'Signal': "weight" --- DataSetFactory : Number of events in input trees (after possible flattening of arrays): --- DataSetFactory : Background -- number of events : 1950480 / sum of weights: 1.95048e+06 --- DataSetFactory : Signal -- number of events : 49520 / sum of weights: 49520 --- DataSetFactory : Background tree -- total number of entries: 1950480 --- DataSetFactory : Signal tree -- total number of entries: 49520 --- DataSetFactory : Preselection: (will effect number of requested training and testing events) --- DataSetFactory : No preselection cuts applied on event classes --- DataSetFactory : Weight renormalisation mode: "NumEvents": renormalise independently the ... --- DataSetFactory : ... class weights so that Sum[i=1..N_j]{w_i} = N_j, j=0,1,2... --- DataSetFactory : ... (note that N_j is the sum of training and test events) --- DataSetFactory : --> Rescale Background event weights by factor: 1 --- DataSetFactory : --> Rescale Signal event weights by factor: 1 --- DataSetFactory : Number of training and testing events after rescaling: --- DataSetFactory : ------------------------------------------------------ --- DataSetFactory : Background -- training events : 975240 (sum of weights: 975240) - requested were 0 events --- DataSetFactory : Background -- testing events : 975240 (sum of weights: 975240) - requested were 0 events --- DataSetFactory : Background -- training and testing events: 1950480 (sum of weights: 1.95048e+06) --- DataSetFactory : Signal -- training events : 24760 (sum of weights: 24760) - requested were 0 events --- DataSetFactory : Signal -- testing events : 24760 (sum of weights: 24760) - requested were 0 events --- DataSetFactory : Signal -- training and testing events: 49520 (sum of weights: 49520) --- DataSetFactory : Create internal training tree --- DataSetFactory : Create internal testing tree --- DataSetInfo : Correlation matrix (Background): --- DataSetInfo : --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackLikelihood TrackGhostProbability TrackFitMatchChi2 TrackCloneDist TrackFitVeloChi2 TrackFitVeloNDoF TrackFitTChi2 TrackFitTNDoF RichUsedAero RichUsedR1Gas RichUsedR2Gas RichAboveMuThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt MuonBkgLL MuonMuLL MuonIsMuon MuonNShared InAccMuon MuonIsLooseMuon EcalPIDe EcalPIDmu HcalPIDe HcalPIDmu PrsPIDe InAccBrem BremPIDe VeloCharge --- DataSetInfo : TrackP: +1.000 +0.825 +0.003 -0.110 -0.022 -0.412 -0.036 -0.010 -0.008 -0.037 -0.047 -0.123 -0.150 -0.075 +0.195 +0.035 +0.101 +0.035 +0.033 +0.029 +0.028 +0.030 -0.035 -0.035 -0.030 -0.034 +0.058 -0.035 -0.015 -0.015 -0.009 -0.009 -0.005 -0.068 -0.068 +0.022 --- DataSetInfo : TrackPt: +0.825 +1.000 +0.033 -0.055 -0.077 -0.470 -0.020 -0.013 +0.027 -0.008 +0.012 -0.057 -0.018 +0.057 +0.082 +0.048 +0.114 +0.047 +0.046 +0.046 +0.046 +0.050 -0.025 -0.025 -0.018 -0.021 +0.049 -0.025 +0.027 +0.027 +0.025 +0.025 +0.029 +0.056 +0.057 +0.013 --- DataSetInfo : TrackChi2PerDof: +0.003 +0.033 +1.000 -0.378 -0.706 +0.006 +0.708 +0.037 +0.121 -0.183 +0.395 -0.282 +0.021 +0.025 -0.023 -0.059 -0.040 -0.044 -0.049 -0.040 -0.039 -0.038 +0.037 +0.037 +0.033 +0.050 +0.048 +0.037 +0.075 +0.075 +0.071 +0.071 +0.063 +0.017 +0.017 +0.077 --- DataSetInfo : TrackNumDof: -0.110 -0.055 -0.378 +1.000 +0.507 +0.000 -0.133 -0.014 +0.406 +0.698 +0.270 +0.815 +0.154 +0.405 -0.194 +0.113 +0.032 +0.112 +0.119 +0.113 +0.114 +0.113 -0.015 -0.015 -0.002 -0.020 -0.101 -0.015 +0.018 +0.017 -0.038 -0.038 -0.003 +0.414 +0.414 -0.129 --- DataSetInfo : TrackLikelihood: -0.022 -0.077 -0.706 +0.507 +1.000 -0.004 -0.408 -0.002 -0.036 +0.202 -0.207 +0.395 -0.090 -0.150 +0.011 -0.019 -0.036 -0.037 -0.032 -0.045 -0.047 -0.050 -0.014 -0.014 -0.011 -0.039 -0.046 -0.014 -0.089 -0.090 -0.077 -0.076 -0.071 -0.130 -0.130 -0.040 --- DataSetInfo : TrackGhostProbability: -0.412 -0.470 +0.006 +0.000 -0.004 +1.000 +0.006 +0.002 -0.002 +0.001 +0.003 -0.000 +0.015 +0.009 -0.003 +0.020 +0.001 +0.021 +0.021 +0.022 +0.022 +0.021 +0.005 +0.005 +0.004 +0.004 +0.007 +0.005 +0.006 +0.006 +0.007 +0.007 +0.007 +0.007 +0.007 -0.006 --- DataSetInfo : TrackFitMatchChi2: -0.036 -0.020 +0.708 -0.133 -0.408 +0.006 +1.000 +0.030 -0.044 -0.054 +0.059 -0.071 -0.010 +0.006 -0.120 -0.097 -0.132 -0.072 -0.076 -0.071 -0.071 -0.071 +0.030 +0.030 +0.035 +0.032 -0.086 +0.030 -0.036 -0.036 -0.046 -0.046 -0.045 -0.008 -0.008 +0.035 --- DataSetInfo : TrackCloneDist: -0.010 -0.013 +0.037 -0.014 -0.002 +0.002 +0.030 +1.000 -0.022 -0.042 -0.004 +0.008 -0.039 -0.026 -0.020 -0.020 -0.064 -0.018 -0.019 -0.019 -0.019 -0.020 +0.003 +0.003 +0.001 +0.004 -0.012 +0.003 -0.004 -0.004 -0.004 -0.004 -0.005 -0.026 -0.026 +0.023 --- DataSetInfo : TrackFitVeloChi2: -0.008 +0.027 +0.121 +0.406 -0.036 -0.002 -0.044 -0.022 +1.000 +0.654 +0.078 +0.097 +0.114 +0.318 +0.011 +0.173 +0.147 +0.169 +0.170 +0.172 +0.174 +0.176 +0.012 +0.012 +0.010 +0.009 +0.046 +0.012 +0.070 +0.071 +0.062 +0.062 +0.061 +0.322 +0.322 -0.083 --- DataSetInfo : TrackFitVeloNDoF: -0.037 -0.008 -0.183 +0.698 +0.202 +0.001 -0.054 -0.042 +0.654 +1.000 +0.070 +0.214 +0.102 +0.401 -0.032 +0.196 +0.118 +0.198 +0.201 +0.200 +0.201 +0.203 +0.017 +0.017 +0.016 +0.005 -0.001 +0.017 +0.038 +0.038 +0.026 +0.026 +0.028 +0.403 +0.403 -0.143 --- DataSetInfo : TrackFitTChi2: -0.047 +0.012 +0.395 +0.270 -0.207 +0.003 +0.059 -0.004 +0.078 +0.070 +1.000 +0.403 +0.136 +0.231 -0.088 +0.040 +0.041 +0.041 +0.041 +0.046 +0.046 +0.048 +0.005 +0.005 +0.009 +0.021 +0.038 +0.005 +0.127 +0.128 +0.084 +0.084 +0.103 +0.243 +0.243 -0.004 --- DataSetInfo : TrackFitTNDoF: -0.123 -0.057 -0.282 +0.815 +0.395 -0.000 -0.071 +0.008 +0.097 +0.214 +0.403 +1.000 +0.155 +0.262 -0.255 -0.012 -0.051 -0.011 -0.006 -0.010 -0.010 -0.011 -0.037 -0.037 -0.017 -0.030 -0.135 -0.037 +0.022 +0.021 -0.052 -0.052 -0.009 +0.285 +0.285 -0.061 --- DataSetInfo : RichUsedAero: -0.150 -0.018 +0.021 +0.154 -0.090 +0.015 -0.010 -0.039 +0.114 +0.102 +0.136 +0.155 +1.000 +0.404 -0.411 +0.217 +0.514 +0.190 +0.199 +0.213 +0.217 +0.224 +0.007 +0.006 +0.021 +0.026 -0.184 +0.006 -0.084 -0.084 -0.121 -0.122 -0.089 +0.432 +0.432 -0.035 --- DataSetInfo : RichUsedR1Gas: -0.075 +0.057 +0.025 +0.405 -0.150 +0.009 +0.006 -0.026 +0.318 +0.401 +0.231 +0.262 +0.404 +1.000 -0.210 +0.477 +0.336 +0.502 +0.507 +0.512 +0.514 +0.517 -0.002 -0.002 +0.007 +0.010 -0.065 -0.002 +0.050 +0.052 -0.003 -0.004 +0.028 +0.817 +0.817 -0.085 --- DataSetInfo : RichUsedR2Gas: +0.195 +0.082 -0.023 -0.194 +0.011 -0.003 -0.120 -0.020 +0.011 -0.032 -0.088 -0.255 -0.411 -0.210 +1.000 +0.241 +0.175 +0.237 +0.234 +0.224 +0.222 +0.223 -0.019 -0.019 -0.032 -0.066 +0.356 -0.019 +0.196 +0.196 +0.247 +0.248 +0.208 -0.193 -0.193 +0.031 --- DataSetInfo : RichAboveMuThres: +0.035 +0.048 -0.059 +0.113 -0.019 +0.020 -0.097 -0.020 +0.173 +0.196 +0.040 -0.012 +0.217 +0.477 +0.241 +1.000 +0.364 +0.949 +0.950 +0.949 +0.949 +0.949 -0.027 -0.027 -0.021 -0.034 +0.114 -0.027 +0.091 +0.091 +0.078 +0.078 +0.108 +0.408 +0.408 -0.049 --- DataSetInfo : RichAboveKaThres: +0.101 +0.114 -0.040 +0.032 -0.036 +0.001 -0.132 -0.064 +0.147 +0.118 +0.041 -0.051 +0.514 +0.336 +0.175 +0.364 +1.000 +0.341 +0.344 +0.344 +0.349 +0.355 -0.067 -0.067 -0.053 -0.060 +0.071 -0.067 +0.006 +0.007 -0.009 -0.009 +0.034 +0.334 +0.334 -0.015 --- DataSetInfo : RichDLLe: +0.035 +0.047 -0.044 +0.112 -0.037 +0.021 -0.072 -0.018 +0.169 +0.198 +0.041 -0.011 +0.190 +0.502 +0.237 +0.949 +0.341 +1.000 +0.999 +0.998 +0.998 +0.998 -0.036 -0.036 -0.029 -0.041 +0.072 -0.036 +0.044 +0.045 +0.039 +0.039 +0.056 +0.412 +0.412 -0.048 --- DataSetInfo : RichDLLmu: +0.033 +0.046 -0.049 +0.119 -0.032 +0.021 -0.076 -0.019 +0.170 +0.201 +0.041 -0.006 +0.199 +0.507 +0.234 +0.950 +0.344 +0.999 +1.000 +0.998 +0.998 +0.998 -0.036 -0.036 -0.028 -0.042 +0.069 -0.036 +0.043 +0.044 +0.038 +0.037 +0.055 +0.417 +0.417 -0.050 --- DataSetInfo : RichDLLk: +0.029 +0.046 -0.040 +0.113 -0.045 +0.022 -0.071 -0.019 +0.172 +0.200 +0.046 -0.010 +0.213 +0.512 +0.224 +0.949 +0.344 +0.998 +0.998 +1.000 +1.000 +1.000 -0.035 -0.035 -0.028 -0.039 +0.066 -0.035 +0.043 +0.044 +0.037 +0.037 +0.054 +0.424 +0.424 -0.050 --- DataSetInfo : RichDLLp: +0.028 +0.046 -0.039 +0.114 -0.047 +0.022 -0.071 -0.019 +0.174 +0.201 +0.046 -0.010 +0.217 +0.514 +0.222 +0.949 +0.349 +0.998 +0.998 +1.000 +1.000 +1.000 -0.036 -0.036 -0.028 -0.039 +0.065 -0.036 +0.043 +0.044 +0.036 +0.036 +0.054 +0.427 +0.427 -0.050 --- DataSetInfo : RichDLLbt: +0.030 +0.050 -0.038 +0.113 -0.050 +0.021 -0.071 -0.020 +0.176 +0.203 +0.048 -0.011 +0.224 +0.517 +0.223 +0.949 +0.355 +0.998 +0.998 +1.000 +1.000 +1.000 -0.036 -0.036 -0.028 -0.039 +0.068 -0.036 +0.045 +0.046 +0.038 +0.038 +0.056 +0.431 +0.431 -0.050 --- DataSetInfo : MuonBkgLL: -0.035 -0.025 +0.037 -0.015 -0.014 +0.005 +0.030 +0.003 +0.012 +0.017 +0.005 -0.037 +0.007 -0.002 -0.019 -0.027 -0.067 -0.036 -0.036 -0.035 -0.036 -0.036 +1.000 +1.000 +0.761 +0.677 +0.141 +1.000 +0.100 +0.100 +0.108 +0.109 +0.100 -0.005 -0.005 -0.005 --- DataSetInfo : MuonMuLL: -0.035 -0.025 +0.037 -0.015 -0.014 +0.005 +0.030 +0.003 +0.012 +0.017 +0.005 -0.037 +0.006 -0.002 -0.019 -0.027 -0.067 -0.036 -0.036 -0.035 -0.036 -0.036 +1.000 +1.000 +0.761 +0.676 +0.141 +1.000 +0.100 +0.100 +0.108 +0.109 +0.100 -0.005 -0.005 -0.005 --- DataSetInfo : MuonIsMuon: -0.030 -0.018 +0.033 -0.002 -0.011 +0.004 +0.035 +0.001 +0.010 +0.016 +0.009 -0.017 +0.021 +0.007 -0.032 -0.021 -0.053 -0.029 -0.028 -0.028 -0.028 -0.028 +0.761 +0.761 +1.000 +0.498 +0.107 +0.761 +0.083 +0.083 +0.089 +0.090 +0.080 +0.006 +0.006 -0.004 --- DataSetInfo : MuonNShared: -0.034 -0.021 +0.050 -0.020 -0.039 +0.004 +0.032 +0.004 +0.009 +0.005 +0.021 -0.030 +0.026 +0.010 -0.066 -0.034 -0.060 -0.041 -0.042 -0.039 -0.039 -0.039 +0.677 +0.676 +0.498 +1.000 +0.095 +0.676 +0.076 +0.076 +0.086 +0.086 +0.072 +0.007 +0.007 +0.001 --- DataSetInfo : InAccMuon: +0.058 +0.049 +0.048 -0.101 -0.046 +0.007 -0.086 -0.012 +0.046 -0.001 +0.038 -0.135 -0.184 -0.065 +0.356 +0.114 +0.071 +0.072 +0.069 +0.066 +0.065 +0.068 +0.141 +0.141 +0.107 +0.095 +1.000 +0.141 +0.745 +0.745 +0.833 +0.833 +0.732 -0.055 -0.055 +0.016 --- DataSetInfo : MuonIsLooseMuon: -0.035 -0.025 +0.037 -0.015 -0.014 +0.005 +0.030 +0.003 +0.012 +0.017 +0.005 -0.037 +0.006 -0.002 -0.019 -0.027 -0.067 -0.036 -0.036 -0.035 -0.036 -0.036 +1.000 +1.000 +0.761 +0.676 +0.141 +1.000 +0.100 +0.100 +0.108 +0.109 +0.100 -0.005 -0.005 -0.005 --- DataSetInfo : EcalPIDe: -0.015 +0.027 +0.075 +0.018 -0.089 +0.006 -0.036 -0.004 +0.070 +0.038 +0.127 +0.022 -0.084 +0.050 +0.196 +0.091 +0.006 +0.044 +0.043 +0.043 +0.043 +0.045 +0.100 +0.100 +0.083 +0.076 +0.745 +0.100 +1.000 +1.000 +0.819 +0.819 +0.882 +0.084 +0.084 +0.005 --- DataSetInfo : EcalPIDmu: -0.015 +0.027 +0.075 +0.017 -0.090 +0.006 -0.036 -0.004 +0.071 +0.038 +0.128 +0.021 -0.084 +0.052 +0.196 +0.091 +0.007 +0.045 +0.044 +0.044 +0.044 +0.046 +0.100 +0.100 +0.083 +0.076 +0.745 +0.100 +1.000 +1.000 +0.819 +0.819 +0.882 +0.085 +0.085 +0.005 --- DataSetInfo : HcalPIDe: -0.009 +0.025 +0.071 -0.038 -0.077 +0.007 -0.046 -0.004 +0.062 +0.026 +0.084 -0.052 -0.121 -0.003 +0.247 +0.078 -0.009 +0.039 +0.038 +0.037 +0.036 +0.038 +0.108 +0.108 +0.089 +0.086 +0.833 +0.108 +0.819 +0.819 +1.000 +1.000 +0.745 +0.021 +0.021 +0.010 --- DataSetInfo : HcalPIDmu: -0.009 +0.025 +0.071 -0.038 -0.076 +0.007 -0.046 -0.004 +0.062 +0.026 +0.084 -0.052 -0.122 -0.004 +0.248 +0.078 -0.009 +0.039 +0.037 +0.037 +0.036 +0.038 +0.109 +0.109 +0.090 +0.086 +0.833 +0.109 +0.819 +0.819 +1.000 +1.000 +0.745 +0.021 +0.021 +0.010 --- DataSetInfo : PrsPIDe: -0.005 +0.029 +0.063 -0.003 -0.071 +0.007 -0.045 -0.005 +0.061 +0.028 +0.103 -0.009 -0.089 +0.028 +0.208 +0.108 +0.034 +0.056 +0.055 +0.054 +0.054 +0.056 +0.100 +0.100 +0.080 +0.072 +0.732 +0.100 +0.882 +0.882 +0.745 +0.745 +1.000 +0.046 +0.046 +0.006 --- DataSetInfo : InAccBrem: -0.068 +0.056 +0.017 +0.414 -0.130 +0.007 -0.008 -0.026 +0.322 +0.403 +0.243 +0.285 +0.432 +0.817 -0.193 +0.408 +0.334 +0.412 +0.417 +0.424 +0.427 +0.431 -0.005 -0.005 +0.006 +0.007 -0.055 -0.005 +0.084 +0.085 +0.021 +0.021 +0.046 +1.000 +1.000 -0.071 --- DataSetInfo : BremPIDe: -0.068 +0.057 +0.017 +0.414 -0.130 +0.007 -0.008 -0.026 +0.322 +0.403 +0.243 +0.285 +0.432 +0.817 -0.193 +0.408 +0.334 +0.412 +0.417 +0.424 +0.427 +0.431 -0.005 -0.005 +0.006 +0.007 -0.055 -0.005 +0.084 +0.085 +0.021 +0.021 +0.046 +1.000 +1.000 -0.071 --- DataSetInfo : VeloCharge: +0.022 +0.013 +0.077 -0.129 -0.040 -0.006 +0.035 +0.023 -0.083 -0.143 -0.004 -0.061 -0.035 -0.085 +0.031 -0.049 -0.015 -0.048 -0.050 -0.050 -0.050 -0.050 -0.005 -0.005 -0.004 +0.001 +0.016 -0.005 +0.005 +0.005 +0.010 +0.010 +0.006 -0.071 -0.071 +1.000 --- DataSetInfo : --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : Correlation matrix (Signal): --- DataSetInfo : --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackLikelihood TrackGhostProbability TrackFitMatchChi2 TrackCloneDist TrackFitVeloChi2 TrackFitVeloNDoF TrackFitTChi2 TrackFitTNDoF RichUsedAero RichUsedR1Gas RichUsedR2Gas RichAboveMuThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt MuonBkgLL MuonMuLL MuonIsMuon MuonNShared InAccMuon MuonIsLooseMuon EcalPIDe EcalPIDmu HcalPIDe HcalPIDmu PrsPIDe InAccBrem BremPIDe VeloCharge --- DataSetInfo : TrackP: +1.000 +0.670 +0.007 -0.245 +0.109 +0.007 -0.054 -0.036 -0.017 -0.051 -0.113 -0.291 -0.185 -0.158 +0.559 +0.138 +0.304 +0.115 +0.121 +0.112 +0.110 +0.111 -0.025 -0.025 -0.029 -0.038 +0.274 -0.025 +0.132 +0.130 +0.162 +0.162 +0.156 -0.159 -0.159 +0.125 --- DataSetInfo : TrackPt: +0.670 +1.000 -0.012 +0.007 +0.056 +0.009 -0.064 -0.054 +0.106 +0.099 -0.008 -0.092 +0.165 +0.170 +0.353 +0.220 +0.479 +0.210 +0.210 +0.200 +0.200 +0.203 -0.041 -0.041 -0.034 -0.041 +0.195 -0.041 +0.114 +0.113 +0.124 +0.124 +0.124 +0.156 +0.157 +0.042 --- DataSetInfo : TrackChi2PerDof: +0.007 -0.012 +1.000 -0.076 -0.639 -0.003 +0.766 +0.025 +0.205 -0.012 +0.401 -0.077 +0.015 -0.019 +0.027 +0.003 +0.018 -0.007 -0.006 -0.005 -0.005 -0.005 +0.018 +0.018 +0.018 +0.019 +0.036 +0.018 +0.042 +0.042 +0.037 +0.038 +0.041 -0.018 -0.018 +0.027 --- DataSetInfo : TrackNumDof: -0.245 +0.007 -0.076 +1.000 +0.057 +0.008 -0.003 -0.048 +0.452 +0.687 +0.384 +0.748 +0.196 +0.485 -0.269 +0.171 +0.066 +0.202 +0.199 +0.201 +0.202 +0.202 -0.038 -0.038 -0.017 -0.015 -0.169 -0.038 -0.094 -0.094 -0.128 -0.128 -0.111 +0.476 +0.476 -0.198 --- DataSetInfo : TrackLikelihood: +0.109 +0.056 -0.639 +0.057 +1.000 -0.004 -0.531 -0.078 -0.158 -0.077 -0.212 +0.125 -0.090 -0.125 +0.115 -0.031 +0.001 -0.053 -0.054 -0.056 -0.056 -0.056 +0.023 +0.023 +0.013 +0.010 +0.171 +0.023 +0.131 +0.130 +0.155 +0.156 +0.130 -0.113 -0.113 +0.070 --- DataSetInfo : TrackGhostProbability: +0.007 +0.009 -0.003 +0.008 -0.004 +1.000 +0.001 +0.003 +0.013 +0.016 -0.002 -0.001 +0.008 +0.026 +0.010 +0.036 +0.011 +0.039 +0.039 +0.039 +0.039 +0.039 -0.005 -0.005 -0.010 -0.000 +0.014 -0.005 +0.017 +0.017 +0.014 +0.014 +0.013 +0.024 +0.024 -0.010 --- DataSetInfo : TrackFitMatchChi2: -0.054 -0.064 +0.766 -0.003 -0.531 +0.001 +1.000 +0.006 -0.006 +0.017 +0.057 -0.002 -0.005 +0.008 -0.052 -0.016 -0.039 -0.014 -0.013 -0.012 -0.012 -0.012 +0.000 +0.000 +0.005 +0.010 -0.054 +0.000 -0.035 -0.035 -0.045 -0.045 -0.036 -0.000 -0.000 -0.008 --- DataSetInfo : TrackCloneDist: -0.036 -0.054 +0.025 -0.048 -0.078 +0.003 +0.006 +1.000 -0.013 -0.040 -0.007 -0.028 -0.043 -0.010 -0.040 -0.016 -0.066 -0.017 -0.015 -0.014 -0.015 -0.015 -0.008 -0.008 -0.005 +0.002 -0.011 -0.008 -0.003 -0.003 -0.006 -0.006 -0.002 -0.015 -0.015 -0.059 --- DataSetInfo : TrackFitVeloChi2: -0.017 +0.106 +0.205 +0.452 -0.158 +0.013 -0.006 -0.013 +1.000 +0.669 +0.056 +0.043 +0.177 +0.305 -0.030 +0.209 +0.174 +0.217 +0.217 +0.219 +0.219 +0.220 -0.005 -0.005 -0.004 +0.004 -0.004 -0.005 +0.006 +0.006 -0.001 -0.001 +0.003 +0.290 +0.290 -0.134 --- DataSetInfo : TrackFitVeloNDoF: -0.051 +0.099 -0.012 +0.687 -0.077 +0.016 +0.017 -0.040 +0.669 +1.000 +0.063 +0.079 +0.176 +0.430 -0.085 +0.271 +0.162 +0.295 +0.295 +0.297 +0.298 +0.298 -0.009 -0.009 -0.009 +0.004 -0.072 -0.009 -0.048 -0.048 -0.062 -0.062 -0.050 +0.396 +0.396 -0.203 --- DataSetInfo : TrackFitTChi2: -0.113 -0.008 +0.401 +0.384 -0.212 -0.002 +0.057 -0.007 +0.056 +0.063 +1.000 +0.491 +0.076 +0.137 -0.093 +0.026 +0.009 +0.027 +0.025 +0.026 +0.026 +0.027 +0.006 +0.006 +0.019 +0.008 -0.009 +0.006 +0.033 +0.033 +0.015 +0.014 +0.021 +0.153 +0.153 -0.029 --- DataSetInfo : TrackFitTNDoF: -0.291 -0.092 -0.077 +0.748 +0.125 -0.001 -0.002 -0.028 +0.043 +0.079 +0.491 +1.000 +0.103 +0.214 -0.289 -0.052 -0.072 -0.031 -0.035 -0.033 -0.033 -0.033 -0.042 -0.042 -0.012 -0.024 -0.172 -0.042 -0.091 -0.091 -0.121 -0.122 -0.115 +0.244 +0.244 -0.087 --- DataSetInfo : RichUsedAero: -0.185 +0.165 +0.015 +0.196 -0.090 +0.008 -0.005 -0.043 +0.177 +0.176 +0.076 +0.103 +1.000 +0.332 -0.215 +0.241 +0.685 +0.235 +0.227 +0.232 +0.236 +0.239 -0.060 -0.060 -0.038 -0.035 -0.200 -0.060 -0.165 -0.165 -0.187 -0.187 -0.159 +0.349 +0.349 +0.038 --- DataSetInfo : RichUsedR1Gas: -0.158 +0.170 -0.019 +0.485 -0.125 +0.026 +0.008 -0.010 +0.305 +0.430 +0.137 +0.214 +0.332 +1.000 -0.211 +0.634 +0.285 +0.688 +0.685 +0.685 +0.686 +0.686 -0.041 -0.041 -0.024 -0.018 -0.172 -0.041 -0.116 -0.116 -0.153 -0.154 -0.119 +0.812 +0.812 -0.118 --- DataSetInfo : RichUsedR2Gas: +0.559 +0.353 +0.027 -0.269 +0.115 +0.010 -0.052 -0.040 -0.030 -0.085 -0.093 -0.289 -0.215 -0.211 +1.000 +0.269 +0.237 +0.253 +0.258 +0.249 +0.248 +0.249 -0.001 -0.001 -0.012 -0.042 +0.372 -0.001 +0.262 +0.261 +0.312 +0.313 +0.260 -0.204 -0.204 +0.153 --- DataSetInfo : RichAboveMuThres: +0.138 +0.220 +0.003 +0.171 -0.031 +0.036 -0.016 -0.016 +0.209 +0.271 +0.026 -0.052 +0.241 +0.634 +0.269 +1.000 +0.315 +0.943 +0.943 +0.943 +0.943 +0.943 -0.044 -0.044 -0.033 -0.042 +0.044 -0.044 +0.046 +0.046 +0.029 +0.029 +0.059 +0.511 +0.511 +0.011 --- DataSetInfo : RichAboveKaThres: +0.304 +0.479 +0.018 +0.066 +0.001 +0.011 -0.039 -0.066 +0.174 +0.162 +0.009 -0.072 +0.685 +0.285 +0.237 +0.315 +1.000 +0.301 +0.298 +0.294 +0.298 +0.300 -0.081 -0.081 -0.066 -0.068 +0.020 -0.081 -0.019 -0.020 -0.028 -0.028 +0.004 +0.276 +0.276 +0.108 --- DataSetInfo : RichDLLe: +0.115 +0.210 -0.007 +0.202 -0.053 +0.039 -0.014 -0.017 +0.217 +0.295 +0.027 -0.031 +0.235 +0.688 +0.253 +0.943 +0.301 +1.000 +1.000 +0.999 +0.999 +0.999 -0.058 -0.058 -0.043 -0.053 -0.022 -0.058 -0.029 -0.030 -0.035 -0.035 -0.024 +0.549 +0.549 -0.001 --- DataSetInfo : RichDLLmu: +0.121 +0.210 -0.006 +0.199 -0.054 +0.039 -0.013 -0.015 +0.217 +0.295 +0.025 -0.035 +0.227 +0.685 +0.258 +0.943 +0.298 +1.000 +1.000 +1.000 +1.000 +1.000 -0.058 -0.058 -0.043 -0.053 -0.020 -0.058 -0.029 -0.029 -0.034 -0.034 -0.023 +0.545 +0.545 -0.001 --- DataSetInfo : RichDLLk: +0.112 +0.200 -0.005 +0.201 -0.056 +0.039 -0.012 -0.014 +0.219 +0.297 +0.026 -0.033 +0.232 +0.685 +0.249 +0.943 +0.294 +0.999 +1.000 +1.000 +1.000 +1.000 -0.057 -0.057 -0.042 -0.052 -0.024 -0.057 -0.032 -0.032 -0.037 -0.037 -0.026 +0.548 +0.548 -0.002 --- DataSetInfo : RichDLLp: +0.110 +0.200 -0.005 +0.202 -0.056 +0.039 -0.012 -0.015 +0.219 +0.298 +0.026 -0.033 +0.236 +0.686 +0.248 +0.943 +0.298 +0.999 +1.000 +1.000 +1.000 +1.000 -0.058 -0.058 -0.043 -0.052 -0.025 -0.058 -0.032 -0.033 -0.038 -0.038 -0.027 +0.549 +0.549 -0.001 --- DataSetInfo : RichDLLbt: +0.111 +0.203 -0.005 +0.202 -0.056 +0.039 -0.012 -0.015 +0.220 +0.298 +0.027 -0.033 +0.239 +0.686 +0.249 +0.943 +0.300 +0.999 +1.000 +1.000 +1.000 +1.000 -0.058 -0.058 -0.043 -0.052 -0.024 -0.058 -0.031 -0.032 -0.037 -0.037 -0.026 +0.550 +0.549 -0.001 --- DataSetInfo : MuonBkgLL: -0.025 -0.041 +0.018 -0.038 +0.023 -0.005 +0.000 -0.008 -0.005 -0.009 +0.006 -0.042 -0.060 -0.041 -0.001 -0.044 -0.081 -0.058 -0.058 -0.057 -0.058 -0.058 +1.000 +1.000 +0.720 +0.736 +0.176 +1.000 +0.145 +0.145 +0.166 +0.166 +0.134 -0.050 -0.050 +0.007 --- DataSetInfo : MuonMuLL: -0.025 -0.041 +0.018 -0.038 +0.023 -0.005 +0.000 -0.008 -0.005 -0.009 +0.006 -0.042 -0.060 -0.041 -0.001 -0.044 -0.081 -0.058 -0.058 -0.057 -0.058 -0.058 +1.000 +1.000 +0.720 +0.736 +0.176 +1.000 +0.145 +0.145 +0.166 +0.166 +0.134 -0.050 -0.050 +0.007 --- DataSetInfo : MuonIsMuon: -0.029 -0.034 +0.018 -0.017 +0.013 -0.010 +0.005 -0.005 -0.004 -0.009 +0.019 -0.012 -0.038 -0.024 -0.012 -0.033 -0.066 -0.043 -0.043 -0.042 -0.043 -0.043 +0.720 +0.720 +1.000 +0.505 +0.127 +0.720 +0.106 +0.107 +0.123 +0.123 +0.098 -0.033 -0.033 +0.003 --- DataSetInfo : MuonNShared: -0.038 -0.041 +0.019 -0.015 +0.010 -0.000 +0.010 +0.002 +0.004 +0.004 +0.008 -0.024 -0.035 -0.018 -0.042 -0.042 -0.068 -0.053 -0.053 -0.052 -0.052 -0.052 +0.736 +0.736 +0.505 +1.000 +0.130 +0.736 +0.108 +0.108 +0.126 +0.126 +0.099 -0.025 -0.025 -0.005 --- DataSetInfo : InAccMuon: +0.274 +0.195 +0.036 -0.169 +0.171 +0.014 -0.054 -0.011 -0.004 -0.072 -0.009 -0.172 -0.200 -0.172 +0.372 +0.044 +0.020 -0.022 -0.020 -0.024 -0.025 -0.024 +0.176 +0.176 +0.127 +0.130 +1.000 +0.176 +0.803 +0.803 +0.939 +0.939 +0.755 -0.168 -0.168 +0.103 --- DataSetInfo : MuonIsLooseMuon: -0.025 -0.041 +0.018 -0.038 +0.023 -0.005 +0.000 -0.008 -0.005 -0.009 +0.006 -0.042 -0.060 -0.041 -0.001 -0.044 -0.081 -0.058 -0.058 -0.057 -0.058 -0.058 +1.000 +1.000 +0.720 +0.736 +0.176 +1.000 +0.145 +0.145 +0.166 +0.166 +0.134 -0.050 -0.050 +0.007 --- DataSetInfo : EcalPIDe: +0.132 +0.114 +0.042 -0.094 +0.131 +0.017 -0.035 -0.003 +0.006 -0.048 +0.033 -0.091 -0.165 -0.116 +0.262 +0.046 -0.019 -0.029 -0.029 -0.032 -0.032 -0.031 +0.145 +0.145 +0.106 +0.108 +0.803 +0.145 +1.000 +1.000 +0.832 +0.832 +0.906 -0.103 -0.103 +0.073 --- DataSetInfo : EcalPIDmu: +0.130 +0.113 +0.042 -0.094 +0.130 +0.017 -0.035 -0.003 +0.006 -0.048 +0.033 -0.091 -0.165 -0.116 +0.261 +0.046 -0.020 -0.030 -0.029 -0.032 -0.033 -0.032 +0.145 +0.145 +0.107 +0.108 +0.803 +0.145 +1.000 +1.000 +0.832 +0.832 +0.906 -0.103 -0.103 +0.073 --- DataSetInfo : HcalPIDe: +0.162 +0.124 +0.037 -0.128 +0.155 +0.014 -0.045 -0.006 -0.001 -0.062 +0.015 -0.121 -0.187 -0.153 +0.312 +0.029 -0.028 -0.035 -0.034 -0.037 -0.038 -0.037 +0.166 +0.166 +0.123 +0.126 +0.939 +0.166 +0.832 +0.832 +1.000 +1.000 +0.763 -0.147 -0.147 +0.089 --- DataSetInfo : HcalPIDmu: +0.162 +0.124 +0.038 -0.128 +0.156 +0.014 -0.045 -0.006 -0.001 -0.062 +0.014 -0.122 -0.187 -0.154 +0.313 +0.029 -0.028 -0.035 -0.034 -0.037 -0.038 -0.037 +0.166 +0.166 +0.123 +0.126 +0.939 +0.166 +0.832 +0.832 +1.000 +1.000 +0.763 -0.147 -0.147 +0.089 --- DataSetInfo : PrsPIDe: +0.156 +0.124 +0.041 -0.111 +0.130 +0.013 -0.036 -0.002 +0.003 -0.050 +0.021 -0.115 -0.159 -0.119 +0.260 +0.059 +0.004 -0.024 -0.023 -0.026 -0.027 -0.026 +0.134 +0.134 +0.098 +0.099 +0.755 +0.134 +0.906 +0.906 +0.763 +0.763 +1.000 -0.112 -0.112 +0.074 --- DataSetInfo : InAccBrem: -0.159 +0.156 -0.018 +0.476 -0.113 +0.024 -0.000 -0.015 +0.290 +0.396 +0.153 +0.244 +0.349 +0.812 -0.204 +0.511 +0.276 +0.549 +0.545 +0.548 +0.549 +0.550 -0.050 -0.050 -0.033 -0.025 -0.168 -0.050 -0.103 -0.103 -0.147 -0.147 -0.112 +1.000 +1.000 -0.092 --- DataSetInfo : BremPIDe: -0.159 +0.157 -0.018 +0.476 -0.113 +0.024 -0.000 -0.015 +0.290 +0.396 +0.153 +0.244 +0.349 +0.812 -0.204 +0.511 +0.276 +0.549 +0.545 +0.548 +0.549 +0.549 -0.050 -0.050 -0.033 -0.025 -0.168 -0.050 -0.103 -0.103 -0.147 -0.147 -0.112 +1.000 +1.000 -0.093 --- DataSetInfo : VeloCharge: +0.125 +0.042 +0.027 -0.198 +0.070 -0.010 -0.008 -0.059 -0.134 -0.203 -0.029 -0.087 +0.038 -0.118 +0.153 +0.011 +0.108 -0.001 -0.001 -0.002 -0.001 -0.001 +0.007 +0.007 +0.003 -0.005 +0.103 +0.007 +0.073 +0.073 +0.089 +0.089 +0.074 -0.092 -0.093 +1.000 --- DataSetInfo : --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetFactory : --- Factory : --- Factory : current transformation string: 'I' --- Factory : Create Transformation "I" with events from all classes. --- Id : Transformation, Variable selection : --- Id : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Id : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Id : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Id : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Id : Input : variable 'TrackLikelihood' (index=4). <---> Output : variable 'TrackLikelihood' (index=4). --- Id : Input : variable 'TrackGhostProbability' (index=5). <---> Output : variable 'TrackGhostProbability' (index=5). --- Id : Input : variable 'TrackFitMatchChi2' (index=6). <---> Output : variable 'TrackFitMatchChi2' (index=6). --- Id : Input : variable 'TrackCloneDist' (index=7). <---> Output : variable 'TrackCloneDist' (index=7). --- Id : Input : variable 'TrackFitVeloChi2' (index=8). <---> Output : variable 'TrackFitVeloChi2' (index=8). --- Id : Input : variable 'TrackFitVeloNDoF' (index=9). <---> Output : variable 'TrackFitVeloNDoF' (index=9). --- Id : Input : variable 'TrackFitTChi2' (index=10). <---> Output : variable 'TrackFitTChi2' (index=10). --- Id : Input : variable 'TrackFitTNDoF' (index=11). <---> Output : variable 'TrackFitTNDoF' (index=11). --- Id : Input : variable 'RichUsedAero' (index=12). <---> Output : variable 'RichUsedAero' (index=12). --- Id : Input : variable 'RichUsedR1Gas' (index=13). <---> Output : variable 'RichUsedR1Gas' (index=13). --- Id : Input : variable 'RichUsedR2Gas' (index=14). <---> Output : variable 'RichUsedR2Gas' (index=14). --- Id : Input : variable 'RichAboveMuThres' (index=15). <---> Output : variable 'RichAboveMuThres' (index=15). --- Id : Input : variable 'RichAboveKaThres' (index=16). <---> Output : variable 'RichAboveKaThres' (index=16). --- Id : Input : variable 'RichDLLe' (index=17). <---> Output : variable 'RichDLLe' (index=17). --- Id : Input : variable 'RichDLLmu' (index=18). <---> Output : variable 'RichDLLmu' (index=18). --- Id : Input : variable 'RichDLLk' (index=19). <---> Output : variable 'RichDLLk' (index=19). --- Id : Input : variable 'RichDLLp' (index=20). <---> Output : variable 'RichDLLp' (index=20). --- Id : Input : variable 'RichDLLbt' (index=21). <---> Output : variable 'RichDLLbt' (index=21). --- Id : Input : variable 'MuonBkgLL' (index=22). <---> Output : variable 'MuonBkgLL' (index=22). --- Id : Input : variable 'MuonMuLL' (index=23). <---> Output : variable 'MuonMuLL' (index=23). --- Id : Input : variable 'MuonIsMuon' (index=24). <---> Output : variable 'MuonIsMuon' (index=24). --- Id : Input : variable 'MuonNShared' (index=25). <---> Output : variable 'MuonNShared' (index=25). --- Id : Input : variable 'InAccMuon' (index=26). <---> Output : variable 'InAccMuon' (index=26). --- Id : Input : variable 'MuonIsLooseMuon' (index=27). <---> Output : variable 'MuonIsLooseMuon' (index=27). --- Id : Input : variable 'EcalPIDe' (index=28). <---> Output : variable 'EcalPIDe' (index=28). --- Id : Input : variable 'EcalPIDmu' (index=29). <---> Output : variable 'EcalPIDmu' (index=29). --- Id : Input : variable 'HcalPIDe' (index=30). <---> Output : variable 'HcalPIDe' (index=30). --- Id : Input : variable 'HcalPIDmu' (index=31). <---> Output : variable 'HcalPIDmu' (index=31). --- Id : Input : variable 'PrsPIDe' (index=32). <---> Output : variable 'PrsPIDe' (index=32). --- Id : Input : variable 'InAccBrem' (index=33). <---> Output : variable 'InAccBrem' (index=33). --- Id : Input : variable 'BremPIDe' (index=34). <---> Output : variable 'BremPIDe' (index=34). --- Id : Input : variable 'VeloCharge' (index=35). <---> Output : variable 'VeloCharge' (index=35). --- Factory : --- Factory : current transformation string: 'D' --- Factory : Create Transformation "D" with events from all classes. --- Deco : Transformation, Variable selection : --- Deco : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Deco : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Deco : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Deco : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Deco : Input : variable 'TrackLikelihood' (index=4). <---> Output : variable 'TrackLikelihood' (index=4). --- Deco : Input : variable 'TrackGhostProbability' (index=5). <---> Output : variable 'TrackGhostProbability' (index=5). --- Deco : Input : variable 'TrackFitMatchChi2' (index=6). <---> Output : variable 'TrackFitMatchChi2' (index=6). --- Deco : Input : variable 'TrackCloneDist' (index=7). <---> Output : variable 'TrackCloneDist' (index=7). --- Deco : Input : variable 'TrackFitVeloChi2' (index=8). <---> Output : variable 'TrackFitVeloChi2' (index=8). --- Deco : Input : variable 'TrackFitVeloNDoF' (index=9). <---> Output : variable 'TrackFitVeloNDoF' (index=9). --- Deco : Input : variable 'TrackFitTChi2' (index=10). <---> Output : variable 'TrackFitTChi2' (index=10). --- Deco : Input : variable 'TrackFitTNDoF' (index=11). <---> Output : variable 'TrackFitTNDoF' (index=11). --- Deco : Input : variable 'RichUsedAero' (index=12). <---> Output : variable 'RichUsedAero' (index=12). --- Deco : Input : variable 'RichUsedR1Gas' (index=13). <---> Output : variable 'RichUsedR1Gas' (index=13). --- Deco : Input : variable 'RichUsedR2Gas' (index=14). <---> Output : variable 'RichUsedR2Gas' (index=14). --- Deco : Input : variable 'RichAboveMuThres' (index=15). <---> Output : variable 'RichAboveMuThres' (index=15). --- Deco : Input : variable 'RichAboveKaThres' (index=16). <---> Output : variable 'RichAboveKaThres' (index=16). --- Deco : Input : variable 'RichDLLe' (index=17). <---> Output : variable 'RichDLLe' (index=17). --- Deco : Input : variable 'RichDLLmu' (index=18). <---> Output : variable 'RichDLLmu' (index=18). --- Deco : Input : variable 'RichDLLk' (index=19). <---> Output : variable 'RichDLLk' (index=19). --- Deco : Input : variable 'RichDLLp' (index=20). <---> Output : variable 'RichDLLp' (index=20). --- Deco : Input : variable 'RichDLLbt' (index=21). <---> Output : variable 'RichDLLbt' (index=21). --- Deco : Input : variable 'MuonBkgLL' (index=22). <---> Output : variable 'MuonBkgLL' (index=22). --- Deco : Input : variable 'MuonMuLL' (index=23). <---> Output : variable 'MuonMuLL' (index=23). --- Deco : Input : variable 'MuonIsMuon' (index=24). <---> Output : variable 'MuonIsMuon' (index=24). --- Deco : Input : variable 'MuonNShared' (index=25). <---> Output : variable 'MuonNShared' (index=25). --- Deco : Input : variable 'InAccMuon' (index=26). <---> Output : variable 'InAccMuon' (index=26). --- Deco : Input : variable 'MuonIsLooseMuon' (index=27). <---> Output : variable 'MuonIsLooseMuon' (index=27). --- Deco : Input : variable 'EcalPIDe' (index=28). <---> Output : variable 'EcalPIDe' (index=28). --- Deco : Input : variable 'EcalPIDmu' (index=29). <---> Output : variable 'EcalPIDmu' (index=29). --- Deco : Input : variable 'HcalPIDe' (index=30). <---> Output : variable 'HcalPIDe' (index=30). --- Deco : Input : variable 'HcalPIDmu' (index=31). <---> Output : variable 'HcalPIDmu' (index=31). --- Deco : Input : variable 'PrsPIDe' (index=32). <---> Output : variable 'PrsPIDe' (index=32). --- Deco : Input : variable 'InAccBrem' (index=33). <---> Output : variable 'InAccBrem' (index=33). --- Deco : Input : variable 'BremPIDe' (index=34). <---> Output : variable 'BremPIDe' (index=34). --- Deco : Input : variable 'VeloCharge' (index=35). <---> Output : variable 'VeloCharge' (index=35). --- Factory : --- Factory : current transformation string: 'P' --- Factory : Create Transformation "P" with events from all classes. --- PCA : Transformation, Variable selection : --- PCA : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- PCA : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- PCA : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- PCA : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- PCA : Input : variable 'TrackLikelihood' (index=4). <---> Output : variable 'TrackLikelihood' (index=4). --- PCA : Input : variable 'TrackGhostProbability' (index=5). <---> Output : variable 'TrackGhostProbability' (index=5). --- PCA : Input : variable 'TrackFitMatchChi2' (index=6). <---> Output : variable 'TrackFitMatchChi2' (index=6). --- PCA : Input : variable 'TrackCloneDist' (index=7). <---> Output : variable 'TrackCloneDist' (index=7). --- PCA : Input : variable 'TrackFitVeloChi2' (index=8). <---> Output : variable 'TrackFitVeloChi2' (index=8). --- PCA : Input : variable 'TrackFitVeloNDoF' (index=9). <---> Output : variable 'TrackFitVeloNDoF' (index=9). --- PCA : Input : variable 'TrackFitTChi2' (index=10). <---> Output : variable 'TrackFitTChi2' (index=10). --- PCA : Input : variable 'TrackFitTNDoF' (index=11). <---> Output : variable 'TrackFitTNDoF' (index=11). --- PCA : Input : variable 'RichUsedAero' (index=12). <---> Output : variable 'RichUsedAero' (index=12). --- PCA : Input : variable 'RichUsedR1Gas' (index=13). <---> Output : variable 'RichUsedR1Gas' (index=13). --- PCA : Input : variable 'RichUsedR2Gas' (index=14). <---> Output : variable 'RichUsedR2Gas' (index=14). --- PCA : Input : variable 'RichAboveMuThres' (index=15). <---> Output : variable 'RichAboveMuThres' (index=15). --- PCA : Input : variable 'RichAboveKaThres' (index=16). <---> Output : variable 'RichAboveKaThres' (index=16). --- PCA : Input : variable 'RichDLLe' (index=17). <---> Output : variable 'RichDLLe' (index=17). --- PCA : Input : variable 'RichDLLmu' (index=18). <---> Output : variable 'RichDLLmu' (index=18). --- PCA : Input : variable 'RichDLLk' (index=19). <---> Output : variable 'RichDLLk' (index=19). --- PCA : Input : variable 'RichDLLp' (index=20). <---> Output : variable 'RichDLLp' (index=20). --- PCA : Input : variable 'RichDLLbt' (index=21). <---> Output : variable 'RichDLLbt' (index=21). --- PCA : Input : variable 'MuonBkgLL' (index=22). <---> Output : variable 'MuonBkgLL' (index=22). --- PCA : Input : variable 'MuonMuLL' (index=23). <---> Output : variable 'MuonMuLL' (index=23). --- PCA : Input : variable 'MuonIsMuon' (index=24). <---> Output : variable 'MuonIsMuon' (index=24). --- PCA : Input : variable 'MuonNShared' (index=25). <---> Output : variable 'MuonNShared' (index=25). --- PCA : Input : variable 'InAccMuon' (index=26). <---> Output : variable 'InAccMuon' (index=26). --- PCA : Input : variable 'MuonIsLooseMuon' (index=27). <---> Output : variable 'MuonIsLooseMuon' (index=27). --- PCA : Input : variable 'EcalPIDe' (index=28). <---> Output : variable 'EcalPIDe' (index=28). --- PCA : Input : variable 'EcalPIDmu' (index=29). <---> Output : variable 'EcalPIDmu' (index=29). --- PCA : Input : variable 'HcalPIDe' (index=30). <---> Output : variable 'HcalPIDe' (index=30). --- PCA : Input : variable 'HcalPIDmu' (index=31). <---> Output : variable 'HcalPIDmu' (index=31). --- PCA : Input : variable 'PrsPIDe' (index=32). <---> Output : variable 'PrsPIDe' (index=32). --- PCA : Input : variable 'InAccBrem' (index=33). <---> Output : variable 'InAccBrem' (index=33). --- PCA : Input : variable 'BremPIDe' (index=34). <---> Output : variable 'BremPIDe' (index=34). --- PCA : Input : variable 'VeloCharge' (index=35). <---> Output : variable 'VeloCharge' (index=35). --- Factory : --- Factory : current transformation string: 'G,D' --- Factory : Create Transformation "G" with events from all classes. --- Gauss : Transformation, Variable selection : --- Gauss : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Gauss : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Gauss : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Gauss : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Gauss : Input : variable 'TrackLikelihood' (index=4). <---> Output : variable 'TrackLikelihood' (index=4). --- Gauss : Input : variable 'TrackGhostProbability' (index=5). <---> Output : variable 'TrackGhostProbability' (index=5). --- Gauss : Input : variable 'TrackFitMatchChi2' (index=6). <---> Output : variable 'TrackFitMatchChi2' (index=6). --- Gauss : Input : variable 'TrackCloneDist' (index=7). <---> Output : variable 'TrackCloneDist' (index=7). --- Gauss : Input : variable 'TrackFitVeloChi2' (index=8). <---> Output : variable 'TrackFitVeloChi2' (index=8). --- Gauss : Input : variable 'TrackFitVeloNDoF' (index=9). <---> Output : variable 'TrackFitVeloNDoF' (index=9). --- Gauss : Input : variable 'TrackFitTChi2' (index=10). <---> Output : variable 'TrackFitTChi2' (index=10). --- Gauss : Input : variable 'TrackFitTNDoF' (index=11). <---> Output : variable 'TrackFitTNDoF' (index=11). --- Gauss : Input : variable 'RichUsedAero' (index=12). <---> Output : variable 'RichUsedAero' (index=12). --- Gauss : Input : variable 'RichUsedR1Gas' (index=13). <---> Output : variable 'RichUsedR1Gas' (index=13). --- Gauss : Input : variable 'RichUsedR2Gas' (index=14). <---> Output : variable 'RichUsedR2Gas' (index=14). --- Gauss : Input : variable 'RichAboveMuThres' (index=15). <---> Output : variable 'RichAboveMuThres' (index=15). --- Gauss : Input : variable 'RichAboveKaThres' (index=16). <---> Output : variable 'RichAboveKaThres' (index=16). --- Gauss : Input : variable 'RichDLLe' (index=17). <---> Output : variable 'RichDLLe' (index=17). --- Gauss : Input : variable 'RichDLLmu' (index=18). <---> Output : variable 'RichDLLmu' (index=18). --- Gauss : Input : variable 'RichDLLk' (index=19). <---> Output : variable 'RichDLLk' (index=19). --- Gauss : Input : variable 'RichDLLp' (index=20). <---> Output : variable 'RichDLLp' (index=20). --- Gauss : Input : variable 'RichDLLbt' (index=21). <---> Output : variable 'RichDLLbt' (index=21). --- Gauss : Input : variable 'MuonBkgLL' (index=22). <---> Output : variable 'MuonBkgLL' (index=22). --- Gauss : Input : variable 'MuonMuLL' (index=23). <---> Output : variable 'MuonMuLL' (index=23). --- Gauss : Input : variable 'MuonIsMuon' (index=24). <---> Output : variable 'MuonIsMuon' (index=24). --- Gauss : Input : variable 'MuonNShared' (index=25). <---> Output : variable 'MuonNShared' (index=25). --- Gauss : Input : variable 'InAccMuon' (index=26). <---> Output : variable 'InAccMuon' (index=26). --- Gauss : Input : variable 'MuonIsLooseMuon' (index=27). <---> Output : variable 'MuonIsLooseMuon' (index=27). --- Gauss : Input : variable 'EcalPIDe' (index=28). <---> Output : variable 'EcalPIDe' (index=28). --- Gauss : Input : variable 'EcalPIDmu' (index=29). <---> Output : variable 'EcalPIDmu' (index=29). --- Gauss : Input : variable 'HcalPIDe' (index=30). <---> Output : variable 'HcalPIDe' (index=30). --- Gauss : Input : variable 'HcalPIDmu' (index=31). <---> Output : variable 'HcalPIDmu' (index=31). --- Gauss : Input : variable 'PrsPIDe' (index=32). <---> Output : variable 'PrsPIDe' (index=32). --- Gauss : Input : variable 'InAccBrem' (index=33). <---> Output : variable 'InAccBrem' (index=33). --- Gauss : Input : variable 'BremPIDe' (index=34). <---> Output : variable 'BremPIDe' (index=34). --- Gauss : Input : variable 'VeloCharge' (index=35). <---> Output : variable 'VeloCharge' (index=35). --- Factory : Create Transformation "D" with events from all classes. --- Deco : Transformation, Variable selection : --- Deco : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Deco : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Deco : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Deco : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Deco : Input : variable 'TrackLikelihood' (index=4). <---> Output : variable 'TrackLikelihood' (index=4). --- Deco : Input : variable 'TrackGhostProbability' (index=5). <---> Output : variable 'TrackGhostProbability' (index=5). --- Deco : Input : variable 'TrackFitMatchChi2' (index=6). <---> Output : variable 'TrackFitMatchChi2' (index=6). --- Deco : Input : variable 'TrackCloneDist' (index=7). <---> Output : variable 'TrackCloneDist' (index=7). --- Deco : Input : variable 'TrackFitVeloChi2' (index=8). <---> Output : variable 'TrackFitVeloChi2' (index=8). --- Deco : Input : variable 'TrackFitVeloNDoF' (index=9). <---> Output : variable 'TrackFitVeloNDoF' (index=9). --- Deco : Input : variable 'TrackFitTChi2' (index=10). <---> Output : variable 'TrackFitTChi2' (index=10). --- Deco : Input : variable 'TrackFitTNDoF' (index=11). <---> Output : variable 'TrackFitTNDoF' (index=11). --- Deco : Input : variable 'RichUsedAero' (index=12). <---> Output : variable 'RichUsedAero' (index=12). --- Deco : Input : variable 'RichUsedR1Gas' (index=13). <---> Output : variable 'RichUsedR1Gas' (index=13). --- Deco : Input : variable 'RichUsedR2Gas' (index=14). <---> Output : variable 'RichUsedR2Gas' (index=14). --- Deco : Input : variable 'RichAboveMuThres' (index=15). <---> Output : variable 'RichAboveMuThres' (index=15). --- Deco : Input : variable 'RichAboveKaThres' (index=16). <---> Output : variable 'RichAboveKaThres' (index=16). --- Deco : Input : variable 'RichDLLe' (index=17). <---> Output : variable 'RichDLLe' (index=17). --- Deco : Input : variable 'RichDLLmu' (index=18). <---> Output : variable 'RichDLLmu' (index=18). --- Deco : Input : variable 'RichDLLk' (index=19). <---> Output : variable 'RichDLLk' (index=19). --- Deco : Input : variable 'RichDLLp' (index=20). <---> Output : variable 'RichDLLp' (index=20). --- Deco : Input : variable 'RichDLLbt' (index=21). <---> Output : variable 'RichDLLbt' (index=21). --- Deco : Input : variable 'MuonBkgLL' (index=22). <---> Output : variable 'MuonBkgLL' (index=22). --- Deco : Input : variable 'MuonMuLL' (index=23). <---> Output : variable 'MuonMuLL' (index=23). --- Deco : Input : variable 'MuonIsMuon' (index=24). <---> Output : variable 'MuonIsMuon' (index=24). --- Deco : Input : variable 'MuonNShared' (index=25). <---> Output : variable 'MuonNShared' (index=25). --- Deco : Input : variable 'InAccMuon' (index=26). <---> Output : variable 'InAccMuon' (index=26). --- Deco : Input : variable 'MuonIsLooseMuon' (index=27). <---> Output : variable 'MuonIsLooseMuon' (index=27). --- Deco : Input : variable 'EcalPIDe' (index=28). <---> Output : variable 'EcalPIDe' (index=28). --- Deco : Input : variable 'EcalPIDmu' (index=29). <---> Output : variable 'EcalPIDmu' (index=29). --- Deco : Input : variable 'HcalPIDe' (index=30). <---> Output : variable 'HcalPIDe' (index=30). --- Deco : Input : variable 'HcalPIDmu' (index=31). <---> Output : variable 'HcalPIDmu' (index=31). --- Deco : Input : variable 'PrsPIDe' (index=32). <---> Output : variable 'PrsPIDe' (index=32). --- Deco : Input : variable 'InAccBrem' (index=33). <---> Output : variable 'InAccBrem' (index=33). --- Deco : Input : variable 'BremPIDe' (index=34). <---> Output : variable 'BremPIDe' (index=34). --- Deco : Input : variable 'VeloCharge' (index=35). <---> Output : variable 'VeloCharge' (index=35). --- Id : Preparing the Identity transformation... --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: 12345. 39187. [ 1159.6 4.9434e+06 ] --- TFHandler_Factory : TrackPt: 722.30 3076.4 [ 1.2962 6.3480e+05 ] --- TFHandler_Factory : TrackChi2PerDof: 1.5105 0.62405 [ 0.14864 3.0000 ] --- TFHandler_Factory : TrackNumDof: 27.984 7.2649 [ 7.0000 53.000 ] --- TFHandler_Factory : TrackLikelihood: -17.325 17.289 [ -99.979 -0.17543 ] --- TFHandler_Factory : TrackGhostProbability: -0.16391 19.036 [ -999.00 1.0000 ] --- TFHandler_Factory : TrackFitMatchChi2: 11.281 10.752 [ 0.022598 108.62 ] --- TFHandler_Factory : TrackCloneDist: -964.70 359.04 [ -999.00 4999.9 ] --- TFHandler_Factory : TrackFitVeloChi2: 8.1062 6.0943 [ 7.1108e-05 103.77 ] --- TFHandler_Factory : TrackFitVeloNDoF: 6.2524 3.5138 [ 1.0000 25.000 ] --- TFHandler_Factory : TrackFitTChi2: 17.534 8.4941 [ 0.00042732 90.351 ] --- TFHandler_Factory : TrackFitTNDoF: 14.012 4.3872 [ 1.0000 29.000 ] --- TFHandler_Factory : RichUsedAero: 0.41952 0.49348 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichUsedR1Gas: 0.81671 0.38690 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichUsedR2Gas: 0.47175 0.49920 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveMuThres: 0.93768 0.24174 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveKaThres: 0.66693 0.47131 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichDLLe: -64.106 229.29 [ -999.00 111.73 ] --- TFHandler_Factory : RichDLLmu: -59.707 230.18 [ -999.00 76.878 ] --- TFHandler_Factory : RichDLLk: -56.980 231.13 [ -999.00 101.99 ] --- TFHandler_Factory : RichDLLp: -55.061 231.60 [ -999.00 94.933 ] --- TFHandler_Factory : RichDLLbt: -52.898 232.16 [ -999.00 64.628 ] --- TFHandler_Factory : MuonBkgLL: -906.92 288.83 [ -999.00 0.023500 ] --- TFHandler_Factory : MuonMuLL: -906.85 289.05 [ -999.00 0.0000 ] --- TFHandler_Factory : MuonIsMuon: 0.055481 0.22892 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonNShared: 0.47969 2.2205 [ 0.0000 74.000 ] --- TFHandler_Factory : InAccMuon: 0.83448 0.37165 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonIsLooseMuon: 0.092265 0.28940 [ 0.0000 1.0000 ] --- TFHandler_Factory : EcalPIDe: -158.52 362.98 [ -999.00 4.3413 ] --- TFHandler_Factory : EcalPIDmu: -157.74 363.32 [ -999.00 2.1530 ] --- TFHandler_Factory : HcalPIDe: -203.30 401.47 [ -999.00 3.1280 ] --- TFHandler_Factory : HcalPIDmu: -203.41 401.42 [ -999.00 2.8734 ] --- TFHandler_Factory : PrsPIDe: -130.03 333.49 [ -999.00 3.4631 ] --- TFHandler_Factory : InAccBrem: 0.77618 0.41680 [ 0.0000 1.0000 ] --- TFHandler_Factory : BremPIDe: -223.91 416.22 [ -999.00 4.7915 ] --- TFHandler_Factory : VeloCharge: 0.93837 0.14135 [ 0.47191 4.6236 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for Id --- TFHandler_Factory : --- TFHandler_Factory : Will not produce scatter plots ==> --- TFHandler_Factory : | The number of 36 input variables and 0 target values would require 630 two-dimensional --- TFHandler_Factory : | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Factory : | suppression does not have any consequences for your analysis, other --- TFHandler_Factory : | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Factory : | number of input variables allowed to generate scatter plots in your --- TFHandler_Factory : | script via the command line: --- TFHandler_Factory : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Factory : --- TFHandler_Factory : Some more output --- Deco : Preparing the Decorrelation transformation... --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- Tools : error in matrix diagonalization; printed S and B --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: 0.31389 1.0000 [ 0.0025772 131.15 ] --- TFHandler_Factory : TrackPt: 0.0013548 1.0000 [ -106.79 207.34 ] --- TFHandler_Factory : TrackChi2PerDof: 5.7784 1.0000 [ -3.9672 16.020 ] --- TFHandler_Factory : TrackNumDof: 7.9809 1.0000 [ 3.3859 19.897 ] --- TFHandler_Factory : TrackLikelihood: -2.2833 1.0000 [ -9.9807 13.966 ] --- TFHandler_Factory : TrackGhostProbability: 0.13995 1.0000 [ -59.526 46.593 ] --- TFHandler_Factory : TrackFitMatchChi2: 0.55178 1.0000 [ -2.3471 10.172 ] --- TFHandler_Factory : TrackCloneDist: -2.6903 1.0000 [ -2.8583 13.939 ] --- TFHandler_Factory : TrackFitVeloChi2: 0.24415 1.0000 [ -4.3091 18.692 ] --- TFHandler_Factory : TrackFitVeloNDoF: -1.6415 1.0000 [ -8.8392 5.0673 ] --- TFHandler_Factory : TrackFitTChi2: 0.89857 1.0000 [ -2.3451 10.245 ] --- TFHandler_Factory : TrackFitTNDoF: 0.0048675 1.0000 [ -6.0344 11.585 ] --- TFHandler_Factory : RichUsedAero: 0.49824 1.0000 [ -6.7261 24.177 ] --- TFHandler_Factory : RichUsedR1Gas: 2.9235 1.0000 [ -13.824 16.112 ] --- TFHandler_Factory : RichUsedR2Gas: 1.8968 1.0000 [ -17.868 9.7140 ] --- TFHandler_Factory : RichAboveMuThres: 13.434 1.0000 [ -0.055708 15.083 ] --- TFHandler_Factory : RichAboveKaThres: 1.1203 1.0000 [ -18.087 6.4058 ] --- TFHandler_Factory : RichDLLe: -0.87158 1.0000 [ -19.704 11.524 ] --- TFHandler_Factory : RichDLLmu: -0.11882 1.0000 [ -8.1764 11.345 ] --- TFHandler_Factory : RichDLLk: -0.30198 1.0000 [ -8.6230 15.442 ] --- TFHandler_Factory : RichDLLp: -0.089614 1.0000 [ -12.016 17.643 ] --- TFHandler_Factory : RichDLLbt: 0.88444 1.0000 [ -40.040 10.151 ] --- TFHandler_Factory : MuonBkgLL: -3.7809 1.0000 [ -12.107 178.79 ] --- TFHandler_Factory : MuonMuLL: -7.7306 1.0000 [ -186.23 4.8953 ] --- TFHandler_Factory : MuonIsMuon: 2.7304 1.0000 [ -3.0826 28.413 ] --- TFHandler_Factory : MuonNShared: 3.3747 1.0000 [ -7.3846 46.072 ] --- TFHandler_Factory : InAccMuon: 5.7968 1.0000 [ -4.4609 12.565 ] --- TFHandler_Factory : MuonIsLooseMuon: 7078.3 1.0000 [ 7073.1 7638.7 ] --- TFHandler_Factory : EcalPIDe: -0.28947 1.0000 [ -4.6555 5.7085 ] --- TFHandler_Factory : EcalPIDmu: 0.046765 1.0000 [ -5.7110 4.6025 ] --- TFHandler_Factory : HcalPIDe: -0.28848 1.0000 [ -5.8890 3.7448 ] --- TFHandler_Factory : HcalPIDmu: -0.19876 1.0000 [ -3.9947 3.8492 ] --- TFHandler_Factory : PrsPIDe: -0.064840 1.0000 [ -6.0962 4.2511 ] --- TFHandler_Factory : InAccBrem: 2040.9 1.0000 [ 2030.0 2045.0 ] --- TFHandler_Factory : BremPIDe: -2.6436 1.0000 [ -29.182 22.939 ] --- TFHandler_Factory : VeloCharge: 7.4384 1.0000 [ 3.7825 34.127 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for Deco --- TFHandler_Factory : --- TFHandler_Factory : Will not produce scatter plots ==> --- TFHandler_Factory : | The number of 36 input variables and 0 target values would require 630 two-dimensional --- TFHandler_Factory : | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Factory : | suppression does not have any consequences for your analysis, other --- TFHandler_Factory : | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Factory : | number of input variables allowed to generate scatter plots in your --- TFHandler_Factory : | script via the command line: --- TFHandler_Factory : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Factory : --- TFHandler_Factory : Some more output --- PCA : Preparing the Principle Component (PCA) transformation... --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: -1.6130e-06 39269. [ -11181. 4.9320e+06 ] --- TFHandler_Factory : TrackPt: -6.7269e-10 1739.1 [ -1.9504e+05 3.4784e+05 ] --- TFHandler_Factory : TrackChi2PerDof: 2.6243e-08 786.39 [ -7350.5 12672. ] --- TFHandler_Factory : TrackNumDof: 1.1703e-08 564.11 [ -6664.2 12372. ] --- TFHandler_Factory : TrackLikelihood: -7.3186e-09 404.44 [ -272.97 2107.7 ] --- TFHandler_Factory : TrackGhostProbability: 1.1567e-08 358.98 [ -598.21 5987.1 ] --- TFHandler_Factory : TrackFitMatchChi2: 6.6958e-09 335.84 [ -9825.5 9786.9 ] --- TFHandler_Factory : TrackCloneDist: -3.9477e-09 246.75 [ -1243.4 1441.6 ] --- TFHandler_Factory : TrackFitVeloChi2: 7.4872e-09 132.24 [ -963.89 818.85 ] --- TFHandler_Factory : TrackFitVeloNDoF: -2.5281e-10 18.931 [ -244.42 181.02 ] --- TFHandler_Factory : TrackFitTChi2: -5.5178e-10 16.757 [ -809.05 988.89 ] --- TFHandler_Factory : TrackFitTNDoF: -2.5507e-10 12.577 [ -124.68 193.34 ] --- TFHandler_Factory : RichUsedAero: 1.2440e-10 9.4820 [ -107.91 43.945 ] --- TFHandler_Factory : RichUsedR1Gas: 3.8705e-10 8.6907 [ -74.031 47.093 ] --- TFHandler_Factory : RichUsedR2Gas: 2.1886e-10 6.5877 [ -88.586 22.717 ] --- TFHandler_Factory : RichAboveMuThres: 3.1720e-10 5.4565 [ -73.456 74.209 ] --- TFHandler_Factory : RichAboveKaThres: -1.2695e-10 4.3470 [ -103.10 36.739 ] --- TFHandler_Factory : RichDLLe: 1.1769e-11 3.9665 [ -48.846 62.407 ] --- TFHandler_Factory : RichDLLmu: 1.7540e-10 2.7757 [ -102.53 30.970 ] --- TFHandler_Factory : RichDLLk: 7.1678e-11 2.5472 [ -27.342 22.423 ] --- TFHandler_Factory : RichDLLp: -8.3093e-11 1.6695 [ -41.175 6.0844 ] --- TFHandler_Factory : RichDLLbt: -4.8426e-11 1.6077 [ -55.030 8.0588 ] --- TFHandler_Factory : MuonBkgLL: -6.6801e-11 1.1773 [ -3.8022 3.5674 ] --- TFHandler_Factory : MuonMuLL: 3.7480e-14 0.67631 [ -5.4768 3.2073 ] --- TFHandler_Factory : MuonIsMuon: -4.9715e-12 0.45998 [ -2.8237 12.073 ] --- TFHandler_Factory : MuonNShared: -5.9206e-12 0.42726 [ -4.6122 7.5212 ] --- TFHandler_Factory : InAccMuon: -7.4286e-12 0.22970 [ -4.6588 1.6757 ] --- TFHandler_Factory : MuonIsLooseMuon: -4.7527e-12 0.19510 [ -1.9867 1.9390 ] --- TFHandler_Factory : EcalPIDe: -4.9209e-12 0.18671 [ -9.6449 2.4478 ] --- TFHandler_Factory : EcalPIDmu: -1.1770e-11 0.18450 [ -35.869 2.5645 ] --- TFHandler_Factory : HcalPIDe: 1.0896e-11 0.17295 [ -1.6147 14.395 ] --- TFHandler_Factory : HcalPIDmu: 3.7013e-12 0.13891 [ -1.6697 18.007 ] --- TFHandler_Factory : PrsPIDe: 2.0022e-12 0.13817 [ -5.4130 0.60599 ] --- TFHandler_Factory : InAccBrem: -1.6335e-12 0.073088 [ -0.98217 0.12495 ] --- TFHandler_Factory : BremPIDe: -4.0755e-14 0.00048959 [ -0.0020118 0.0053336 ] --- TFHandler_Factory : VeloCharge: -3.6730e-14 0.00014124 [ -0.079186 0.00073840 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for PCA --- TFHandler_Factory : --- TFHandler_Factory : Will not produce scatter plots ==> --- TFHandler_Factory : | The number of 36 input variables and 0 target values would require 630 two-dimensional --- TFHandler_Factory : | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Factory : | suppression does not have any consequences for your analysis, other --- TFHandler_Factory : | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Factory : | number of input variables allowed to generate scatter plots in your --- TFHandler_Factory : | script via the command line: --- TFHandler_Factory : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Factory : --- TFHandler_Factory : Some more output --- Gauss : Preparing the Gaussian transformation... --- Deco : Preparing the Decorrelation transformation... --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: -0.98602 1.0000 [ -14.346 10.154 ] --- TFHandler_Factory : TrackPt: -1.2133 1.0000 [ -13.225 5.7420 ] --- TFHandler_Factory : TrackChi2PerDof: 0.20189 1.0000 [ -7.9790 12.337 ] --- TFHandler_Factory : TrackNumDof: -0.66230 1.0000 [ -6.7914 9.9384 ] --- TFHandler_Factory : TrackLikelihood: -0.22435 1.0000 [ -8.1165 9.1099 ] --- TFHandler_Factory : TrackGhostProbability: 1.1505 1.0000 [ -16.367 7.5841 ] --- TFHandler_Factory : TrackFitMatchChi2: 0.13784 1.0000 [ -7.0684 6.4883 ] --- TFHandler_Factory : TrackCloneDist: -6.2593 1.0000 [ -6.7517 7.1671 ] --- TFHandler_Factory : TrackFitVeloChi2: -0.19662 1.0000 [ -4.9317 6.1803 ] --- TFHandler_Factory : TrackFitVeloNDoF: -0.36979 1.0000 [ -6.0050 4.5576 ] --- TFHandler_Factory : TrackFitTChi2: -0.087732 1.0000 [ -6.1812 8.4469 ] --- TFHandler_Factory : TrackFitTNDoF: 0.19431 1.0000 [ -8.4513 9.4087 ] --- TFHandler_Factory : RichUsedAero: -0.35823 1.0000 [ -2.5973 1.8899 ] --- TFHandler_Factory : RichUsedR1Gas: 1.1101 1.0000 [ -3.2436 4.3872 ] --- TFHandler_Factory : RichUsedR2Gas: -0.16350 1.0000 [ -2.7591 2.0688 ] --- TFHandler_Factory : RichAboveMuThres: 4.1585 1.0000 [ -3.9972 6.3152 ] --- TFHandler_Factory : RichAboveKaThres: 0.37344 1.0000 [ -2.0149 2.6011 ] --- TFHandler_Factory : RichDLLe: -1.0248 1.0000 [ -5.8819 8.9428 ] --- TFHandler_Factory : RichDLLmu: -1.3016 1.0000 [ -5.9442 8.0585 ] --- TFHandler_Factory : RichDLLk: -0.92598 1.0000 [ -8.3954 13.612 ] --- TFHandler_Factory : RichDLLp: -1.0226 1.0000 [ -9.7775 14.099 ] --- TFHandler_Factory : RichDLLbt: -0.62680 1.0000 [ -12.297 11.847 ] --- TFHandler_Factory : MuonBkgLL: -4.9767 1.0000 [ -10.906 22.377 ] --- TFHandler_Factory : MuonMuLL: -44.761 1.0000 [ -57.583 -36.920 ] --- TFHandler_Factory : MuonIsMuon: -1.2196 1.0000 [ -4.5977 2.4543 ] --- TFHandler_Factory : MuonNShared: -2.4948 1.0000 [ -11.671 21.672 ] --- TFHandler_Factory : InAccMuon: 2.5291 1.0000 [ -2.6086 6.2251 ] --- TFHandler_Factory : MuonIsLooseMuon: 35.731 1.0000 [ 28.200 49.631 ] --- TFHandler_Factory : EcalPIDe: -0.064939 1.0000 [ -4.9440 6.6172 ] --- TFHandler_Factory : EcalPIDmu: -0.84094 1.0000 [ -4.8366 3.1851 ] --- TFHandler_Factory : HcalPIDe: -0.99387 1.0000 [ -4.5951 3.2045 ] --- TFHandler_Factory : HcalPIDmu: -0.97525 1.0000 [ -4.5596 4.5689 ] --- TFHandler_Factory : PrsPIDe: -0.40511 1.0000 [ -5.7284 6.6878 ] --- TFHandler_Factory : InAccBrem: 3.0844 1.0000 [ -0.94837 6.5814 ] --- TFHandler_Factory : BremPIDe: -4.3186 1.0000 [ -6.6699 4.5831 ] --- TFHandler_Factory : VeloCharge: 0.15645 1.0000 [ -4.7696 6.0252 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for Gauss_Deco --- TFHandler_Factory : --- TFHandler_Factory : Will not produce scatter plots ==> --- TFHandler_Factory : | The number of 36 input variables and 0 target values would require 630 two-dimensional --- TFHandler_Factory : | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Factory : | suppression does not have any consequences for your analysis, other --- TFHandler_Factory : | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Factory : | number of input variables allowed to generate scatter plots in your --- TFHandler_Factory : | script via the command line: --- TFHandler_Factory : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Factory : --- TFHandler_Factory : Some more output --- TFHandler_Factory : --- TFHandler_Factory : Ranking input variables (method unspecific)... --- IdTransformation : Ranking result (top variable is best ranked) --- IdTransformation : ---------------------------------------------- --- IdTransformation : Rank : Variable : Separation --- IdTransformation : ---------------------------------------------- --- IdTransformation : 1 : RichDLLe : 2.772e-01 --- IdTransformation : 2 : VeloCharge : 2.038e-01 --- IdTransformation : 3 : TrackLikelihood : 1.247e-01 --- IdTransformation : 4 : RichAboveKaThres : 9.878e-02 --- IdTransformation : 5 : TrackPt : 7.788e-02 --- IdTransformation : 6 : TrackFitTNDoF : 7.458e-02 --- IdTransformation : 7 : TrackNumDof : 7.098e-02 --- IdTransformation : 8 : RichDLLmu : 5.819e-02 --- IdTransformation : 9 : RichDLLk : 4.873e-02 --- IdTransformation : 10 : TrackP : 4.347e-02 --- IdTransformation : 11 : RichDLLbt : 4.242e-02 --- IdTransformation : 12 : RichDLLp : 4.078e-02 --- IdTransformation : 13 : TrackChi2PerDof : 3.625e-02 --- IdTransformation : 14 : RichUsedR2Gas : 3.585e-02 --- IdTransformation : 15 : RichUsedAero : 3.436e-02 --- IdTransformation : 16 : EcalPIDe : 2.510e-02 --- IdTransformation : 17 : RichAboveMuThres : 2.128e-02 --- IdTransformation : 18 : EcalPIDmu : 1.899e-02 --- IdTransformation : 19 : TrackGhostProbability : 1.796e-02 --- IdTransformation : 20 : InAccMuon : 1.629e-02 --- IdTransformation : 21 : TrackFitVeloNDoF : 1.612e-02 --- IdTransformation : 22 : PrsPIDe : 1.373e-02 --- IdTransformation : 23 : TrackFitVeloChi2 : 1.250e-02 --- IdTransformation : 24 : HcalPIDmu : 8.763e-03 --- IdTransformation : 25 : HcalPIDe : 8.532e-03 --- IdTransformation : 26 : TrackCloneDist : 6.987e-03 --- IdTransformation : 27 : RichUsedR1Gas : 6.866e-03 --- IdTransformation : 28 : TrackFitMatchChi2 : 5.471e-03 --- IdTransformation : 29 : BremPIDe : 4.908e-03 --- IdTransformation : 30 : InAccBrem : 4.146e-03 --- IdTransformation : 31 : TrackFitTChi2 : 3.438e-03 --- IdTransformation : 32 : MuonNShared : 2.642e-03 --- IdTransformation : 33 : MuonMuLL : 1.580e-03 --- IdTransformation : 34 : MuonBkgLL : 1.075e-03 --- IdTransformation : 35 : MuonIsMuon : 9.875e-04 --- IdTransformation : 36 : MuonIsLooseMuon : 6.508e-04 --- IdTransformation : ---------------------------------------------- --- Factory : --- Factory : Train all methods for Classification ... --- Factory : Train method: Electron_Long_TMVA for Classification --- Electron_Long_TMVA : --- Electron_Long_TMVA : ================================================================ --- Electron_Long_TMVA : H e l p f o r M V A m e t h o d [ Electron_Long_TMVA ] : --- Electron_Long_TMVA : --- Electron_Long_TMVA : --- Short description: --- Electron_Long_TMVA : --- Electron_Long_TMVA : The MLP artificial neural network (ANN) is a traditional feed- --- Electron_Long_TMVA : forward multilayer perceptron impementation. The MLP has a user- --- Electron_Long_TMVA : defined hidden layer architecture, while the number of input (output) --- Electron_Long_TMVA : nodes is determined by the input variables (output classes, i.e., --- Electron_Long_TMVA : signal and one background). --- Electron_Long_TMVA : --- Electron_Long_TMVA : --- Performance optimisation: --- Electron_Long_TMVA : --- Electron_Long_TMVA : Neural networks are stable and performing for a large variety of --- Electron_Long_TMVA : linear and non-linear classification problems. However, in contrast --- Electron_Long_TMVA : to (e.g.) boosted decision trees, the user is advised to reduce the --- Electron_Long_TMVA : number of input variables that have only little discrimination power. --- Electron_Long_TMVA : --- Electron_Long_TMVA : In the tests we have carried out so far, the MLP and ROOT networks --- Electron_Long_TMVA : (TMlpANN, interfaced via TMVA) performed equally well, with however --- Electron_Long_TMVA : a clear speed advantage for the MLP. The Clermont-Ferrand neural --- Electron_Long_TMVA : net (CFMlpANN) exhibited worse classification performance in these --- Electron_Long_TMVA : tests, which is partly due to the slow convergence of its training --- Electron_Long_TMVA : (at least 10k training cycles are required to achieve approximately --- Electron_Long_TMVA : competitive results). --- Electron_Long_TMVA : --- Electron_Long_TMVA : Overtraining: only the TMlpANN performs an explicit separation of the --- Electron_Long_TMVA : full training sample into independent training and validation samples. --- Electron_Long_TMVA : We have found that in most high-energy physics applications the --- Electron_Long_TMVA : avaliable degrees of freedom (training events) are sufficient to --- Electron_Long_TMVA : constrain the weights of the relatively simple architectures required --- Electron_Long_TMVA : to achieve good performance. Hence no overtraining should occur, and --- Electron_Long_TMVA : the use of validation samples would only reduce the available training --- Electron_Long_TMVA : information. However, if the perrormance on the training sample is --- Electron_Long_TMVA : found to be significantly better than the one found with the inde- --- Electron_Long_TMVA : pendent test sample, caution is needed. The results for these samples --- Electron_Long_TMVA : are printed to standard output at the end of each training job. --- Electron_Long_TMVA : --- Electron_Long_TMVA : --- Performance tuning via configuration options: --- Electron_Long_TMVA : --- Electron_Long_TMVA : The hidden layer architecture for all ANNs is defined by the option --- Electron_Long_TMVA : "HiddenLayers=N+1,N,...", where here the first hidden layer has N+1 --- Electron_Long_TMVA : neurons and the second N neurons (and so on), and where N is the number --- Electron_Long_TMVA : of input variables. Excessive numbers of hidden layers should be avoided, --- Electron_Long_TMVA : in favour of more neurons in the first hidden layer. --- Electron_Long_TMVA : --- Electron_Long_TMVA : The number of cycles should be above 500. As said, if the number of --- Electron_Long_TMVA : adjustable weights is small compared to the training sample size, --- Electron_Long_TMVA : using a large number of training samples should not lead to overtraining. --- Electron_Long_TMVA : --- Electron_Long_TMVA : --- Electron_Long_TMVA : ================================================================ --- Electron_Long_TMVA : --- Norm : Preparing the transformation. --- TFHandler_Electron_Lon...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Lon...: Variable Mean RMS [ Min Max ] --- TFHandler_Electron_Lon...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Lon...: TrackP: -0.99547 0.015858 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackPt: -0.99773 0.0096925 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackChi2PerDof: -0.044785 0.43773 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackNumDof: -0.087656 0.31586 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackLikelihood: 0.65634 0.34647 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackGhostProbability: 0.99767 0.038072 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitMatchChi2: -0.79265 0.19801 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackCloneDist: -0.98856 0.11970 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitVeloChi2: -0.84377 0.11746 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitVeloNDoF: -0.56230 0.29282 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitTChi2: -0.61187 0.18803 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitTNDoF: -0.070605 0.31337 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedAero: -0.16096 0.98696 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedR1Gas: 0.63343 0.77380 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedR2Gas: -0.056506 0.99840 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveMuThres: 0.87536 0.48348 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveKaThres: 0.33387 0.94262 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLe: 0.68339 0.41286 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLmu: 0.74609 0.42788 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLk: 0.71122 0.41985 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLp: 0.72577 0.42343 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLbt: 0.77901 0.43655 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonBkgLL: -0.81566 0.57822 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonMuLL: -0.81551 0.57869 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsMuon: -0.88904 0.45783 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonNShared: -0.98704 0.060013 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: InAccMuon: 0.66895 0.74330 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsLooseMuon: -0.81547 0.57880 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: EcalPIDe: 0.67536 0.72355 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: EcalPIDmu: 0.68057 0.72580 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: HcalPIDe: 0.58802 0.80124 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: HcalPIDmu: 0.58820 0.80133 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: PrsPIDe: 0.73367 0.66533 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: InAccBrem: 0.55236 0.83361 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: BremPIDe: 0.54432 0.82930 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: VeloCharge: -0.77529 0.068094 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: ---------------------------------------------------------------------------------------------------------------------------- --- Electron_Long_TMVA : Begin training --- Electron_Long_TMVA : Training Network --- Electron_Long_TMVA : End of training --- Electron_Long_TMVA : Elapsed time for training with 1000000 events: 6.87e+04 sec --- Electron_Long_TMVA : Create MVA output for classification on training sample --- Electron_Long_TMVA : Evaluation of Electron_Long_TMVA on training sample (1000000 events) --- Electron_Long_TMVA : Elapsed time for evaluation of 1000000 events: 34.9 sec --- Electron_Long_TMVA : Creating weight file in xml format: ./GlobalPID_Electron_Long_TMVA.weights.xml --- Electron_Long_TMVA : Creating standalone response class: ./GlobalPID_Electron_Long_TMVA.class.C --- Electron_Long_TMVA : Write special histos to file: Long-Electron-TMVA.root:/Method_MLP/Electron_Long_TMVA --- Factory : Training finished --- Factory : --- Factory : Ranking input variables (method specific)... --- Electron_Long_TMVA : Ranking result (top variable is best ranked) --- Electron_Long_TMVA : ---------------------------------------------- --- Electron_Long_TMVA : Rank : Variable : Importance --- Electron_Long_TMVA : ---------------------------------------------- --- Electron_Long_TMVA : 1 : PrsPIDe : 3.188e+03 --- Electron_Long_TMVA : 2 : RichDLLe : 2.415e+03 --- Electron_Long_TMVA : 3 : EcalPIDmu : 2.076e+03 --- Electron_Long_TMVA : 4 : EcalPIDe : 2.011e+03 --- Electron_Long_TMVA : 5 : TrackGhostProbability : 7.962e+02 --- Electron_Long_TMVA : 6 : TrackPt : 3.740e+02 --- Electron_Long_TMVA : 7 : RichAboveMuThres : 3.235e+02 --- Electron_Long_TMVA : 8 : TrackP : 2.995e+02 --- Electron_Long_TMVA : 9 : TrackCloneDist : 2.519e+02 --- Electron_Long_TMVA : 10 : VeloCharge : 2.076e+02 --- Electron_Long_TMVA : 11 : TrackLikelihood : 1.001e+02 --- Electron_Long_TMVA : 12 : TrackFitVeloChi2 : 9.923e+01 --- Electron_Long_TMVA : 13 : MuonIsMuon : 9.913e+01 --- Electron_Long_TMVA : 14 : MuonNShared : 9.571e+01 --- Electron_Long_TMVA : 15 : TrackFitMatchChi2 : 8.057e+01 --- Electron_Long_TMVA : 16 : TrackFitVeloNDoF : 7.487e+01 --- Electron_Long_TMVA : 17 : RichDLLmu : 7.322e+01 --- Electron_Long_TMVA : 18 : RichDLLbt : 7.127e+01 --- Electron_Long_TMVA : 19 : RichDLLk : 7.045e+01 --- Electron_Long_TMVA : 20 : MuonIsLooseMuon : 6.436e+01 --- Electron_Long_TMVA : 21 : HcalPIDmu : 6.309e+01 --- Electron_Long_TMVA : 22 : RichDLLp : 5.982e+01 --- Electron_Long_TMVA : 23 : MuonMuLL : 5.859e+01 --- Electron_Long_TMVA : 24 : TrackFitTChi2 : 5.778e+01 --- Electron_Long_TMVA : 25 : MuonBkgLL : 4.948e+01 --- Electron_Long_TMVA : 26 : HcalPIDe : 4.934e+01 --- Electron_Long_TMVA : 27 : RichUsedR1Gas : 4.892e+01 --- Electron_Long_TMVA : 28 : InAccBrem : 4.065e+01 --- Electron_Long_TMVA : 29 : InAccMuon : 3.464e+01 --- Electron_Long_TMVA : 30 : BremPIDe : 3.276e+01 --- Electron_Long_TMVA : 31 : RichUsedAero : 1.133e+01 --- Electron_Long_TMVA : 32 : RichUsedR2Gas : 2.651e+00 --- Electron_Long_TMVA : 33 : TrackChi2PerDof : 1.630e+00 --- Electron_Long_TMVA : 34 : TrackNumDof : 6.441e-01 --- Electron_Long_TMVA : 35 : RichAboveKaThres : 7.006e-02 --- Electron_Long_TMVA : 36 : TrackFitTNDoF : 6.925e-04 --- Electron_Long_TMVA : ---------------------------------------------- --- Factory : --- Factory : === Destroy and recreate all methods via weight files for testing === --- Factory : --- MethodBase : Reading weight file: ./GlobalPID_Electron_Long_TMVA.weights.xml --- Electron_Long_TMVA : Read method "Electron_Long_TMVA" of type "MLP" --- Electron_Long_TMVA : MVA method was trained with TMVA Version: 4.1.4 --- Electron_Long_TMVA : MVA method was trained with ROOT Version: 5.34/05 --- Electron_Long_TMVA : Building Network --- Electron_Long_TMVA : Initializing weights --- Factory : Test all methods... --- Factory : Test method: Electron_Long_TMVA for Classification performance --- Electron_Long_TMVA : Evaluation of Electron_Long_TMVA on testing sample (1000000 events) --- Electron_Long_TMVA : Elapsed time for evaluation of 1000000 events: 35.9 sec --- Factory : Evaluate all methods... --- Factory : Evaluate classifier: Electron_Long_TMVA --- TFHandler_Electron_Lon...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Lon...: Variable Mean RMS [ Min Max ] --- TFHandler_Electron_Lon...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Lon...: TrackP: -0.99547 0.015858 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackPt: -0.99773 0.0096925 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackChi2PerDof: -0.044785 0.43773 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackNumDof: -0.087656 0.31586 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackLikelihood: 0.65634 0.34647 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackGhostProbability: 0.99767 0.038072 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitMatchChi2: -0.79265 0.19801 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackCloneDist: -0.98856 0.11970 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitVeloChi2: -0.84377 0.11746 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitVeloNDoF: -0.56230 0.29282 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitTChi2: -0.61187 0.18803 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitTNDoF: -0.070605 0.31337 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedAero: -0.16096 0.98696 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedR1Gas: 0.63343 0.77380 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedR2Gas: -0.056506 0.99840 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveMuThres: 0.87536 0.48348 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveKaThres: 0.33387 0.94262 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLe: 0.68339 0.41286 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLmu: 0.74609 0.42788 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLk: 0.71122 0.41985 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLp: 0.72577 0.42343 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLbt: 0.77901 0.43655 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonBkgLL: -0.81566 0.57822 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonMuLL: -0.81551 0.57869 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsMuon: -0.88904 0.45783 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonNShared: -0.98704 0.060013 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: InAccMuon: 0.66895 0.74330 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsLooseMuon: -0.81547 0.57880 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: EcalPIDe: 0.67536 0.72355 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: EcalPIDmu: 0.68057 0.72580 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: HcalPIDe: 0.58802 0.80124 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: HcalPIDmu: 0.58820 0.80133 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: PrsPIDe: 0.73367 0.66533 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: InAccBrem: 0.55236 0.83361 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: BremPIDe: 0.54432 0.82930 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: VeloCharge: -0.77529 0.068094 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: ---------------------------------------------------------------------------------------------------------------------------- --- Electron_Long_TMVA : Loop over test events and fill histograms with classifier response... --- Factory : Write evaluation histograms to file --- TFHandler_Electron_Lon...: Plot event variables for Electron_Long_TMVA --- TFHandler_Electron_Lon...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Lon...: Variable Mean RMS [ Min Max ] --- TFHandler_Electron_Lon...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Lon...: TrackP: -0.99547 0.015858 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackPt: -0.99773 0.0096925 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackChi2PerDof: -0.044785 0.43773 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackNumDof: -0.087656 0.31586 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackLikelihood: 0.65634 0.34647 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackGhostProbability: 0.99767 0.038072 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitMatchChi2: -0.79265 0.19801 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackCloneDist: -0.98856 0.11970 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitVeloChi2: -0.84377 0.11746 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitVeloNDoF: -0.56230 0.29282 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitTChi2: -0.61187 0.18803 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitTNDoF: -0.070605 0.31337 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedAero: -0.16096 0.98696 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedR1Gas: 0.63343 0.77380 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedR2Gas: -0.056506 0.99840 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveMuThres: 0.87536 0.48348 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveKaThres: 0.33387 0.94262 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLe: 0.68339 0.41286 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLmu: 0.74609 0.42788 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLk: 0.71122 0.41985 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLp: 0.72577 0.42343 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLbt: 0.77901 0.43655 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonBkgLL: -0.81566 0.57822 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonMuLL: -0.81551 0.57869 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsMuon: -0.88904 0.45783 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonNShared: -0.98704 0.060013 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: InAccMuon: 0.66895 0.74330 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsLooseMuon: -0.81547 0.57880 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: EcalPIDe: 0.67536 0.72355 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: EcalPIDmu: 0.68057 0.72580 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: HcalPIDe: 0.58802 0.80124 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: HcalPIDmu: 0.58820 0.80133 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: PrsPIDe: 0.73367 0.66533 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: InAccBrem: 0.55236 0.83361 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: BremPIDe: 0.54432 0.82930 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: VeloCharge: -0.77529 0.068094 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Lon...: --- TFHandler_Electron_Lon...: Will not produce scatter plots ==> --- TFHandler_Electron_Lon...: | The number of 36 input variables and 0 target values would require 630 two-dimensional --- TFHandler_Electron_Lon...: | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Electron_Lon...: | suppression does not have any consequences for your analysis, other --- TFHandler_Electron_Lon...: | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Electron_Lon...: | number of input variables allowed to generate scatter plots in your --- TFHandler_Electron_Lon...: | script via the command line: --- TFHandler_Electron_Lon...: | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Electron_Lon...: --- TFHandler_Electron_Lon...: Some more output --- Tools : zero variances for variables (0, 3) --- Tools : zero variances for variables (0, 13) --- Tools : zero variances for variables (0, 14) --- Tools : zero variances for variables (0, 15) --- Tools : zero variances for variables (0, 16) --- Tools : zero variances for variables (0, 17) --- Tools : zero variances for variables (0, 25) --- Tools : zero variances for variables (0, 26) --- Tools : zero variances for variables (0, 27) --- Tools : zero variances for variables (0, 28) --- Tools : zero variances for variables (0, 34) --- Tools : zero variances for variables (0, 36) --- Tools : zero variances for variables (3, 0) --- Tools : zero variances for variables (3, 16) --- Tools : zero variances for variables (3, 25) --- Tools : zero variances for variables (3, 36) --- Tools : zero variances for variables (13, 0) --- Tools : zero variances for variables (13, 16) --- Tools : zero variances for variables (13, 25) --- Tools : zero variances for variables (13, 28) --- Tools : zero variances for variables (13, 36) --- Tools : zero variances for variables (14, 0) --- Tools : zero variances for variables (14, 16) --- Tools : zero variances for variables (14, 25) --- Tools : zero variances for variables (14, 27) --- Tools : zero variances for variables (14, 28) --- Tools : zero variances for variables (14, 36) --- Tools : zero variances for variables (15, 0) --- Tools : zero variances for variables (15, 16) --- Tools : zero variances for variables (15, 25) --- Tools : zero variances for variables (15, 28) --- Tools : zero variances for variables (15, 36) --- Tools : zero variances for variables (16, 0) --- Tools : zero variances for variables (16, 3) --- Tools : zero variances for variables (16, 13) --- Tools : zero variances for variables (16, 14) --- Tools : zero variances for variables (16, 15) --- Tools : zero variances for variables (16, 17) --- Tools : zero variances for variables (16, 25) --- Tools : zero variances for variables (16, 27) --- Tools : zero variances for variables (16, 28) --- Tools : zero variances for variables (16, 34) --- Tools : zero variances for variables (16, 36) --- Tools : zero variances for variables (17, 0) --- Tools : zero variances for variables (17, 16) --- Tools : zero variances for variables (17, 25) --- Tools : zero variances for variables (17, 28) --- Tools : zero variances for variables (17, 36) --- Tools : zero variances for variables (25, 0) --- Tools : zero variances for variables (25, 3) --- Tools : zero variances for variables (25, 13) --- Tools : zero variances for variables (25, 14) --- Tools : zero variances for variables (25, 15) --- Tools : zero variances for variables (25, 16) --- Tools : zero variances for variables (25, 17) --- Tools : zero variances for variables (25, 27) --- Tools : zero variances for variables (25, 28) --- Tools : zero variances for variables (25, 34) --- Tools : zero variances for variables (25, 36) --- Tools : zero variances for variables (26, 0) --- Tools : zero variances for variables (27, 0) --- Tools : zero variances for variables (27, 14) --- Tools : zero variances for variables (27, 16) --- Tools : zero variances for variables (27, 25) --- Tools : zero variances for variables (27, 28) --- Tools : zero variances for variables (27, 34) --- Tools : zero variances for variables (27, 36) --- Tools : zero variances for variables (28, 0) --- Tools : zero variances for variables (28, 13) --- Tools : zero variances for variables (28, 14) --- Tools : zero variances for variables (28, 15) --- Tools : zero variances for variables (28, 16) --- Tools : zero variances for variables (28, 17) --- Tools : zero variances for variables (28, 25) --- Tools : zero variances for variables (28, 27) --- Tools : zero variances for variables (28, 34) --- Tools : zero variances for variables (28, 36) --- Tools : zero variances for variables (34, 0) --- Tools : zero variances for variables (34, 16) --- Tools : zero variances for variables (34, 25) --- Tools : zero variances for variables (34, 27) --- Tools : zero variances for variables (34, 28) --- Tools : zero variances for variables (34, 36) --- Tools : zero variances for variables (36, 0) --- Tools : zero variances for variables (36, 3) --- Tools : zero variances for variables (36, 13) --- Tools : zero variances for variables (36, 14) --- Tools : zero variances for variables (36, 15) --- Tools : zero variances for variables (36, 16) --- Tools : zero variances for variables (36, 17) --- Tools : zero variances for variables (36, 25) --- Tools : zero variances for variables (36, 27) --- Tools : zero variances for variables (36, 28) --- Tools : zero variances for variables (36, 34) --- Factory : Correlations between input variables and MVA response (signal): --- Factory : -------------------------------------- --- Factory : Electron_Long_TMVA --- Factory : TrackP: +0.074 --- Factory : TrackPt: +0.190 --- Factory : TrackChi2PerDof: -0.276 --- Factory : TrackNumDof: +0.146 --- Factory : TrackLikelihood: +0.326 --- Factory : TrackGhostProbability: +0.005 --- Factory : TrackFitMatchChi2: -0.257 --- Factory : TrackCloneDist: -0.114 --- Factory : TrackFitVeloChi2: +0.045 --- Factory : TrackFitVeloNDoF: +0.066 --- Factory : TrackFitTChi2: +0.031 --- Factory : TrackFitTNDoF: +0.075 --- Factory : RichUsedAero: +0.190 --- Factory : RichUsedR1Gas: +0.158 --- Factory : RichUsedR2Gas: +0.171 --- Factory : RichAboveMuThres: +0.229 --- Factory : RichAboveKaThres: +0.235 --- Factory : RichDLLe: +0.224 --- Factory : RichDLLmu: +0.213 --- Factory : RichDLLk: +0.211 --- Factory : RichDLLp: +0.212 --- Factory : RichDLLbt: +0.213 --- Factory : MuonBkgLL: +0.013 --- Factory : MuonMuLL: +0.013 --- Factory : MuonIsMuon: +0.001 --- Factory : MuonNShared: -0.007 --- Factory : InAccMuon: +0.247 --- Factory : MuonIsLooseMuon: +0.013 --- Factory : EcalPIDe: +0.271 --- Factory : EcalPIDmu: +0.269 --- Factory : HcalPIDe: +0.253 --- Factory : HcalPIDmu: +0.253 --- Factory : PrsPIDe: +0.275 --- Factory : InAccBrem: +0.192 --- Factory : BremPIDe: +0.192 --- Factory : VeloCharge: +0.458 --- Factory : -------------------------------------- --- Factory : --- Factory : Correlations between input variables and MVA response (background): --- Factory : -------------------------------------- --- Factory : Electron_Long_TMVA --- Factory : TrackP: -0.024 --- Factory : TrackPt: -0.026 --- Factory : TrackChi2PerDof: +0.000 --- Factory : TrackNumDof: +0.048 --- Factory : TrackLikelihood: +0.086 --- Factory : TrackGhostProbability: -0.001 --- Factory : TrackFitMatchChi2: +0.022 --- Factory : TrackCloneDist: +0.050 --- Factory : TrackFitVeloChi2: -0.041 --- Factory : TrackFitVeloNDoF: -0.044 --- Factory : TrackFitTChi2: -0.003 --- Factory : TrackFitTNDoF: +0.083 --- Factory : RichUsedAero: +0.000 --- Factory : RichUsedR1Gas: +0.000 --- Factory : RichUsedR2Gas: +0.000 --- Factory : RichAboveMuThres: +0.000 --- Factory : RichAboveKaThres: +0.000 --- Factory : RichDLLe: -0.103 --- Factory : RichDLLmu: -0.110 --- Factory : RichDLLk: -0.111 --- Factory : RichDLLp: -0.112 --- Factory : RichDLLbt: -0.113 --- Factory : MuonBkgLL: -0.011 --- Factory : MuonMuLL: -0.011 --- Factory : MuonIsMuon: +0.000 --- Factory : MuonNShared: +0.000 --- Factory : InAccMuon: +0.000 --- Factory : MuonIsLooseMuon: +0.000 --- Factory : EcalPIDe: -0.073 --- Factory : EcalPIDmu: -0.075 --- Factory : HcalPIDe: -0.077 --- Factory : HcalPIDmu: -0.077 --- Factory : PrsPIDe: -0.075 --- Factory : InAccBrem: +0.000 --- Factory : BremPIDe: -0.054 --- Factory : VeloCharge: +0.000 --- Factory : -------------------------------------- --- Factory : --- Factory : The following "overlap" matrices contain the fraction of events for which --- Factory : the MVAs 'i' and 'j' have returned conform answers about "signal-likeness" --- Factory : An event is signal-like, if its MVA output exceeds the following value: --- Factory : --------------------------------------- --- Factory : Method: Cut value: --- Factory : --------------------------------------- --- Factory : Electron_Long_TMVA: +0.035 --- Factory : --------------------------------------- --- Factory : which correspond to the working point: eff(signal) = 1 - eff(background) --- Factory : --- Factory : Evaluation results ranked by best signal efficiency and purity (area) --- Factory : -------------------------------------------------------------------------------- --- Factory : MVA Signal efficiency at bkg eff.(error): | Sepa- Signifi- --- Factory : Method: @B=0.01 @B=0.10 @B=0.30 ROC-integ. | ration: cance: --- Factory : -------------------------------------------------------------------------------- --- Factory : Electron_Long_TMVA: 0.702(02) 0.975(00) 1.000(00) 0.986 | 0.795 1.605 --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Factory : Testing efficiency compared to training efficiency (overtraining check) --- Factory : -------------------------------------------------------------------------------- --- Factory : MVA Signal efficiency: from test sample (from training sample) --- Factory : Method: @B=0.01 @B=0.10 @B=0.30 --- Factory : -------------------------------------------------------------------------------- --- Factory : Electron_Long_TMVA: 0.702 (0.702) 0.975 (0.975) 1.000 (1.000) --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Dataset:Default : Created tree 'TestTree' with 1000000 events --- Dataset:Default : Created tree 'TrainTree' with 1000000 events --- Factory : --- Factory : Thank you for using TMVA! --- Factory : For citation information, please visit: http://tmva.sf.net/citeTMVA.html 2013-04-11 14:35:36 Training Complete :) removed `Long-Electron-TMVA.root' 2013-04-11 14:35:57 Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainAllTks-EvalAllTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/Electron/Long/GlobalPID_Electron_Long_ANN.txt 2013-04-11 14:35:57 Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainAllTks-EvalAllTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/Electron/Long/train-config.txt 2013-04-11 14:35:57 Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainAllTks-EvalAllTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/Electron/Long/datafiles.txt 2013-04-11 14:35:57 Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_v44r3/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainAllTks-EvalAllTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/Electron/Long/MVA.txt 2013-04-11 14:35:57 Particle type = Electron 2013-04-11 14:35:57 Background types = All 2013-04-11 14:35:57 Training Mix = NaturalMix 2013-04-11 14:35:57 Track type = Long 2013-04-11 14:35:57 Track PresSel = NoTrackPreSelection.txt 2013-04-11 14:35:57 Network type = TMVA 2013-04-11 14:35:57 Ghost treatment = Ghosts Ghosts 2013-04-11 14:35:57 MC Track sel. = AllTracksInEvent AllTracksInEvent 2013-04-11 14:35:57 Reweighting = ReweightRICH2 2013-04-11 14:35:57 Output file = GlobalPID_Electron_Long_TMVA.weights.xml 2013-04-11 14:35:57 Skipping input #RichAboveElThres 2013-04-11 14:35:57 Skipping input #RichAbovePiThres 2013-04-11 14:35:57 Skipping input #RichAbovePrThres 2013-04-11 14:35:57 Creating selection from 'NoTrackPreSelection.txt' 2013-04-11 14:35:57 -> # very very loose. Essentially no cuts 2013-04-11 14:35:57 -> TrackLikelihood > -100.0 2013-04-11 14:35:57 -> TrackP > 0 2013-04-11 14:35:57 -> TrackPt > 0 2013-04-11 14:35:57 Will use all tracks, regardless of parent type 2013-04-11 14:35:57 Using 501 data files 2013-04-11 14:35:57 Training sample size = 1000000 2013-04-11 14:35:57 Evaluation sample size = 10000000 2013-04-11 14:35:57 Reading MVA parameters 2013-04-11 14:35:57 -> NBTASK = CLA 2013-04-11 14:35:57 -> NBMOM = 0.0 2013-04-11 14:35:57 -> NBREG = ALL 2013-04-11 14:35:57 -> TMVAVALIDATIONFRAC = 0.3 2013-04-11 14:35:57 -> HiddenLayerScaleFactor = 1.2 2013-04-11 14:35:57 -> TMVAMETHOD = MLP 2013-04-11 14:35:57 -> TMVAMLPNCYCLES = 750 2013-04-11 14:35:57 -> TMVAVARTRANSFORM = Norm 2013-04-11 14:35:57 -> TMVAMLPNEURONTYPE = tanh 2013-04-11 14:35:57 -> TMVAMLPMETHOD = BP 2013-04-11 14:35:57 -> TMVAMLPESTIMATORTYPE = CE 2013-04-11 14:35:57 -> TMVABDTBOOSTTYPE = AdaBoost 2013-04-11 14:35:57 -> TMVABDTNTREES = 800 2013-04-11 14:35:57 -> TMVABDTPRUNEMETHOD = CostComplexity 2013-04-11 14:35:57 -> TMVABDTMAXTREEDEPTH = 3 2013-04-11 14:35:57 Node layer two scale = 1.2 2013-04-11 14:35:57 Input layer has 37 nodes, hidden layer has 43 nodes 2013-04-11 14:35:57 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-0.root 2013-04-11 14:36:02 Selected 1273197 entries from 1273612 ( 99.9674 % ) 2013-04-11 14:36:17 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-1.root 2013-04-11 14:36:19 Selected 1323591 entries from 1323959 ( 99.9722 % ) 2013-04-11 14:36:35 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-2.root 2013-04-11 14:36:37 Selected 1311463 entries from 1311887 ( 99.9677 % ) 2013-04-11 14:36:51 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-3.root 2013-04-11 14:36:53 Selected 1268545 entries from 1268988 ( 99.9651 % ) 2013-04-11 14:37:11 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-4.root 2013-04-11 14:37:12 Selected 1312673 entries from 1313076 ( 99.9693 % ) 2013-04-11 14:37:30 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-5.root 2013-04-11 14:37:31 Selected 1317389 entries from 1317789 ( 99.9696 % ) 2013-04-11 14:37:47 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-6.root 2013-04-11 14:37:49 Selected 1262995 entries from 1263420 ( 99.9664 % ) 2013-04-11 14:38:05 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-7.root 2013-04-11 14:38:07 Selected 1270341 entries from 1270811 ( 99.963 % ) 2013-04-11 14:38:23 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-8.root 2013-04-11 14:38:26 Selected 1306297 entries from 1306712 ( 99.9682 % ) 2013-04-11 14:38:41 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-9.root 2013-04-11 14:38:43 Selected 1292314 entries from 1292751 ( 99.9662 % ) 2013-04-11 14:38:58 Using training file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-10.root 2013-04-11 14:39:00 Selected 1318195 entries from 1318612 ( 99.9684 % ) 2013-04-11 14:39:11 Considered 13615699 tracks for input to MVA training 2013-04-11 14:39:11 Sel. Eff. = 7.34446% 2013-04-11 14:39:11 Selected 1000000 tracks for input to MVA training 2013-04-11 14:39:11 Ghost percentage = 36.6536% 2013-04-11 14:39:11 Electron percentage = 2.476% 2013-04-11 14:39:11 Muon percentage = 0.5153% 2013-04-11 14:39:11 Pion percentage = 49.3208% 2013-04-11 14:39:11 Kaon percentage = 6.9115% 2013-04-11 14:39:11 Unknown Particle type 411 2013-04-11 14:39:11 percentage = 0.0002% 2013-04-11 14:39:11 Unknown Particle type 521 2013-04-11 14:39:11 percentage = 0.0002% 2013-04-11 14:39:11 Proton percentage = 4.1% 2013-04-11 14:39:11 Unknown Particle type 3112 2013-04-11 14:39:11 percentage = 0.0045% 2013-04-11 14:39:11 Unknown Particle type 3222 2013-04-11 14:39:11 percentage = 0.0161% 2013-04-11 14:39:11 Unknown Particle type 3312 2013-04-11 14:39:11 percentage = 0.0018% 2013-04-11 14:39:11 Making plots for input TrackP 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.025 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.050 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.075 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.100 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.125 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.150 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.175 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.200 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.300 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.350 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.400 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.450 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.500 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.600 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.700 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.800 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.900 2013-04-11 14:39:11 Creating ROOT directory MVAcut0.950 2013-04-11 14:39:11 Creating ROOT directory DLLcut-8.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut-7.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut-6.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut-5.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut-5.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut-4.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut-4.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut-3.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut-3.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut-2.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut-2.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut-1.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut-1.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut-0.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut0.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut0.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut1.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut1.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut2.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut2.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut3.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut3.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut4.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut4.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut5.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut5.500 2013-04-11 14:39:11 Creating ROOT directory DLLcut6.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut7.000 2013-04-11 14:39:11 Creating ROOT directory DLLcut8.000 2013-04-11 14:39:11 Making plots for input TrackPt 2013-04-11 14:39:11 Making plots for input TrackChi2PerDof 2013-04-11 14:39:11 Making plots for input TrackNumDof 2013-04-11 14:39:11 Making plots for input TrackLikelihood 2013-04-11 14:39:11 Making plots for input TrackGhostProbability 2013-04-11 14:39:11 Making plots for input TrackFitMatchChi2 2013-04-11 14:39:11 Making plots for input TrackCloneDist 2013-04-11 14:39:11 Making plots for input TrackFitVeloChi2 2013-04-11 14:39:11 Making plots for input TrackFitVeloNDoF 2013-04-11 14:39:11 Making plots for input TrackFitTChi2 2013-04-11 14:39:11 Making plots for input TrackFitTNDoF 2013-04-11 14:39:11 Making plots for input RichUsedAero 2013-04-11 14:39:11 Making plots for input RichUsedR1Gas 2013-04-11 14:39:11 Making plots for input RichUsedR2Gas 2013-04-11 14:39:11 Making plots for input RichAboveMuThres 2013-04-11 14:39:11 Making plots for input RichAboveKaThres 2013-04-11 14:39:11 Making plots for input RichDLLe 2013-04-11 14:39:11 Making plots for input RichDLLmu 2013-04-11 14:39:11 Making plots for input RichDLLk 2013-04-11 14:39:11 Making plots for input RichDLLp 2013-04-11 14:39:11 Making plots for input RichDLLbt 2013-04-11 14:39:11 Making plots for input MuonBkgLL 2013-04-11 14:39:11 Making plots for input MuonMuLL 2013-04-11 14:39:11 Making plots for input MuonIsMuon 2013-04-11 14:39:11 Making plots for input MuonNShared 2013-04-11 14:39:11 Making plots for input InAccMuon 2013-04-11 14:39:11 Making plots for input MuonIsLooseMuon 2013-04-11 14:39:11 Making plots for input EcalPIDe 2013-04-11 14:39:11 Making plots for input EcalPIDmu 2013-04-11 14:39:11 Making plots for input HcalPIDe 2013-04-11 14:39:11 Making plots for input HcalPIDmu 2013-04-11 14:39:11 Making plots for input PrsPIDe 2013-04-11 14:39:11 Making plots for input InAccBrem 2013-04-11 14:39:11 Making plots for input BremPIDe 2013-04-11 14:39:11 Making plots for input VeloCharge --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Electron_Long_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Electron_Long_TMVA.weights.xml --- Electron_Long_TMVA : Read method "Electron_Long_TMVA" of type "MLP" --- Electron_Long_TMVA : MVA method was trained with TMVA Version: 4.1.4 --- Electron_Long_TMVA : MVA method was trained with ROOT Version: 5.34/05 --- DataSetInfo : Added class "Background" with internal class number 0 --- DataSetInfo : Added class "Signal" with internal class number 1 --- Electron_Long_TMVA : Building Network --- Electron_Long_TMVA : Initializing weights --- Reader : Booked classifier "Electron_Long_TMVA" of type: "MLP" 2013-04-11 14:39:11 Will use all tracks, regardless of parent type 2013-04-11 14:39:11 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-11.root 2013-04-11 14:39:13 Selected 1314067 entries from 1314477 ( 99.9688 % ) 2013-04-11 14:39:53 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-12.root 2013-04-11 14:39:54 Selected 1261639 entries from 1262034 ( 99.9687 % ) 2013-04-11 14:40:46 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-13.root 2013-04-11 14:40:48 Selected 1260135 entries from 1260562 ( 99.9661 % ) 2013-04-11 14:41:39 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-14.root 2013-04-11 14:41:40 Selected 1307005 entries from 1307406 ( 99.9693 % ) 2013-04-11 14:42:32 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-15.root 2013-04-11 14:42:34 Selected 1308147 entries from 1308525 ( 99.9711 % ) 2013-04-11 14:43:32 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-16.root 2013-04-11 14:43:34 Selected 1312841 entries from 1313230 ( 99.9704 % ) 2013-04-11 14:44:25 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-17.root 2013-04-11 14:44:26 Selected 1295594 entries from 1296022 ( 99.967 % ) 2013-04-11 14:45:15 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-18.root 2013-04-11 14:45:17 Selected 1268062 entries from 1268445 ( 99.9698 % ) 2013-04-11 14:46:20 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-19.root 2013-04-11 14:46:22 Selected 1268278 entries from 1268717 ( 99.9654 % ) 2013-04-11 14:47:29 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-20.root 2013-04-11 14:47:30 Selected 1282528 entries from 1282938 ( 99.968 % ) 2013-04-11 14:48:31 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-21.root 2013-04-11 14:48:32 Selected 1305809 entries from 1306192 ( 99.9707 % ) 2013-04-11 14:49:13 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-22.root 2013-04-11 14:49:14 Selected 1313545 entries from 1313925 ( 99.9711 % ) 2013-04-11 14:50:00 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-23.root 2013-04-11 14:50:01 Selected 1265047 entries from 1265427 ( 99.97 % ) 2013-04-11 14:51:03 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-24.root 2013-04-11 14:51:04 Selected 1315638 entries from 1316048 ( 99.9688 % ) 2013-04-11 14:51:52 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-25.root 2013-04-11 14:51:54 Selected 1268187 entries from 1268602 ( 99.9673 % ) 2013-04-11 14:52:51 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-26.root 2013-04-11 14:52:52 Selected 1259304 entries from 1259724 ( 99.9667 % ) 2013-04-11 14:53:51 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-27.root 2013-04-11 14:53:53 Selected 1288379 entries from 1288818 ( 99.9659 % ) 2013-04-11 14:54:38 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-28.root 2013-04-11 14:54:39 Selected 1285478 entries from 1285835 ( 99.9722 % ) 2013-04-11 14:55:39 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-29.root 2013-04-11 14:55:41 Selected 1259695 entries from 1260082 ( 99.9693 % ) 2013-04-11 14:56:44 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-30.root 2013-04-11 14:56:46 Selected 1277701 entries from 1278118 ( 99.9674 % ) 2013-04-11 14:57:48 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-31.root 2013-04-11 14:57:49 Selected 1256916 entries from 1257356 ( 99.965 % ) 2013-04-11 14:58:40 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-32.root 2013-04-11 14:58:41 Selected 1304607 entries from 1305022 ( 99.9682 % ) 2013-04-11 14:59:37 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-33.root 2013-04-11 14:59:38 Selected 1264595 entries from 1265012 ( 99.967 % ) 2013-04-11 15:00:51 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-34.root 2013-04-11 15:00:52 Selected 1271057 entries from 1271529 ( 99.9629 % ) 2013-04-11 15:01:52 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-35.root 2013-04-11 15:01:53 Selected 1256988 entries from 1257409 ( 99.9665 % ) 2013-04-11 15:02:46 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-36.root 2013-04-11 15:02:47 Selected 1289905 entries from 1290326 ( 99.9674 % ) 2013-04-11 15:03:44 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-37.root 2013-04-11 15:03:45 Selected 1305310 entries from 1305747 ( 99.9665 % ) 2013-04-11 15:04:30 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-38.root 2013-04-11 15:04:31 Selected 1254355 entries from 1254727 ( 99.9704 % ) 2013-04-11 15:05:34 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-39.root 2013-04-11 15:05:35 Selected 1259428 entries from 1259827 ( 99.9683 % ) 2013-04-11 15:06:41 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-40.root 2013-04-11 15:06:42 Selected 1321367 entries from 1321778 ( 99.9689 % ) 2013-04-11 15:07:29 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-41.root 2013-04-11 15:07:30 Selected 1308748 entries from 1309153 ( 99.9691 % ) 2013-04-11 15:08:14 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-42.root 2013-04-11 15:08:15 Selected 1308863 entries from 1309253 ( 99.9702 % ) 2013-04-11 15:09:03 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-43.root 2013-04-11 15:09:04 Selected 1260617 entries from 1260974 ( 99.9717 % ) 2013-04-11 15:10:09 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-44.root 2013-04-11 15:10:10 Selected 1273258 entries from 1273689 ( 99.9662 % ) 2013-04-11 15:11:12 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-45.root 2013-04-11 15:11:13 Selected 1270775 entries from 1271204 ( 99.9663 % ) 2013-04-11 15:12:07 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-46.root 2013-04-11 15:12:08 Selected 1306525 entries from 1306928 ( 99.9692 % ) 2013-04-11 15:12:59 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-47.root 2013-04-11 15:13:00 Selected 1252355 entries from 1252742 ( 99.9691 % ) 2013-04-11 15:13:56 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-48.root 2013-04-11 15:13:57 Selected 1293948 entries from 1294364 ( 99.9679 % ) 2013-04-11 15:14:49 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-49.root 2013-04-11 15:14:51 Selected 1304812 entries from 1305223 ( 99.9685 % ) 2013-04-11 15:15:38 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-50.root 2013-04-11 15:15:39 Selected 1288586 entries from 1288962 ( 99.9708 % ) 2013-04-11 15:16:35 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-51.root 2013-04-11 15:16:37 Selected 1312325 entries from 1312748 ( 99.9678 % ) 2013-04-11 15:17:19 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-52.root 2013-04-11 15:17:20 Selected 1257386 entries from 1257790 ( 99.9679 % ) 2013-04-11 15:18:17 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-53.root 2013-04-11 15:18:19 Selected 1322517 entries from 1322947 ( 99.9675 % ) 2013-04-11 15:19:11 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-54.root 2013-04-11 15:19:12 Selected 1290566 entries from 1291004 ( 99.9661 % ) 2013-04-11 15:20:02 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-55.root 2013-04-11 15:20:04 Selected 1271694 entries from 1272142 ( 99.9648 % ) 2013-04-11 15:21:04 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-56.root 2013-04-11 15:21:06 Selected 1269663 entries from 1270075 ( 99.9676 % ) 2013-04-11 15:22:08 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-57.root 2013-04-11 15:22:10 Selected 1264992 entries from 1265362 ( 99.9708 % ) 2013-04-11 15:23:15 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-58.root 2013-04-11 15:23:17 Selected 1252209 entries from 1252659 ( 99.9641 % ) 2013-04-11 15:24:12 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-59.root 2013-04-11 15:24:14 Selected 1263047 entries from 1263421 ( 99.9704 % ) 2013-04-11 15:25:22 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-60.root 2013-04-11 15:25:23 Selected 1313144 entries from 1313543 ( 99.9696 % ) 2013-04-11 15:26:09 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-61.root 2013-04-11 15:26:11 Selected 1260577 entries from 1260995 ( 99.9669 % ) 2013-04-11 15:27:04 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-62.root 2013-04-11 15:27:06 Selected 1313169 entries from 1313538 ( 99.9719 % ) 2013-04-11 15:27:47 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-63.root 2013-04-11 15:27:48 Selected 1262698 entries from 1263147 ( 99.9645 % ) 2013-04-11 15:28:46 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-64.root 2013-04-11 15:28:48 Selected 1312586 entries from 1312982 ( 99.9698 % ) 2013-04-11 15:29:32 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-65.root 2013-04-11 15:29:33 Selected 1262696 entries from 1263081 ( 99.9695 % ) 2013-04-11 15:30:36 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-66.root 2013-04-11 15:30:38 Selected 1255419 entries from 1255875 ( 99.9637 % ) 2013-04-11 15:31:38 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-67.root 2013-04-11 15:31:40 Selected 1278232 entries from 1278672 ( 99.9656 % ) 2013-04-11 15:32:52 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-68.root 2013-04-11 15:32:53 Selected 1260169 entries from 1260556 ( 99.9693 % ) 2013-04-11 15:33:49 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-69.root 2013-04-11 15:33:51 Selected 1287497 entries from 1287896 ( 99.969 % ) 2013-04-11 15:34:52 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-70.root 2013-04-11 15:34:54 Selected 1264192 entries from 1264605 ( 99.9673 % ) 2013-04-11 15:35:53 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-71.root 2013-04-11 15:35:55 Selected 1254437 entries from 1254841 ( 99.9678 % ) 2013-04-11 15:36:50 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-72.root 2013-04-11 15:36:51 Selected 1257027 entries from 1257446 ( 99.9667 % ) 2013-04-11 15:37:52 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-73.root 2013-04-11 15:37:54 Selected 1309683 entries from 1310077 ( 99.9699 % ) 2013-04-11 15:38:32 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-74.root 2013-04-11 15:38:34 Selected 1260726 entries from 1261160 ( 99.9656 % ) 2013-04-11 15:39:39 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-75.root 2013-04-11 15:39:40 Selected 1287022 entries from 1287383 ( 99.972 % ) 2013-04-11 15:40:40 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-76.root 2013-04-11 15:40:41 Selected 1265325 entries from 1265776 ( 99.9644 % ) 2013-04-11 15:41:41 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-77.root 2013-04-11 15:41:44 Selected 1313074 entries from 1313452 ( 99.9712 % ) 2013-04-11 15:42:31 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-78.root 2013-04-11 15:42:32 Selected 1283057 entries from 1283463 ( 99.9684 % ) 2013-04-11 15:43:33 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-79.root 2013-04-11 15:43:34 Selected 1259717 entries from 1260153 ( 99.9654 % ) 2013-04-11 15:44:27 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-80.root 2013-04-11 15:44:29 Selected 1311724 entries from 1312121 ( 99.9697 % ) 2013-04-11 15:45:14 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-81.root 2013-04-11 15:45:15 Selected 1300609 entries from 1300996 ( 99.9703 % ) 2013-04-11 15:46:00 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-82.root 2013-04-11 15:46:01 Selected 1319178 entries from 1319581 ( 99.9695 % ) 2013-04-11 15:46:51 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-83.root 2013-04-11 15:46:53 Selected 1286928 entries from 1287301 ( 99.971 % ) 2013-04-11 15:47:43 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-84.root 2013-04-11 15:47:45 Selected 1305398 entries from 1305760 ( 99.9723 % ) 2013-04-11 15:48:33 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-85.root 2013-04-11 15:48:34 Selected 1255279 entries from 1255709 ( 99.9658 % ) 2013-04-11 15:49:38 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-86.root 2013-04-11 15:49:40 Selected 1291188 entries from 1291584 ( 99.9693 % ) 2013-04-11 15:50:19 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-87.root 2013-04-11 15:50:21 Selected 1256695 entries from 1257083 ( 99.9691 % ) 2013-04-11 15:51:17 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-88.root 2013-04-11 15:51:19 Selected 1288824 entries from 1289234 ( 99.9682 % ) 2013-04-11 15:52:11 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-89.root 2013-04-11 15:52:12 Selected 1314916 entries from 1315309 ( 99.9701 % ) 2013-04-11 15:53:07 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-90.root 2013-04-11 15:53:08 Selected 1260435 entries from 1260832 ( 99.9685 % ) 2013-04-11 15:54:07 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-91.root 2013-04-11 15:54:09 Selected 1257384 entries from 1257801 ( 99.9668 % ) 2013-04-11 15:55:25 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-92.root 2013-04-11 15:55:27 Selected 1278116 entries from 1278544 ( 99.9665 % ) 2013-04-11 15:56:43 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-93.root 2013-04-11 15:56:45 Selected 1321251 entries from 1321641 ( 99.9705 % ) 2013-04-11 15:57:34 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-94.root 2013-04-11 15:57:35 Selected 1252487 entries from 1252856 ( 99.9705 % ) 2013-04-11 15:58:31 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-95.root 2013-04-11 15:58:32 Selected 1315503 entries from 1315934 ( 99.9672 % ) 2013-04-11 15:59:26 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-96.root 2013-04-11 15:59:27 Selected 1258807 entries from 1259232 ( 99.9662 % ) 2013-04-11 16:00:37 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-97.root 2013-04-11 16:00:39 Selected 1264927 entries from 1265359 ( 99.9659 % ) 2013-04-11 16:01:37 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-98.root 2013-04-11 16:01:38 Selected 1263488 entries from 1263929 ( 99.9651 % ) 2013-04-11 16:02:43 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-99.root 2013-04-11 16:02:46 Selected 1316158 entries from 1316568 ( 99.9689 % ) 2013-04-11 16:03:30 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-100.root 2013-04-11 16:03:32 Selected 1288062 entries from 1288463 ( 99.9689 % ) 2013-04-11 16:04:31 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-101.root 2013-04-11 16:04:32 Selected 1258075 entries from 1258427 ( 99.972 % ) 2013-04-11 16:05:37 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-102.root 2013-04-11 16:05:39 Selected 1295101 entries from 1295460 ( 99.9723 % ) 2013-04-11 16:06:23 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-103.root 2013-04-11 16:06:25 Selected 1278939 entries from 1279341 ( 99.9686 % ) 2013-04-11 16:07:20 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-104.root 2013-04-11 16:07:21 Selected 1294477 entries from 1294884 ( 99.9686 % ) 2013-04-11 16:08:11 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-105.root 2013-04-11 16:08:13 Selected 1290929 entries from 1291320 ( 99.9697 % ) 2013-04-11 16:09:05 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-106.root 2013-04-11 16:09:06 Selected 1291174 entries from 1291596 ( 99.9673 % ) 2013-04-11 16:09:46 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-107.root 2013-04-11 16:09:47 Selected 1317695 entries from 1318096 ( 99.9696 % ) 2013-04-11 16:10:26 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-108.root 2013-04-11 16:10:28 Selected 1267157 entries from 1267597 ( 99.9653 % ) 2013-04-11 16:11:30 Using evaluation file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco14-109.root 2013-04-11 16:11:32 Selected 1261633 entries from 1262057 ( 99.9664 % ) 2013-04-11 16:14:26 Making final performance plots ... 2013-04-11 16:14:27 Creating Eff V Purity text file : text/LongElectronEffVPurity-TMVA-NoPreSels-NoGECs-ReweightRICH2-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2.txt 2013-04-11 16:14:29 Creating Eff V OverallMisID text file : text/LongElectronEffVOverallMisID-TMVA-NoPreSels-NoGECs-ReweightRICH2-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2.txt 2013-04-11 16:14:30 Creating Eff V Ghost MisID text file : text/LongElectronEffVGhostMisID-TMVA-NoPreSels-NoGECs-ReweightRICH2-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2.txt 2013-04-11 16:14:30 Creating Eff V Kaon MisID text file : text/LongElectronEffVKaonMisID-TMVA-NoPreSels-NoGECs-ReweightRICH2-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2.txt 2013-04-11 16:14:31 Creating Eff V Muon MisID text file : text/LongElectronEffVMuonMisID-TMVA-NoPreSels-NoGECs-ReweightRICH2-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2.txt 2013-04-11 16:14:31 Creating Eff V Pion MisID text file : text/LongElectronEffVPionMisID-TMVA-NoPreSels-NoGECs-ReweightRICH2-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2.txt 2013-04-11 16:14:32 Creating Eff V Proton MisID text file : text/LongElectronEffVProtonMisID-TMVA-NoPreSels-NoGECs-ReweightRICH2-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2.txt 2013-04-11 16:16:35 Finished... removed `train-config.txt' removed `MVA.txt' removed `datafiles.txt' removed `TRAINING-RUNNING' Thu Apr 11 16:16:45 CEST 2013